filter_rings.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bbd216e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import os.path as ospath\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import shutil\n",
    "import glob\n",
    "\n",
    "from picasso.picasso import io\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4512a0dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_ring_data_df(dirname, filename):\n",
    "    file = ospath.join(dirname, filename)\n",
    "\n",
    "    try: \n",
    "        df = pd.read_pickle(file)\n",
    "    except FileNotFoundError:\n",
    "        print(\"No results of previously analyzed datasets were detected.\")\n",
    "        return None\n",
    "    else: \n",
    "        print(\"Results of previously analyzed datasets were detected.\")\n",
    "        return df\n",
    "    \n",
    "def load_data(path):\n",
    "\n",
    "    try:\n",
    "        locs, info = io.load_locs(path)\n",
    "    except io.NoMetadataFileError:\n",
    "        return None, None, None\n",
    "    \n",
    "    try:\n",
    "        pixelsize = info[1][\"Pixelsize\"]\n",
    "    except:  \n",
    "        print(\"No pixelsize found in yaml file. Default 130 nm used.\")\n",
    "\n",
    "        \n",
    "    return locs, info, pixelsize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1ba70976",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of previously analyzed datasets were detected.\n",
      "Index(['fov_id', 'cell_type', 'filename', 'group', 'residual', 'radius',\n",
      "       'angle_between_ring_and_coverslip', 'Sigma', 'n_events', 'mean_bright',\n",
      "       'mean_dark', 'fit_bright', 'fit_dark'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "path = r'X:\\users\\kcramer\\sporPAINT\\ZapA\\ZapA_picked_rings'\n",
    "\n",
    "\n",
    "\n",
    "df_ring_data = load_ring_data_df(path, \"ring_data.pkl\")\n",
    "print(df_ring_data.keys())\n",
    "\n",
    "# radius criterium\n",
    "dR = 100\n",
    "perc_on_ring_min = 0.8\n",
    "perc_inside_ring_max = 0.2\n",
    "perc_outside_ring_max = 0.2\n",
    "\n",
    "# angle criterium\n",
    "N_segments = 12\n",
    "perc_locs_per_filled_segment_min = 1/N_segments/4 # a segment counts as filled if it contains this fraction of all localizations\n",
    "perc_segments_filled_min = 0.6 # this fraction of segments has to be filled to accept the ring\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a0a39f2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "analysis_folder = os.path.join(path, 'analysis')\n",
    "excluded_folder = os.path.join(path, 'analysis', 'excluded_filter')\n",
    "if not os.path.isdir(excluded_folder):\n",
    "    os.makedirs(excluded_folder)\n",
    "\n",
    "# reset excluded_filter folder\n",
    "\n",
    "# move fov_1_spor_pick_0.png back to analysis folder\n",
    "for image_path in glob.glob(os.path.join(excluded_folder, '*.png')):\n",
    "    if 'filter.png' in image_path:\n",
    "        os.remove(image_path)\n",
    "    else:\n",
    "        image = os.path.split(image_path)[1]\n",
    "        shutil.move(os.path.join(excluded_folder, image), os.path.join(analysis_folder, image))\n",
    "       #shutil.move(os.path.join(analysis_folder, filename_base + '.png'), os.path.join(excluded_folder, filename_base + '.png'))\n",
    "\n",
    "# remove _filter.png files from analysis folder\n",
    "for image_path in glob.glob(os.path.join(analysis_folder, '*_filter.png')):\n",
    "    if 'filter.png' in image_path:\n",
    "        os.remove(image_path)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "eb646cd9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_1_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.245919\n",
      "(-150.0, -120.0]    0.038085\n",
      "(-120.0, -90.0]     0.009793\n",
      "(-90.0, -60.0]      0.153428\n",
      "(-60.0, -30.0]      0.058760\n",
      "(-30.0, 0.0]        0.052231\n",
      "(0.0, 30.0]         0.063112\n",
      "(30.0, 60.0]        0.060936\n",
      "(60.0, 90.0]        0.045702\n",
      "(90.0, 120.0]       0.025027\n",
      "(120.0, 150.0]      0.114255\n",
      "(150.0, 180.0]      0.132753\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.245919\n",
      "(-150.0, -120.0]    0.038085\n",
      "(-90.0, -60.0]      0.153428\n",
      "(-60.0, -30.0]      0.058760\n",
      "(-30.0, 0.0]        0.052231\n",
      "(0.0, 30.0]         0.063112\n",
      "(30.0, 60.0]        0.060936\n",
      "(60.0, 90.0]        0.045702\n",
      "(90.0, 120.0]       0.025027\n",
      "(120.0, 150.0]      0.114255\n",
      "(150.0, 180.0]      0.132753\n",
      "Name: angle, dtype: float64\n",
      "fov_1_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.014717\n",
      "(-60.0, -30.0]      0.528330\n",
      "(-30.0, 0.0]        0.448124\n",
      "(0.0, 30.0]         0.003679\n",
      "(30.0, 60.0]        0.002943\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.002208\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-60.0, -30.0]    0.528330\n",
      "(-30.0, 0.0]      0.448124\n",
      "Name: angle, dtype: float64\n",
      "fov_1_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.110028\n",
      "(-150.0, -120.0]    0.168524\n",
      "(-120.0, -90.0]     0.114206\n",
      "(-90.0, -60.0]      0.196379\n",
      "(-60.0, -30.0]      0.323120\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.036212\n",
      "(30.0, 60.0]        0.033426\n",
      "(60.0, 90.0]        0.002786\n",
      "(90.0, 120.0]       0.002786\n",
      "(120.0, 150.0]      0.012535\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.110028\n",
      "(-150.0, -120.0]    0.168524\n",
      "(-120.0, -90.0]     0.114206\n",
      "(-90.0, -60.0]      0.196379\n",
      "(-60.0, -30.0]      0.323120\n",
      "(0.0, 30.0]         0.036212\n",
      "(30.0, 60.0]        0.033426\n",
      "Name: angle, dtype: float64\n",
      "fov_1_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.020661\n",
      "(-150.0, -120.0]    0.085950\n",
      "(-120.0, -90.0]     0.501653\n",
      "(-90.0, -60.0]      0.074380\n",
      "(-60.0, -30.0]      0.053719\n",
      "(-30.0, 0.0]        0.004132\n",
      "(0.0, 30.0]         0.168595\n",
      "(30.0, 60.0]        0.038843\n",
      "(60.0, 90.0]        0.000826\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.004132\n",
      "(150.0, 180.0]      0.047107\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.085950\n",
      "(-120.0, -90.0]     0.501653\n",
      "(-90.0, -60.0]      0.074380\n",
      "(-60.0, -30.0]      0.053719\n",
      "(0.0, 30.0]         0.168595\n",
      "(30.0, 60.0]        0.038843\n",
      "(150.0, 180.0]      0.047107\n",
      "Name: angle, dtype: float64\n",
      "fov_1_veg_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.313770\n",
      "(-150.0, -120.0]    0.340858\n",
      "(-120.0, -90.0]     0.209932\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.103837\n",
      "(-30.0, 0.0]        0.004515\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.009029\n",
      "(60.0, 90.0]        0.015801\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.002257\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.313770\n",
      "(-150.0, -120.0]    0.340858\n",
      "(-120.0, -90.0]     0.209932\n",
      "(-60.0, -30.0]      0.103837\n",
      "Name: angle, dtype: float64\n",
      "fov_2_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.264503\n",
      "(-150.0, -120.0]    0.068830\n",
      "(-120.0, -90.0]     0.108161\n",
      "(-90.0, -60.0]      0.072763\n",
      "(-60.0, -30.0]      0.062930\n",
      "(-30.0, 0.0]        0.145526\n",
      "(0.0, 30.0]         0.006883\n",
      "(30.0, 60.0]        0.016716\n",
      "(60.0, 90.0]        0.091445\n",
      "(90.0, 120.0]       0.007866\n",
      "(120.0, 150.0]      0.065880\n",
      "(150.0, 180.0]      0.088496\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.264503\n",
      "(-150.0, -120.0]    0.068830\n",
      "(-120.0, -90.0]     0.108161\n",
      "(-90.0, -60.0]      0.072763\n",
      "(-60.0, -30.0]      0.062930\n",
      "(-30.0, 0.0]        0.145526\n",
      "(60.0, 90.0]        0.091445\n",
      "(120.0, 150.0]      0.065880\n",
      "(150.0, 180.0]      0.088496\n",
      "Name: angle, dtype: float64\n",
      "fov_2_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.044925\n",
      "(-150.0, -120.0]    0.058236\n",
      "(-120.0, -90.0]     0.077371\n",
      "(-90.0, -60.0]      0.011647\n",
      "(-60.0, -30.0]      0.209651\n",
      "(-30.0, 0.0]        0.170549\n",
      "(0.0, 30.0]         0.097338\n",
      "(30.0, 60.0]        0.043261\n",
      "(60.0, 90.0]        0.021631\n",
      "(90.0, 120.0]       0.061564\n",
      "(120.0, 150.0]      0.059900\n",
      "(150.0, 180.0]      0.143927\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.044925\n",
      "(-150.0, -120.0]    0.058236\n",
      "(-120.0, -90.0]     0.077371\n",
      "(-60.0, -30.0]      0.209651\n",
      "(-30.0, 0.0]        0.170549\n",
      "(0.0, 30.0]         0.097338\n",
      "(30.0, 60.0]        0.043261\n",
      "(60.0, 90.0]        0.021631\n",
      "(90.0, 120.0]       0.061564\n",
      "(120.0, 150.0]      0.059900\n",
      "(150.0, 180.0]      0.143927\n",
      "Name: angle, dtype: float64\n",
      "fov_2_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.058423\n",
      "(-150.0, -120.0]    0.009737\n",
      "(-120.0, -90.0]     0.010711\n",
      "(-90.0, -60.0]      0.001947\n",
      "(-60.0, -30.0]      0.002921\n",
      "(-30.0, 0.0]        0.069133\n",
      "(0.0, 30.0]         0.189873\n",
      "(30.0, 60.0]        0.157741\n",
      "(60.0, 90.0]        0.096397\n",
      "(90.0, 120.0]       0.274586\n",
      "(120.0, 150.0]      0.014606\n",
      "(150.0, 180.0]      0.113924\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.058423\n",
      "(-30.0, 0.0]        0.069133\n",
      "(0.0, 30.0]         0.189873\n",
      "(30.0, 60.0]        0.157741\n",
      "(60.0, 90.0]        0.096397\n",
      "(90.0, 120.0]       0.274586\n",
      "(150.0, 180.0]      0.113924\n",
      "Name: angle, dtype: float64\n",
      "fov_2_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.110294\n",
      "(-150.0, -120.0]    0.171569\n",
      "(-120.0, -90.0]     0.145833\n",
      "(-90.0, -60.0]      0.007353\n",
      "(-60.0, -30.0]      0.056373\n",
      "(-30.0, 0.0]        0.083333\n",
      "(0.0, 30.0]         0.022059\n",
      "(30.0, 60.0]        0.001225\n",
      "(60.0, 90.0]        0.045343\n",
      "(90.0, 120.0]       0.113971\n",
      "(120.0, 150.0]      0.198529\n",
      "(150.0, 180.0]      0.044118\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.110294\n",
      "(-150.0, -120.0]    0.171569\n",
      "(-120.0, -90.0]     0.145833\n",
      "(-60.0, -30.0]      0.056373\n",
      "(-30.0, 0.0]        0.083333\n",
      "(0.0, 30.0]         0.022059\n",
      "(60.0, 90.0]        0.045343\n",
      "(90.0, 120.0]       0.113971\n",
      "(120.0, 150.0]      0.198529\n",
      "(150.0, 180.0]      0.044118\n",
      "Name: angle, dtype: float64\n",
      "fov_2_veg_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.167899\n",
      "(-120.0, -90.0]     0.237592\n",
      "(-90.0, -60.0]      0.508976\n",
      "(-60.0, -30.0]      0.028511\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.002112\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.002112\n",
      "(120.0, 150.0]      0.048574\n",
      "(150.0, 180.0]      0.004224\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.167899\n",
      "(-120.0, -90.0]     0.237592\n",
      "(-90.0, -60.0]      0.508976\n",
      "(-60.0, -30.0]      0.028511\n",
      "(120.0, 150.0]      0.048574\n",
      "Name: angle, dtype: float64\n",
      "fov_2_veg_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.318305\n",
      "(-150.0, -120.0]    0.101894\n",
      "(-120.0, -90.0]     0.044184\n",
      "(-90.0, -60.0]      0.092876\n",
      "(-60.0, -30.0]      0.099188\n",
      "(-30.0, 0.0]        0.018034\n",
      "(0.0, 30.0]         0.105500\n",
      "(30.0, 60.0]        0.032462\n",
      "(60.0, 90.0]        0.110009\n",
      "(90.0, 120.0]       0.026150\n",
      "(120.0, 150.0]      0.040577\n",
      "(150.0, 180.0]      0.010821\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.318305\n",
      "(-150.0, -120.0]    0.101894\n",
      "(-120.0, -90.0]     0.044184\n",
      "(-90.0, -60.0]      0.092876\n",
      "(-60.0, -30.0]      0.099188\n",
      "(0.0, 30.0]         0.105500\n",
      "(30.0, 60.0]        0.032462\n",
      "(60.0, 90.0]        0.110009\n",
      "(90.0, 120.0]       0.026150\n",
      "(120.0, 150.0]      0.040577\n",
      "Name: angle, dtype: float64\n",
      "fov_3_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.074576\n",
      "(-150.0, -120.0]    0.047458\n",
      "(-120.0, -90.0]     0.010169\n",
      "(-90.0, -60.0]      0.006780\n",
      "(-60.0, -30.0]      0.040678\n",
      "(-30.0, 0.0]        0.037288\n",
      "(0.0, 30.0]         0.067797\n",
      "(30.0, 60.0]        0.030508\n",
      "(60.0, 90.0]        0.013559\n",
      "(90.0, 120.0]       0.254237\n",
      "(120.0, 150.0]      0.091525\n",
      "(150.0, 180.0]      0.325424\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.074576\n",
      "(-150.0, -120.0]    0.047458\n",
      "(-60.0, -30.0]      0.040678\n",
      "(-30.0, 0.0]        0.037288\n",
      "(0.0, 30.0]         0.067797\n",
      "(30.0, 60.0]        0.030508\n",
      "(90.0, 120.0]       0.254237\n",
      "(120.0, 150.0]      0.091525\n",
      "(150.0, 180.0]      0.325424\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_3_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.191724\n",
      "(-150.0, -120.0]    0.110345\n",
      "(-120.0, -90.0]     0.013793\n",
      "(-90.0, -60.0]      0.008276\n",
      "(-60.0, -30.0]      0.012414\n",
      "(-30.0, 0.0]        0.095172\n",
      "(0.0, 30.0]         0.030345\n",
      "(30.0, 60.0]        0.051034\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.099310\n",
      "(120.0, 150.0]      0.092414\n",
      "(150.0, 180.0]      0.295172\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.191724\n",
      "(-150.0, -120.0]    0.110345\n",
      "(-30.0, 0.0]        0.095172\n",
      "(0.0, 30.0]         0.030345\n",
      "(30.0, 60.0]        0.051034\n",
      "(90.0, 120.0]       0.099310\n",
      "(120.0, 150.0]      0.092414\n",
      "(150.0, 180.0]      0.295172\n",
      "Name: angle, dtype: float64\n",
      "fov_3_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.303644\n",
      "(-150.0, -120.0]    0.161943\n",
      "(-120.0, -90.0]     0.072874\n",
      "(-90.0, -60.0]      0.004049\n",
      "(-60.0, -30.0]      0.129555\n",
      "(-30.0, 0.0]        0.076923\n",
      "(0.0, 30.0]         0.178138\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.072874\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.303644\n",
      "(-150.0, -120.0]    0.161943\n",
      "(-120.0, -90.0]     0.072874\n",
      "(-60.0, -30.0]      0.129555\n",
      "(-30.0, 0.0]        0.076923\n",
      "(0.0, 30.0]         0.178138\n",
      "(150.0, 180.0]      0.072874\n",
      "Name: angle, dtype: float64\n",
      "fov_3_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.255144\n",
      "(-150.0, -120.0]    0.016461\n",
      "(-120.0, -90.0]     0.004115\n",
      "(-90.0, -60.0]      0.222222\n",
      "(-60.0, -30.0]      0.057613\n",
      "(-30.0, 0.0]        0.028807\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.053498\n",
      "(60.0, 90.0]        0.012346\n",
      "(90.0, 120.0]       0.024691\n",
      "(120.0, 150.0]      0.242798\n",
      "(150.0, 180.0]      0.082305\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.255144\n",
      "(-90.0, -60.0]      0.222222\n",
      "(-60.0, -30.0]      0.057613\n",
      "(-30.0, 0.0]        0.028807\n",
      "(30.0, 60.0]        0.053498\n",
      "(90.0, 120.0]       0.024691\n",
      "(120.0, 150.0]      0.242798\n",
      "(150.0, 180.0]      0.082305\n",
      "Name: angle, dtype: float64\n",
      "fov_3_veg_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.016736\n",
      "(-90.0, -60.0]      0.008368\n",
      "(-60.0, -30.0]      0.025105\n",
      "(-30.0, 0.0]        0.033473\n",
      "(0.0, 30.0]         0.334728\n",
      "(30.0, 60.0]        0.410042\n",
      "(60.0, 90.0]        0.171548\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-60.0, -30.0]    0.025105\n",
      "(-30.0, 0.0]      0.033473\n",
      "(0.0, 30.0]       0.334728\n",
      "(30.0, 60.0]      0.410042\n",
      "(60.0, 90.0]      0.171548\n",
      "Name: angle, dtype: float64\n",
      "fov_4_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.117914\n",
      "(-150.0, -120.0]    0.006803\n",
      "(-120.0, -90.0]     0.018141\n",
      "(-90.0, -60.0]      0.079365\n",
      "(-60.0, -30.0]      0.145125\n",
      "(-30.0, 0.0]        0.004535\n",
      "(0.0, 30.0]         0.170068\n",
      "(30.0, 60.0]        0.081633\n",
      "(60.0, 90.0]        0.049887\n",
      "(90.0, 120.0]       0.097506\n",
      "(120.0, 150.0]      0.147392\n",
      "(150.0, 180.0]      0.081633\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.117914\n",
      "(-90.0, -60.0]      0.079365\n",
      "(-60.0, -30.0]      0.145125\n",
      "(0.0, 30.0]         0.170068\n",
      "(30.0, 60.0]        0.081633\n",
      "(60.0, 90.0]        0.049887\n",
      "(90.0, 120.0]       0.097506\n",
      "(120.0, 150.0]      0.147392\n",
      "(150.0, 180.0]      0.081633\n",
      "Name: angle, dtype: float64\n",
      "fov_4_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.079780\n",
      "(-150.0, -120.0]    0.088033\n",
      "(-120.0, -90.0]     0.103164\n",
      "(-90.0, -60.0]      0.057772\n",
      "(-60.0, -30.0]      0.060523\n",
      "(-30.0, 0.0]        0.115543\n",
      "(0.0, 30.0]         0.122421\n",
      "(30.0, 60.0]        0.013755\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.037139\n",
      "(150.0, 180.0]      0.321871\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.079780\n",
      "(-150.0, -120.0]    0.088033\n",
      "(-120.0, -90.0]     0.103164\n",
      "(-90.0, -60.0]      0.057772\n",
      "(-60.0, -30.0]      0.060523\n",
      "(-30.0, 0.0]        0.115543\n",
      "(0.0, 30.0]         0.122421\n",
      "(120.0, 150.0]      0.037139\n",
      "(150.0, 180.0]      0.321871\n",
      "Name: angle, dtype: float64\n",
      "fov_4_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.152866\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.076433\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.118896\n",
      "(-30.0, 0.0]        0.231423\n",
      "(0.0, 30.0]         0.048832\n",
      "(30.0, 60.0]        0.061571\n",
      "(60.0, 90.0]        0.070064\n",
      "(90.0, 120.0]       0.055202\n",
      "(120.0, 150.0]      0.067941\n",
      "(150.0, 180.0]      0.116773\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.152866\n",
      "(-120.0, -90.0]     0.076433\n",
      "(-60.0, -30.0]      0.118896\n",
      "(-30.0, 0.0]        0.231423\n",
      "(0.0, 30.0]         0.048832\n",
      "(30.0, 60.0]        0.061571\n",
      "(60.0, 90.0]        0.070064\n",
      "(90.0, 120.0]       0.055202\n",
      "(120.0, 150.0]      0.067941\n",
      "(150.0, 180.0]      0.116773\n",
      "Name: angle, dtype: float64\n",
      "fov_4_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.030769\n",
      "(-150.0, -120.0]    0.073846\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.076923\n",
      "(-60.0, -30.0]      0.073846\n",
      "(-30.0, 0.0]        0.015385\n",
      "(0.0, 30.0]         0.369231\n",
      "(30.0, 60.0]        0.046154\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.036923\n",
      "(120.0, 150.0]      0.236923\n",
      "(150.0, 180.0]      0.040000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.030769\n",
      "(-150.0, -120.0]    0.073846\n",
      "(-90.0, -60.0]      0.076923\n",
      "(-60.0, -30.0]      0.073846\n",
      "(0.0, 30.0]         0.369231\n",
      "(30.0, 60.0]        0.046154\n",
      "(90.0, 120.0]       0.036923\n",
      "(120.0, 150.0]      0.236923\n",
      "(150.0, 180.0]      0.040000\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.052685\n",
      "(-150.0, -120.0]    0.012158\n",
      "(-120.0, -90.0]     0.002026\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.005066\n",
      "(0.0, 30.0]         0.046606\n",
      "(30.0, 60.0]        0.112462\n",
      "(60.0, 90.0]        0.173252\n",
      "(90.0, 120.0]       0.061803\n",
      "(120.0, 150.0]      0.454914\n",
      "(150.0, 180.0]      0.079027\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.052685\n",
      "(0.0, 30.0]         0.046606\n",
      "(30.0, 60.0]        0.112462\n",
      "(60.0, 90.0]        0.173252\n",
      "(90.0, 120.0]       0.061803\n",
      "(120.0, 150.0]      0.454914\n",
      "(150.0, 180.0]      0.079027\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.090250\n",
      "(-150.0, -120.0]    0.240935\n",
      "(-120.0, -90.0]     0.161160\n",
      "(-90.0, -60.0]      0.093473\n",
      "(-60.0, -30.0]      0.185334\n",
      "(-30.0, 0.0]        0.059629\n",
      "(0.0, 30.0]         0.060435\n",
      "(30.0, 60.0]        0.004029\n",
      "(60.0, 90.0]        0.001612\n",
      "(90.0, 120.0]       0.001612\n",
      "(120.0, 150.0]      0.004029\n",
      "(150.0, 180.0]      0.097502\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.090250\n",
      "(-150.0, -120.0]    0.240935\n",
      "(-120.0, -90.0]     0.161160\n",
      "(-90.0, -60.0]      0.093473\n",
      "(-60.0, -30.0]      0.185334\n",
      "(-30.0, 0.0]        0.059629\n",
      "(0.0, 30.0]         0.060435\n",
      "(150.0, 180.0]      0.097502\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.006696\n",
      "(-120.0, -90.0]     0.348214\n",
      "(-90.0, -60.0]      0.252232\n",
      "(-60.0, -30.0]      0.354911\n",
      "(-30.0, 0.0]        0.004464\n",
      "(0.0, 30.0]         0.022321\n",
      "(30.0, 60.0]        0.002232\n",
      "(60.0, 90.0]        0.002232\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.006696\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.348214\n",
      "(-90.0, -60.0]     0.252232\n",
      "(-60.0, -30.0]     0.354911\n",
      "(0.0, 30.0]        0.022321\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.066167\n",
      "(-150.0, -120.0]    0.079900\n",
      "(-120.0, -90.0]     0.147316\n",
      "(-90.0, -60.0]      0.004994\n",
      "(-60.0, -30.0]      0.006242\n",
      "(-30.0, 0.0]        0.275905\n",
      "(0.0, 30.0]         0.191011\n",
      "(30.0, 60.0]        0.028714\n",
      "(60.0, 90.0]        0.003745\n",
      "(90.0, 120.0]       0.087391\n",
      "(120.0, 150.0]      0.102372\n",
      "(150.0, 180.0]      0.006242\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.066167\n",
      "(-150.0, -120.0]    0.079900\n",
      "(-120.0, -90.0]     0.147316\n",
      "(-30.0, 0.0]        0.275905\n",
      "(0.0, 30.0]         0.191011\n",
      "(30.0, 60.0]        0.028714\n",
      "(90.0, 120.0]       0.087391\n",
      "(120.0, 150.0]      0.102372\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_5_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.317156\n",
      "(-150.0, -120.0]    0.161400\n",
      "(-120.0, -90.0]     0.020316\n",
      "(-90.0, -60.0]      0.051919\n",
      "(-60.0, -30.0]      0.058691\n",
      "(-30.0, 0.0]        0.102709\n",
      "(0.0, 30.0]         0.084650\n",
      "(30.0, 60.0]        0.037246\n",
      "(60.0, 90.0]        0.011287\n",
      "(90.0, 120.0]       0.005643\n",
      "(120.0, 150.0]      0.020316\n",
      "(150.0, 180.0]      0.128668\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.317156\n",
      "(-150.0, -120.0]    0.161400\n",
      "(-90.0, -60.0]      0.051919\n",
      "(-60.0, -30.0]      0.058691\n",
      "(-30.0, 0.0]        0.102709\n",
      "(0.0, 30.0]         0.084650\n",
      "(30.0, 60.0]        0.037246\n",
      "(150.0, 180.0]      0.128668\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.028723\n",
      "(-150.0, -120.0]    0.293617\n",
      "(-120.0, -90.0]     0.064894\n",
      "(-90.0, -60.0]      0.158511\n",
      "(-60.0, -30.0]      0.127660\n",
      "(-30.0, 0.0]        0.057447\n",
      "(0.0, 30.0]         0.165957\n",
      "(30.0, 60.0]        0.010638\n",
      "(60.0, 90.0]        0.001064\n",
      "(90.0, 120.0]       0.005319\n",
      "(120.0, 150.0]      0.007447\n",
      "(150.0, 180.0]      0.078723\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.028723\n",
      "(-150.0, -120.0]    0.293617\n",
      "(-120.0, -90.0]     0.064894\n",
      "(-90.0, -60.0]      0.158511\n",
      "(-60.0, -30.0]      0.127660\n",
      "(-30.0, 0.0]        0.057447\n",
      "(0.0, 30.0]         0.165957\n",
      "(150.0, 180.0]      0.078723\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.014344\n",
      "(-120.0, -90.0]     0.352459\n",
      "(-90.0, -60.0]      0.600410\n",
      "(-60.0, -30.0]      0.026639\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.002049\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.002049\n",
      "(150.0, 180.0]      0.002049\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.352459\n",
      "(-90.0, -60.0]     0.600410\n",
      "(-60.0, -30.0]     0.026639\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.179598\n",
      "(-150.0, -120.0]    0.099138\n",
      "(-120.0, -90.0]     0.373563\n",
      "(-90.0, -60.0]      0.158046\n",
      "(-60.0, -30.0]      0.001437\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.001437\n",
      "(30.0, 60.0]        0.012931\n",
      "(60.0, 90.0]        0.165230\n",
      "(90.0, 120.0]       0.001437\n",
      "(120.0, 150.0]      0.007184\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.179598\n",
      "(-150.0, -120.0]    0.099138\n",
      "(-120.0, -90.0]     0.373563\n",
      "(-90.0, -60.0]      0.158046\n",
      "(60.0, 90.0]        0.165230\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.184158\n",
      "(-150.0, -120.0]    0.009901\n",
      "(-120.0, -90.0]     0.022772\n",
      "(-90.0, -60.0]      0.023762\n",
      "(-60.0, -30.0]      0.124752\n",
      "(-30.0, 0.0]        0.054455\n",
      "(0.0, 30.0]         0.008911\n",
      "(30.0, 60.0]        0.100000\n",
      "(60.0, 90.0]        0.132673\n",
      "(90.0, 120.0]       0.106931\n",
      "(120.0, 150.0]      0.035644\n",
      "(150.0, 180.0]      0.196040\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.184158\n",
      "(-120.0, -90.0]     0.022772\n",
      "(-90.0, -60.0]      0.023762\n",
      "(-60.0, -30.0]      0.124752\n",
      "(-30.0, 0.0]        0.054455\n",
      "(30.0, 60.0]        0.100000\n",
      "(60.0, 90.0]        0.132673\n",
      "(90.0, 120.0]       0.106931\n",
      "(120.0, 150.0]      0.035644\n",
      "(150.0, 180.0]      0.196040\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.261954\n",
      "(-90.0, -60.0]      0.353430\n",
      "(-60.0, -30.0]      0.257796\n",
      "(-30.0, 0.0]        0.081081\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.002079\n",
      "(60.0, 90.0]        0.004158\n",
      "(90.0, 120.0]       0.004158\n",
      "(120.0, 150.0]      0.035343\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.261954\n",
      "(-90.0, -60.0]     0.353430\n",
      "(-60.0, -30.0]     0.257796\n",
      "(-30.0, 0.0]       0.081081\n",
      "(120.0, 150.0]     0.035343\n",
      "Name: angle, dtype: float64\n",
      "fov_5_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.336976\n",
      "(-150.0, -120.0]    0.040073\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.003643\n",
      "(-60.0, -30.0]      0.003643\n",
      "(-30.0, 0.0]        0.134791\n",
      "(0.0, 30.0]         0.001821\n",
      "(30.0, 60.0]        0.001821\n",
      "(60.0, 90.0]        0.089253\n",
      "(90.0, 120.0]       0.109290\n",
      "(120.0, 150.0]      0.225865\n",
      "(150.0, 180.0]      0.052823\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.336976\n",
      "(-150.0, -120.0]    0.040073\n",
      "(-30.0, 0.0]        0.134791\n",
      "(60.0, 90.0]        0.089253\n",
      "(90.0, 120.0]       0.109290\n",
      "(120.0, 150.0]      0.225865\n",
      "(150.0, 180.0]      0.052823\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.010309\n",
      "(0.0, 30.0]         0.280069\n",
      "(30.0, 60.0]        0.079038\n",
      "(60.0, 90.0]        0.269759\n",
      "(90.0, 120.0]       0.360825\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]      0.280069\n",
      "(30.0, 60.0]     0.079038\n",
      "(60.0, 90.0]     0.269759\n",
      "(90.0, 120.0]    0.360825\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.030441\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.001522\n",
      "(-60.0, -30.0]      0.001522\n",
      "(-30.0, 0.0]        0.028919\n",
      "(0.0, 30.0]         0.280061\n",
      "(30.0, 60.0]        0.010654\n",
      "(60.0, 90.0]        0.097412\n",
      "(90.0, 120.0]       0.234399\n",
      "(120.0, 150.0]      0.083714\n",
      "(150.0, 180.0]      0.231355\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.030441\n",
      "(-30.0, 0.0]        0.028919\n",
      "(0.0, 30.0]         0.280061\n",
      "(60.0, 90.0]        0.097412\n",
      "(90.0, 120.0]       0.234399\n",
      "(120.0, 150.0]      0.083714\n",
      "(150.0, 180.0]      0.231355\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.170240\n",
      "(-150.0, -120.0]    0.181589\n",
      "(-120.0, -90.0]     0.080706\n",
      "(-90.0, -60.0]      0.177806\n",
      "(-60.0, -30.0]      0.114754\n",
      "(-30.0, 0.0]        0.240858\n",
      "(0.0, 30.0]         0.002522\n",
      "(30.0, 60.0]        0.010088\n",
      "(60.0, 90.0]        0.018916\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.002522\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.170240\n",
      "(-150.0, -120.0]    0.181589\n",
      "(-120.0, -90.0]     0.080706\n",
      "(-90.0, -60.0]      0.177806\n",
      "(-60.0, -30.0]      0.114754\n",
      "(-30.0, 0.0]        0.240858\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.001252\n",
      "(-150.0, -120.0]    0.078849\n",
      "(-120.0, -90.0]     0.080100\n",
      "(-90.0, -60.0]      0.033792\n",
      "(-60.0, -30.0]      0.205257\n",
      "(-30.0, 0.0]        0.130163\n",
      "(0.0, 30.0]         0.123905\n",
      "(30.0, 60.0]        0.133917\n",
      "(60.0, 90.0]        0.141427\n",
      "(90.0, 120.0]       0.055069\n",
      "(120.0, 150.0]      0.015019\n",
      "(150.0, 180.0]      0.001252\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.078849\n",
      "(-120.0, -90.0]     0.080100\n",
      "(-90.0, -60.0]      0.033792\n",
      "(-60.0, -30.0]      0.205257\n",
      "(-30.0, 0.0]        0.130163\n",
      "(0.0, 30.0]         0.123905\n",
      "(30.0, 60.0]        0.133917\n",
      "(60.0, 90.0]        0.141427\n",
      "(90.0, 120.0]       0.055069\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.267025\n",
      "(-150.0, -120.0]    0.240143\n",
      "(-120.0, -90.0]     0.044803\n",
      "(-90.0, -60.0]      0.014337\n",
      "(-60.0, -30.0]      0.229391\n",
      "(-30.0, 0.0]        0.141577\n",
      "(0.0, 30.0]         0.046595\n",
      "(30.0, 60.0]        0.001792\n",
      "(60.0, 90.0]        0.012545\n",
      "(90.0, 120.0]       0.001792\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.267025\n",
      "(-150.0, -120.0]    0.240143\n",
      "(-120.0, -90.0]     0.044803\n",
      "(-60.0, -30.0]      0.229391\n",
      "(-30.0, 0.0]        0.141577\n",
      "(0.0, 30.0]         0.046595\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.182254\n",
      "(-150.0, -120.0]    0.085132\n",
      "(-120.0, -90.0]     0.100719\n",
      "(-90.0, -60.0]      0.043165\n",
      "(-60.0, -30.0]      0.249400\n",
      "(-30.0, 0.0]        0.213429\n",
      "(0.0, 30.0]         0.025180\n",
      "(30.0, 60.0]        0.013189\n",
      "(60.0, 90.0]        0.065947\n",
      "(90.0, 120.0]       0.013189\n",
      "(120.0, 150.0]      0.003597\n",
      "(150.0, 180.0]      0.004796\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.182254\n",
      "(-150.0, -120.0]    0.085132\n",
      "(-120.0, -90.0]     0.100719\n",
      "(-90.0, -60.0]      0.043165\n",
      "(-60.0, -30.0]      0.249400\n",
      "(-30.0, 0.0]        0.213429\n",
      "(0.0, 30.0]         0.025180\n",
      "(60.0, 90.0]        0.065947\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_1_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.001451\n",
      "(-60.0, -30.0]      0.002903\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.547170\n",
      "(30.0, 60.0]        0.448476\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]     0.547170\n",
      "(30.0, 60.0]    0.448476\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.230441\n",
      "(-150.0, -120.0]    0.027027\n",
      "(-120.0, -90.0]     0.229018\n",
      "(-90.0, -60.0]      0.182077\n",
      "(-60.0, -30.0]      0.105263\n",
      "(-30.0, 0.0]        0.082504\n",
      "(0.0, 30.0]         0.079659\n",
      "(30.0, 60.0]        0.062589\n",
      "(60.0, 90.0]        0.001422\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.230441\n",
      "(-150.0, -120.0]    0.027027\n",
      "(-120.0, -90.0]     0.229018\n",
      "(-90.0, -60.0]      0.182077\n",
      "(-60.0, -30.0]      0.105263\n",
      "(-30.0, 0.0]        0.082504\n",
      "(0.0, 30.0]         0.079659\n",
      "(30.0, 60.0]        0.062589\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.056166\n",
      "(-150.0, -120.0]    0.009768\n",
      "(-120.0, -90.0]     0.032967\n",
      "(-90.0, -60.0]      0.252747\n",
      "(-60.0, -30.0]      0.179487\n",
      "(-30.0, 0.0]        0.139194\n",
      "(0.0, 30.0]         0.150183\n",
      "(30.0, 60.0]        0.043956\n",
      "(60.0, 90.0]        0.007326\n",
      "(90.0, 120.0]       0.042735\n",
      "(120.0, 150.0]      0.041514\n",
      "(150.0, 180.0]      0.043956\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.056166\n",
      "(-120.0, -90.0]     0.032967\n",
      "(-90.0, -60.0]      0.252747\n",
      "(-60.0, -30.0]      0.179487\n",
      "(-30.0, 0.0]        0.139194\n",
      "(0.0, 30.0]         0.150183\n",
      "(30.0, 60.0]        0.043956\n",
      "(90.0, 120.0]       0.042735\n",
      "(120.0, 150.0]      0.041514\n",
      "(150.0, 180.0]      0.043956\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.099813\n",
      "(-150.0, -120.0]    0.051306\n",
      "(-120.0, -90.0]     0.014925\n",
      "(-90.0, -60.0]      0.010261\n",
      "(-60.0, -30.0]      0.318097\n",
      "(-30.0, 0.0]        0.072761\n",
      "(0.0, 30.0]         0.078358\n",
      "(30.0, 60.0]        0.079291\n",
      "(60.0, 90.0]        0.037313\n",
      "(90.0, 120.0]       0.073694\n",
      "(120.0, 150.0]      0.153918\n",
      "(150.0, 180.0]      0.010261\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.099813\n",
      "(-150.0, -120.0]    0.051306\n",
      "(-60.0, -30.0]      0.318097\n",
      "(-30.0, 0.0]        0.072761\n",
      "(0.0, 30.0]         0.078358\n",
      "(30.0, 60.0]        0.079291\n",
      "(60.0, 90.0]        0.037313\n",
      "(90.0, 120.0]       0.073694\n",
      "(120.0, 150.0]      0.153918\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.207076\n",
      "(-150.0, -120.0]    0.063476\n",
      "(-120.0, -90.0]     0.009365\n",
      "(-90.0, -60.0]      0.041623\n",
      "(-60.0, -30.0]      0.069719\n",
      "(-30.0, 0.0]        0.161290\n",
      "(0.0, 30.0]         0.059313\n",
      "(30.0, 60.0]        0.012487\n",
      "(60.0, 90.0]        0.089490\n",
      "(90.0, 120.0]       0.037461\n",
      "(120.0, 150.0]      0.215401\n",
      "(150.0, 180.0]      0.033299\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.207076\n",
      "(-150.0, -120.0]    0.063476\n",
      "(-90.0, -60.0]      0.041623\n",
      "(-60.0, -30.0]      0.069719\n",
      "(-30.0, 0.0]        0.161290\n",
      "(0.0, 30.0]         0.059313\n",
      "(60.0, 90.0]        0.089490\n",
      "(90.0, 120.0]       0.037461\n",
      "(120.0, 150.0]      0.215401\n",
      "(150.0, 180.0]      0.033299\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.083604\n",
      "(-150.0, -120.0]    0.099026\n",
      "(-120.0, -90.0]     0.133929\n",
      "(-90.0, -60.0]      0.074675\n",
      "(-60.0, -30.0]      0.110390\n",
      "(-30.0, 0.0]        0.001623\n",
      "(0.0, 30.0]         0.125000\n",
      "(30.0, 60.0]        0.083604\n",
      "(60.0, 90.0]        0.271104\n",
      "(90.0, 120.0]       0.008117\n",
      "(120.0, 150.0]      0.000812\n",
      "(150.0, 180.0]      0.008117\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.083604\n",
      "(-150.0, -120.0]    0.099026\n",
      "(-120.0, -90.0]     0.133929\n",
      "(-90.0, -60.0]      0.074675\n",
      "(-60.0, -30.0]      0.110390\n",
      "(0.0, 30.0]         0.125000\n",
      "(30.0, 60.0]        0.083604\n",
      "(60.0, 90.0]        0.271104\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.198330\n",
      "(-150.0, -120.0]    0.173278\n",
      "(-120.0, -90.0]     0.129436\n",
      "(-90.0, -60.0]      0.014614\n",
      "(-60.0, -30.0]      0.129436\n",
      "(-30.0, 0.0]        0.118998\n",
      "(0.0, 30.0]         0.041754\n",
      "(30.0, 60.0]        0.018789\n",
      "(60.0, 90.0]        0.002088\n",
      "(90.0, 120.0]       0.058455\n",
      "(120.0, 150.0]      0.104384\n",
      "(150.0, 180.0]      0.010438\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.198330\n",
      "(-150.0, -120.0]    0.173278\n",
      "(-120.0, -90.0]     0.129436\n",
      "(-60.0, -30.0]      0.129436\n",
      "(-30.0, 0.0]        0.118998\n",
      "(0.0, 30.0]         0.041754\n",
      "(90.0, 120.0]       0.058455\n",
      "(120.0, 150.0]      0.104384\n",
      "Name: angle, dtype: float64\n",
      "fov_1_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.032425\n",
      "(-150.0, -120.0]    0.182879\n",
      "(-120.0, -90.0]     0.007782\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.070039\n",
      "(-30.0, 0.0]        0.306096\n",
      "(0.0, 30.0]         0.175097\n",
      "(30.0, 60.0]        0.120623\n",
      "(60.0, 90.0]        0.041505\n",
      "(90.0, 120.0]       0.032425\n",
      "(120.0, 150.0]      0.012970\n",
      "(150.0, 180.0]      0.018158\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.032425\n",
      "(-150.0, -120.0]    0.182879\n",
      "(-60.0, -30.0]      0.070039\n",
      "(-30.0, 0.0]        0.306096\n",
      "(0.0, 30.0]         0.175097\n",
      "(30.0, 60.0]        0.120623\n",
      "(60.0, 90.0]        0.041505\n",
      "(90.0, 120.0]       0.032425\n",
      "Name: angle, dtype: float64\n",
      "fov_5_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000738\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.001476\n",
      "(0.0, 30.0]         0.000738\n",
      "(30.0, 60.0]        0.004428\n",
      "(60.0, 90.0]        0.147601\n",
      "(90.0, 120.0]       0.744649\n",
      "(120.0, 150.0]      0.095941\n",
      "(150.0, 180.0]      0.004428\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(60.0, 90.0]      0.147601\n",
      "(90.0, 120.0]     0.744649\n",
      "(120.0, 150.0]    0.095941\n",
      "Name: angle, dtype: float64\n",
      "fov_5_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.182663\n",
      "(-150.0, -120.0]    0.115583\n",
      "(-120.0, -90.0]     0.105263\n",
      "(-90.0, -60.0]      0.242518\n",
      "(-60.0, -30.0]      0.106295\n",
      "(-30.0, 0.0]        0.089783\n",
      "(0.0, 30.0]         0.045408\n",
      "(30.0, 60.0]        0.048504\n",
      "(60.0, 90.0]        0.027864\n",
      "(90.0, 120.0]       0.022704\n",
      "(120.0, 150.0]      0.002064\n",
      "(150.0, 180.0]      0.011352\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.182663\n",
      "(-150.0, -120.0]    0.115583\n",
      "(-120.0, -90.0]     0.105263\n",
      "(-90.0, -60.0]      0.242518\n",
      "(-60.0, -30.0]      0.106295\n",
      "(-30.0, 0.0]        0.089783\n",
      "(0.0, 30.0]         0.045408\n",
      "(30.0, 60.0]        0.048504\n",
      "(60.0, 90.0]        0.027864\n",
      "(90.0, 120.0]       0.022704\n",
      "Name: angle, dtype: float64\n",
      "fov_5_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.098765\n",
      "(-150.0, -120.0]    0.007597\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.008547\n",
      "(-30.0, 0.0]        0.263058\n",
      "(0.0, 30.0]         0.283951\n",
      "(30.0, 60.0]        0.080722\n",
      "(60.0, 90.0]        0.079772\n",
      "(90.0, 120.0]       0.055081\n",
      "(120.0, 150.0]      0.048433\n",
      "(150.0, 180.0]      0.074074\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.098765\n",
      "(-30.0, 0.0]        0.263058\n",
      "(0.0, 30.0]         0.283951\n",
      "(30.0, 60.0]        0.080722\n",
      "(60.0, 90.0]        0.079772\n",
      "(90.0, 120.0]       0.055081\n",
      "(120.0, 150.0]      0.048433\n",
      "(150.0, 180.0]      0.074074\n",
      "Name: angle, dtype: float64\n",
      "fov_5_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.126733\n",
      "(-150.0, -120.0]    0.054125\n",
      "(-120.0, -90.0]     0.139274\n",
      "(-90.0, -60.0]      0.157756\n",
      "(-60.0, -30.0]      0.013861\n",
      "(-30.0, 0.0]        0.016502\n",
      "(0.0, 30.0]         0.025083\n",
      "(30.0, 60.0]        0.014521\n",
      "(60.0, 90.0]        0.032343\n",
      "(90.0, 120.0]       0.075248\n",
      "(120.0, 150.0]      0.070627\n",
      "(150.0, 180.0]      0.273927\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.126733\n",
      "(-150.0, -120.0]    0.054125\n",
      "(-120.0, -90.0]     0.139274\n",
      "(-90.0, -60.0]      0.157756\n",
      "(0.0, 30.0]         0.025083\n",
      "(60.0, 90.0]        0.032343\n",
      "(90.0, 120.0]       0.075248\n",
      "(120.0, 150.0]      0.070627\n",
      "(150.0, 180.0]      0.273927\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_6_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.037443\n",
      "(-150.0, -120.0]    0.527854\n",
      "(-120.0, -90.0]     0.230137\n",
      "(-90.0, -60.0]      0.162557\n",
      "(-60.0, -30.0]      0.005479\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.007306\n",
      "(30.0, 60.0]        0.000913\n",
      "(60.0, 90.0]        0.007306\n",
      "(90.0, 120.0]       0.003653\n",
      "(120.0, 150.0]      0.001826\n",
      "(150.0, 180.0]      0.015525\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.037443\n",
      "(-150.0, -120.0]    0.527854\n",
      "(-120.0, -90.0]     0.230137\n",
      "(-90.0, -60.0]      0.162557\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.068146\n",
      "(-150.0, -120.0]    0.185420\n",
      "(-120.0, -90.0]     0.012678\n",
      "(-90.0, -60.0]      0.145800\n",
      "(-60.0, -30.0]      0.215531\n",
      "(-30.0, 0.0]        0.139461\n",
      "(0.0, 30.0]         0.210777\n",
      "(30.0, 60.0]        0.009509\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.012678\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.068146\n",
      "(-150.0, -120.0]    0.185420\n",
      "(-90.0, -60.0]      0.145800\n",
      "(-60.0, -30.0]      0.215531\n",
      "(-30.0, 0.0]        0.139461\n",
      "(0.0, 30.0]         0.210777\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.079787\n",
      "(-150.0, -120.0]    0.064894\n",
      "(-120.0, -90.0]     0.025532\n",
      "(-90.0, -60.0]      0.064894\n",
      "(-60.0, -30.0]      0.042553\n",
      "(-30.0, 0.0]        0.240426\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.091489\n",
      "(60.0, 90.0]        0.063830\n",
      "(90.0, 120.0]       0.021277\n",
      "(120.0, 150.0]      0.253191\n",
      "(150.0, 180.0]      0.052128\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.079787\n",
      "(-150.0, -120.0]    0.064894\n",
      "(-120.0, -90.0]     0.025532\n",
      "(-90.0, -60.0]      0.064894\n",
      "(-60.0, -30.0]      0.042553\n",
      "(-30.0, 0.0]        0.240426\n",
      "(30.0, 60.0]        0.091489\n",
      "(60.0, 90.0]        0.063830\n",
      "(90.0, 120.0]       0.021277\n",
      "(120.0, 150.0]      0.253191\n",
      "(150.0, 180.0]      0.052128\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.220096\n",
      "(-150.0, -120.0]    0.294258\n",
      "(-120.0, -90.0]     0.050239\n",
      "(-90.0, -60.0]      0.047847\n",
      "(-60.0, -30.0]      0.028708\n",
      "(-30.0, 0.0]        0.138756\n",
      "(0.0, 30.0]         0.035885\n",
      "(30.0, 60.0]        0.026316\n",
      "(60.0, 90.0]        0.112440\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.021531\n",
      "(150.0, 180.0]      0.023923\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.220096\n",
      "(-150.0, -120.0]    0.294258\n",
      "(-120.0, -90.0]     0.050239\n",
      "(-90.0, -60.0]      0.047847\n",
      "(-60.0, -30.0]      0.028708\n",
      "(-30.0, 0.0]        0.138756\n",
      "(0.0, 30.0]         0.035885\n",
      "(30.0, 60.0]        0.026316\n",
      "(60.0, 90.0]        0.112440\n",
      "(120.0, 150.0]      0.021531\n",
      "(150.0, 180.0]      0.023923\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.375848\n",
      "(-150.0, -120.0]    0.002714\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.062415\n",
      "(30.0, 60.0]        0.324288\n",
      "(60.0, 90.0]        0.085482\n",
      "(90.0, 120.0]       0.027137\n",
      "(120.0, 150.0]      0.002714\n",
      "(150.0, 180.0]      0.119403\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.375848\n",
      "(0.0, 30.0]         0.062415\n",
      "(30.0, 60.0]        0.324288\n",
      "(60.0, 90.0]        0.085482\n",
      "(90.0, 120.0]       0.027137\n",
      "(150.0, 180.0]      0.119403\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.041304\n",
      "(-150.0, -120.0]    0.219565\n",
      "(-120.0, -90.0]     0.019565\n",
      "(-90.0, -60.0]      0.004348\n",
      "(-60.0, -30.0]      0.002174\n",
      "(-30.0, 0.0]        0.006522\n",
      "(0.0, 30.0]         0.002174\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.121739\n",
      "(90.0, 120.0]       0.004348\n",
      "(120.0, 150.0]      0.330435\n",
      "(150.0, 180.0]      0.247826\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.041304\n",
      "(-150.0, -120.0]    0.219565\n",
      "(60.0, 90.0]        0.121739\n",
      "(120.0, 150.0]      0.330435\n",
      "(150.0, 180.0]      0.247826\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.005146\n",
      "(-150.0, -120.0]    0.077187\n",
      "(-120.0, -90.0]     0.180103\n",
      "(-90.0, -60.0]      0.233276\n",
      "(-60.0, -30.0]      0.469983\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.005146\n",
      "(60.0, 90.0]        0.015437\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.003431\n",
      "(150.0, 180.0]      0.010292\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.077187\n",
      "(-120.0, -90.0]     0.180103\n",
      "(-90.0, -60.0]      0.233276\n",
      "(-60.0, -30.0]      0.469983\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.030474\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.335214\n",
      "(-90.0, -60.0]      0.073363\n",
      "(-60.0, -30.0]      0.557562\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.002257\n",
      "(30.0, 60.0]        0.001129\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.030474\n",
      "(-120.0, -90.0]     0.335214\n",
      "(-90.0, -60.0]      0.073363\n",
      "(-60.0, -30.0]      0.557562\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.003484\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.038328\n",
      "(0.0, 30.0]         0.247387\n",
      "(30.0, 60.0]        0.094077\n",
      "(60.0, 90.0]        0.006969\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.108014\n",
      "(150.0, 180.0]      0.501742\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-30.0, 0.0]      0.038328\n",
      "(0.0, 30.0]       0.247387\n",
      "(30.0, 60.0]      0.094077\n",
      "(120.0, 150.0]    0.108014\n",
      "(150.0, 180.0]    0.501742\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.495238\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.003175\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.453968\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.006349\n",
      "(90.0, 120.0]       0.025397\n",
      "(120.0, 150.0]      0.003175\n",
      "(150.0, 180.0]      0.012698\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.495238\n",
      "(0.0, 30.0]         0.453968\n",
      "(90.0, 120.0]       0.025397\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.263027\n",
      "(-150.0, -120.0]    0.029777\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.024814\n",
      "(-60.0, -30.0]      0.245658\n",
      "(-30.0, 0.0]        0.047146\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.012407\n",
      "(60.0, 90.0]        0.079404\n",
      "(90.0, 120.0]       0.119107\n",
      "(120.0, 150.0]      0.091811\n",
      "(150.0, 180.0]      0.086849\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.263027\n",
      "(-150.0, -120.0]    0.029777\n",
      "(-90.0, -60.0]      0.024814\n",
      "(-60.0, -30.0]      0.245658\n",
      "(-30.0, 0.0]        0.047146\n",
      "(60.0, 90.0]        0.079404\n",
      "(90.0, 120.0]       0.119107\n",
      "(120.0, 150.0]      0.091811\n",
      "(150.0, 180.0]      0.086849\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.214979\n",
      "(-150.0, -120.0]    0.005548\n",
      "(-120.0, -90.0]     0.030513\n",
      "(-90.0, -60.0]      0.067961\n",
      "(-60.0, -30.0]      0.092926\n",
      "(-30.0, 0.0]        0.047157\n",
      "(0.0, 30.0]         0.034674\n",
      "(30.0, 60.0]        0.126214\n",
      "(60.0, 90.0]        0.002774\n",
      "(90.0, 120.0]       0.015257\n",
      "(120.0, 150.0]      0.092926\n",
      "(150.0, 180.0]      0.269071\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.214979\n",
      "(-120.0, -90.0]     0.030513\n",
      "(-90.0, -60.0]      0.067961\n",
      "(-60.0, -30.0]      0.092926\n",
      "(-30.0, 0.0]        0.047157\n",
      "(0.0, 30.0]         0.034674\n",
      "(30.0, 60.0]        0.126214\n",
      "(120.0, 150.0]      0.092926\n",
      "(150.0, 180.0]      0.269071\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.120980\n",
      "(-150.0, -120.0]    0.136294\n",
      "(-120.0, -90.0]     0.009188\n",
      "(-90.0, -60.0]      0.055130\n",
      "(-60.0, -30.0]      0.114855\n",
      "(-30.0, 0.0]        0.156202\n",
      "(0.0, 30.0]         0.137825\n",
      "(30.0, 60.0]        0.067381\n",
      "(60.0, 90.0]        0.107198\n",
      "(90.0, 120.0]       0.093415\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.001531\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.120980\n",
      "(-150.0, -120.0]    0.136294\n",
      "(-90.0, -60.0]      0.055130\n",
      "(-60.0, -30.0]      0.114855\n",
      "(-30.0, 0.0]        0.156202\n",
      "(0.0, 30.0]         0.137825\n",
      "(30.0, 60.0]        0.067381\n",
      "(60.0, 90.0]        0.107198\n",
      "(90.0, 120.0]       0.093415\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_6_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.067708\n",
      "(-150.0, -120.0]    0.282986\n",
      "(-120.0, -90.0]     0.013889\n",
      "(-90.0, -60.0]      0.003472\n",
      "(-60.0, -30.0]      0.168403\n",
      "(-30.0, 0.0]        0.022569\n",
      "(0.0, 30.0]         0.088542\n",
      "(30.0, 60.0]        0.019097\n",
      "(60.0, 90.0]        0.055556\n",
      "(90.0, 120.0]       0.019097\n",
      "(120.0, 150.0]      0.234375\n",
      "(150.0, 180.0]      0.024306\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.067708\n",
      "(-150.0, -120.0]    0.282986\n",
      "(-60.0, -30.0]      0.168403\n",
      "(-30.0, 0.0]        0.022569\n",
      "(0.0, 30.0]         0.088542\n",
      "(60.0, 90.0]        0.055556\n",
      "(120.0, 150.0]      0.234375\n",
      "(150.0, 180.0]      0.024306\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_14_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.033445\n",
      "(-150.0, -120.0]    0.030100\n",
      "(-120.0, -90.0]     0.088629\n",
      "(-90.0, -60.0]      0.046823\n",
      "(-60.0, -30.0]      0.162207\n",
      "(-30.0, 0.0]        0.133779\n",
      "(0.0, 30.0]         0.198997\n",
      "(30.0, 60.0]        0.081940\n",
      "(60.0, 90.0]        0.020067\n",
      "(90.0, 120.0]       0.170569\n",
      "(120.0, 150.0]      0.025084\n",
      "(150.0, 180.0]      0.008361\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.033445\n",
      "(-150.0, -120.0]    0.030100\n",
      "(-120.0, -90.0]     0.088629\n",
      "(-90.0, -60.0]      0.046823\n",
      "(-60.0, -30.0]      0.162207\n",
      "(-30.0, 0.0]        0.133779\n",
      "(0.0, 30.0]         0.198997\n",
      "(30.0, 60.0]        0.081940\n",
      "(90.0, 120.0]       0.170569\n",
      "(120.0, 150.0]      0.025084\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_15_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.311787\n",
      "(-150.0, -120.0]    0.003802\n",
      "(-120.0, -90.0]     0.003802\n",
      "(-90.0, -60.0]      0.558935\n",
      "(-60.0, -30.0]      0.011407\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.079848\n",
      "(60.0, 90.0]        0.003802\n",
      "(90.0, 120.0]       0.019011\n",
      "(120.0, 150.0]      0.007605\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.311787\n",
      "(-90.0, -60.0]      0.558935\n",
      "(30.0, 60.0]        0.079848\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_16_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.006881\n",
      "(-150.0, -120.0]    0.261468\n",
      "(-120.0, -90.0]     0.048165\n",
      "(-90.0, -60.0]      0.025229\n",
      "(-60.0, -30.0]      0.116972\n",
      "(-30.0, 0.0]        0.073394\n",
      "(0.0, 30.0]         0.004587\n",
      "(30.0, 60.0]        0.004587\n",
      "(60.0, 90.0]        0.126147\n",
      "(90.0, 120.0]       0.112385\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.220183\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.261468\n",
      "(-120.0, -90.0]     0.048165\n",
      "(-90.0, -60.0]      0.025229\n",
      "(-60.0, -30.0]      0.116972\n",
      "(-30.0, 0.0]        0.073394\n",
      "(60.0, 90.0]        0.126147\n",
      "(90.0, 120.0]       0.112385\n",
      "(150.0, 180.0]      0.220183\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_17_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.001961\n",
      "(-150.0, -120.0]    0.094118\n",
      "(-120.0, -90.0]     0.039216\n",
      "(-90.0, -60.0]      0.103922\n",
      "(-60.0, -30.0]      0.078431\n",
      "(-30.0, 0.0]        0.337255\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.005882\n",
      "(90.0, 120.0]       0.115686\n",
      "(120.0, 150.0]      0.037255\n",
      "(150.0, 180.0]      0.186275\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.094118\n",
      "(-120.0, -90.0]     0.039216\n",
      "(-90.0, -60.0]      0.103922\n",
      "(-60.0, -30.0]      0.078431\n",
      "(-30.0, 0.0]        0.337255\n",
      "(90.0, 120.0]       0.115686\n",
      "(120.0, 150.0]      0.037255\n",
      "(150.0, 180.0]      0.186275\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_18_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.115970\n",
      "(-150.0, -120.0]    0.169202\n",
      "(-120.0, -90.0]     0.007605\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.184411\n",
      "(-30.0, 0.0]        0.106464\n",
      "(0.0, 30.0]         0.001901\n",
      "(30.0, 60.0]        0.015209\n",
      "(60.0, 90.0]        0.001901\n",
      "(90.0, 120.0]       0.091255\n",
      "(120.0, 150.0]      0.100760\n",
      "(150.0, 180.0]      0.205323\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.115970\n",
      "(-150.0, -120.0]    0.169202\n",
      "(-60.0, -30.0]      0.184411\n",
      "(-30.0, 0.0]        0.106464\n",
      "(90.0, 120.0]       0.091255\n",
      "(120.0, 150.0]      0.100760\n",
      "(150.0, 180.0]      0.205323\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_19_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.117330\n",
      "(-150.0, -120.0]    0.091496\n",
      "(-120.0, -90.0]     0.177610\n",
      "(-90.0, -60.0]      0.051668\n",
      "(-60.0, -30.0]      0.068891\n",
      "(-30.0, 0.0]        0.010764\n",
      "(0.0, 30.0]         0.059203\n",
      "(30.0, 60.0]        0.078579\n",
      "(60.0, 90.0]        0.036598\n",
      "(90.0, 120.0]       0.026911\n",
      "(120.0, 150.0]      0.222820\n",
      "(150.0, 180.0]      0.058127\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.117330\n",
      "(-150.0, -120.0]    0.091496\n",
      "(-120.0, -90.0]     0.177610\n",
      "(-90.0, -60.0]      0.051668\n",
      "(-60.0, -30.0]      0.068891\n",
      "(0.0, 30.0]         0.059203\n",
      "(30.0, 60.0]        0.078579\n",
      "(60.0, 90.0]        0.036598\n",
      "(90.0, 120.0]       0.026911\n",
      "(120.0, 150.0]      0.222820\n",
      "(150.0, 180.0]      0.058127\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_20_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.299342\n",
      "(-150.0, -120.0]    0.236842\n",
      "(-120.0, -90.0]     0.098684\n",
      "(-90.0, -60.0]      0.003289\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.190789\n",
      "(30.0, 60.0]        0.039474\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.131579\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.299342\n",
      "(-150.0, -120.0]    0.236842\n",
      "(-120.0, -90.0]     0.098684\n",
      "(0.0, 30.0]         0.190789\n",
      "(30.0, 60.0]        0.039474\n",
      "(150.0, 180.0]      0.131579\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_21_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.046218\n",
      "(-150.0, -120.0]    0.116246\n",
      "(-120.0, -90.0]     0.169468\n",
      "(-90.0, -60.0]      0.032213\n",
      "(-60.0, -30.0]      0.535014\n",
      "(-30.0, 0.0]        0.014006\n",
      "(0.0, 30.0]         0.005602\n",
      "(30.0, 60.0]        0.011204\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.035014\n",
      "(120.0, 150.0]      0.023810\n",
      "(150.0, 180.0]      0.011204\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.046218\n",
      "(-150.0, -120.0]    0.116246\n",
      "(-120.0, -90.0]     0.169468\n",
      "(-90.0, -60.0]      0.032213\n",
      "(-60.0, -30.0]      0.535014\n",
      "(90.0, 120.0]       0.035014\n",
      "(120.0, 150.0]      0.023810\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_22_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.180438\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.006745\n",
      "(-90.0, -60.0]      0.008432\n",
      "(-60.0, -30.0]      0.057336\n",
      "(-30.0, 0.0]        0.016863\n",
      "(0.0, 30.0]         0.089376\n",
      "(30.0, 60.0]        0.298482\n",
      "(60.0, 90.0]        0.124789\n",
      "(90.0, 120.0]       0.001686\n",
      "(120.0, 150.0]      0.091062\n",
      "(150.0, 180.0]      0.124789\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.180438\n",
      "(-60.0, -30.0]      0.057336\n",
      "(0.0, 30.0]         0.089376\n",
      "(30.0, 60.0]        0.298482\n",
      "(60.0, 90.0]        0.124789\n",
      "(120.0, 150.0]      0.091062\n",
      "(150.0, 180.0]      0.124789\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_23_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.222222\n",
      "(60.0, 90.0]        0.029915\n",
      "(90.0, 120.0]       0.747863\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]     0.222222\n",
      "(60.0, 90.0]     0.029915\n",
      "(90.0, 120.0]    0.747863\n",
      "Name: angle, dtype: float64\n",
      "fov_6_spor_pick_24_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.040284\n",
      "(-150.0, -120.0]    0.066351\n",
      "(-120.0, -90.0]     0.040284\n",
      "(-90.0, -60.0]      0.255924\n",
      "(-60.0, -30.0]      0.428910\n",
      "(-30.0, 0.0]        0.073460\n",
      "(0.0, 30.0]         0.004739\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.021327\n",
      "(90.0, 120.0]       0.068720\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.040284\n",
      "(-150.0, -120.0]    0.066351\n",
      "(-120.0, -90.0]     0.040284\n",
      "(-90.0, -60.0]      0.255924\n",
      "(-60.0, -30.0]      0.428910\n",
      "(-30.0, 0.0]        0.073460\n",
      "(60.0, 90.0]        0.021327\n",
      "(90.0, 120.0]       0.068720\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_7_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.014960\n",
      "(-150.0, -120.0]    0.002301\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.001151\n",
      "(-60.0, -30.0]      0.006904\n",
      "(-30.0, 0.0]        0.054085\n",
      "(0.0, 30.0]         0.100115\n",
      "(30.0, 60.0]        0.159954\n",
      "(60.0, 90.0]        0.080552\n",
      "(90.0, 120.0]       0.235903\n",
      "(120.0, 150.0]      0.067894\n",
      "(150.0, 180.0]      0.276180\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-30.0, 0.0]      0.054085\n",
      "(0.0, 30.0]       0.100115\n",
      "(30.0, 60.0]      0.159954\n",
      "(60.0, 90.0]      0.080552\n",
      "(90.0, 120.0]     0.235903\n",
      "(120.0, 150.0]    0.067894\n",
      "(150.0, 180.0]    0.276180\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.055935\n",
      "(-150.0, -120.0]    0.064120\n",
      "(-120.0, -90.0]     0.025921\n",
      "(-90.0, -60.0]      0.002729\n",
      "(-60.0, -30.0]      0.005457\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.057299\n",
      "(30.0, 60.0]        0.222374\n",
      "(60.0, 90.0]        0.324693\n",
      "(90.0, 120.0]       0.165075\n",
      "(120.0, 150.0]      0.065484\n",
      "(150.0, 180.0]      0.010914\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.055935\n",
      "(-150.0, -120.0]    0.064120\n",
      "(-120.0, -90.0]     0.025921\n",
      "(0.0, 30.0]         0.057299\n",
      "(30.0, 60.0]        0.222374\n",
      "(60.0, 90.0]        0.324693\n",
      "(90.0, 120.0]       0.165075\n",
      "(120.0, 150.0]      0.065484\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.001808\n",
      "(-30.0, 0.0]        0.003617\n",
      "(0.0, 30.0]         0.003617\n",
      "(30.0, 60.0]        0.012658\n",
      "(60.0, 90.0]        0.379747\n",
      "(90.0, 120.0]       0.386980\n",
      "(120.0, 150.0]      0.197107\n",
      "(150.0, 180.0]      0.014467\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(60.0, 90.0]      0.379747\n",
      "(90.0, 120.0]     0.386980\n",
      "(120.0, 150.0]    0.197107\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.171429\n",
      "(-90.0, -60.0]      0.540659\n",
      "(-60.0, -30.0]      0.279121\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.004396\n",
      "(30.0, 60.0]        0.002198\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.002198\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.171429\n",
      "(-90.0, -60.0]     0.540659\n",
      "(-60.0, -30.0]     0.279121\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.019979\n",
      "(-150.0, -120.0]    0.001052\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.001052\n",
      "(-30.0, 0.0]        0.004206\n",
      "(0.0, 30.0]         0.176656\n",
      "(30.0, 60.0]        0.210305\n",
      "(60.0, 90.0]        0.034700\n",
      "(90.0, 120.0]       0.143007\n",
      "(120.0, 150.0]      0.352261\n",
      "(150.0, 180.0]      0.056782\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]       0.176656\n",
      "(30.0, 60.0]      0.210305\n",
      "(60.0, 90.0]      0.034700\n",
      "(90.0, 120.0]     0.143007\n",
      "(120.0, 150.0]    0.352261\n",
      "(150.0, 180.0]    0.056782\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.007547\n",
      "(-150.0, -120.0]    0.005660\n",
      "(-120.0, -90.0]     0.003774\n",
      "(-90.0, -60.0]      0.003774\n",
      "(-60.0, -30.0]      0.001887\n",
      "(-30.0, 0.0]        0.003774\n",
      "(0.0, 30.0]         0.009434\n",
      "(30.0, 60.0]        0.252830\n",
      "(60.0, 90.0]        0.345283\n",
      "(90.0, 120.0]       0.209434\n",
      "(120.0, 150.0]      0.139623\n",
      "(150.0, 180.0]      0.016981\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.252830\n",
      "(60.0, 90.0]      0.345283\n",
      "(90.0, 120.0]     0.209434\n",
      "(120.0, 150.0]    0.139623\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.112641\n",
      "(-150.0, -120.0]    0.175219\n",
      "(-120.0, -90.0]     0.062578\n",
      "(-90.0, -60.0]      0.028786\n",
      "(-60.0, -30.0]      0.185232\n",
      "(-30.0, 0.0]        0.305382\n",
      "(0.0, 30.0]         0.117647\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.012516\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.112641\n",
      "(-150.0, -120.0]    0.175219\n",
      "(-120.0, -90.0]     0.062578\n",
      "(-90.0, -60.0]      0.028786\n",
      "(-60.0, -30.0]      0.185232\n",
      "(-30.0, 0.0]        0.305382\n",
      "(0.0, 30.0]         0.117647\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.001664\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.161398\n",
      "(120.0, 150.0]      0.432612\n",
      "(150.0, 180.0]      0.404326\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(90.0, 120.0]     0.161398\n",
      "(120.0, 150.0]    0.432612\n",
      "(150.0, 180.0]    0.404326\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.005256\n",
      "(30.0, 60.0]        0.164258\n",
      "(60.0, 90.0]        0.056505\n",
      "(90.0, 120.0]       0.375821\n",
      "(120.0, 150.0]      0.211564\n",
      "(150.0, 180.0]      0.186597\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.164258\n",
      "(60.0, 90.0]      0.056505\n",
      "(90.0, 120.0]     0.375821\n",
      "(120.0, 150.0]    0.211564\n",
      "(150.0, 180.0]    0.186597\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.256452\n",
      "(-150.0, -120.0]    0.006452\n",
      "(-120.0, -90.0]     0.001613\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.001613\n",
      "(-30.0, 0.0]        0.011290\n",
      "(0.0, 30.0]         0.269355\n",
      "(30.0, 60.0]        0.109677\n",
      "(60.0, 90.0]        0.130645\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.153226\n",
      "(150.0, 180.0]      0.059677\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.256452\n",
      "(0.0, 30.0]         0.269355\n",
      "(30.0, 60.0]        0.109677\n",
      "(60.0, 90.0]        0.130645\n",
      "(120.0, 150.0]      0.153226\n",
      "(150.0, 180.0]      0.059677\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.006631\n",
      "(-150.0, -120.0]    0.015915\n",
      "(-120.0, -90.0]     0.003979\n",
      "(-90.0, -60.0]      0.017241\n",
      "(-60.0, -30.0]      0.104775\n",
      "(-30.0, 0.0]        0.114058\n",
      "(0.0, 30.0]         0.075597\n",
      "(30.0, 60.0]        0.143236\n",
      "(60.0, 90.0]        0.132626\n",
      "(90.0, 120.0]       0.248011\n",
      "(120.0, 150.0]      0.022546\n",
      "(150.0, 180.0]      0.115385\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-60.0, -30.0]    0.104775\n",
      "(-30.0, 0.0]      0.114058\n",
      "(0.0, 30.0]       0.075597\n",
      "(30.0, 60.0]      0.143236\n",
      "(60.0, 90.0]      0.132626\n",
      "(90.0, 120.0]     0.248011\n",
      "(120.0, 150.0]    0.022546\n",
      "(150.0, 180.0]    0.115385\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.002513\n",
      "(-150.0, -120.0]    0.001256\n",
      "(-120.0, -90.0]     0.002513\n",
      "(-90.0, -60.0]      0.007538\n",
      "(-60.0, -30.0]      0.007538\n",
      "(-30.0, 0.0]        0.033920\n",
      "(0.0, 30.0]         0.072864\n",
      "(30.0, 60.0]        0.211055\n",
      "(60.0, 90.0]        0.365578\n",
      "(90.0, 120.0]       0.133166\n",
      "(120.0, 150.0]      0.158291\n",
      "(150.0, 180.0]      0.003769\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-30.0, 0.0]      0.033920\n",
      "(0.0, 30.0]       0.072864\n",
      "(30.0, 60.0]      0.211055\n",
      "(60.0, 90.0]      0.365578\n",
      "(90.0, 120.0]     0.133166\n",
      "(120.0, 150.0]    0.158291\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.065751\n",
      "(-150.0, -120.0]    0.009814\n",
      "(-120.0, -90.0]     0.007851\n",
      "(-90.0, -60.0]      0.006869\n",
      "(-60.0, -30.0]      0.006869\n",
      "(-30.0, 0.0]        0.024534\n",
      "(0.0, 30.0]         0.061825\n",
      "(30.0, 60.0]        0.133464\n",
      "(60.0, 90.0]        0.266928\n",
      "(90.0, 120.0]       0.200196\n",
      "(120.0, 150.0]      0.047105\n",
      "(150.0, 180.0]      0.168793\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.065751\n",
      "(-30.0, 0.0]        0.024534\n",
      "(0.0, 30.0]         0.061825\n",
      "(30.0, 60.0]        0.133464\n",
      "(60.0, 90.0]        0.266928\n",
      "(90.0, 120.0]       0.200196\n",
      "(120.0, 150.0]      0.047105\n",
      "(150.0, 180.0]      0.168793\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_7_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.055336\n",
      "(-150.0, -120.0]    0.002635\n",
      "(-120.0, -90.0]     0.001318\n",
      "(-90.0, -60.0]      0.002635\n",
      "(-60.0, -30.0]      0.003953\n",
      "(-30.0, 0.0]        0.028986\n",
      "(0.0, 30.0]         0.173913\n",
      "(30.0, 60.0]        0.326746\n",
      "(60.0, 90.0]        0.119895\n",
      "(90.0, 120.0]       0.173913\n",
      "(120.0, 150.0]      0.047431\n",
      "(150.0, 180.0]      0.063241\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.055336\n",
      "(-30.0, 0.0]        0.028986\n",
      "(0.0, 30.0]         0.173913\n",
      "(30.0, 60.0]        0.326746\n",
      "(60.0, 90.0]        0.119895\n",
      "(90.0, 120.0]       0.173913\n",
      "(120.0, 150.0]      0.047431\n",
      "(150.0, 180.0]      0.063241\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_14_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.165792\n",
      "(-150.0, -120.0]    0.081847\n",
      "(-120.0, -90.0]     0.015740\n",
      "(-90.0, -60.0]      0.002099\n",
      "(-60.0, -30.0]      0.048269\n",
      "(-30.0, 0.0]        0.169990\n",
      "(0.0, 30.0]         0.037775\n",
      "(30.0, 60.0]        0.186779\n",
      "(60.0, 90.0]        0.009444\n",
      "(90.0, 120.0]       0.171039\n",
      "(120.0, 150.0]      0.013641\n",
      "(150.0, 180.0]      0.097587\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.165792\n",
      "(-150.0, -120.0]    0.081847\n",
      "(-60.0, -30.0]      0.048269\n",
      "(-30.0, 0.0]        0.169990\n",
      "(0.0, 30.0]         0.037775\n",
      "(30.0, 60.0]        0.186779\n",
      "(90.0, 120.0]       0.171039\n",
      "(150.0, 180.0]      0.097587\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_15_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.124620\n",
      "(-150.0, -120.0]    0.037487\n",
      "(-120.0, -90.0]     0.009119\n",
      "(-90.0, -60.0]      0.137791\n",
      "(-60.0, -30.0]      0.144883\n",
      "(-30.0, 0.0]        0.064843\n",
      "(0.0, 30.0]         0.164134\n",
      "(30.0, 60.0]        0.015198\n",
      "(60.0, 90.0]        0.048632\n",
      "(90.0, 120.0]       0.084093\n",
      "(120.0, 150.0]      0.079027\n",
      "(150.0, 180.0]      0.090172\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.124620\n",
      "(-150.0, -120.0]    0.037487\n",
      "(-90.0, -60.0]      0.137791\n",
      "(-60.0, -30.0]      0.144883\n",
      "(-30.0, 0.0]        0.064843\n",
      "(0.0, 30.0]         0.164134\n",
      "(60.0, 90.0]        0.048632\n",
      "(90.0, 120.0]       0.084093\n",
      "(120.0, 150.0]      0.079027\n",
      "(150.0, 180.0]      0.090172\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_16_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.052036\n",
      "(-150.0, -120.0]    0.005656\n",
      "(-120.0, -90.0]     0.001131\n",
      "(-90.0, -60.0]      0.001131\n",
      "(-60.0, -30.0]      0.001131\n",
      "(-30.0, 0.0]        0.061086\n",
      "(0.0, 30.0]         0.309955\n",
      "(30.0, 60.0]        0.028281\n",
      "(60.0, 90.0]        0.229638\n",
      "(90.0, 120.0]       0.126697\n",
      "(120.0, 150.0]      0.022624\n",
      "(150.0, 180.0]      0.160633\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.052036\n",
      "(-30.0, 0.0]        0.061086\n",
      "(0.0, 30.0]         0.309955\n",
      "(30.0, 60.0]        0.028281\n",
      "(60.0, 90.0]        0.229638\n",
      "(90.0, 120.0]       0.126697\n",
      "(120.0, 150.0]      0.022624\n",
      "(150.0, 180.0]      0.160633\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_17_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.084058\n",
      "(-120.0, -90.0]     0.266667\n",
      "(-90.0, -60.0]      0.058937\n",
      "(-60.0, -30.0]      0.359420\n",
      "(-30.0, 0.0]        0.142995\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000966\n",
      "(60.0, 90.0]        0.001932\n",
      "(90.0, 120.0]       0.083092\n",
      "(120.0, 150.0]      0.001932\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.084058\n",
      "(-120.0, -90.0]     0.266667\n",
      "(-90.0, -60.0]      0.058937\n",
      "(-60.0, -30.0]      0.359420\n",
      "(-30.0, 0.0]        0.142995\n",
      "(90.0, 120.0]       0.083092\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_18_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.035427\n",
      "(-150.0, -120.0]    0.259259\n",
      "(-120.0, -90.0]     0.307568\n",
      "(-90.0, -60.0]      0.241546\n",
      "(-60.0, -30.0]      0.066023\n",
      "(-30.0, 0.0]        0.001610\n",
      "(0.0, 30.0]         0.009662\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.001610\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.001610\n",
      "(150.0, 180.0]      0.075684\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.035427\n",
      "(-150.0, -120.0]    0.259259\n",
      "(-120.0, -90.0]     0.307568\n",
      "(-90.0, -60.0]      0.241546\n",
      "(-60.0, -30.0]      0.066023\n",
      "(150.0, 180.0]      0.075684\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_19_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.019582\n",
      "(-150.0, -120.0]    0.009138\n",
      "(-120.0, -90.0]     0.003916\n",
      "(-90.0, -60.0]      0.003916\n",
      "(-60.0, -30.0]      0.005222\n",
      "(-30.0, 0.0]        0.019582\n",
      "(0.0, 30.0]         0.221932\n",
      "(30.0, 60.0]        0.255875\n",
      "(60.0, 90.0]        0.080940\n",
      "(90.0, 120.0]       0.169713\n",
      "(120.0, 150.0]      0.120104\n",
      "(150.0, 180.0]      0.090078\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]       0.221932\n",
      "(30.0, 60.0]      0.255875\n",
      "(60.0, 90.0]      0.080940\n",
      "(90.0, 120.0]     0.169713\n",
      "(120.0, 150.0]    0.120104\n",
      "(150.0, 180.0]    0.090078\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_20_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.123494\n",
      "(-150.0, -120.0]    0.067771\n",
      "(-120.0, -90.0]     0.019578\n",
      "(-90.0, -60.0]      0.021084\n",
      "(-60.0, -30.0]      0.156627\n",
      "(-30.0, 0.0]        0.118976\n",
      "(0.0, 30.0]         0.089608\n",
      "(30.0, 60.0]        0.000753\n",
      "(60.0, 90.0]        0.097139\n",
      "(90.0, 120.0]       0.062500\n",
      "(120.0, 150.0]      0.026355\n",
      "(150.0, 180.0]      0.216114\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.123494\n",
      "(-150.0, -120.0]    0.067771\n",
      "(-90.0, -60.0]      0.021084\n",
      "(-60.0, -30.0]      0.156627\n",
      "(-30.0, 0.0]        0.118976\n",
      "(0.0, 30.0]         0.089608\n",
      "(60.0, 90.0]        0.097139\n",
      "(90.0, 120.0]       0.062500\n",
      "(120.0, 150.0]      0.026355\n",
      "(150.0, 180.0]      0.216114\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_21_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.066106\n",
      "(-150.0, -120.0]    0.042067\n",
      "(-120.0, -90.0]     0.040865\n",
      "(-90.0, -60.0]      0.015625\n",
      "(-60.0, -30.0]      0.031250\n",
      "(-30.0, 0.0]        0.209135\n",
      "(0.0, 30.0]         0.165865\n",
      "(30.0, 60.0]        0.092548\n",
      "(60.0, 90.0]        0.031250\n",
      "(90.0, 120.0]       0.002404\n",
      "(120.0, 150.0]      0.165865\n",
      "(150.0, 180.0]      0.137019\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.066106\n",
      "(-150.0, -120.0]    0.042067\n",
      "(-120.0, -90.0]     0.040865\n",
      "(-60.0, -30.0]      0.031250\n",
      "(-30.0, 0.0]        0.209135\n",
      "(0.0, 30.0]         0.165865\n",
      "(30.0, 60.0]        0.092548\n",
      "(60.0, 90.0]        0.031250\n",
      "(120.0, 150.0]      0.165865\n",
      "(150.0, 180.0]      0.137019\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_22_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.004539\n",
      "(-90.0, -60.0]      0.001513\n",
      "(-60.0, -30.0]      0.006051\n",
      "(-30.0, 0.0]        0.022693\n",
      "(0.0, 30.0]         0.307110\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.186082\n",
      "(90.0, 120.0]       0.170953\n",
      "(120.0, 150.0]      0.291982\n",
      "(150.0, 180.0]      0.009077\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-30.0, 0.0]      0.022693\n",
      "(0.0, 30.0]       0.307110\n",
      "(60.0, 90.0]      0.186082\n",
      "(90.0, 120.0]     0.170953\n",
      "(120.0, 150.0]    0.291982\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_23_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.129412\n",
      "(-150.0, -120.0]    0.001307\n",
      "(-120.0, -90.0]     0.003922\n",
      "(-90.0, -60.0]      0.001307\n",
      "(-60.0, -30.0]      0.011765\n",
      "(-30.0, 0.0]        0.284967\n",
      "(0.0, 30.0]         0.069281\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.020915\n",
      "(90.0, 120.0]       0.098039\n",
      "(120.0, 150.0]      0.154248\n",
      "(150.0, 180.0]      0.224837\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.129412\n",
      "(-30.0, 0.0]        0.284967\n",
      "(0.0, 30.0]         0.069281\n",
      "(60.0, 90.0]        0.020915\n",
      "(90.0, 120.0]       0.098039\n",
      "(120.0, 150.0]      0.154248\n",
      "(150.0, 180.0]      0.224837\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_24_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.167545\n",
      "(-150.0, -120.0]    0.081138\n",
      "(-120.0, -90.0]     0.086407\n",
      "(-90.0, -60.0]      0.007376\n",
      "(-60.0, -30.0]      0.084299\n",
      "(-30.0, 0.0]        0.121180\n",
      "(0.0, 30.0]         0.200211\n",
      "(30.0, 60.0]        0.091675\n",
      "(60.0, 90.0]        0.003161\n",
      "(90.0, 120.0]       0.034773\n",
      "(120.0, 150.0]      0.077977\n",
      "(150.0, 180.0]      0.044257\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.167545\n",
      "(-150.0, -120.0]    0.081138\n",
      "(-120.0, -90.0]     0.086407\n",
      "(-60.0, -30.0]      0.084299\n",
      "(-30.0, 0.0]        0.121180\n",
      "(0.0, 30.0]         0.200211\n",
      "(30.0, 60.0]        0.091675\n",
      "(90.0, 120.0]       0.034773\n",
      "(120.0, 150.0]      0.077977\n",
      "(150.0, 180.0]      0.044257\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_7_spor_pick_25_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.255474\n",
      "(-150.0, -120.0]    0.007299\n",
      "(-120.0, -90.0]     0.001825\n",
      "(-90.0, -60.0]      0.003650\n",
      "(-60.0, -30.0]      0.003650\n",
      "(-30.0, 0.0]        0.005474\n",
      "(0.0, 30.0]         0.224453\n",
      "(30.0, 60.0]        0.007299\n",
      "(60.0, 90.0]        0.395985\n",
      "(90.0, 120.0]       0.003650\n",
      "(120.0, 150.0]      0.072993\n",
      "(150.0, 180.0]      0.018248\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.255474\n",
      "(0.0, 30.0]         0.224453\n",
      "(60.0, 90.0]        0.395985\n",
      "(120.0, 150.0]      0.072993\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_26_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.001311\n",
      "(0.0, 30.0]         0.001311\n",
      "(30.0, 60.0]        0.237221\n",
      "(60.0, 90.0]        0.222805\n",
      "(90.0, 120.0]       0.201835\n",
      "(120.0, 150.0]      0.335518\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.237221\n",
      "(60.0, 90.0]      0.222805\n",
      "(90.0, 120.0]     0.201835\n",
      "(120.0, 150.0]    0.335518\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_27_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.038700\n",
      "(-150.0, -120.0]    0.020124\n",
      "(-120.0, -90.0]     0.009288\n",
      "(-90.0, -60.0]      0.017028\n",
      "(-60.0, -30.0]      0.020124\n",
      "(-30.0, 0.0]        0.106811\n",
      "(0.0, 30.0]         0.123839\n",
      "(30.0, 60.0]        0.255418\n",
      "(60.0, 90.0]        0.205882\n",
      "(90.0, 120.0]       0.001548\n",
      "(120.0, 150.0]      0.078947\n",
      "(150.0, 180.0]      0.122291\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.038700\n",
      "(-30.0, 0.0]        0.106811\n",
      "(0.0, 30.0]         0.123839\n",
      "(30.0, 60.0]        0.255418\n",
      "(60.0, 90.0]        0.205882\n",
      "(120.0, 150.0]      0.078947\n",
      "(150.0, 180.0]      0.122291\n",
      "Name: angle, dtype: float64\n",
      "fov_7_spor_pick_28_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.002774\n",
      "(-120.0, -90.0]     0.624133\n",
      "(-90.0, -60.0]      0.373093\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.624133\n",
      "(-90.0, -60.0]     0.373093\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.040230\n",
      "(-150.0, -120.0]    0.074713\n",
      "(-120.0, -90.0]     0.076628\n",
      "(-90.0, -60.0]      0.063218\n",
      "(-60.0, -30.0]      0.107280\n",
      "(-30.0, 0.0]        0.159004\n",
      "(0.0, 30.0]         0.038314\n",
      "(30.0, 60.0]        0.044061\n",
      "(60.0, 90.0]        0.082375\n",
      "(90.0, 120.0]       0.122605\n",
      "(120.0, 150.0]      0.116858\n",
      "(150.0, 180.0]      0.074713\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.040230\n",
      "(-150.0, -120.0]    0.074713\n",
      "(-120.0, -90.0]     0.076628\n",
      "(-90.0, -60.0]      0.063218\n",
      "(-60.0, -30.0]      0.107280\n",
      "(-30.0, 0.0]        0.159004\n",
      "(0.0, 30.0]         0.038314\n",
      "(30.0, 60.0]        0.044061\n",
      "(60.0, 90.0]        0.082375\n",
      "(90.0, 120.0]       0.122605\n",
      "(120.0, 150.0]      0.116858\n",
      "(150.0, 180.0]      0.074713\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.112116\n",
      "(-150.0, -120.0]    0.028933\n",
      "(-120.0, -90.0]     0.039783\n",
      "(-90.0, -60.0]      0.012658\n",
      "(-60.0, -30.0]      0.166365\n",
      "(-30.0, 0.0]        0.037975\n",
      "(0.0, 30.0]         0.189873\n",
      "(30.0, 60.0]        0.160940\n",
      "(60.0, 90.0]        0.003617\n",
      "(90.0, 120.0]       0.047016\n",
      "(120.0, 150.0]      0.014467\n",
      "(150.0, 180.0]      0.186257\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.112116\n",
      "(-150.0, -120.0]    0.028933\n",
      "(-120.0, -90.0]     0.039783\n",
      "(-60.0, -30.0]      0.166365\n",
      "(-30.0, 0.0]        0.037975\n",
      "(0.0, 30.0]         0.189873\n",
      "(30.0, 60.0]        0.160940\n",
      "(90.0, 120.0]       0.047016\n",
      "(150.0, 180.0]      0.186257\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.176966\n",
      "(-150.0, -120.0]    0.044944\n",
      "(-120.0, -90.0]     0.002809\n",
      "(-90.0, -60.0]      0.011236\n",
      "(-60.0, -30.0]      0.117978\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.002809\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.120787\n",
      "(90.0, 120.0]       0.205056\n",
      "(120.0, 150.0]      0.129213\n",
      "(150.0, 180.0]      0.188202\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.176966\n",
      "(-150.0, -120.0]    0.044944\n",
      "(-60.0, -30.0]      0.117978\n",
      "(60.0, 90.0]        0.120787\n",
      "(90.0, 120.0]       0.205056\n",
      "(120.0, 150.0]      0.129213\n",
      "(150.0, 180.0]      0.188202\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.041408\n",
      "(-150.0, -120.0]    0.134576\n",
      "(-120.0, -90.0]     0.035197\n",
      "(-90.0, -60.0]      0.053830\n",
      "(-60.0, -30.0]      0.035197\n",
      "(-30.0, 0.0]        0.076605\n",
      "(0.0, 30.0]         0.194617\n",
      "(30.0, 60.0]        0.026915\n",
      "(60.0, 90.0]        0.289855\n",
      "(90.0, 120.0]       0.089027\n",
      "(120.0, 150.0]      0.014493\n",
      "(150.0, 180.0]      0.008282\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.041408\n",
      "(-150.0, -120.0]    0.134576\n",
      "(-120.0, -90.0]     0.035197\n",
      "(-90.0, -60.0]      0.053830\n",
      "(-60.0, -30.0]      0.035197\n",
      "(-30.0, 0.0]        0.076605\n",
      "(0.0, 30.0]         0.194617\n",
      "(30.0, 60.0]        0.026915\n",
      "(60.0, 90.0]        0.289855\n",
      "(90.0, 120.0]       0.089027\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.170854\n",
      "(-150.0, -120.0]    0.026801\n",
      "(-120.0, -90.0]     0.005025\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.097152\n",
      "(-30.0, 0.0]        0.103853\n",
      "(0.0, 30.0]         0.219430\n",
      "(30.0, 60.0]        0.030151\n",
      "(60.0, 90.0]        0.028476\n",
      "(90.0, 120.0]       0.077052\n",
      "(120.0, 150.0]      0.080402\n",
      "(150.0, 180.0]      0.160804\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.170854\n",
      "(-150.0, -120.0]    0.026801\n",
      "(-60.0, -30.0]      0.097152\n",
      "(-30.0, 0.0]        0.103853\n",
      "(0.0, 30.0]         0.219430\n",
      "(30.0, 60.0]        0.030151\n",
      "(60.0, 90.0]        0.028476\n",
      "(90.0, 120.0]       0.077052\n",
      "(120.0, 150.0]      0.080402\n",
      "(150.0, 180.0]      0.160804\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.152582\n",
      "(-150.0, -120.0]    0.103286\n",
      "(-120.0, -90.0]     0.140845\n",
      "(-90.0, -60.0]      0.063380\n",
      "(-60.0, -30.0]      0.124413\n",
      "(-30.0, 0.0]        0.049296\n",
      "(0.0, 30.0]         0.028169\n",
      "(30.0, 60.0]        0.117371\n",
      "(60.0, 90.0]        0.039906\n",
      "(90.0, 120.0]       0.009390\n",
      "(120.0, 150.0]      0.093897\n",
      "(150.0, 180.0]      0.077465\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.152582\n",
      "(-150.0, -120.0]    0.103286\n",
      "(-120.0, -90.0]     0.140845\n",
      "(-90.0, -60.0]      0.063380\n",
      "(-60.0, -30.0]      0.124413\n",
      "(-30.0, 0.0]        0.049296\n",
      "(0.0, 30.0]         0.028169\n",
      "(30.0, 60.0]        0.117371\n",
      "(60.0, 90.0]        0.039906\n",
      "(120.0, 150.0]      0.093897\n",
      "(150.0, 180.0]      0.077465\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.045276\n",
      "(-150.0, -120.0]    0.070866\n",
      "(-120.0, -90.0]     0.068898\n",
      "(-90.0, -60.0]      0.108268\n",
      "(-60.0, -30.0]      0.151575\n",
      "(-30.0, 0.0]        0.082677\n",
      "(0.0, 30.0]         0.029528\n",
      "(30.0, 60.0]        0.062992\n",
      "(60.0, 90.0]        0.013780\n",
      "(90.0, 120.0]       0.173228\n",
      "(120.0, 150.0]      0.041339\n",
      "(150.0, 180.0]      0.151575\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.045276\n",
      "(-150.0, -120.0]    0.070866\n",
      "(-120.0, -90.0]     0.068898\n",
      "(-90.0, -60.0]      0.108268\n",
      "(-60.0, -30.0]      0.151575\n",
      "(-30.0, 0.0]        0.082677\n",
      "(0.0, 30.0]         0.029528\n",
      "(30.0, 60.0]        0.062992\n",
      "(90.0, 120.0]       0.173228\n",
      "(120.0, 150.0]      0.041339\n",
      "(150.0, 180.0]      0.151575\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.014045\n",
      "(-150.0, -120.0]    0.019663\n",
      "(-120.0, -90.0]     0.002809\n",
      "(-90.0, -60.0]      0.025281\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.067416\n",
      "(60.0, 90.0]        0.162921\n",
      "(90.0, 120.0]       0.210674\n",
      "(120.0, 150.0]      0.179775\n",
      "(150.0, 180.0]      0.317416\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-90.0, -60.0]    0.025281\n",
      "(30.0, 60.0]      0.067416\n",
      "(60.0, 90.0]      0.162921\n",
      "(90.0, 120.0]     0.210674\n",
      "(120.0, 150.0]    0.179775\n",
      "(150.0, 180.0]    0.317416\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_4_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.050549\n",
      "(-150.0, -120.0]    0.019780\n",
      "(-120.0, -90.0]     0.032967\n",
      "(-90.0, -60.0]      0.039560\n",
      "(-60.0, -30.0]      0.002198\n",
      "(-30.0, 0.0]        0.158242\n",
      "(0.0, 30.0]         0.052747\n",
      "(30.0, 60.0]        0.021978\n",
      "(60.0, 90.0]        0.037363\n",
      "(90.0, 120.0]       0.134066\n",
      "(120.0, 150.0]      0.294505\n",
      "(150.0, 180.0]      0.156044\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.050549\n",
      "(-120.0, -90.0]     0.032967\n",
      "(-90.0, -60.0]      0.039560\n",
      "(-30.0, 0.0]        0.158242\n",
      "(0.0, 30.0]         0.052747\n",
      "(30.0, 60.0]        0.021978\n",
      "(60.0, 90.0]        0.037363\n",
      "(90.0, 120.0]       0.134066\n",
      "(120.0, 150.0]      0.294505\n",
      "(150.0, 180.0]      0.156044\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.171386\n",
      "(-150.0, -120.0]    0.046200\n",
      "(-120.0, -90.0]     0.052161\n",
      "(-90.0, -60.0]      0.070045\n",
      "(-60.0, -30.0]      0.089419\n",
      "(-30.0, 0.0]        0.222057\n",
      "(0.0, 30.0]         0.052161\n",
      "(30.0, 60.0]        0.008942\n",
      "(60.0, 90.0]        0.111773\n",
      "(90.0, 120.0]       0.008942\n",
      "(120.0, 150.0]      0.043219\n",
      "(150.0, 180.0]      0.123696\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.171386\n",
      "(-150.0, -120.0]    0.046200\n",
      "(-120.0, -90.0]     0.052161\n",
      "(-90.0, -60.0]      0.070045\n",
      "(-60.0, -30.0]      0.089419\n",
      "(-30.0, 0.0]        0.222057\n",
      "(0.0, 30.0]         0.052161\n",
      "(60.0, 90.0]        0.111773\n",
      "(120.0, 150.0]      0.043219\n",
      "(150.0, 180.0]      0.123696\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.094340\n",
      "(-150.0, -120.0]    0.142367\n",
      "(-120.0, -90.0]     0.017153\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.046312\n",
      "(0.0, 30.0]         0.068611\n",
      "(30.0, 60.0]        0.138937\n",
      "(60.0, 90.0]        0.116638\n",
      "(90.0, 120.0]       0.078902\n",
      "(120.0, 150.0]      0.149228\n",
      "(150.0, 180.0]      0.147513\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.094340\n",
      "(-150.0, -120.0]    0.142367\n",
      "(-30.0, 0.0]        0.046312\n",
      "(0.0, 30.0]         0.068611\n",
      "(30.0, 60.0]        0.138937\n",
      "(60.0, 90.0]        0.116638\n",
      "(90.0, 120.0]       0.078902\n",
      "(120.0, 150.0]      0.149228\n",
      "(150.0, 180.0]      0.147513\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.098814\n",
      "(-150.0, -120.0]    0.049407\n",
      "(-120.0, -90.0]     0.090909\n",
      "(-90.0, -60.0]      0.061265\n",
      "(-60.0, -30.0]      0.021739\n",
      "(-30.0, 0.0]        0.219368\n",
      "(0.0, 30.0]         0.084980\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.003953\n",
      "(120.0, 150.0]      0.249012\n",
      "(150.0, 180.0]      0.120553\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.098814\n",
      "(-150.0, -120.0]    0.049407\n",
      "(-120.0, -90.0]     0.090909\n",
      "(-90.0, -60.0]      0.061265\n",
      "(-60.0, -30.0]      0.021739\n",
      "(-30.0, 0.0]        0.219368\n",
      "(0.0, 30.0]         0.084980\n",
      "(120.0, 150.0]      0.249012\n",
      "(150.0, 180.0]      0.120553\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.037594\n",
      "(-150.0, -120.0]    0.165414\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.056391\n",
      "(-60.0, -30.0]      0.063910\n",
      "(-30.0, 0.0]        0.101504\n",
      "(0.0, 30.0]         0.052632\n",
      "(30.0, 60.0]        0.015038\n",
      "(60.0, 90.0]        0.018797\n",
      "(90.0, 120.0]       0.075188\n",
      "(120.0, 150.0]      0.176692\n",
      "(150.0, 180.0]      0.236842\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.037594\n",
      "(-150.0, -120.0]    0.165414\n",
      "(-90.0, -60.0]      0.056391\n",
      "(-60.0, -30.0]      0.063910\n",
      "(-30.0, 0.0]        0.101504\n",
      "(0.0, 30.0]         0.052632\n",
      "(90.0, 120.0]       0.075188\n",
      "(120.0, 150.0]      0.176692\n",
      "(150.0, 180.0]      0.236842\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.010526\n",
      "(-150.0, -120.0]    0.026316\n",
      "(-120.0, -90.0]     0.054386\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.054386\n",
      "(-30.0, 0.0]        0.007018\n",
      "(0.0, 30.0]         0.064912\n",
      "(30.0, 60.0]        0.017544\n",
      "(60.0, 90.0]        0.112281\n",
      "(90.0, 120.0]       0.535088\n",
      "(120.0, 150.0]      0.110526\n",
      "(150.0, 180.0]      0.007018\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.026316\n",
      "(-120.0, -90.0]     0.054386\n",
      "(-60.0, -30.0]      0.054386\n",
      "(0.0, 30.0]         0.064912\n",
      "(60.0, 90.0]        0.112281\n",
      "(90.0, 120.0]       0.535088\n",
      "(120.0, 150.0]      0.110526\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_14_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.099678\n",
      "(-150.0, -120.0]    0.036977\n",
      "(-120.0, -90.0]     0.067524\n",
      "(-90.0, -60.0]      0.239550\n",
      "(-60.0, -30.0]      0.049839\n",
      "(-30.0, 0.0]        0.001608\n",
      "(0.0, 30.0]         0.035370\n",
      "(30.0, 60.0]        0.090032\n",
      "(60.0, 90.0]        0.001608\n",
      "(90.0, 120.0]       0.038585\n",
      "(120.0, 150.0]      0.090032\n",
      "(150.0, 180.0]      0.249196\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.099678\n",
      "(-150.0, -120.0]    0.036977\n",
      "(-120.0, -90.0]     0.067524\n",
      "(-90.0, -60.0]      0.239550\n",
      "(-60.0, -30.0]      0.049839\n",
      "(0.0, 30.0]         0.035370\n",
      "(30.0, 60.0]        0.090032\n",
      "(90.0, 120.0]       0.038585\n",
      "(120.0, 150.0]      0.090032\n",
      "(150.0, 180.0]      0.249196\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_15_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.438878\n",
      "(-150.0, -120.0]    0.138277\n",
      "(-120.0, -90.0]     0.152305\n",
      "(-90.0, -60.0]      0.128257\n",
      "(-60.0, -30.0]      0.002004\n",
      "(-30.0, 0.0]        0.090180\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.002004\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.002004\n",
      "(150.0, 180.0]      0.046092\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.438878\n",
      "(-150.0, -120.0]    0.138277\n",
      "(-120.0, -90.0]     0.152305\n",
      "(-90.0, -60.0]      0.128257\n",
      "(-30.0, 0.0]        0.090180\n",
      "(150.0, 180.0]      0.046092\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_16_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.138322\n",
      "(-150.0, -120.0]    0.092971\n",
      "(-120.0, -90.0]     0.038549\n",
      "(-90.0, -60.0]      0.015873\n",
      "(-60.0, -30.0]      0.054422\n",
      "(-30.0, 0.0]        0.108844\n",
      "(0.0, 30.0]         0.058957\n",
      "(30.0, 60.0]        0.088435\n",
      "(60.0, 90.0]        0.045351\n",
      "(90.0, 120.0]       0.058957\n",
      "(120.0, 150.0]      0.108844\n",
      "(150.0, 180.0]      0.190476\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.138322\n",
      "(-150.0, -120.0]    0.092971\n",
      "(-120.0, -90.0]     0.038549\n",
      "(-60.0, -30.0]      0.054422\n",
      "(-30.0, 0.0]        0.108844\n",
      "(0.0, 30.0]         0.058957\n",
      "(30.0, 60.0]        0.088435\n",
      "(60.0, 90.0]        0.045351\n",
      "(90.0, 120.0]       0.058957\n",
      "(120.0, 150.0]      0.108844\n",
      "(150.0, 180.0]      0.190476\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_17_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.003774\n",
      "(-90.0, -60.0]      0.071698\n",
      "(-60.0, -30.0]      0.003774\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.086792\n",
      "(30.0, 60.0]        0.086792\n",
      "(60.0, 90.0]        0.067925\n",
      "(90.0, 120.0]       0.113208\n",
      "(120.0, 150.0]      0.245283\n",
      "(150.0, 180.0]      0.320755\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-90.0, -60.0]    0.071698\n",
      "(0.0, 30.0]       0.086792\n",
      "(30.0, 60.0]      0.086792\n",
      "(60.0, 90.0]      0.067925\n",
      "(90.0, 120.0]     0.113208\n",
      "(120.0, 150.0]    0.245283\n",
      "(150.0, 180.0]    0.320755\n",
      "Name: angle, dtype: float64\n",
      "fov_4_spor_pick_18_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.060837\n",
      "(-150.0, -120.0]    0.368821\n",
      "(-120.0, -90.0]     0.041825\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.079848\n",
      "(-30.0, 0.0]        0.167300\n",
      "(0.0, 30.0]         0.007605\n",
      "(30.0, 60.0]        0.026616\n",
      "(60.0, 90.0]        0.087452\n",
      "(90.0, 120.0]       0.053232\n",
      "(120.0, 150.0]      0.007605\n",
      "(150.0, 180.0]      0.098859\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.060837\n",
      "(-150.0, -120.0]    0.368821\n",
      "(-120.0, -90.0]     0.041825\n",
      "(-60.0, -30.0]      0.079848\n",
      "(-30.0, 0.0]        0.167300\n",
      "(30.0, 60.0]        0.026616\n",
      "(60.0, 90.0]        0.087452\n",
      "(90.0, 120.0]       0.053232\n",
      "(150.0, 180.0]      0.098859\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_4_spor_pick_19_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.075581\n",
      "(-150.0, -120.0]    0.052326\n",
      "(-120.0, -90.0]     0.003876\n",
      "(-90.0, -60.0]      0.091085\n",
      "(-60.0, -30.0]      0.122093\n",
      "(-30.0, 0.0]        0.131783\n",
      "(0.0, 30.0]         0.065891\n",
      "(30.0, 60.0]        0.096899\n",
      "(60.0, 90.0]        0.129845\n",
      "(90.0, 120.0]       0.087209\n",
      "(120.0, 150.0]      0.089147\n",
      "(150.0, 180.0]      0.054264\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.075581\n",
      "(-150.0, -120.0]    0.052326\n",
      "(-90.0, -60.0]      0.091085\n",
      "(-60.0, -30.0]      0.122093\n",
      "(-30.0, 0.0]        0.131783\n",
      "(0.0, 30.0]         0.065891\n",
      "(30.0, 60.0]        0.096899\n",
      "(60.0, 90.0]        0.129845\n",
      "(90.0, 120.0]       0.087209\n",
      "(120.0, 150.0]      0.089147\n",
      "(150.0, 180.0]      0.054264\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.133712\n",
      "(-150.0, -120.0]    0.063209\n",
      "(-120.0, -90.0]     0.080227\n",
      "(-90.0, -60.0]      0.020259\n",
      "(-60.0, -30.0]      0.003241\n",
      "(-30.0, 0.0]        0.106159\n",
      "(0.0, 30.0]         0.059968\n",
      "(30.0, 60.0]        0.010535\n",
      "(60.0, 90.0]        0.089951\n",
      "(90.0, 120.0]       0.138574\n",
      "(120.0, 150.0]      0.210697\n",
      "(150.0, 180.0]      0.083468\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.133712\n",
      "(-150.0, -120.0]    0.063209\n",
      "(-120.0, -90.0]     0.080227\n",
      "(-30.0, 0.0]        0.106159\n",
      "(0.0, 30.0]         0.059968\n",
      "(60.0, 90.0]        0.089951\n",
      "(90.0, 120.0]       0.138574\n",
      "(120.0, 150.0]      0.210697\n",
      "(150.0, 180.0]      0.083468\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.001214\n",
      "(-150.0, -120.0]    0.015777\n",
      "(-120.0, -90.0]     0.003641\n",
      "(-90.0, -60.0]      0.018204\n",
      "(-60.0, -30.0]      0.146845\n",
      "(-30.0, 0.0]        0.009709\n",
      "(0.0, 30.0]         0.070388\n",
      "(30.0, 60.0]        0.138350\n",
      "(60.0, 90.0]        0.087379\n",
      "(90.0, 120.0]       0.072816\n",
      "(120.0, 150.0]      0.223301\n",
      "(150.0, 180.0]      0.212379\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-60.0, -30.0]    0.146845\n",
      "(0.0, 30.0]       0.070388\n",
      "(30.0, 60.0]      0.138350\n",
      "(60.0, 90.0]      0.087379\n",
      "(90.0, 120.0]     0.072816\n",
      "(120.0, 150.0]    0.223301\n",
      "(150.0, 180.0]    0.212379\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000887\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000887\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.003546\n",
      "(30.0, 60.0]        0.233156\n",
      "(60.0, 90.0]        0.210993\n",
      "(90.0, 120.0]       0.401596\n",
      "(120.0, 150.0]      0.140071\n",
      "(150.0, 180.0]      0.008865\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.233156\n",
      "(60.0, 90.0]      0.210993\n",
      "(90.0, 120.0]     0.401596\n",
      "(120.0, 150.0]    0.140071\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.217699\n",
      "(-150.0, -120.0]    0.030088\n",
      "(-120.0, -90.0]     0.046903\n",
      "(-90.0, -60.0]      0.007965\n",
      "(-60.0, -30.0]      0.055752\n",
      "(-30.0, 0.0]        0.091150\n",
      "(0.0, 30.0]         0.269912\n",
      "(30.0, 60.0]        0.142478\n",
      "(60.0, 90.0]        0.003540\n",
      "(90.0, 120.0]       0.009735\n",
      "(120.0, 150.0]      0.006195\n",
      "(150.0, 180.0]      0.118584\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.217699\n",
      "(-150.0, -120.0]    0.030088\n",
      "(-120.0, -90.0]     0.046903\n",
      "(-60.0, -30.0]      0.055752\n",
      "(-30.0, 0.0]        0.091150\n",
      "(0.0, 30.0]         0.269912\n",
      "(30.0, 60.0]        0.142478\n",
      "(150.0, 180.0]      0.118584\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.049107\n",
      "(-150.0, -120.0]    0.015179\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.113393\n",
      "(-30.0, 0.0]        0.207143\n",
      "(0.0, 30.0]         0.178571\n",
      "(30.0, 60.0]        0.118750\n",
      "(60.0, 90.0]        0.089286\n",
      "(90.0, 120.0]       0.102679\n",
      "(120.0, 150.0]      0.069643\n",
      "(150.0, 180.0]      0.056250\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.049107\n",
      "(-60.0, -30.0]      0.113393\n",
      "(-30.0, 0.0]        0.207143\n",
      "(0.0, 30.0]         0.178571\n",
      "(30.0, 60.0]        0.118750\n",
      "(60.0, 90.0]        0.089286\n",
      "(90.0, 120.0]       0.102679\n",
      "(120.0, 150.0]      0.069643\n",
      "(150.0, 180.0]      0.056250\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.099400\n",
      "(-150.0, -120.0]    0.084723\n",
      "(-120.0, -90.0]     0.004003\n",
      "(-90.0, -60.0]      0.003336\n",
      "(-60.0, -30.0]      0.012008\n",
      "(-30.0, 0.0]        0.195464\n",
      "(0.0, 30.0]         0.157438\n",
      "(30.0, 60.0]        0.080053\n",
      "(60.0, 90.0]        0.078052\n",
      "(90.0, 120.0]       0.086057\n",
      "(120.0, 150.0]      0.030687\n",
      "(150.0, 180.0]      0.168779\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.099400\n",
      "(-150.0, -120.0]    0.084723\n",
      "(-30.0, 0.0]        0.195464\n",
      "(0.0, 30.0]         0.157438\n",
      "(30.0, 60.0]        0.080053\n",
      "(60.0, 90.0]        0.078052\n",
      "(90.0, 120.0]       0.086057\n",
      "(120.0, 150.0]      0.030687\n",
      "(150.0, 180.0]      0.168779\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.086854\n",
      "(-150.0, -120.0]    0.017606\n",
      "(-120.0, -90.0]     0.007042\n",
      "(-90.0, -60.0]      0.002347\n",
      "(-60.0, -30.0]      0.050469\n",
      "(-30.0, 0.0]        0.426056\n",
      "(0.0, 30.0]         0.112676\n",
      "(30.0, 60.0]        0.004695\n",
      "(60.0, 90.0]        0.184272\n",
      "(90.0, 120.0]       0.021127\n",
      "(120.0, 150.0]      0.083333\n",
      "(150.0, 180.0]      0.003521\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.086854\n",
      "(-60.0, -30.0]      0.050469\n",
      "(-30.0, 0.0]        0.426056\n",
      "(0.0, 30.0]         0.112676\n",
      "(60.0, 90.0]        0.184272\n",
      "(90.0, 120.0]       0.021127\n",
      "(120.0, 150.0]      0.083333\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.255864\n",
      "(-150.0, -120.0]    0.050107\n",
      "(-120.0, -90.0]     0.004264\n",
      "(-90.0, -60.0]      0.059701\n",
      "(-60.0, -30.0]      0.125800\n",
      "(-30.0, 0.0]        0.067164\n",
      "(0.0, 30.0]         0.071429\n",
      "(30.0, 60.0]        0.205757\n",
      "(60.0, 90.0]        0.038380\n",
      "(90.0, 120.0]       0.010661\n",
      "(120.0, 150.0]      0.006397\n",
      "(150.0, 180.0]      0.104478\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.255864\n",
      "(-150.0, -120.0]    0.050107\n",
      "(-90.0, -60.0]      0.059701\n",
      "(-60.0, -30.0]      0.125800\n",
      "(-30.0, 0.0]        0.067164\n",
      "(0.0, 30.0]         0.071429\n",
      "(30.0, 60.0]        0.205757\n",
      "(60.0, 90.0]        0.038380\n",
      "(150.0, 180.0]      0.104478\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.094208\n",
      "(-150.0, -120.0]    0.002791\n",
      "(-120.0, -90.0]     0.001396\n",
      "(-90.0, -60.0]      0.004187\n",
      "(-60.0, -30.0]      0.030007\n",
      "(-30.0, 0.0]        0.326588\n",
      "(0.0, 30.0]         0.103978\n",
      "(30.0, 60.0]        0.103280\n",
      "(60.0, 90.0]        0.019539\n",
      "(90.0, 120.0]       0.095604\n",
      "(120.0, 150.0]      0.094906\n",
      "(150.0, 180.0]      0.123517\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.094208\n",
      "(-60.0, -30.0]      0.030007\n",
      "(-30.0, 0.0]        0.326588\n",
      "(0.0, 30.0]         0.103978\n",
      "(30.0, 60.0]        0.103280\n",
      "(90.0, 120.0]       0.095604\n",
      "(120.0, 150.0]      0.094906\n",
      "(150.0, 180.0]      0.123517\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.084430\n",
      "(-150.0, -120.0]    0.146382\n",
      "(-120.0, -90.0]     0.017544\n",
      "(-90.0, -60.0]      0.046601\n",
      "(-60.0, -30.0]      0.046601\n",
      "(-30.0, 0.0]        0.118969\n",
      "(0.0, 30.0]         0.110746\n",
      "(30.0, 60.0]        0.151316\n",
      "(60.0, 90.0]        0.075658\n",
      "(90.0, 120.0]       0.043311\n",
      "(120.0, 150.0]      0.049342\n",
      "(150.0, 180.0]      0.109101\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.084430\n",
      "(-150.0, -120.0]    0.146382\n",
      "(-90.0, -60.0]      0.046601\n",
      "(-60.0, -30.0]      0.046601\n",
      "(-30.0, 0.0]        0.118969\n",
      "(0.0, 30.0]         0.110746\n",
      "(30.0, 60.0]        0.151316\n",
      "(60.0, 90.0]        0.075658\n",
      "(90.0, 120.0]       0.043311\n",
      "(120.0, 150.0]      0.049342\n",
      "(150.0, 180.0]      0.109101\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.091127\n",
      "(-150.0, -120.0]    0.061551\n",
      "(-120.0, -90.0]     0.027978\n",
      "(-90.0, -60.0]      0.042366\n",
      "(-60.0, -30.0]      0.007194\n",
      "(-30.0, 0.0]        0.027178\n",
      "(0.0, 30.0]         0.116707\n",
      "(30.0, 60.0]        0.253397\n",
      "(60.0, 90.0]        0.038369\n",
      "(90.0, 120.0]       0.060751\n",
      "(120.0, 150.0]      0.111111\n",
      "(150.0, 180.0]      0.162270\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.091127\n",
      "(-150.0, -120.0]    0.061551\n",
      "(-120.0, -90.0]     0.027978\n",
      "(-90.0, -60.0]      0.042366\n",
      "(-30.0, 0.0]        0.027178\n",
      "(0.0, 30.0]         0.116707\n",
      "(30.0, 60.0]        0.253397\n",
      "(60.0, 90.0]        0.038369\n",
      "(90.0, 120.0]       0.060751\n",
      "(120.0, 150.0]      0.111111\n",
      "(150.0, 180.0]      0.162270\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_2_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.144805\n",
      "(-150.0, -120.0]    0.083766\n",
      "(-120.0, -90.0]     0.003247\n",
      "(-90.0, -60.0]      0.169481\n",
      "(-60.0, -30.0]      0.063636\n",
      "(-30.0, 0.0]        0.166234\n",
      "(0.0, 30.0]         0.010390\n",
      "(30.0, 60.0]        0.007143\n",
      "(60.0, 90.0]        0.008442\n",
      "(90.0, 120.0]       0.086364\n",
      "(120.0, 150.0]      0.092857\n",
      "(150.0, 180.0]      0.163636\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.144805\n",
      "(-150.0, -120.0]    0.083766\n",
      "(-90.0, -60.0]      0.169481\n",
      "(-60.0, -30.0]      0.063636\n",
      "(-30.0, 0.0]        0.166234\n",
      "(90.0, 120.0]       0.086364\n",
      "(120.0, 150.0]      0.092857\n",
      "(150.0, 180.0]      0.163636\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.009926\n",
      "(-150.0, -120.0]    0.059553\n",
      "(-120.0, -90.0]     0.077750\n",
      "(-90.0, -60.0]      0.051282\n",
      "(-60.0, -30.0]      0.014061\n",
      "(-30.0, 0.0]        0.007444\n",
      "(0.0, 30.0]         0.118280\n",
      "(30.0, 60.0]        0.159636\n",
      "(60.0, 90.0]        0.148056\n",
      "(90.0, 120.0]       0.060380\n",
      "(120.0, 150.0]      0.241522\n",
      "(150.0, 180.0]      0.052109\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.059553\n",
      "(-120.0, -90.0]     0.077750\n",
      "(-90.0, -60.0]      0.051282\n",
      "(0.0, 30.0]         0.118280\n",
      "(30.0, 60.0]        0.159636\n",
      "(60.0, 90.0]        0.148056\n",
      "(90.0, 120.0]       0.060380\n",
      "(120.0, 150.0]      0.241522\n",
      "(150.0, 180.0]      0.052109\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.087786\n",
      "(-150.0, -120.0]    0.122137\n",
      "(-120.0, -90.0]     0.076336\n",
      "(-90.0, -60.0]      0.080153\n",
      "(-60.0, -30.0]      0.057252\n",
      "(-30.0, 0.0]        0.156489\n",
      "(0.0, 30.0]         0.019084\n",
      "(30.0, 60.0]        0.034351\n",
      "(60.0, 90.0]        0.019084\n",
      "(90.0, 120.0]       0.137405\n",
      "(120.0, 150.0]      0.011450\n",
      "(150.0, 180.0]      0.198473\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.087786\n",
      "(-150.0, -120.0]    0.122137\n",
      "(-120.0, -90.0]     0.076336\n",
      "(-90.0, -60.0]      0.080153\n",
      "(-60.0, -30.0]      0.057252\n",
      "(-30.0, 0.0]        0.156489\n",
      "(30.0, 60.0]        0.034351\n",
      "(90.0, 120.0]       0.137405\n",
      "(150.0, 180.0]      0.198473\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_14_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.058881\n",
      "(-150.0, -120.0]    0.068695\n",
      "(-120.0, -90.0]     0.062807\n",
      "(-90.0, -60.0]      0.123651\n",
      "(-60.0, -30.0]      0.235525\n",
      "(-30.0, 0.0]        0.141315\n",
      "(0.0, 30.0]         0.005888\n",
      "(30.0, 60.0]        0.049068\n",
      "(60.0, 90.0]        0.046124\n",
      "(90.0, 120.0]       0.155054\n",
      "(120.0, 150.0]      0.031403\n",
      "(150.0, 180.0]      0.021590\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.058881\n",
      "(-150.0, -120.0]    0.068695\n",
      "(-120.0, -90.0]     0.062807\n",
      "(-90.0, -60.0]      0.123651\n",
      "(-60.0, -30.0]      0.235525\n",
      "(-30.0, 0.0]        0.141315\n",
      "(30.0, 60.0]        0.049068\n",
      "(60.0, 90.0]        0.046124\n",
      "(90.0, 120.0]       0.155054\n",
      "(120.0, 150.0]      0.031403\n",
      "(150.0, 180.0]      0.021590\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_15_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.127833\n",
      "(-150.0, -120.0]    0.084253\n",
      "(-120.0, -90.0]     0.052876\n",
      "(-90.0, -60.0]      0.042417\n",
      "(-60.0, -30.0]      0.140616\n",
      "(-30.0, 0.0]        0.137130\n",
      "(0.0, 30.0]         0.054619\n",
      "(30.0, 60.0]        0.059268\n",
      "(60.0, 90.0]        0.132481\n",
      "(90.0, 120.0]       0.034863\n",
      "(120.0, 150.0]      0.008716\n",
      "(150.0, 180.0]      0.124927\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.127833\n",
      "(-150.0, -120.0]    0.084253\n",
      "(-120.0, -90.0]     0.052876\n",
      "(-90.0, -60.0]      0.042417\n",
      "(-60.0, -30.0]      0.140616\n",
      "(-30.0, 0.0]        0.137130\n",
      "(0.0, 30.0]         0.054619\n",
      "(30.0, 60.0]        0.059268\n",
      "(60.0, 90.0]        0.132481\n",
      "(90.0, 120.0]       0.034863\n",
      "(150.0, 180.0]      0.124927\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_16_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.001645\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.001645\n",
      "(-30.0, 0.0]        0.004934\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.019737\n",
      "(90.0, 120.0]       0.536184\n",
      "(120.0, 150.0]      0.388158\n",
      "(150.0, 180.0]      0.047697\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(90.0, 120.0]     0.536184\n",
      "(120.0, 150.0]    0.388158\n",
      "(150.0, 180.0]    0.047697\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_17_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.108820\n",
      "(-150.0, -120.0]    0.097365\n",
      "(-120.0, -90.0]     0.073310\n",
      "(-90.0, -60.0]      0.081329\n",
      "(-60.0, -30.0]      0.108820\n",
      "(-30.0, 0.0]        0.222222\n",
      "(0.0, 30.0]         0.199313\n",
      "(30.0, 60.0]        0.032073\n",
      "(60.0, 90.0]        0.005727\n",
      "(90.0, 120.0]       0.011455\n",
      "(120.0, 150.0]      0.046964\n",
      "(150.0, 180.0]      0.012600\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.108820\n",
      "(-150.0, -120.0]    0.097365\n",
      "(-120.0, -90.0]     0.073310\n",
      "(-90.0, -60.0]      0.081329\n",
      "(-60.0, -30.0]      0.108820\n",
      "(-30.0, 0.0]        0.222222\n",
      "(0.0, 30.0]         0.199313\n",
      "(30.0, 60.0]        0.032073\n",
      "(120.0, 150.0]      0.046964\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_18_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.149444\n",
      "(-150.0, -120.0]    0.200318\n",
      "(-120.0, -90.0]     0.051669\n",
      "(-90.0, -60.0]      0.128776\n",
      "(-60.0, -30.0]      0.097774\n",
      "(-30.0, 0.0]        0.135930\n",
      "(0.0, 30.0]         0.040541\n",
      "(30.0, 60.0]        0.028617\n",
      "(60.0, 90.0]        0.006359\n",
      "(90.0, 120.0]       0.007949\n",
      "(120.0, 150.0]      0.045310\n",
      "(150.0, 180.0]      0.107313\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.149444\n",
      "(-150.0, -120.0]    0.200318\n",
      "(-120.0, -90.0]     0.051669\n",
      "(-90.0, -60.0]      0.128776\n",
      "(-60.0, -30.0]      0.097774\n",
      "(-30.0, 0.0]        0.135930\n",
      "(0.0, 30.0]         0.040541\n",
      "(30.0, 60.0]        0.028617\n",
      "(120.0, 150.0]      0.045310\n",
      "(150.0, 180.0]      0.107313\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_19_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.142197\n",
      "(-150.0, -120.0]    0.101734\n",
      "(-120.0, -90.0]     0.062428\n",
      "(-90.0, -60.0]      0.101734\n",
      "(-60.0, -30.0]      0.085549\n",
      "(-30.0, 0.0]        0.015029\n",
      "(0.0, 30.0]         0.272832\n",
      "(30.0, 60.0]        0.062428\n",
      "(60.0, 90.0]        0.005780\n",
      "(90.0, 120.0]       0.068208\n",
      "(120.0, 150.0]      0.003468\n",
      "(150.0, 180.0]      0.078613\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.142197\n",
      "(-150.0, -120.0]    0.101734\n",
      "(-120.0, -90.0]     0.062428\n",
      "(-90.0, -60.0]      0.101734\n",
      "(-60.0, -30.0]      0.085549\n",
      "(0.0, 30.0]         0.272832\n",
      "(30.0, 60.0]        0.062428\n",
      "(90.0, 120.0]       0.068208\n",
      "(150.0, 180.0]      0.078613\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_20_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.150980\n",
      "(-150.0, -120.0]    0.045098\n",
      "(-120.0, -90.0]     0.079412\n",
      "(-90.0, -60.0]      0.082353\n",
      "(-60.0, -30.0]      0.132353\n",
      "(-30.0, 0.0]        0.118627\n",
      "(0.0, 30.0]         0.081373\n",
      "(30.0, 60.0]        0.003922\n",
      "(60.0, 90.0]        0.000980\n",
      "(90.0, 120.0]       0.029412\n",
      "(120.0, 150.0]      0.215686\n",
      "(150.0, 180.0]      0.059804\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.150980\n",
      "(-150.0, -120.0]    0.045098\n",
      "(-120.0, -90.0]     0.079412\n",
      "(-90.0, -60.0]      0.082353\n",
      "(-60.0, -30.0]      0.132353\n",
      "(-30.0, 0.0]        0.118627\n",
      "(0.0, 30.0]         0.081373\n",
      "(90.0, 120.0]       0.029412\n",
      "(120.0, 150.0]      0.215686\n",
      "(150.0, 180.0]      0.059804\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_21_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.173548\n",
      "(-150.0, -120.0]    0.087742\n",
      "(-120.0, -90.0]     0.149032\n",
      "(-90.0, -60.0]      0.002581\n",
      "(-60.0, -30.0]      0.071613\n",
      "(-30.0, 0.0]        0.099355\n",
      "(0.0, 30.0]         0.065806\n",
      "(30.0, 60.0]        0.052258\n",
      "(60.0, 90.0]        0.046452\n",
      "(90.0, 120.0]       0.086452\n",
      "(120.0, 150.0]      0.089032\n",
      "(150.0, 180.0]      0.076129\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.173548\n",
      "(-150.0, -120.0]    0.087742\n",
      "(-120.0, -90.0]     0.149032\n",
      "(-60.0, -30.0]      0.071613\n",
      "(-30.0, 0.0]        0.099355\n",
      "(0.0, 30.0]         0.065806\n",
      "(30.0, 60.0]        0.052258\n",
      "(60.0, 90.0]        0.046452\n",
      "(90.0, 120.0]       0.086452\n",
      "(120.0, 150.0]      0.089032\n",
      "(150.0, 180.0]      0.076129\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_2_spor_pick_22_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.062655\n",
      "(-150.0, -120.0]    0.089860\n",
      "(-120.0, -90.0]     0.070074\n",
      "(-90.0, -60.0]      0.588623\n",
      "(-60.0, -30.0]      0.079967\n",
      "(-30.0, 0.0]        0.006595\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.003298\n",
      "(90.0, 120.0]       0.045342\n",
      "(120.0, 150.0]      0.009068\n",
      "(150.0, 180.0]      0.044518\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.062655\n",
      "(-150.0, -120.0]    0.089860\n",
      "(-120.0, -90.0]     0.070074\n",
      "(-90.0, -60.0]      0.588623\n",
      "(-60.0, -30.0]      0.079967\n",
      "(90.0, 120.0]       0.045342\n",
      "(150.0, 180.0]      0.044518\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_23_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.127943\n",
      "(-150.0, -120.0]    0.064364\n",
      "(-120.0, -90.0]     0.031397\n",
      "(-90.0, -60.0]      0.053375\n",
      "(-60.0, -30.0]      0.041601\n",
      "(-30.0, 0.0]        0.161695\n",
      "(0.0, 30.0]         0.196232\n",
      "(30.0, 60.0]        0.124804\n",
      "(60.0, 90.0]        0.049451\n",
      "(90.0, 120.0]       0.051020\n",
      "(120.0, 150.0]      0.021193\n",
      "(150.0, 180.0]      0.076923\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.127943\n",
      "(-150.0, -120.0]    0.064364\n",
      "(-120.0, -90.0]     0.031397\n",
      "(-90.0, -60.0]      0.053375\n",
      "(-60.0, -30.0]      0.041601\n",
      "(-30.0, 0.0]        0.161695\n",
      "(0.0, 30.0]         0.196232\n",
      "(30.0, 60.0]        0.124804\n",
      "(60.0, 90.0]        0.049451\n",
      "(90.0, 120.0]       0.051020\n",
      "(120.0, 150.0]      0.021193\n",
      "(150.0, 180.0]      0.076923\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_24_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.236501\n",
      "(-150.0, -120.0]    0.010799\n",
      "(-120.0, -90.0]     0.087473\n",
      "(-90.0, -60.0]      0.041037\n",
      "(-60.0, -30.0]      0.145788\n",
      "(-30.0, 0.0]        0.138229\n",
      "(0.0, 30.0]         0.002160\n",
      "(30.0, 60.0]        0.031317\n",
      "(60.0, 90.0]        0.047516\n",
      "(90.0, 120.0]       0.091793\n",
      "(120.0, 150.0]      0.052916\n",
      "(150.0, 180.0]      0.114471\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.236501\n",
      "(-120.0, -90.0]     0.087473\n",
      "(-90.0, -60.0]      0.041037\n",
      "(-60.0, -30.0]      0.145788\n",
      "(-30.0, 0.0]        0.138229\n",
      "(30.0, 60.0]        0.031317\n",
      "(60.0, 90.0]        0.047516\n",
      "(90.0, 120.0]       0.091793\n",
      "(120.0, 150.0]      0.052916\n",
      "(150.0, 180.0]      0.114471\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_25_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.202006\n",
      "(-150.0, -120.0]    0.044413\n",
      "(-120.0, -90.0]     0.030086\n",
      "(-90.0, -60.0]      0.131805\n",
      "(-60.0, -30.0]      0.140401\n",
      "(-30.0, 0.0]        0.098854\n",
      "(0.0, 30.0]         0.090258\n",
      "(30.0, 60.0]        0.001433\n",
      "(60.0, 90.0]        0.002865\n",
      "(90.0, 120.0]       0.100287\n",
      "(120.0, 150.0]      0.017192\n",
      "(150.0, 180.0]      0.140401\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.202006\n",
      "(-150.0, -120.0]    0.044413\n",
      "(-120.0, -90.0]     0.030086\n",
      "(-90.0, -60.0]      0.131805\n",
      "(-60.0, -30.0]      0.140401\n",
      "(-30.0, 0.0]        0.098854\n",
      "(0.0, 30.0]         0.090258\n",
      "(90.0, 120.0]       0.100287\n",
      "(150.0, 180.0]      0.140401\n",
      "Name: angle, dtype: float64\n",
      "fov_2_spor_pick_26_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.053093\n",
      "(-150.0, -120.0]    0.033609\n",
      "(-120.0, -90.0]     0.093522\n",
      "(-90.0, -60.0]      0.068680\n",
      "(-60.0, -30.0]      0.055528\n",
      "(-30.0, 0.0]        0.095957\n",
      "(0.0, 30.0]         0.053580\n",
      "(30.0, 60.0]        0.073064\n",
      "(60.0, 90.0]        0.015100\n",
      "(90.0, 120.0]       0.129079\n",
      "(120.0, 150.0]      0.125183\n",
      "(150.0, 180.0]      0.203604\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.053093\n",
      "(-150.0, -120.0]    0.033609\n",
      "(-120.0, -90.0]     0.093522\n",
      "(-90.0, -60.0]      0.068680\n",
      "(-60.0, -30.0]      0.055528\n",
      "(-30.0, 0.0]        0.095957\n",
      "(0.0, 30.0]         0.053580\n",
      "(30.0, 60.0]        0.073064\n",
      "(90.0, 120.0]       0.129079\n",
      "(120.0, 150.0]      0.125183\n",
      "(150.0, 180.0]      0.203604\n",
      "Name: angle, dtype: float64\n",
      "fov_8_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.128776\n",
      "(-150.0, -120.0]    0.042925\n",
      "(-120.0, -90.0]     0.044515\n",
      "(-90.0, -60.0]      0.023847\n",
      "(-60.0, -30.0]      0.065183\n",
      "(-30.0, 0.0]        0.100159\n",
      "(0.0, 30.0]         0.130366\n",
      "(30.0, 60.0]        0.143084\n",
      "(60.0, 90.0]        0.171701\n",
      "(90.0, 120.0]       0.014308\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.135135\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.128776\n",
      "(-150.0, -120.0]    0.042925\n",
      "(-120.0, -90.0]     0.044515\n",
      "(-90.0, -60.0]      0.023847\n",
      "(-60.0, -30.0]      0.065183\n",
      "(-30.0, 0.0]        0.100159\n",
      "(0.0, 30.0]         0.130366\n",
      "(30.0, 60.0]        0.143084\n",
      "(60.0, 90.0]        0.171701\n",
      "(150.0, 180.0]      0.135135\n",
      "Name: angle, dtype: float64\n",
      "fov_8_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.175705\n",
      "(-150.0, -120.0]    0.138829\n",
      "(-120.0, -90.0]     0.039046\n",
      "(-90.0, -60.0]      0.101952\n",
      "(-60.0, -30.0]      0.021692\n",
      "(-30.0, 0.0]        0.143167\n",
      "(0.0, 30.0]         0.060738\n",
      "(30.0, 60.0]        0.028200\n",
      "(60.0, 90.0]        0.039046\n",
      "(90.0, 120.0]       0.065076\n",
      "(120.0, 150.0]      0.134490\n",
      "(150.0, 180.0]      0.052061\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.175705\n",
      "(-150.0, -120.0]    0.138829\n",
      "(-120.0, -90.0]     0.039046\n",
      "(-90.0, -60.0]      0.101952\n",
      "(-60.0, -30.0]      0.021692\n",
      "(-30.0, 0.0]        0.143167\n",
      "(0.0, 30.0]         0.060738\n",
      "(30.0, 60.0]        0.028200\n",
      "(60.0, 90.0]        0.039046\n",
      "(90.0, 120.0]       0.065076\n",
      "(120.0, 150.0]      0.134490\n",
      "(150.0, 180.0]      0.052061\n",
      "Name: angle, dtype: float64\n",
      "fov_8_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.012821\n",
      "(-90.0, -60.0]      0.006410\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.230769\n",
      "(30.0, 60.0]        0.198718\n",
      "(60.0, 90.0]        0.057692\n",
      "(90.0, 120.0]       0.442308\n",
      "(120.0, 150.0]      0.048077\n",
      "(150.0, 180.0]      0.003205\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]       0.230769\n",
      "(30.0, 60.0]      0.198718\n",
      "(60.0, 90.0]      0.057692\n",
      "(90.0, 120.0]     0.442308\n",
      "(120.0, 150.0]    0.048077\n",
      "Name: angle, dtype: float64\n",
      "fov_8_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.063241\n",
      "(-150.0, -120.0]    0.031621\n",
      "(-120.0, -90.0]     0.015810\n",
      "(-90.0, -60.0]      0.067194\n",
      "(-60.0, -30.0]      0.102767\n",
      "(-30.0, 0.0]        0.079051\n",
      "(0.0, 30.0]         0.185771\n",
      "(30.0, 60.0]        0.217391\n",
      "(60.0, 90.0]        0.001976\n",
      "(90.0, 120.0]       0.037549\n",
      "(120.0, 150.0]      0.017787\n",
      "(150.0, 180.0]      0.179842\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.063241\n",
      "(-150.0, -120.0]    0.031621\n",
      "(-90.0, -60.0]      0.067194\n",
      "(-60.0, -30.0]      0.102767\n",
      "(-30.0, 0.0]        0.079051\n",
      "(0.0, 30.0]         0.185771\n",
      "(30.0, 60.0]        0.217391\n",
      "(90.0, 120.0]       0.037549\n",
      "(150.0, 180.0]      0.179842\n",
      "Name: angle, dtype: float64\n",
      "fov_8_veg_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.004494\n",
      "(60.0, 90.0]        0.930337\n",
      "(90.0, 120.0]       0.008989\n",
      "(120.0, 150.0]      0.056180\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(60.0, 90.0]      0.930337\n",
      "(120.0, 150.0]    0.056180\n",
      "Name: angle, dtype: float64\n",
      "fov_8_veg_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.150877\n",
      "(-150.0, -120.0]    0.045614\n",
      "(-120.0, -90.0]     0.168421\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.080702\n",
      "(-30.0, 0.0]        0.049123\n",
      "(0.0, 30.0]         0.010526\n",
      "(30.0, 60.0]        0.080702\n",
      "(60.0, 90.0]        0.108772\n",
      "(90.0, 120.0]       0.119298\n",
      "(120.0, 150.0]      0.112281\n",
      "(150.0, 180.0]      0.073684\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.150877\n",
      "(-150.0, -120.0]    0.045614\n",
      "(-120.0, -90.0]     0.168421\n",
      "(-60.0, -30.0]      0.080702\n",
      "(-30.0, 0.0]        0.049123\n",
      "(30.0, 60.0]        0.080702\n",
      "(60.0, 90.0]        0.108772\n",
      "(90.0, 120.0]       0.119298\n",
      "(120.0, 150.0]      0.112281\n",
      "(150.0, 180.0]      0.073684\n",
      "Name: angle, dtype: float64\n",
      "fov_7_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.039576\n",
      "(-150.0, -120.0]    0.060384\n",
      "(-120.0, -90.0]     0.161567\n",
      "(-90.0, -60.0]      0.089351\n",
      "(-60.0, -30.0]      0.140759\n",
      "(-30.0, 0.0]        0.059160\n",
      "(0.0, 30.0]         0.190534\n",
      "(30.0, 60.0]        0.025296\n",
      "(60.0, 90.0]        0.034680\n",
      "(90.0, 120.0]       0.088127\n",
      "(120.0, 150.0]      0.060384\n",
      "(150.0, 180.0]      0.050184\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.039576\n",
      "(-150.0, -120.0]    0.060384\n",
      "(-120.0, -90.0]     0.161567\n",
      "(-90.0, -60.0]      0.089351\n",
      "(-60.0, -30.0]      0.140759\n",
      "(-30.0, 0.0]        0.059160\n",
      "(0.0, 30.0]         0.190534\n",
      "(30.0, 60.0]        0.025296\n",
      "(60.0, 90.0]        0.034680\n",
      "(90.0, 120.0]       0.088127\n",
      "(120.0, 150.0]      0.060384\n",
      "(150.0, 180.0]      0.050184\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_7_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.019737\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.001096\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.003289\n",
      "(0.0, 30.0]         0.114035\n",
      "(30.0, 60.0]        0.035088\n",
      "(60.0, 90.0]        0.037281\n",
      "(90.0, 120.0]       0.276316\n",
      "(120.0, 150.0]      0.130482\n",
      "(150.0, 180.0]      0.382675\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]       0.114035\n",
      "(30.0, 60.0]      0.035088\n",
      "(60.0, 90.0]      0.037281\n",
      "(90.0, 120.0]     0.276316\n",
      "(120.0, 150.0]    0.130482\n",
      "(150.0, 180.0]    0.382675\n",
      "Name: angle, dtype: float64\n",
      "fov_7_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.141017\n",
      "(-150.0, -120.0]    0.071186\n",
      "(-120.0, -90.0]     0.090169\n",
      "(-90.0, -60.0]      0.090847\n",
      "(-60.0, -30.0]      0.033220\n",
      "(-30.0, 0.0]        0.132203\n",
      "(0.0, 30.0]         0.079322\n",
      "(30.0, 60.0]        0.024407\n",
      "(60.0, 90.0]        0.098983\n",
      "(90.0, 120.0]       0.035932\n",
      "(120.0, 150.0]      0.104407\n",
      "(150.0, 180.0]      0.098305\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.141017\n",
      "(-150.0, -120.0]    0.071186\n",
      "(-120.0, -90.0]     0.090169\n",
      "(-90.0, -60.0]      0.090847\n",
      "(-60.0, -30.0]      0.033220\n",
      "(-30.0, 0.0]        0.132203\n",
      "(0.0, 30.0]         0.079322\n",
      "(30.0, 60.0]        0.024407\n",
      "(60.0, 90.0]        0.098983\n",
      "(90.0, 120.0]       0.035932\n",
      "(120.0, 150.0]      0.104407\n",
      "(150.0, 180.0]      0.098305\n",
      "Name: angle, dtype: float64\n",
      "fov_7_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.384018\n",
      "(-150.0, -120.0]    0.059933\n",
      "(-120.0, -90.0]     0.002220\n",
      "(-90.0, -60.0]      0.001110\n",
      "(-60.0, -30.0]      0.002220\n",
      "(-30.0, 0.0]        0.013319\n",
      "(0.0, 30.0]         0.129856\n",
      "(30.0, 60.0]        0.098779\n",
      "(60.0, 90.0]        0.186459\n",
      "(90.0, 120.0]       0.005549\n",
      "(120.0, 150.0]      0.001110\n",
      "(150.0, 180.0]      0.115427\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.384018\n",
      "(-150.0, -120.0]    0.059933\n",
      "(0.0, 30.0]         0.129856\n",
      "(30.0, 60.0]        0.098779\n",
      "(60.0, 90.0]        0.186459\n",
      "(150.0, 180.0]      0.115427\n",
      "Name: angle, dtype: float64\n",
      "fov_7_veg_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.028796\n",
      "(-150.0, -120.0]    0.013962\n",
      "(-120.0, -90.0]     0.007853\n",
      "(-90.0, -60.0]      0.008726\n",
      "(-60.0, -30.0]      0.013962\n",
      "(-30.0, 0.0]        0.089878\n",
      "(0.0, 30.0]         0.373473\n",
      "(30.0, 60.0]        0.136126\n",
      "(60.0, 90.0]        0.014834\n",
      "(90.0, 120.0]       0.053229\n",
      "(120.0, 150.0]      0.213787\n",
      "(150.0, 180.0]      0.045375\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.028796\n",
      "(-30.0, 0.0]        0.089878\n",
      "(0.0, 30.0]         0.373473\n",
      "(30.0, 60.0]        0.136126\n",
      "(90.0, 120.0]       0.053229\n",
      "(120.0, 150.0]      0.213787\n",
      "(150.0, 180.0]      0.045375\n",
      "Name: angle, dtype: float64\n",
      "fov_7_veg_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.152205\n",
      "(-150.0, -120.0]    0.150782\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.001422\n",
      "(-60.0, -30.0]      0.004267\n",
      "(-30.0, 0.0]        0.005690\n",
      "(0.0, 30.0]         0.014225\n",
      "(30.0, 60.0]        0.096728\n",
      "(60.0, 90.0]        0.147937\n",
      "(90.0, 120.0]       0.310100\n",
      "(120.0, 150.0]      0.002845\n",
      "(150.0, 180.0]      0.113798\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.152205\n",
      "(-150.0, -120.0]    0.150782\n",
      "(30.0, 60.0]        0.096728\n",
      "(60.0, 90.0]        0.147937\n",
      "(90.0, 120.0]       0.310100\n",
      "(150.0, 180.0]      0.113798\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.238636\n",
      "(-150.0, -120.0]    0.127583\n",
      "(-120.0, -90.0]     0.014463\n",
      "(-90.0, -60.0]      0.059917\n",
      "(-60.0, -30.0]      0.047521\n",
      "(-30.0, 0.0]        0.220041\n",
      "(0.0, 30.0]         0.040289\n",
      "(30.0, 60.0]        0.044421\n",
      "(60.0, 90.0]        0.165289\n",
      "(90.0, 120.0]       0.003616\n",
      "(120.0, 150.0]      0.001033\n",
      "(150.0, 180.0]      0.037190\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.238636\n",
      "(-150.0, -120.0]    0.127583\n",
      "(-90.0, -60.0]      0.059917\n",
      "(-60.0, -30.0]      0.047521\n",
      "(-30.0, 0.0]        0.220041\n",
      "(0.0, 30.0]         0.040289\n",
      "(30.0, 60.0]        0.044421\n",
      "(60.0, 90.0]        0.165289\n",
      "(150.0, 180.0]      0.037190\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.001052\n",
      "(-150.0, -120.0]    0.006839\n",
      "(-120.0, -90.0]     0.013151\n",
      "(-90.0, -60.0]      0.006839\n",
      "(-60.0, -30.0]      0.005786\n",
      "(-30.0, 0.0]        0.144661\n",
      "(0.0, 30.0]         0.336139\n",
      "(30.0, 60.0]        0.134666\n",
      "(60.0, 90.0]        0.105208\n",
      "(90.0, 120.0]       0.063651\n",
      "(120.0, 150.0]      0.136770\n",
      "(150.0, 180.0]      0.045239\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-30.0, 0.0]      0.144661\n",
      "(0.0, 30.0]       0.336139\n",
      "(30.0, 60.0]      0.134666\n",
      "(60.0, 90.0]      0.105208\n",
      "(90.0, 120.0]     0.063651\n",
      "(120.0, 150.0]    0.136770\n",
      "(150.0, 180.0]    0.045239\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.276714\n",
      "(-150.0, -120.0]    0.053737\n",
      "(-120.0, -90.0]     0.017295\n",
      "(-90.0, -60.0]      0.058678\n",
      "(-60.0, -30.0]      0.329833\n",
      "(-30.0, 0.0]        0.001853\n",
      "(0.0, 30.0]         0.013589\n",
      "(30.0, 60.0]        0.001235\n",
      "(60.0, 90.0]        0.003706\n",
      "(90.0, 120.0]       0.003706\n",
      "(120.0, 150.0]      0.006794\n",
      "(150.0, 180.0]      0.232860\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.276714\n",
      "(-150.0, -120.0]    0.053737\n",
      "(-90.0, -60.0]      0.058678\n",
      "(-60.0, -30.0]      0.329833\n",
      "(150.0, 180.0]      0.232860\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.030052\n",
      "(-150.0, -120.0]    0.032124\n",
      "(-120.0, -90.0]     0.004663\n",
      "(-90.0, -60.0]      0.001554\n",
      "(-60.0, -30.0]      0.020207\n",
      "(-30.0, 0.0]        0.146114\n",
      "(0.0, 30.0]         0.090674\n",
      "(30.0, 60.0]        0.004663\n",
      "(60.0, 90.0]        0.284456\n",
      "(90.0, 120.0]       0.159067\n",
      "(120.0, 150.0]      0.025907\n",
      "(150.0, 180.0]      0.200518\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.030052\n",
      "(-150.0, -120.0]    0.032124\n",
      "(-30.0, 0.0]        0.146114\n",
      "(0.0, 30.0]         0.090674\n",
      "(60.0, 90.0]        0.284456\n",
      "(90.0, 120.0]       0.159067\n",
      "(120.0, 150.0]      0.025907\n",
      "(150.0, 180.0]      0.200518\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.047750\n",
      "(-150.0, -120.0]    0.119514\n",
      "(-120.0, -90.0]     0.105161\n",
      "(-90.0, -60.0]      0.064587\n",
      "(-60.0, -30.0]      0.021529\n",
      "(-30.0, 0.0]        0.067348\n",
      "(0.0, 30.0]         0.022081\n",
      "(30.0, 60.0]        0.059067\n",
      "(60.0, 90.0]        0.067624\n",
      "(90.0, 120.0]       0.110682\n",
      "(120.0, 150.0]      0.106266\n",
      "(150.0, 180.0]      0.208391\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.047750\n",
      "(-150.0, -120.0]    0.119514\n",
      "(-120.0, -90.0]     0.105161\n",
      "(-90.0, -60.0]      0.064587\n",
      "(-60.0, -30.0]      0.021529\n",
      "(-30.0, 0.0]        0.067348\n",
      "(0.0, 30.0]         0.022081\n",
      "(30.0, 60.0]        0.059067\n",
      "(60.0, 90.0]        0.067624\n",
      "(90.0, 120.0]       0.110682\n",
      "(120.0, 150.0]      0.106266\n",
      "(150.0, 180.0]      0.208391\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.165261\n",
      "(-150.0, -120.0]    0.167742\n",
      "(-120.0, -90.0]     0.039702\n",
      "(-90.0, -60.0]      0.031266\n",
      "(-60.0, -30.0]      0.044169\n",
      "(-30.0, 0.0]        0.115633\n",
      "(0.0, 30.0]         0.009926\n",
      "(30.0, 60.0]        0.000496\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.052109\n",
      "(120.0, 150.0]      0.230273\n",
      "(150.0, 180.0]      0.143424\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.165261\n",
      "(-150.0, -120.0]    0.167742\n",
      "(-120.0, -90.0]     0.039702\n",
      "(-90.0, -60.0]      0.031266\n",
      "(-60.0, -30.0]      0.044169\n",
      "(-30.0, 0.0]        0.115633\n",
      "(90.0, 120.0]       0.052109\n",
      "(120.0, 150.0]      0.230273\n",
      "(150.0, 180.0]      0.143424\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.016841\n",
      "(30.0, 60.0]        0.392567\n",
      "(60.0, 90.0]        0.533682\n",
      "(90.0, 120.0]       0.056330\n",
      "(120.0, 150.0]      0.000581\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]     0.392567\n",
      "(60.0, 90.0]     0.533682\n",
      "(90.0, 120.0]    0.056330\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_9_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.063771\n",
      "(-150.0, -120.0]    0.024030\n",
      "(-120.0, -90.0]     0.024030\n",
      "(-90.0, -60.0]      0.019409\n",
      "(-60.0, -30.0]      0.030499\n",
      "(-30.0, 0.0]        0.064695\n",
      "(0.0, 30.0]         0.299445\n",
      "(30.0, 60.0]        0.002773\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.056377\n",
      "(120.0, 150.0]      0.355823\n",
      "(150.0, 180.0]      0.059150\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.063771\n",
      "(-150.0, -120.0]    0.024030\n",
      "(-120.0, -90.0]     0.024030\n",
      "(-60.0, -30.0]      0.030499\n",
      "(-30.0, 0.0]        0.064695\n",
      "(0.0, 30.0]         0.299445\n",
      "(90.0, 120.0]       0.056377\n",
      "(120.0, 150.0]      0.355823\n",
      "(150.0, 180.0]      0.059150\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.057568\n",
      "(-150.0, -120.0]    0.048512\n",
      "(-120.0, -90.0]     0.315653\n",
      "(-90.0, -60.0]      0.210220\n",
      "(-60.0, -30.0]      0.117723\n",
      "(-30.0, 0.0]        0.086028\n",
      "(0.0, 30.0]         0.047219\n",
      "(30.0, 60.0]        0.002587\n",
      "(60.0, 90.0]        0.004528\n",
      "(90.0, 120.0]       0.000647\n",
      "(120.0, 150.0]      0.038163\n",
      "(150.0, 180.0]      0.071151\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.057568\n",
      "(-150.0, -120.0]    0.048512\n",
      "(-120.0, -90.0]     0.315653\n",
      "(-90.0, -60.0]      0.210220\n",
      "(-60.0, -30.0]      0.117723\n",
      "(-30.0, 0.0]        0.086028\n",
      "(0.0, 30.0]         0.047219\n",
      "(120.0, 150.0]      0.038163\n",
      "(150.0, 180.0]      0.071151\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.002257\n",
      "(-150.0, -120.0]    0.059819\n",
      "(-120.0, -90.0]     0.098194\n",
      "(-90.0, -60.0]      0.141648\n",
      "(-60.0, -30.0]      0.208239\n",
      "(-30.0, 0.0]        0.053612\n",
      "(0.0, 30.0]         0.002257\n",
      "(30.0, 60.0]        0.034424\n",
      "(60.0, 90.0]        0.187923\n",
      "(90.0, 120.0]       0.129233\n",
      "(120.0, 150.0]      0.076749\n",
      "(150.0, 180.0]      0.005643\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.059819\n",
      "(-120.0, -90.0]     0.098194\n",
      "(-90.0, -60.0]      0.141648\n",
      "(-60.0, -30.0]      0.208239\n",
      "(-30.0, 0.0]        0.053612\n",
      "(30.0, 60.0]        0.034424\n",
      "(60.0, 90.0]        0.187923\n",
      "(90.0, 120.0]       0.129233\n",
      "(120.0, 150.0]      0.076749\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.110317\n",
      "(-150.0, -120.0]    0.072354\n",
      "(-120.0, -90.0]     0.106744\n",
      "(-90.0, -60.0]      0.160786\n",
      "(-60.0, -30.0]      0.087986\n",
      "(-30.0, 0.0]        0.154087\n",
      "(0.0, 30.0]         0.019205\n",
      "(30.0, 60.0]        0.130862\n",
      "(60.0, 90.0]        0.033050\n",
      "(90.0, 120.0]       0.070567\n",
      "(120.0, 150.0]      0.024565\n",
      "(150.0, 180.0]      0.029477\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.110317\n",
      "(-150.0, -120.0]    0.072354\n",
      "(-120.0, -90.0]     0.106744\n",
      "(-90.0, -60.0]      0.160786\n",
      "(-60.0, -30.0]      0.087986\n",
      "(-30.0, 0.0]        0.154087\n",
      "(30.0, 60.0]        0.130862\n",
      "(60.0, 90.0]        0.033050\n",
      "(90.0, 120.0]       0.070567\n",
      "(120.0, 150.0]      0.024565\n",
      "(150.0, 180.0]      0.029477\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.209849\n",
      "(-150.0, -120.0]    0.297706\n",
      "(-120.0, -90.0]     0.076665\n",
      "(-90.0, -60.0]      0.049804\n",
      "(-60.0, -30.0]      0.163402\n",
      "(-30.0, 0.0]        0.086738\n",
      "(0.0, 30.0]         0.001119\n",
      "(30.0, 60.0]        0.019026\n",
      "(60.0, 90.0]        0.029099\n",
      "(90.0, 120.0]       0.033576\n",
      "(120.0, 150.0]      0.017907\n",
      "(150.0, 180.0]      0.015109\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.209849\n",
      "(-150.0, -120.0]    0.297706\n",
      "(-120.0, -90.0]     0.076665\n",
      "(-90.0, -60.0]      0.049804\n",
      "(-60.0, -30.0]      0.163402\n",
      "(-30.0, 0.0]        0.086738\n",
      "(60.0, 90.0]        0.029099\n",
      "(90.0, 120.0]       0.033576\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.066384\n",
      "(-150.0, -120.0]    0.112288\n",
      "(-120.0, -90.0]     0.259887\n",
      "(-90.0, -60.0]      0.144774\n",
      "(-60.0, -30.0]      0.021893\n",
      "(-30.0, 0.0]        0.060028\n",
      "(0.0, 30.0]         0.149718\n",
      "(30.0, 60.0]        0.004944\n",
      "(60.0, 90.0]        0.006356\n",
      "(90.0, 120.0]       0.033898\n",
      "(120.0, 150.0]      0.068503\n",
      "(150.0, 180.0]      0.071328\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.066384\n",
      "(-150.0, -120.0]    0.112288\n",
      "(-120.0, -90.0]     0.259887\n",
      "(-90.0, -60.0]      0.144774\n",
      "(-60.0, -30.0]      0.021893\n",
      "(-30.0, 0.0]        0.060028\n",
      "(0.0, 30.0]         0.149718\n",
      "(90.0, 120.0]       0.033898\n",
      "(120.0, 150.0]      0.068503\n",
      "(150.0, 180.0]      0.071328\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.077308\n",
      "(-150.0, -120.0]    0.112347\n",
      "(-120.0, -90.0]     0.028365\n",
      "(-90.0, -60.0]      0.011680\n",
      "(-60.0, -30.0]      0.004449\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.148498\n",
      "(60.0, 90.0]        0.098443\n",
      "(90.0, 120.0]       0.167408\n",
      "(120.0, 150.0]      0.129588\n",
      "(150.0, 180.0]      0.221913\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.077308\n",
      "(-150.0, -120.0]    0.112347\n",
      "(-120.0, -90.0]     0.028365\n",
      "(30.0, 60.0]        0.148498\n",
      "(60.0, 90.0]        0.098443\n",
      "(90.0, 120.0]       0.167408\n",
      "(120.0, 150.0]      0.129588\n",
      "(150.0, 180.0]      0.221913\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_14_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.138741\n",
      "(-150.0, -120.0]    0.104589\n",
      "(-120.0, -90.0]     0.025080\n",
      "(-90.0, -60.0]      0.042156\n",
      "(-60.0, -30.0]      0.241195\n",
      "(-30.0, 0.0]        0.167022\n",
      "(0.0, 30.0]         0.148346\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.001067\n",
      "(90.0, 120.0]       0.011740\n",
      "(120.0, 150.0]      0.079509\n",
      "(150.0, 180.0]      0.040555\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.138741\n",
      "(-150.0, -120.0]    0.104589\n",
      "(-120.0, -90.0]     0.025080\n",
      "(-90.0, -60.0]      0.042156\n",
      "(-60.0, -30.0]      0.241195\n",
      "(-30.0, 0.0]        0.167022\n",
      "(0.0, 30.0]         0.148346\n",
      "(120.0, 150.0]      0.079509\n",
      "(150.0, 180.0]      0.040555\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_15_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.080251\n",
      "(-150.0, -120.0]    0.136050\n",
      "(-120.0, -90.0]     0.099060\n",
      "(-90.0, -60.0]      0.027586\n",
      "(-60.0, -30.0]      0.119122\n",
      "(-30.0, 0.0]        0.021317\n",
      "(0.0, 30.0]         0.001881\n",
      "(30.0, 60.0]        0.076489\n",
      "(60.0, 90.0]        0.100940\n",
      "(90.0, 120.0]       0.045141\n",
      "(120.0, 150.0]      0.156113\n",
      "(150.0, 180.0]      0.136050\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.080251\n",
      "(-150.0, -120.0]    0.136050\n",
      "(-120.0, -90.0]     0.099060\n",
      "(-90.0, -60.0]      0.027586\n",
      "(-60.0, -30.0]      0.119122\n",
      "(-30.0, 0.0]        0.021317\n",
      "(30.0, 60.0]        0.076489\n",
      "(60.0, 90.0]        0.100940\n",
      "(90.0, 120.0]       0.045141\n",
      "(120.0, 150.0]      0.156113\n",
      "(150.0, 180.0]      0.136050\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_16_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000596\n",
      "(-90.0, -60.0]      0.000596\n",
      "(-60.0, -30.0]      0.000596\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.001193\n",
      "(30.0, 60.0]        0.097794\n",
      "(60.0, 90.0]        0.021467\n",
      "(90.0, 120.0]       0.615981\n",
      "(120.0, 150.0]      0.257603\n",
      "(150.0, 180.0]      0.004174\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.097794\n",
      "(60.0, 90.0]      0.021467\n",
      "(90.0, 120.0]     0.615981\n",
      "(120.0, 150.0]    0.257603\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_17_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.003480\n",
      "(-150.0, -120.0]    0.003480\n",
      "(-120.0, -90.0]     0.005800\n",
      "(-90.0, -60.0]      0.017401\n",
      "(-60.0, -30.0]      0.018561\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.291183\n",
      "(120.0, 150.0]      0.417633\n",
      "(150.0, 180.0]      0.242459\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(90.0, 120.0]     0.291183\n",
      "(120.0, 150.0]    0.417633\n",
      "(150.0, 180.0]    0.242459\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_18_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.138073\n",
      "(-150.0, -120.0]    0.111633\n",
      "(-120.0, -90.0]     0.049354\n",
      "(-90.0, -60.0]      0.164512\n",
      "(-60.0, -30.0]      0.174501\n",
      "(-30.0, 0.0]        0.082256\n",
      "(0.0, 30.0]         0.008226\n",
      "(30.0, 60.0]        0.054642\n",
      "(60.0, 90.0]        0.066980\n",
      "(90.0, 120.0]       0.048179\n",
      "(120.0, 150.0]      0.074618\n",
      "(150.0, 180.0]      0.027027\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.138073\n",
      "(-150.0, -120.0]    0.111633\n",
      "(-120.0, -90.0]     0.049354\n",
      "(-90.0, -60.0]      0.164512\n",
      "(-60.0, -30.0]      0.174501\n",
      "(-30.0, 0.0]        0.082256\n",
      "(30.0, 60.0]        0.054642\n",
      "(60.0, 90.0]        0.066980\n",
      "(90.0, 120.0]       0.048179\n",
      "(120.0, 150.0]      0.074618\n",
      "(150.0, 180.0]      0.027027\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_9_spor_pick_19_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.157063\n",
      "(-150.0, -120.0]    0.177974\n",
      "(-120.0, -90.0]     0.155669\n",
      "(-90.0, -60.0]      0.102230\n",
      "(-60.0, -30.0]      0.002788\n",
      "(-30.0, 0.0]        0.074349\n",
      "(0.0, 30.0]         0.033922\n",
      "(30.0, 60.0]        0.070632\n",
      "(60.0, 90.0]        0.049721\n",
      "(90.0, 120.0]       0.013476\n",
      "(120.0, 150.0]      0.074349\n",
      "(150.0, 180.0]      0.087825\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.157063\n",
      "(-150.0, -120.0]    0.177974\n",
      "(-120.0, -90.0]     0.155669\n",
      "(-90.0, -60.0]      0.102230\n",
      "(-30.0, 0.0]        0.074349\n",
      "(0.0, 30.0]         0.033922\n",
      "(30.0, 60.0]        0.070632\n",
      "(60.0, 90.0]        0.049721\n",
      "(120.0, 150.0]      0.074349\n",
      "(150.0, 180.0]      0.087825\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_20_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.226816\n",
      "(-150.0, -120.0]    0.132900\n",
      "(-120.0, -90.0]     0.060248\n",
      "(-90.0, -60.0]      0.257531\n",
      "(-60.0, -30.0]      0.030715\n",
      "(-30.0, 0.0]        0.069108\n",
      "(0.0, 30.0]         0.072061\n",
      "(30.0, 60.0]        0.044300\n",
      "(60.0, 90.0]        0.038984\n",
      "(90.0, 120.0]       0.006497\n",
      "(120.0, 150.0]      0.002363\n",
      "(150.0, 180.0]      0.058476\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.226816\n",
      "(-150.0, -120.0]    0.132900\n",
      "(-120.0, -90.0]     0.060248\n",
      "(-90.0, -60.0]      0.257531\n",
      "(-60.0, -30.0]      0.030715\n",
      "(-30.0, 0.0]        0.069108\n",
      "(0.0, 30.0]         0.072061\n",
      "(30.0, 60.0]        0.044300\n",
      "(60.0, 90.0]        0.038984\n",
      "(150.0, 180.0]      0.058476\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_21_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.111860\n",
      "(-150.0, -120.0]    0.086253\n",
      "(-120.0, -90.0]     0.025606\n",
      "(-90.0, -60.0]      0.007412\n",
      "(-60.0, -30.0]      0.017520\n",
      "(-30.0, 0.0]        0.037062\n",
      "(0.0, 30.0]         0.086927\n",
      "(30.0, 60.0]        0.136119\n",
      "(60.0, 90.0]        0.200809\n",
      "(90.0, 120.0]       0.151617\n",
      "(120.0, 150.0]      0.078841\n",
      "(150.0, 180.0]      0.059973\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.111860\n",
      "(-150.0, -120.0]    0.086253\n",
      "(-120.0, -90.0]     0.025606\n",
      "(-30.0, 0.0]        0.037062\n",
      "(0.0, 30.0]         0.086927\n",
      "(30.0, 60.0]        0.136119\n",
      "(60.0, 90.0]        0.200809\n",
      "(90.0, 120.0]       0.151617\n",
      "(120.0, 150.0]      0.078841\n",
      "(150.0, 180.0]      0.059973\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_22_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.279955\n",
      "(-150.0, -120.0]    0.034639\n",
      "(-120.0, -90.0]     0.041454\n",
      "(-90.0, -60.0]      0.009654\n",
      "(-60.0, -30.0]      0.134015\n",
      "(-30.0, 0.0]        0.036911\n",
      "(0.0, 30.0]         0.000568\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.002839\n",
      "(120.0, 150.0]      0.248154\n",
      "(150.0, 180.0]      0.211811\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.279955\n",
      "(-150.0, -120.0]    0.034639\n",
      "(-120.0, -90.0]     0.041454\n",
      "(-60.0, -30.0]      0.134015\n",
      "(-30.0, 0.0]        0.036911\n",
      "(120.0, 150.0]      0.248154\n",
      "(150.0, 180.0]      0.211811\n",
      "Name: angle, dtype: float64\n",
      "fov_9_spor_pick_23_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.158635\n",
      "(-150.0, -120.0]    0.108434\n",
      "(-120.0, -90.0]     0.161145\n",
      "(-90.0, -60.0]      0.016566\n",
      "(-60.0, -30.0]      0.013554\n",
      "(-30.0, 0.0]        0.251506\n",
      "(0.0, 30.0]         0.028112\n",
      "(30.0, 60.0]        0.035141\n",
      "(60.0, 90.0]        0.074297\n",
      "(90.0, 120.0]       0.032631\n",
      "(120.0, 150.0]      0.057229\n",
      "(150.0, 180.0]      0.062751\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.158635\n",
      "(-150.0, -120.0]    0.108434\n",
      "(-120.0, -90.0]     0.161145\n",
      "(-30.0, 0.0]        0.251506\n",
      "(0.0, 30.0]         0.028112\n",
      "(30.0, 60.0]        0.035141\n",
      "(60.0, 90.0]        0.074297\n",
      "(90.0, 120.0]       0.032631\n",
      "(120.0, 150.0]      0.057229\n",
      "(150.0, 180.0]      0.062751\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.143275\n",
      "(-150.0, -120.0]    0.128655\n",
      "(-120.0, -90.0]     0.002924\n",
      "(-90.0, -60.0]      0.144737\n",
      "(-60.0, -30.0]      0.080409\n",
      "(-30.0, 0.0]        0.090643\n",
      "(0.0, 30.0]         0.062865\n",
      "(30.0, 60.0]        0.035088\n",
      "(60.0, 90.0]        0.125731\n",
      "(90.0, 120.0]       0.001462\n",
      "(120.0, 150.0]      0.002924\n",
      "(150.0, 180.0]      0.181287\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.143275\n",
      "(-150.0, -120.0]    0.128655\n",
      "(-90.0, -60.0]      0.144737\n",
      "(-60.0, -30.0]      0.080409\n",
      "(-30.0, 0.0]        0.090643\n",
      "(0.0, 30.0]         0.062865\n",
      "(30.0, 60.0]        0.035088\n",
      "(60.0, 90.0]        0.125731\n",
      "(150.0, 180.0]      0.181287\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.028947\n",
      "(-150.0, -120.0]    0.085088\n",
      "(-120.0, -90.0]     0.198246\n",
      "(-90.0, -60.0]      0.075439\n",
      "(-60.0, -30.0]      0.135965\n",
      "(-30.0, 0.0]        0.128070\n",
      "(0.0, 30.0]         0.160526\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.056140\n",
      "(90.0, 120.0]       0.062281\n",
      "(120.0, 150.0]      0.069298\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.028947\n",
      "(-150.0, -120.0]    0.085088\n",
      "(-120.0, -90.0]     0.198246\n",
      "(-90.0, -60.0]      0.075439\n",
      "(-60.0, -30.0]      0.135965\n",
      "(-30.0, 0.0]        0.128070\n",
      "(0.0, 30.0]         0.160526\n",
      "(60.0, 90.0]        0.056140\n",
      "(90.0, 120.0]       0.062281\n",
      "(120.0, 150.0]      0.069298\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.004335\n",
      "(-150.0, -120.0]    0.060694\n",
      "(-120.0, -90.0]     0.037572\n",
      "(-90.0, -60.0]      0.047688\n",
      "(-60.0, -30.0]      0.114162\n",
      "(-30.0, 0.0]        0.088150\n",
      "(0.0, 30.0]         0.117052\n",
      "(30.0, 60.0]        0.057803\n",
      "(60.0, 90.0]        0.063584\n",
      "(90.0, 120.0]       0.137283\n",
      "(120.0, 150.0]      0.245665\n",
      "(150.0, 180.0]      0.026012\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.060694\n",
      "(-120.0, -90.0]     0.037572\n",
      "(-90.0, -60.0]      0.047688\n",
      "(-60.0, -30.0]      0.114162\n",
      "(-30.0, 0.0]        0.088150\n",
      "(0.0, 30.0]         0.117052\n",
      "(30.0, 60.0]        0.057803\n",
      "(60.0, 90.0]        0.063584\n",
      "(90.0, 120.0]       0.137283\n",
      "(120.0, 150.0]      0.245665\n",
      "(150.0, 180.0]      0.026012\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.042208\n",
      "(-150.0, -120.0]    0.002165\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.003247\n",
      "(-60.0, -30.0]      0.055195\n",
      "(-30.0, 0.0]        0.017316\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.056277\n",
      "(60.0, 90.0]        0.375541\n",
      "(90.0, 120.0]       0.363636\n",
      "(120.0, 150.0]      0.074675\n",
      "(150.0, 180.0]      0.009740\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.042208\n",
      "(-60.0, -30.0]      0.055195\n",
      "(30.0, 60.0]        0.056277\n",
      "(60.0, 90.0]        0.375541\n",
      "(90.0, 120.0]       0.363636\n",
      "(120.0, 150.0]      0.074675\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.016871\n",
      "(-150.0, -120.0]    0.147239\n",
      "(-120.0, -90.0]     0.007669\n",
      "(-90.0, -60.0]      0.273006\n",
      "(-60.0, -30.0]      0.065951\n",
      "(-30.0, 0.0]        0.015337\n",
      "(0.0, 30.0]         0.029141\n",
      "(30.0, 60.0]        0.220859\n",
      "(60.0, 90.0]        0.047546\n",
      "(90.0, 120.0]       0.058282\n",
      "(120.0, 150.0]      0.039877\n",
      "(150.0, 180.0]      0.078221\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.147239\n",
      "(-90.0, -60.0]      0.273006\n",
      "(-60.0, -30.0]      0.065951\n",
      "(0.0, 30.0]         0.029141\n",
      "(30.0, 60.0]        0.220859\n",
      "(60.0, 90.0]        0.047546\n",
      "(90.0, 120.0]       0.058282\n",
      "(120.0, 150.0]      0.039877\n",
      "(150.0, 180.0]      0.078221\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.573290\n",
      "(-150.0, -120.0]    0.029316\n",
      "(-120.0, -90.0]     0.003257\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.296417\n",
      "(150.0, 180.0]      0.097720\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.573290\n",
      "(-150.0, -120.0]    0.029316\n",
      "(120.0, 150.0]      0.296417\n",
      "(150.0, 180.0]      0.097720\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.067882\n",
      "(-150.0, -120.0]    0.099291\n",
      "(-120.0, -90.0]     0.001013\n",
      "(-90.0, -60.0]      0.066869\n",
      "(-60.0, -30.0]      0.093212\n",
      "(-30.0, 0.0]        0.060790\n",
      "(0.0, 30.0]         0.158055\n",
      "(30.0, 60.0]        0.211753\n",
      "(60.0, 90.0]        0.095238\n",
      "(90.0, 120.0]       0.004053\n",
      "(120.0, 150.0]      0.021277\n",
      "(150.0, 180.0]      0.120567\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.067882\n",
      "(-150.0, -120.0]    0.099291\n",
      "(-90.0, -60.0]      0.066869\n",
      "(-60.0, -30.0]      0.093212\n",
      "(-30.0, 0.0]        0.060790\n",
      "(0.0, 30.0]         0.158055\n",
      "(30.0, 60.0]        0.211753\n",
      "(60.0, 90.0]        0.095238\n",
      "(120.0, 150.0]      0.021277\n",
      "(150.0, 180.0]      0.120567\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_10_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.228453\n",
      "(-150.0, -120.0]    0.111111\n",
      "(-120.0, -90.0]     0.046729\n",
      "(-90.0, -60.0]      0.032191\n",
      "(-60.0, -30.0]      0.102804\n",
      "(-30.0, 0.0]        0.070613\n",
      "(0.0, 30.0]         0.062305\n",
      "(30.0, 60.0]        0.071651\n",
      "(60.0, 90.0]        0.078920\n",
      "(90.0, 120.0]       0.071651\n",
      "(120.0, 150.0]      0.029076\n",
      "(150.0, 180.0]      0.094496\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.228453\n",
      "(-150.0, -120.0]    0.111111\n",
      "(-120.0, -90.0]     0.046729\n",
      "(-90.0, -60.0]      0.032191\n",
      "(-60.0, -30.0]      0.102804\n",
      "(-30.0, 0.0]        0.070613\n",
      "(0.0, 30.0]         0.062305\n",
      "(30.0, 60.0]        0.071651\n",
      "(60.0, 90.0]        0.078920\n",
      "(90.0, 120.0]       0.071651\n",
      "(120.0, 150.0]      0.029076\n",
      "(150.0, 180.0]      0.094496\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.040208\n",
      "(-150.0, -120.0]    0.001489\n",
      "(-120.0, -90.0]     0.009680\n",
      "(-90.0, -60.0]      0.160834\n",
      "(-60.0, -30.0]      0.160834\n",
      "(-30.0, 0.0]        0.120625\n",
      "(0.0, 30.0]         0.116902\n",
      "(30.0, 60.0]        0.086374\n",
      "(60.0, 90.0]        0.055101\n",
      "(90.0, 120.0]       0.014147\n",
      "(120.0, 150.0]      0.096054\n",
      "(150.0, 180.0]      0.137751\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.040208\n",
      "(-90.0, -60.0]      0.160834\n",
      "(-60.0, -30.0]      0.160834\n",
      "(-30.0, 0.0]        0.120625\n",
      "(0.0, 30.0]         0.116902\n",
      "(30.0, 60.0]        0.086374\n",
      "(60.0, 90.0]        0.055101\n",
      "(120.0, 150.0]      0.096054\n",
      "(150.0, 180.0]      0.137751\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.016517\n",
      "(-150.0, -120.0]    0.196697\n",
      "(-120.0, -90.0]     0.052553\n",
      "(-90.0, -60.0]      0.120120\n",
      "(-60.0, -30.0]      0.175676\n",
      "(-30.0, 0.0]        0.055556\n",
      "(0.0, 30.0]         0.121622\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.021021\n",
      "(90.0, 120.0]       0.055556\n",
      "(120.0, 150.0]      0.183183\n",
      "(150.0, 180.0]      0.001502\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.196697\n",
      "(-120.0, -90.0]     0.052553\n",
      "(-90.0, -60.0]      0.120120\n",
      "(-60.0, -30.0]      0.175676\n",
      "(-30.0, 0.0]        0.055556\n",
      "(0.0, 30.0]         0.121622\n",
      "(60.0, 90.0]        0.021021\n",
      "(90.0, 120.0]       0.055556\n",
      "(120.0, 150.0]      0.183183\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.001686\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.005902\n",
      "(-30.0, 0.0]        0.049747\n",
      "(0.0, 30.0]         0.182125\n",
      "(30.0, 60.0]        0.218381\n",
      "(60.0, 90.0]        0.491568\n",
      "(90.0, 120.0]       0.017707\n",
      "(120.0, 150.0]      0.029511\n",
      "(150.0, 180.0]      0.003373\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-30.0, 0.0]      0.049747\n",
      "(0.0, 30.0]       0.182125\n",
      "(30.0, 60.0]      0.218381\n",
      "(60.0, 90.0]      0.491568\n",
      "(120.0, 150.0]    0.029511\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.063976\n",
      "(-150.0, -120.0]    0.079208\n",
      "(-120.0, -90.0]     0.076923\n",
      "(-90.0, -60.0]      0.025133\n",
      "(-60.0, -30.0]      0.086824\n",
      "(-30.0, 0.0]        0.139375\n",
      "(0.0, 30.0]         0.007616\n",
      "(30.0, 60.0]        0.108149\n",
      "(60.0, 90.0]        0.147753\n",
      "(90.0, 120.0]       0.089871\n",
      "(120.0, 150.0]      0.108911\n",
      "(150.0, 180.0]      0.066260\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.063976\n",
      "(-150.0, -120.0]    0.079208\n",
      "(-120.0, -90.0]     0.076923\n",
      "(-90.0, -60.0]      0.025133\n",
      "(-60.0, -30.0]      0.086824\n",
      "(-30.0, 0.0]        0.139375\n",
      "(30.0, 60.0]        0.108149\n",
      "(60.0, 90.0]        0.147753\n",
      "(90.0, 120.0]       0.089871\n",
      "(120.0, 150.0]      0.108911\n",
      "(150.0, 180.0]      0.066260\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.060334\n",
      "(-120.0, -90.0]     0.001284\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.023107\n",
      "(60.0, 90.0]        0.417202\n",
      "(90.0, 120.0]       0.431322\n",
      "(120.0, 150.0]      0.064185\n",
      "(150.0, 180.0]      0.002567\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.060334\n",
      "(30.0, 60.0]        0.023107\n",
      "(60.0, 90.0]        0.417202\n",
      "(90.0, 120.0]       0.431322\n",
      "(120.0, 150.0]      0.064185\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.108275\n",
      "(-150.0, -120.0]    0.013204\n",
      "(-120.0, -90.0]     0.034331\n",
      "(-90.0, -60.0]      0.014085\n",
      "(-60.0, -30.0]      0.104754\n",
      "(-30.0, 0.0]        0.036092\n",
      "(0.0, 30.0]         0.134683\n",
      "(30.0, 60.0]        0.047535\n",
      "(60.0, 90.0]        0.028169\n",
      "(90.0, 120.0]       0.248239\n",
      "(120.0, 150.0]      0.176937\n",
      "(150.0, 180.0]      0.053697\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.108275\n",
      "(-120.0, -90.0]     0.034331\n",
      "(-60.0, -30.0]      0.104754\n",
      "(-30.0, 0.0]        0.036092\n",
      "(0.0, 30.0]         0.134683\n",
      "(30.0, 60.0]        0.047535\n",
      "(60.0, 90.0]        0.028169\n",
      "(90.0, 120.0]       0.248239\n",
      "(120.0, 150.0]      0.176937\n",
      "(150.0, 180.0]      0.053697\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_14_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.132664\n",
      "(-150.0, -120.0]    0.004459\n",
      "(-120.0, -90.0]     0.064660\n",
      "(-90.0, -60.0]      0.042363\n",
      "(-60.0, -30.0]      0.125975\n",
      "(-30.0, 0.0]        0.460424\n",
      "(0.0, 30.0]         0.007804\n",
      "(30.0, 60.0]        0.003344\n",
      "(60.0, 90.0]        0.012263\n",
      "(90.0, 120.0]       0.017837\n",
      "(120.0, 150.0]      0.080268\n",
      "(150.0, 180.0]      0.047938\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.132664\n",
      "(-120.0, -90.0]     0.064660\n",
      "(-90.0, -60.0]      0.042363\n",
      "(-60.0, -30.0]      0.125975\n",
      "(-30.0, 0.0]        0.460424\n",
      "(120.0, 150.0]      0.080268\n",
      "(150.0, 180.0]      0.047938\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_15_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.224859\n",
      "(-150.0, -120.0]    0.075706\n",
      "(-120.0, -90.0]     0.063277\n",
      "(-90.0, -60.0]      0.058757\n",
      "(-60.0, -30.0]      0.059887\n",
      "(-30.0, 0.0]        0.079096\n",
      "(0.0, 30.0]         0.109605\n",
      "(30.0, 60.0]        0.059887\n",
      "(60.0, 90.0]        0.055367\n",
      "(90.0, 120.0]       0.056497\n",
      "(120.0, 150.0]      0.022599\n",
      "(150.0, 180.0]      0.134463\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.224859\n",
      "(-150.0, -120.0]    0.075706\n",
      "(-120.0, -90.0]     0.063277\n",
      "(-90.0, -60.0]      0.058757\n",
      "(-60.0, -30.0]      0.059887\n",
      "(-30.0, 0.0]        0.079096\n",
      "(0.0, 30.0]         0.109605\n",
      "(30.0, 60.0]        0.059887\n",
      "(60.0, 90.0]        0.055367\n",
      "(90.0, 120.0]       0.056497\n",
      "(120.0, 150.0]      0.022599\n",
      "(150.0, 180.0]      0.134463\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_16_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.008310\n",
      "(-150.0, -120.0]    0.086796\n",
      "(-120.0, -90.0]     0.065559\n",
      "(-90.0, -60.0]      0.108957\n",
      "(-60.0, -30.0]      0.077562\n",
      "(-30.0, 0.0]        0.156048\n",
      "(0.0, 30.0]         0.066482\n",
      "(30.0, 60.0]        0.181902\n",
      "(60.0, 90.0]        0.115420\n",
      "(90.0, 120.0]       0.080332\n",
      "(120.0, 150.0]      0.002770\n",
      "(150.0, 180.0]      0.049861\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.086796\n",
      "(-120.0, -90.0]     0.065559\n",
      "(-90.0, -60.0]      0.108957\n",
      "(-60.0, -30.0]      0.077562\n",
      "(-30.0, 0.0]        0.156048\n",
      "(0.0, 30.0]         0.066482\n",
      "(30.0, 60.0]        0.181902\n",
      "(60.0, 90.0]        0.115420\n",
      "(90.0, 120.0]       0.080332\n",
      "(150.0, 180.0]      0.049861\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_17_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.098039\n",
      "(-150.0, -120.0]    0.312217\n",
      "(-120.0, -90.0]     0.134238\n",
      "(-90.0, -60.0]      0.099548\n",
      "(-60.0, -30.0]      0.007541\n",
      "(-30.0, 0.0]        0.066365\n",
      "(0.0, 30.0]         0.076923\n",
      "(30.0, 60.0]        0.057315\n",
      "(60.0, 90.0]        0.009050\n",
      "(90.0, 120.0]       0.009050\n",
      "(120.0, 150.0]      0.007541\n",
      "(150.0, 180.0]      0.122172\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.098039\n",
      "(-150.0, -120.0]    0.312217\n",
      "(-120.0, -90.0]     0.134238\n",
      "(-90.0, -60.0]      0.099548\n",
      "(-30.0, 0.0]        0.066365\n",
      "(0.0, 30.0]         0.076923\n",
      "(30.0, 60.0]        0.057315\n",
      "(150.0, 180.0]      0.122172\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_10_spor_pick_18_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.135338\n",
      "(-150.0, -120.0]    0.037594\n",
      "(-120.0, -90.0]     0.150376\n",
      "(-90.0, -60.0]      0.003759\n",
      "(-60.0, -30.0]      0.001880\n",
      "(-30.0, 0.0]        0.013158\n",
      "(0.0, 30.0]         0.037594\n",
      "(30.0, 60.0]        0.182331\n",
      "(60.0, 90.0]        0.101504\n",
      "(90.0, 120.0]       0.101504\n",
      "(120.0, 150.0]      0.054511\n",
      "(150.0, 180.0]      0.180451\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.135338\n",
      "(-150.0, -120.0]    0.037594\n",
      "(-120.0, -90.0]     0.150376\n",
      "(0.0, 30.0]         0.037594\n",
      "(30.0, 60.0]        0.182331\n",
      "(60.0, 90.0]        0.101504\n",
      "(90.0, 120.0]       0.101504\n",
      "(120.0, 150.0]      0.054511\n",
      "(150.0, 180.0]      0.180451\n",
      "Name: angle, dtype: float64\n",
      "fov_10_spor_pick_19_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.071310\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.079602\n",
      "(-90.0, -60.0]      0.039801\n",
      "(-60.0, -30.0]      0.006633\n",
      "(-30.0, 0.0]        0.071310\n",
      "(0.0, 30.0]         0.112769\n",
      "(30.0, 60.0]        0.061360\n",
      "(60.0, 90.0]        0.016584\n",
      "(90.0, 120.0]       0.222222\n",
      "(120.0, 150.0]      0.149254\n",
      "(150.0, 180.0]      0.169154\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.071310\n",
      "(-120.0, -90.0]     0.079602\n",
      "(-90.0, -60.0]      0.039801\n",
      "(-30.0, 0.0]        0.071310\n",
      "(0.0, 30.0]         0.112769\n",
      "(30.0, 60.0]        0.061360\n",
      "(90.0, 120.0]       0.222222\n",
      "(120.0, 150.0]      0.149254\n",
      "(150.0, 180.0]      0.169154\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.176303\n",
      "(-150.0, -120.0]    0.060664\n",
      "(-120.0, -90.0]     0.121327\n",
      "(-90.0, -60.0]      0.045498\n",
      "(-60.0, -30.0]      0.106161\n",
      "(-30.0, 0.0]        0.008531\n",
      "(0.0, 30.0]         0.192417\n",
      "(30.0, 60.0]        0.141232\n",
      "(60.0, 90.0]        0.038863\n",
      "(90.0, 120.0]       0.034123\n",
      "(120.0, 150.0]      0.025592\n",
      "(150.0, 180.0]      0.049289\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.176303\n",
      "(-150.0, -120.0]    0.060664\n",
      "(-120.0, -90.0]     0.121327\n",
      "(-90.0, -60.0]      0.045498\n",
      "(-60.0, -30.0]      0.106161\n",
      "(0.0, 30.0]         0.192417\n",
      "(30.0, 60.0]        0.141232\n",
      "(60.0, 90.0]        0.038863\n",
      "(90.0, 120.0]       0.034123\n",
      "(120.0, 150.0]      0.025592\n",
      "(150.0, 180.0]      0.049289\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.006122\n",
      "(-150.0, -120.0]    0.046939\n",
      "(-120.0, -90.0]     0.034694\n",
      "(-90.0, -60.0]      0.002041\n",
      "(-60.0, -30.0]      0.016327\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.148980\n",
      "(90.0, 120.0]       0.322449\n",
      "(120.0, 150.0]      0.136735\n",
      "(150.0, 180.0]      0.285714\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.046939\n",
      "(-120.0, -90.0]     0.034694\n",
      "(60.0, 90.0]        0.148980\n",
      "(90.0, 120.0]       0.322449\n",
      "(120.0, 150.0]      0.136735\n",
      "(150.0, 180.0]      0.285714\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.025806\n",
      "(-120.0, -90.0]     0.262366\n",
      "(-90.0, -60.0]      0.324731\n",
      "(-60.0, -30.0]      0.219355\n",
      "(-30.0, 0.0]        0.118280\n",
      "(0.0, 30.0]         0.025806\n",
      "(30.0, 60.0]        0.015054\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.004301\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.004301\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.025806\n",
      "(-120.0, -90.0]     0.262366\n",
      "(-90.0, -60.0]      0.324731\n",
      "(-60.0, -30.0]      0.219355\n",
      "(-30.0, 0.0]        0.118280\n",
      "(0.0, 30.0]         0.025806\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.003578\n",
      "(-150.0, -120.0]    0.064401\n",
      "(-120.0, -90.0]     0.033989\n",
      "(-90.0, -60.0]      0.050089\n",
      "(-60.0, -30.0]      0.125224\n",
      "(-30.0, 0.0]        0.221825\n",
      "(0.0, 30.0]         0.245081\n",
      "(30.0, 60.0]        0.121646\n",
      "(60.0, 90.0]        0.091234\n",
      "(90.0, 120.0]       0.023256\n",
      "(120.0, 150.0]      0.019678\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.064401\n",
      "(-120.0, -90.0]     0.033989\n",
      "(-90.0, -60.0]      0.050089\n",
      "(-60.0, -30.0]      0.125224\n",
      "(-30.0, 0.0]        0.221825\n",
      "(0.0, 30.0]         0.245081\n",
      "(30.0, 60.0]        0.121646\n",
      "(60.0, 90.0]        0.091234\n",
      "(90.0, 120.0]       0.023256\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.042618\n",
      "(-150.0, -120.0]    0.077626\n",
      "(-120.0, -90.0]     0.048706\n",
      "(-90.0, -60.0]      0.051750\n",
      "(-60.0, -30.0]      0.047184\n",
      "(-30.0, 0.0]        0.088280\n",
      "(0.0, 30.0]         0.152207\n",
      "(30.0, 60.0]        0.175038\n",
      "(60.0, 90.0]        0.068493\n",
      "(90.0, 120.0]       0.079148\n",
      "(120.0, 150.0]      0.162861\n",
      "(150.0, 180.0]      0.006088\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.042618\n",
      "(-150.0, -120.0]    0.077626\n",
      "(-120.0, -90.0]     0.048706\n",
      "(-90.0, -60.0]      0.051750\n",
      "(-60.0, -30.0]      0.047184\n",
      "(-30.0, 0.0]        0.088280\n",
      "(0.0, 30.0]         0.152207\n",
      "(30.0, 60.0]        0.175038\n",
      "(60.0, 90.0]        0.068493\n",
      "(90.0, 120.0]       0.079148\n",
      "(120.0, 150.0]      0.162861\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.226902\n",
      "(-150.0, -120.0]    0.084239\n",
      "(-120.0, -90.0]     0.065217\n",
      "(-90.0, -60.0]      0.036685\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.032609\n",
      "(0.0, 30.0]         0.023098\n",
      "(30.0, 60.0]        0.070652\n",
      "(60.0, 90.0]        0.001359\n",
      "(90.0, 120.0]       0.154891\n",
      "(120.0, 150.0]      0.070652\n",
      "(150.0, 180.0]      0.233696\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.226902\n",
      "(-150.0, -120.0]    0.084239\n",
      "(-120.0, -90.0]     0.065217\n",
      "(-90.0, -60.0]      0.036685\n",
      "(-30.0, 0.0]        0.032609\n",
      "(0.0, 30.0]         0.023098\n",
      "(30.0, 60.0]        0.070652\n",
      "(90.0, 120.0]       0.154891\n",
      "(120.0, 150.0]      0.070652\n",
      "(150.0, 180.0]      0.233696\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.165006\n",
      "(-150.0, -120.0]    0.068660\n",
      "(-120.0, -90.0]     0.070875\n",
      "(-90.0, -60.0]      0.059801\n",
      "(-60.0, -30.0]      0.022148\n",
      "(-30.0, 0.0]        0.008859\n",
      "(0.0, 30.0]         0.026578\n",
      "(30.0, 60.0]        0.060908\n",
      "(60.0, 90.0]        0.049834\n",
      "(90.0, 120.0]       0.107420\n",
      "(120.0, 150.0]      0.198228\n",
      "(150.0, 180.0]      0.161683\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.165006\n",
      "(-150.0, -120.0]    0.068660\n",
      "(-120.0, -90.0]     0.070875\n",
      "(-90.0, -60.0]      0.059801\n",
      "(-60.0, -30.0]      0.022148\n",
      "(0.0, 30.0]         0.026578\n",
      "(30.0, 60.0]        0.060908\n",
      "(60.0, 90.0]        0.049834\n",
      "(90.0, 120.0]       0.107420\n",
      "(120.0, 150.0]      0.198228\n",
      "(150.0, 180.0]      0.161683\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.641176\n",
      "(-150.0, -120.0]    0.027451\n",
      "(-120.0, -90.0]     0.001961\n",
      "(-90.0, -60.0]      0.029412\n",
      "(-60.0, -30.0]      0.037255\n",
      "(-30.0, 0.0]        0.003922\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.009804\n",
      "(150.0, 180.0]      0.249020\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.641176\n",
      "(-150.0, -120.0]    0.027451\n",
      "(-90.0, -60.0]      0.029412\n",
      "(-60.0, -30.0]      0.037255\n",
      "(150.0, 180.0]      0.249020\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.079156\n",
      "(-150.0, -120.0]    0.146438\n",
      "(-120.0, -90.0]     0.133245\n",
      "(-90.0, -60.0]      0.007916\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.044855\n",
      "(90.0, 120.0]       0.379947\n",
      "(120.0, 150.0]      0.187335\n",
      "(150.0, 180.0]      0.021108\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.079156\n",
      "(-150.0, -120.0]    0.146438\n",
      "(-120.0, -90.0]     0.133245\n",
      "(60.0, 90.0]        0.044855\n",
      "(90.0, 120.0]       0.379947\n",
      "(120.0, 150.0]      0.187335\n",
      "(150.0, 180.0]      0.021108\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.002793\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.036313\n",
      "(-60.0, -30.0]      0.175978\n",
      "(-30.0, 0.0]        0.002793\n",
      "(0.0, 30.0]         0.139665\n",
      "(30.0, 60.0]        0.064246\n",
      "(60.0, 90.0]        0.502793\n",
      "(90.0, 120.0]       0.075419\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-90.0, -60.0]    0.036313\n",
      "(-60.0, -30.0]    0.175978\n",
      "(0.0, 30.0]       0.139665\n",
      "(30.0, 60.0]      0.064246\n",
      "(60.0, 90.0]      0.502793\n",
      "(90.0, 120.0]     0.075419\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_11_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.008341\n",
      "(-150.0, -120.0]    0.037998\n",
      "(-120.0, -90.0]     0.150139\n",
      "(-90.0, -60.0]      0.013902\n",
      "(-60.0, -30.0]      0.151066\n",
      "(-30.0, 0.0]        0.087118\n",
      "(0.0, 30.0]         0.099166\n",
      "(30.0, 60.0]        0.106580\n",
      "(60.0, 90.0]        0.047266\n",
      "(90.0, 120.0]       0.065802\n",
      "(120.0, 150.0]      0.161260\n",
      "(150.0, 180.0]      0.071362\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.037998\n",
      "(-120.0, -90.0]     0.150139\n",
      "(-60.0, -30.0]      0.151066\n",
      "(-30.0, 0.0]        0.087118\n",
      "(0.0, 30.0]         0.099166\n",
      "(30.0, 60.0]        0.106580\n",
      "(60.0, 90.0]        0.047266\n",
      "(90.0, 120.0]       0.065802\n",
      "(120.0, 150.0]      0.161260\n",
      "(150.0, 180.0]      0.071362\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.123377\n",
      "(-150.0, -120.0]    0.002165\n",
      "(-120.0, -90.0]     0.125541\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.006494\n",
      "(-30.0, 0.0]        0.036797\n",
      "(0.0, 30.0]         0.106061\n",
      "(30.0, 60.0]        0.227273\n",
      "(60.0, 90.0]        0.004329\n",
      "(90.0, 120.0]       0.082251\n",
      "(120.0, 150.0]      0.034632\n",
      "(150.0, 180.0]      0.251082\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.123377\n",
      "(-120.0, -90.0]     0.125541\n",
      "(-30.0, 0.0]        0.036797\n",
      "(0.0, 30.0]         0.106061\n",
      "(30.0, 60.0]        0.227273\n",
      "(90.0, 120.0]       0.082251\n",
      "(120.0, 150.0]      0.034632\n",
      "(150.0, 180.0]      0.251082\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.100660\n",
      "(-150.0, -120.0]    0.097360\n",
      "(-120.0, -90.0]     0.127063\n",
      "(-90.0, -60.0]      0.003300\n",
      "(-60.0, -30.0]      0.006601\n",
      "(-30.0, 0.0]        0.009901\n",
      "(0.0, 30.0]         0.031353\n",
      "(30.0, 60.0]        0.042904\n",
      "(60.0, 90.0]        0.169967\n",
      "(90.0, 120.0]       0.028053\n",
      "(120.0, 150.0]      0.080858\n",
      "(150.0, 180.0]      0.301980\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.100660\n",
      "(-150.0, -120.0]    0.097360\n",
      "(-120.0, -90.0]     0.127063\n",
      "(0.0, 30.0]         0.031353\n",
      "(30.0, 60.0]        0.042904\n",
      "(60.0, 90.0]        0.169967\n",
      "(90.0, 120.0]       0.028053\n",
      "(120.0, 150.0]      0.080858\n",
      "(150.0, 180.0]      0.301980\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.197802\n",
      "(-150.0, -120.0]    0.086342\n",
      "(-120.0, -90.0]     0.062794\n",
      "(-90.0, -60.0]      0.021978\n",
      "(-60.0, -30.0]      0.073783\n",
      "(-30.0, 0.0]        0.067504\n",
      "(0.0, 30.0]         0.098901\n",
      "(30.0, 60.0]        0.142857\n",
      "(60.0, 90.0]        0.156986\n",
      "(90.0, 120.0]       0.014129\n",
      "(120.0, 150.0]      0.037677\n",
      "(150.0, 180.0]      0.039246\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.197802\n",
      "(-150.0, -120.0]    0.086342\n",
      "(-120.0, -90.0]     0.062794\n",
      "(-90.0, -60.0]      0.021978\n",
      "(-60.0, -30.0]      0.073783\n",
      "(-30.0, 0.0]        0.067504\n",
      "(0.0, 30.0]         0.098901\n",
      "(30.0, 60.0]        0.142857\n",
      "(60.0, 90.0]        0.156986\n",
      "(120.0, 150.0]      0.037677\n",
      "(150.0, 180.0]      0.039246\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_14_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.019737\n",
      "(-150.0, -120.0]    0.029605\n",
      "(-120.0, -90.0]     0.003289\n",
      "(-90.0, -60.0]      0.055921\n",
      "(-60.0, -30.0]      0.203947\n",
      "(-30.0, 0.0]        0.111842\n",
      "(0.0, 30.0]         0.203947\n",
      "(30.0, 60.0]        0.055921\n",
      "(60.0, 90.0]        0.036184\n",
      "(90.0, 120.0]       0.273026\n",
      "(120.0, 150.0]      0.003289\n",
      "(150.0, 180.0]      0.003289\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.029605\n",
      "(-90.0, -60.0]      0.055921\n",
      "(-60.0, -30.0]      0.203947\n",
      "(-30.0, 0.0]        0.111842\n",
      "(0.0, 30.0]         0.203947\n",
      "(30.0, 60.0]        0.055921\n",
      "(60.0, 90.0]        0.036184\n",
      "(90.0, 120.0]       0.273026\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_15_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.006881\n",
      "(-150.0, -120.0]    0.020642\n",
      "(-120.0, -90.0]     0.004587\n",
      "(-90.0, -60.0]      0.059633\n",
      "(-60.0, -30.0]      0.064220\n",
      "(-30.0, 0.0]        0.004587\n",
      "(0.0, 30.0]         0.004587\n",
      "(30.0, 60.0]        0.325688\n",
      "(60.0, 90.0]        0.188073\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.279817\n",
      "(150.0, 180.0]      0.041284\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-90.0, -60.0]    0.059633\n",
      "(-60.0, -30.0]    0.064220\n",
      "(30.0, 60.0]      0.325688\n",
      "(60.0, 90.0]      0.188073\n",
      "(120.0, 150.0]    0.279817\n",
      "(150.0, 180.0]    0.041284\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_16_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.261663\n",
      "(-150.0, -120.0]    0.075051\n",
      "(-120.0, -90.0]     0.010142\n",
      "(-90.0, -60.0]      0.066937\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.002028\n",
      "(0.0, 30.0]         0.075051\n",
      "(30.0, 60.0]        0.101420\n",
      "(60.0, 90.0]        0.077079\n",
      "(90.0, 120.0]       0.048682\n",
      "(120.0, 150.0]      0.038540\n",
      "(150.0, 180.0]      0.243408\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.261663\n",
      "(-150.0, -120.0]    0.075051\n",
      "(-90.0, -60.0]      0.066937\n",
      "(0.0, 30.0]         0.075051\n",
      "(30.0, 60.0]        0.101420\n",
      "(60.0, 90.0]        0.077079\n",
      "(90.0, 120.0]       0.048682\n",
      "(120.0, 150.0]      0.038540\n",
      "(150.0, 180.0]      0.243408\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_17_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.087126\n",
      "(-150.0, -120.0]    0.110533\n",
      "(-120.0, -90.0]     0.024707\n",
      "(-90.0, -60.0]      0.058518\n",
      "(-60.0, -30.0]      0.023407\n",
      "(-30.0, 0.0]        0.097529\n",
      "(0.0, 30.0]         0.058518\n",
      "(30.0, 60.0]        0.150845\n",
      "(60.0, 90.0]        0.104031\n",
      "(90.0, 120.0]       0.049415\n",
      "(120.0, 150.0]      0.019506\n",
      "(150.0, 180.0]      0.215865\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.087126\n",
      "(-150.0, -120.0]    0.110533\n",
      "(-120.0, -90.0]     0.024707\n",
      "(-90.0, -60.0]      0.058518\n",
      "(-60.0, -30.0]      0.023407\n",
      "(-30.0, 0.0]        0.097529\n",
      "(0.0, 30.0]         0.058518\n",
      "(30.0, 60.0]        0.150845\n",
      "(60.0, 90.0]        0.104031\n",
      "(90.0, 120.0]       0.049415\n",
      "(150.0, 180.0]      0.215865\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_18_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.020725\n",
      "(-150.0, -120.0]    0.007772\n",
      "(-120.0, -90.0]     0.132124\n",
      "(-90.0, -60.0]      0.002591\n",
      "(-60.0, -30.0]      0.126943\n",
      "(-30.0, 0.0]        0.222798\n",
      "(0.0, 30.0]         0.261658\n",
      "(30.0, 60.0]        0.041451\n",
      "(60.0, 90.0]        0.062176\n",
      "(90.0, 120.0]       0.049223\n",
      "(120.0, 150.0]      0.012953\n",
      "(150.0, 180.0]      0.059585\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.132124\n",
      "(-60.0, -30.0]     0.126943\n",
      "(-30.0, 0.0]       0.222798\n",
      "(0.0, 30.0]        0.261658\n",
      "(30.0, 60.0]       0.041451\n",
      "(60.0, 90.0]       0.062176\n",
      "(90.0, 120.0]      0.049223\n",
      "(150.0, 180.0]     0.059585\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_19_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.115970\n",
      "(-150.0, -120.0]    0.070342\n",
      "(-120.0, -90.0]     0.041825\n",
      "(-90.0, -60.0]      0.046578\n",
      "(-60.0, -30.0]      0.026616\n",
      "(-30.0, 0.0]        0.042776\n",
      "(0.0, 30.0]         0.103612\n",
      "(30.0, 60.0]        0.087452\n",
      "(60.0, 90.0]        0.160646\n",
      "(90.0, 120.0]       0.116920\n",
      "(120.0, 150.0]      0.172053\n",
      "(150.0, 180.0]      0.015209\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.115970\n",
      "(-150.0, -120.0]    0.070342\n",
      "(-120.0, -90.0]     0.041825\n",
      "(-90.0, -60.0]      0.046578\n",
      "(-60.0, -30.0]      0.026616\n",
      "(-30.0, 0.0]        0.042776\n",
      "(0.0, 30.0]         0.103612\n",
      "(30.0, 60.0]        0.087452\n",
      "(60.0, 90.0]        0.160646\n",
      "(90.0, 120.0]       0.116920\n",
      "(120.0, 150.0]      0.172053\n",
      "Name: angle, dtype: float64\n",
      "fov_11_spor_pick_20_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.154739\n",
      "(-150.0, -120.0]    0.011605\n",
      "(-120.0, -90.0]     0.013540\n",
      "(-90.0, -60.0]      0.077369\n",
      "(-60.0, -30.0]      0.044487\n",
      "(-30.0, 0.0]        0.007737\n",
      "(0.0, 30.0]         0.129594\n",
      "(30.0, 60.0]        0.058027\n",
      "(60.0, 90.0]        0.127660\n",
      "(90.0, 120.0]       0.050290\n",
      "(120.0, 150.0]      0.191489\n",
      "(150.0, 180.0]      0.133462\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.154739\n",
      "(-90.0, -60.0]      0.077369\n",
      "(-60.0, -30.0]      0.044487\n",
      "(0.0, 30.0]         0.129594\n",
      "(30.0, 60.0]        0.058027\n",
      "(60.0, 90.0]        0.127660\n",
      "(90.0, 120.0]       0.050290\n",
      "(120.0, 150.0]      0.191489\n",
      "(150.0, 180.0]      0.133462\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_11_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.075682\n",
      "(-150.0, -120.0]    0.050868\n",
      "(-120.0, -90.0]     0.035980\n",
      "(-90.0, -60.0]      0.112903\n",
      "(-60.0, -30.0]      0.060794\n",
      "(-30.0, 0.0]        0.100496\n",
      "(0.0, 30.0]         0.116625\n",
      "(30.0, 60.0]        0.078164\n",
      "(60.0, 90.0]        0.091811\n",
      "(90.0, 120.0]       0.060794\n",
      "(120.0, 150.0]      0.162531\n",
      "(150.0, 180.0]      0.053350\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.075682\n",
      "(-150.0, -120.0]    0.050868\n",
      "(-120.0, -90.0]     0.035980\n",
      "(-90.0, -60.0]      0.112903\n",
      "(-60.0, -30.0]      0.060794\n",
      "(-30.0, 0.0]        0.100496\n",
      "(0.0, 30.0]         0.116625\n",
      "(30.0, 60.0]        0.078164\n",
      "(60.0, 90.0]        0.091811\n",
      "(90.0, 120.0]       0.060794\n",
      "(120.0, 150.0]      0.162531\n",
      "(150.0, 180.0]      0.053350\n",
      "Name: angle, dtype: float64\n",
      "fov_11_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.040847\n",
      "(-150.0, -120.0]    0.078669\n",
      "(-120.0, -90.0]     0.048411\n",
      "(-90.0, -60.0]      0.052950\n",
      "(-60.0, -30.0]      0.046899\n",
      "(-30.0, 0.0]        0.087746\n",
      "(0.0, 30.0]         0.154312\n",
      "(30.0, 60.0]        0.180030\n",
      "(60.0, 90.0]        0.066566\n",
      "(90.0, 120.0]       0.078669\n",
      "(120.0, 150.0]      0.160363\n",
      "(150.0, 180.0]      0.004539\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.040847\n",
      "(-150.0, -120.0]    0.078669\n",
      "(-120.0, -90.0]     0.048411\n",
      "(-90.0, -60.0]      0.052950\n",
      "(-60.0, -30.0]      0.046899\n",
      "(-30.0, 0.0]        0.087746\n",
      "(0.0, 30.0]         0.154312\n",
      "(30.0, 60.0]        0.180030\n",
      "(60.0, 90.0]        0.066566\n",
      "(90.0, 120.0]       0.078669\n",
      "(120.0, 150.0]      0.160363\n",
      "Name: angle, dtype: float64\n",
      "fov_11_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.082430\n",
      "(-150.0, -120.0]    0.034707\n",
      "(-120.0, -90.0]     0.118221\n",
      "(-90.0, -60.0]      0.063991\n",
      "(-60.0, -30.0]      0.015184\n",
      "(-30.0, 0.0]        0.097614\n",
      "(0.0, 30.0]         0.077007\n",
      "(30.0, 60.0]        0.108460\n",
      "(60.0, 90.0]        0.103037\n",
      "(90.0, 120.0]       0.090022\n",
      "(120.0, 150.0]      0.098698\n",
      "(150.0, 180.0]      0.110629\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.082430\n",
      "(-150.0, -120.0]    0.034707\n",
      "(-120.0, -90.0]     0.118221\n",
      "(-90.0, -60.0]      0.063991\n",
      "(-30.0, 0.0]        0.097614\n",
      "(0.0, 30.0]         0.077007\n",
      "(30.0, 60.0]        0.108460\n",
      "(60.0, 90.0]        0.103037\n",
      "(90.0, 120.0]       0.090022\n",
      "(120.0, 150.0]      0.098698\n",
      "(150.0, 180.0]      0.110629\n",
      "Name: angle, dtype: float64\n",
      "fov_11_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.073551\n",
      "(-150.0, -120.0]    0.038633\n",
      "(-120.0, -90.0]     0.001486\n",
      "(-90.0, -60.0]      0.024517\n",
      "(-60.0, -30.0]      0.055721\n",
      "(-30.0, 0.0]        0.170134\n",
      "(0.0, 30.0]         0.148588\n",
      "(30.0, 60.0]        0.062407\n",
      "(60.0, 90.0]        0.092125\n",
      "(90.0, 120.0]       0.138930\n",
      "(120.0, 150.0]      0.060178\n",
      "(150.0, 180.0]      0.133730\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.073551\n",
      "(-150.0, -120.0]    0.038633\n",
      "(-90.0, -60.0]      0.024517\n",
      "(-60.0, -30.0]      0.055721\n",
      "(-30.0, 0.0]        0.170134\n",
      "(0.0, 30.0]         0.148588\n",
      "(30.0, 60.0]        0.062407\n",
      "(60.0, 90.0]        0.092125\n",
      "(90.0, 120.0]       0.138930\n",
      "(120.0, 150.0]      0.060178\n",
      "(150.0, 180.0]      0.133730\n",
      "Name: angle, dtype: float64\n",
      "fov_11_veg_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.009050\n",
      "(-150.0, -120.0]    0.024887\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.099548\n",
      "(60.0, 90.0]        0.305430\n",
      "(90.0, 120.0]       0.506787\n",
      "(120.0, 150.0]      0.054299\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.024887\n",
      "(30.0, 60.0]        0.099548\n",
      "(60.0, 90.0]        0.305430\n",
      "(90.0, 120.0]       0.506787\n",
      "(120.0, 150.0]      0.054299\n",
      "Name: angle, dtype: float64\n",
      "fov_11_veg_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.090056\n",
      "(-150.0, -120.0]    0.123827\n",
      "(-120.0, -90.0]     0.001876\n",
      "(-90.0, -60.0]      0.031895\n",
      "(-60.0, -30.0]      0.022514\n",
      "(-30.0, 0.0]        0.112570\n",
      "(0.0, 30.0]         0.116323\n",
      "(30.0, 60.0]        0.294559\n",
      "(60.0, 90.0]        0.009381\n",
      "(90.0, 120.0]       0.144465\n",
      "(120.0, 150.0]      0.009381\n",
      "(150.0, 180.0]      0.043152\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.090056\n",
      "(-150.0, -120.0]    0.123827\n",
      "(-90.0, -60.0]      0.031895\n",
      "(-60.0, -30.0]      0.022514\n",
      "(-30.0, 0.0]        0.112570\n",
      "(0.0, 30.0]         0.116323\n",
      "(30.0, 60.0]        0.294559\n",
      "(90.0, 120.0]       0.144465\n",
      "(150.0, 180.0]      0.043152\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.016\n",
      "(-150.0, -120.0]    0.000\n",
      "(-120.0, -90.0]     0.000\n",
      "(-90.0, -60.0]      0.000\n",
      "(-60.0, -30.0]      0.000\n",
      "(-30.0, 0.0]        0.000\n",
      "(0.0, 30.0]         0.000\n",
      "(30.0, 60.0]        0.228\n",
      "(60.0, 90.0]        0.328\n",
      "(90.0, 120.0]       0.328\n",
      "(120.0, 150.0]      0.080\n",
      "(150.0, 180.0]      0.020\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.228\n",
      "(60.0, 90.0]      0.328\n",
      "(90.0, 120.0]     0.328\n",
      "(120.0, 150.0]    0.080\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.003322\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.001661\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.088040\n",
      "(30.0, 60.0]        0.332226\n",
      "(60.0, 90.0]        0.008306\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.112957\n",
      "(150.0, 180.0]      0.453488\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]       0.088040\n",
      "(30.0, 60.0]      0.332226\n",
      "(120.0, 150.0]    0.112957\n",
      "(150.0, 180.0]    0.453488\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.082437\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.440860\n",
      "(120.0, 150.0]      0.476703\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.082437\n",
      "(90.0, 120.0]     0.440860\n",
      "(120.0, 150.0]    0.476703\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.014760\n",
      "(0.0, 30.0]         0.077491\n",
      "(30.0, 60.0]        0.236162\n",
      "(60.0, 90.0]        0.236162\n",
      "(90.0, 120.0]       0.413284\n",
      "(120.0, 150.0]      0.022140\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]       0.077491\n",
      "(30.0, 60.0]      0.236162\n",
      "(60.0, 90.0]      0.236162\n",
      "(90.0, 120.0]     0.413284\n",
      "(120.0, 150.0]    0.022140\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.009119\n",
      "(0.0, 30.0]         0.167173\n",
      "(30.0, 60.0]        0.155015\n",
      "(60.0, 90.0]        0.553191\n",
      "(90.0, 120.0]       0.112462\n",
      "(120.0, 150.0]      0.003040\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]      0.167173\n",
      "(30.0, 60.0]     0.155015\n",
      "(60.0, 90.0]     0.553191\n",
      "(90.0, 120.0]    0.112462\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.002179\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.254902\n",
      "(-60.0, -30.0]      0.477124\n",
      "(-30.0, 0.0]        0.185185\n",
      "(0.0, 30.0]         0.041394\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.039216\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-90.0, -60.0]    0.254902\n",
      "(-60.0, -30.0]    0.477124\n",
      "(-30.0, 0.0]      0.185185\n",
      "(0.0, 30.0]       0.041394\n",
      "(150.0, 180.0]    0.039216\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_3_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.101124\n",
      "(-150.0, -120.0]    0.033708\n",
      "(-120.0, -90.0]     0.017978\n",
      "(-90.0, -60.0]      0.006742\n",
      "(-60.0, -30.0]      0.002247\n",
      "(-30.0, 0.0]        0.022472\n",
      "(0.0, 30.0]         0.121348\n",
      "(30.0, 60.0]        0.002247\n",
      "(60.0, 90.0]        0.065169\n",
      "(90.0, 120.0]       0.202247\n",
      "(120.0, 150.0]      0.258427\n",
      "(150.0, 180.0]      0.166292\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.101124\n",
      "(-150.0, -120.0]    0.033708\n",
      "(-30.0, 0.0]        0.022472\n",
      "(0.0, 30.0]         0.121348\n",
      "(60.0, 90.0]        0.065169\n",
      "(90.0, 120.0]       0.202247\n",
      "(120.0, 150.0]      0.258427\n",
      "(150.0, 180.0]      0.166292\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.027682\n",
      "(60.0, 90.0]        0.266436\n",
      "(90.0, 120.0]       0.695502\n",
      "(120.0, 150.0]      0.010381\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]     0.027682\n",
      "(60.0, 90.0]     0.266436\n",
      "(90.0, 120.0]    0.695502\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.149648\n",
      "(-150.0, -120.0]    0.001761\n",
      "(-120.0, -90.0]     0.008803\n",
      "(-90.0, -60.0]      0.003521\n",
      "(-60.0, -30.0]      0.001761\n",
      "(-30.0, 0.0]        0.033451\n",
      "(0.0, 30.0]         0.315141\n",
      "(30.0, 60.0]        0.117958\n",
      "(60.0, 90.0]        0.228873\n",
      "(90.0, 120.0]       0.014085\n",
      "(120.0, 150.0]      0.007042\n",
      "(150.0, 180.0]      0.117958\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.149648\n",
      "(-30.0, 0.0]        0.033451\n",
      "(0.0, 30.0]         0.315141\n",
      "(30.0, 60.0]        0.117958\n",
      "(60.0, 90.0]        0.228873\n",
      "(150.0, 180.0]      0.117958\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.017787\n",
      "(-150.0, -120.0]    0.009881\n",
      "(-120.0, -90.0]     0.150198\n",
      "(-90.0, -60.0]      0.043478\n",
      "(-60.0, -30.0]      0.003953\n",
      "(-30.0, 0.0]        0.086957\n",
      "(0.0, 30.0]         0.120553\n",
      "(30.0, 60.0]        0.158103\n",
      "(60.0, 90.0]        0.092885\n",
      "(90.0, 120.0]       0.011858\n",
      "(120.0, 150.0]      0.108696\n",
      "(150.0, 180.0]      0.195652\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.150198\n",
      "(-90.0, -60.0]     0.043478\n",
      "(-30.0, 0.0]       0.086957\n",
      "(0.0, 30.0]        0.120553\n",
      "(30.0, 60.0]       0.158103\n",
      "(60.0, 90.0]       0.092885\n",
      "(120.0, 150.0]     0.108696\n",
      "(150.0, 180.0]     0.195652\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.056180\n",
      "(-150.0, -120.0]    0.031461\n",
      "(-120.0, -90.0]     0.015730\n",
      "(-90.0, -60.0]      0.004494\n",
      "(-60.0, -30.0]      0.011236\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.137079\n",
      "(30.0, 60.0]        0.143820\n",
      "(60.0, 90.0]        0.152809\n",
      "(90.0, 120.0]       0.157303\n",
      "(120.0, 150.0]      0.267416\n",
      "(150.0, 180.0]      0.022472\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.056180\n",
      "(-150.0, -120.0]    0.031461\n",
      "(0.0, 30.0]         0.137079\n",
      "(30.0, 60.0]        0.143820\n",
      "(60.0, 90.0]        0.152809\n",
      "(90.0, 120.0]       0.157303\n",
      "(120.0, 150.0]      0.267416\n",
      "(150.0, 180.0]      0.022472\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.049661\n",
      "(-150.0, -120.0]    0.004515\n",
      "(-120.0, -90.0]     0.004515\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.006772\n",
      "(-30.0, 0.0]        0.009029\n",
      "(0.0, 30.0]         0.361174\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.092551\n",
      "(90.0, 120.0]       0.304740\n",
      "(120.0, 150.0]      0.022573\n",
      "(150.0, 180.0]      0.144470\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.049661\n",
      "(0.0, 30.0]         0.361174\n",
      "(60.0, 90.0]        0.092551\n",
      "(90.0, 120.0]       0.304740\n",
      "(120.0, 150.0]      0.022573\n",
      "(150.0, 180.0]      0.144470\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.201970\n",
      "(-150.0, -120.0]    0.042693\n",
      "(-120.0, -90.0]     0.054187\n",
      "(-90.0, -60.0]      0.105090\n",
      "(-60.0, -30.0]      0.080460\n",
      "(-30.0, 0.0]        0.045977\n",
      "(0.0, 30.0]         0.149425\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.001642\n",
      "(90.0, 120.0]       0.190476\n",
      "(120.0, 150.0]      0.095238\n",
      "(150.0, 180.0]      0.032841\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.201970\n",
      "(-150.0, -120.0]    0.042693\n",
      "(-120.0, -90.0]     0.054187\n",
      "(-90.0, -60.0]      0.105090\n",
      "(-60.0, -30.0]      0.080460\n",
      "(-30.0, 0.0]        0.045977\n",
      "(0.0, 30.0]         0.149425\n",
      "(90.0, 120.0]       0.190476\n",
      "(120.0, 150.0]      0.095238\n",
      "(150.0, 180.0]      0.032841\n",
      "Name: angle, dtype: float64\n",
      "fov_3_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.100000\n",
      "(60.0, 90.0]        0.020000\n",
      "(90.0, 120.0]       0.325714\n",
      "(120.0, 150.0]      0.497143\n",
      "(150.0, 180.0]      0.057143\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.100000\n",
      "(90.0, 120.0]     0.325714\n",
      "(120.0, 150.0]    0.497143\n",
      "(150.0, 180.0]    0.057143\n",
      "Name: angle, dtype: float64\n",
      "fov_12_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.105355\n",
      "(-150.0, -120.0]    0.065192\n",
      "(-120.0, -90.0]     0.062864\n",
      "(-90.0, -60.0]      0.069267\n",
      "(-60.0, -30.0]      0.047730\n",
      "(-30.0, 0.0]        0.009313\n",
      "(0.0, 30.0]         0.077998\n",
      "(30.0, 60.0]        0.162398\n",
      "(60.0, 90.0]        0.087893\n",
      "(90.0, 120.0]       0.075087\n",
      "(120.0, 150.0]      0.079162\n",
      "(150.0, 180.0]      0.157742\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.105355\n",
      "(-150.0, -120.0]    0.065192\n",
      "(-120.0, -90.0]     0.062864\n",
      "(-90.0, -60.0]      0.069267\n",
      "(-60.0, -30.0]      0.047730\n",
      "(0.0, 30.0]         0.077998\n",
      "(30.0, 60.0]        0.162398\n",
      "(60.0, 90.0]        0.087893\n",
      "(90.0, 120.0]       0.075087\n",
      "(120.0, 150.0]      0.079162\n",
      "(150.0, 180.0]      0.157742\n",
      "Name: angle, dtype: float64\n",
      "fov_12_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.113409\n",
      "(-150.0, -120.0]    0.092725\n",
      "(-120.0, -90.0]     0.026391\n",
      "(-90.0, -60.0]      0.098431\n",
      "(-60.0, -30.0]      0.128388\n",
      "(-30.0, 0.0]        0.074893\n",
      "(0.0, 30.0]         0.062767\n",
      "(30.0, 60.0]        0.057775\n",
      "(60.0, 90.0]        0.099857\n",
      "(90.0, 120.0]       0.069900\n",
      "(120.0, 150.0]      0.036377\n",
      "(150.0, 180.0]      0.139087\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.113409\n",
      "(-150.0, -120.0]    0.092725\n",
      "(-120.0, -90.0]     0.026391\n",
      "(-90.0, -60.0]      0.098431\n",
      "(-60.0, -30.0]      0.128388\n",
      "(-30.0, 0.0]        0.074893\n",
      "(0.0, 30.0]         0.062767\n",
      "(30.0, 60.0]        0.057775\n",
      "(60.0, 90.0]        0.099857\n",
      "(90.0, 120.0]       0.069900\n",
      "(120.0, 150.0]      0.036377\n",
      "(150.0, 180.0]      0.139087\n",
      "Name: angle, dtype: float64\n",
      "fov_12_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.057725\n",
      "(-150.0, -120.0]    0.380306\n",
      "(-120.0, -90.0]     0.152801\n",
      "(-90.0, -60.0]      0.140917\n",
      "(-60.0, -30.0]      0.108659\n",
      "(-30.0, 0.0]        0.050934\n",
      "(0.0, 30.0]         0.016978\n",
      "(30.0, 60.0]        0.049236\n",
      "(60.0, 90.0]        0.001698\n",
      "(90.0, 120.0]       0.015280\n",
      "(120.0, 150.0]      0.005093\n",
      "(150.0, 180.0]      0.020374\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.057725\n",
      "(-150.0, -120.0]    0.380306\n",
      "(-120.0, -90.0]     0.152801\n",
      "(-90.0, -60.0]      0.140917\n",
      "(-60.0, -30.0]      0.108659\n",
      "(-30.0, 0.0]        0.050934\n",
      "(30.0, 60.0]        0.049236\n",
      "Name: angle, dtype: float64\n",
      "fov_12_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.135447\n",
      "(-150.0, -120.0]    0.115274\n",
      "(-120.0, -90.0]     0.152738\n",
      "(-90.0, -60.0]      0.348703\n",
      "(-60.0, -30.0]      0.008646\n",
      "(-30.0, 0.0]        0.100865\n",
      "(0.0, 30.0]         0.017291\n",
      "(30.0, 60.0]        0.020173\n",
      "(60.0, 90.0]        0.034582\n",
      "(90.0, 120.0]       0.008646\n",
      "(120.0, 150.0]      0.002882\n",
      "(150.0, 180.0]      0.054755\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.135447\n",
      "(-150.0, -120.0]    0.115274\n",
      "(-120.0, -90.0]     0.152738\n",
      "(-90.0, -60.0]      0.348703\n",
      "(-30.0, 0.0]        0.100865\n",
      "(60.0, 90.0]        0.034582\n",
      "(150.0, 180.0]      0.054755\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_6_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.088692\n",
      "(-150.0, -120.0]    0.008869\n",
      "(-120.0, -90.0]     0.013304\n",
      "(-90.0, -60.0]      0.013304\n",
      "(-60.0, -30.0]      0.053215\n",
      "(-30.0, 0.0]        0.033259\n",
      "(0.0, 30.0]         0.137472\n",
      "(30.0, 60.0]        0.126386\n",
      "(60.0, 90.0]        0.015521\n",
      "(90.0, 120.0]       0.279379\n",
      "(120.0, 150.0]      0.088692\n",
      "(150.0, 180.0]      0.141907\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.088692\n",
      "(-60.0, -30.0]      0.053215\n",
      "(-30.0, 0.0]        0.033259\n",
      "(0.0, 30.0]         0.137472\n",
      "(30.0, 60.0]        0.126386\n",
      "(90.0, 120.0]       0.279379\n",
      "(120.0, 150.0]      0.088692\n",
      "(150.0, 180.0]      0.141907\n",
      "Name: angle, dtype: float64\n",
      "fov_6_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.309309\n",
      "(-150.0, -120.0]    0.471471\n",
      "(-120.0, -90.0]     0.204204\n",
      "(-90.0, -60.0]      0.015015\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.309309\n",
      "(-150.0, -120.0]    0.471471\n",
      "(-120.0, -90.0]     0.204204\n",
      "Name: angle, dtype: float64\n",
      "fov_6_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.207569\n",
      "(-150.0, -120.0]    0.027523\n",
      "(-120.0, -90.0]     0.021789\n",
      "(-90.0, -60.0]      0.004587\n",
      "(-60.0, -30.0]      0.274083\n",
      "(-30.0, 0.0]        0.079128\n",
      "(0.0, 30.0]         0.033257\n",
      "(30.0, 60.0]        0.086009\n",
      "(60.0, 90.0]        0.030963\n",
      "(90.0, 120.0]       0.122706\n",
      "(120.0, 150.0]      0.041284\n",
      "(150.0, 180.0]      0.071101\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.207569\n",
      "(-150.0, -120.0]    0.027523\n",
      "(-120.0, -90.0]     0.021789\n",
      "(-60.0, -30.0]      0.274083\n",
      "(-30.0, 0.0]        0.079128\n",
      "(0.0, 30.0]         0.033257\n",
      "(30.0, 60.0]        0.086009\n",
      "(60.0, 90.0]        0.030963\n",
      "(90.0, 120.0]       0.122706\n",
      "(120.0, 150.0]      0.041284\n",
      "(150.0, 180.0]      0.071101\n",
      "Name: angle, dtype: float64\n",
      "fov_6_veg_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.148627\n",
      "(-150.0, -120.0]    0.037157\n",
      "(-120.0, -90.0]     0.037157\n",
      "(-90.0, -60.0]      0.067851\n",
      "(-60.0, -30.0]      0.184168\n",
      "(-30.0, 0.0]        0.046042\n",
      "(0.0, 30.0]         0.182553\n",
      "(30.0, 60.0]        0.084006\n",
      "(60.0, 90.0]        0.002423\n",
      "(90.0, 120.0]       0.023425\n",
      "(120.0, 150.0]      0.176090\n",
      "(150.0, 180.0]      0.010501\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.148627\n",
      "(-150.0, -120.0]    0.037157\n",
      "(-120.0, -90.0]     0.037157\n",
      "(-90.0, -60.0]      0.067851\n",
      "(-60.0, -30.0]      0.184168\n",
      "(-30.0, 0.0]        0.046042\n",
      "(0.0, 30.0]         0.182553\n",
      "(30.0, 60.0]        0.084006\n",
      "(90.0, 120.0]       0.023425\n",
      "(120.0, 150.0]      0.176090\n",
      "Name: angle, dtype: float64\n",
      "fov_6_veg_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.073041\n",
      "(-150.0, -120.0]    0.045153\n",
      "(-120.0, -90.0]     0.282869\n",
      "(-90.0, -60.0]      0.084993\n",
      "(-60.0, -30.0]      0.164675\n",
      "(-30.0, 0.0]        0.103586\n",
      "(0.0, 30.0]         0.116866\n",
      "(30.0, 60.0]        0.019920\n",
      "(60.0, 90.0]        0.007968\n",
      "(90.0, 120.0]       0.015936\n",
      "(120.0, 150.0]      0.017264\n",
      "(150.0, 180.0]      0.067729\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.073041\n",
      "(-150.0, -120.0]    0.045153\n",
      "(-120.0, -90.0]     0.282869\n",
      "(-90.0, -60.0]      0.084993\n",
      "(-60.0, -30.0]      0.164675\n",
      "(-30.0, 0.0]        0.103586\n",
      "(0.0, 30.0]         0.116866\n",
      "(150.0, 180.0]      0.067729\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.153694\n",
      "(-150.0, -120.0]    0.114776\n",
      "(-120.0, -90.0]     0.093008\n",
      "(-90.0, -60.0]      0.079156\n",
      "(-60.0, -30.0]      0.034301\n",
      "(-30.0, 0.0]        0.067282\n",
      "(0.0, 30.0]         0.131926\n",
      "(30.0, 60.0]        0.116755\n",
      "(60.0, 90.0]        0.028364\n",
      "(90.0, 120.0]       0.064644\n",
      "(120.0, 150.0]      0.101583\n",
      "(150.0, 180.0]      0.014512\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.153694\n",
      "(-150.0, -120.0]    0.114776\n",
      "(-120.0, -90.0]     0.093008\n",
      "(-90.0, -60.0]      0.079156\n",
      "(-60.0, -30.0]      0.034301\n",
      "(-30.0, 0.0]        0.067282\n",
      "(0.0, 30.0]         0.131926\n",
      "(30.0, 60.0]        0.116755\n",
      "(60.0, 90.0]        0.028364\n",
      "(90.0, 120.0]       0.064644\n",
      "(120.0, 150.0]      0.101583\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.001468\n",
      "(-150.0, -120.0]    0.099853\n",
      "(-120.0, -90.0]     0.192364\n",
      "(-90.0, -60.0]      0.096916\n",
      "(-60.0, -30.0]      0.060206\n",
      "(-30.0, 0.0]        0.077827\n",
      "(0.0, 30.0]         0.146843\n",
      "(30.0, 60.0]        0.088106\n",
      "(60.0, 90.0]        0.069016\n",
      "(90.0, 120.0]       0.158590\n",
      "(120.0, 150.0]      0.008811\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.099853\n",
      "(-120.0, -90.0]     0.192364\n",
      "(-90.0, -60.0]      0.096916\n",
      "(-60.0, -30.0]      0.060206\n",
      "(-30.0, 0.0]        0.077827\n",
      "(0.0, 30.0]         0.146843\n",
      "(30.0, 60.0]        0.088106\n",
      "(60.0, 90.0]        0.069016\n",
      "(90.0, 120.0]       0.158590\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.236311\n",
      "(-120.0, -90.0]     0.472622\n",
      "(-90.0, -60.0]      0.282421\n",
      "(-60.0, -30.0]      0.002882\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.002882\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.002882\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.236311\n",
      "(-120.0, -90.0]     0.472622\n",
      "(-90.0, -60.0]      0.282421\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.005908\n",
      "(-90.0, -60.0]      0.024372\n",
      "(-60.0, -30.0]      0.117430\n",
      "(-30.0, 0.0]        0.331610\n",
      "(0.0, 30.0]         0.031019\n",
      "(30.0, 60.0]        0.154357\n",
      "(60.0, 90.0]        0.005170\n",
      "(90.0, 120.0]       0.171344\n",
      "(120.0, 150.0]      0.019202\n",
      "(150.0, 180.0]      0.139586\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-90.0, -60.0]    0.024372\n",
      "(-60.0, -30.0]    0.117430\n",
      "(-30.0, 0.0]      0.331610\n",
      "(0.0, 30.0]       0.031019\n",
      "(30.0, 60.0]      0.154357\n",
      "(90.0, 120.0]     0.171344\n",
      "(150.0, 180.0]    0.139586\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.063460\n",
      "(-150.0, -120.0]    0.031730\n",
      "(-120.0, -90.0]     0.076766\n",
      "(-90.0, -60.0]      0.001024\n",
      "(-60.0, -30.0]      0.129990\n",
      "(-30.0, 0.0]        0.115660\n",
      "(0.0, 30.0]         0.066530\n",
      "(30.0, 60.0]        0.022518\n",
      "(60.0, 90.0]        0.005118\n",
      "(90.0, 120.0]       0.028659\n",
      "(120.0, 150.0]      0.146366\n",
      "(150.0, 180.0]      0.312180\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.063460\n",
      "(-150.0, -120.0]    0.031730\n",
      "(-120.0, -90.0]     0.076766\n",
      "(-60.0, -30.0]      0.129990\n",
      "(-30.0, 0.0]        0.115660\n",
      "(0.0, 30.0]         0.066530\n",
      "(30.0, 60.0]        0.022518\n",
      "(90.0, 120.0]       0.028659\n",
      "(120.0, 150.0]      0.146366\n",
      "(150.0, 180.0]      0.312180\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.158552\n",
      "(-150.0, -120.0]    0.051186\n",
      "(-120.0, -90.0]     0.053683\n",
      "(-90.0, -60.0]      0.038702\n",
      "(-60.0, -30.0]      0.124844\n",
      "(-30.0, 0.0]        0.169788\n",
      "(0.0, 30.0]         0.240949\n",
      "(30.0, 60.0]        0.076155\n",
      "(60.0, 90.0]        0.002497\n",
      "(90.0, 120.0]       0.007491\n",
      "(120.0, 150.0]      0.007491\n",
      "(150.0, 180.0]      0.068664\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.158552\n",
      "(-150.0, -120.0]    0.051186\n",
      "(-120.0, -90.0]     0.053683\n",
      "(-90.0, -60.0]      0.038702\n",
      "(-60.0, -30.0]      0.124844\n",
      "(-30.0, 0.0]        0.169788\n",
      "(0.0, 30.0]         0.240949\n",
      "(30.0, 60.0]        0.076155\n",
      "(150.0, 180.0]      0.068664\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.436102\n",
      "(-150.0, -120.0]    0.057508\n",
      "(-120.0, -90.0]     0.006390\n",
      "(-90.0, -60.0]      0.001597\n",
      "(-60.0, -30.0]      0.019169\n",
      "(-30.0, 0.0]        0.078275\n",
      "(0.0, 30.0]         0.161342\n",
      "(30.0, 60.0]        0.025559\n",
      "(60.0, 90.0]        0.017572\n",
      "(90.0, 120.0]       0.019169\n",
      "(120.0, 150.0]      0.028754\n",
      "(150.0, 180.0]      0.148562\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.436102\n",
      "(-150.0, -120.0]    0.057508\n",
      "(-30.0, 0.0]        0.078275\n",
      "(0.0, 30.0]         0.161342\n",
      "(30.0, 60.0]        0.025559\n",
      "(120.0, 150.0]      0.028754\n",
      "(150.0, 180.0]      0.148562\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_13_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.193966\n",
      "(-150.0, -120.0]    0.211207\n",
      "(-120.0, -90.0]     0.068966\n",
      "(-90.0, -60.0]      0.032328\n",
      "(-60.0, -30.0]      0.002155\n",
      "(-30.0, 0.0]        0.002155\n",
      "(0.0, 30.0]         0.032328\n",
      "(30.0, 60.0]        0.131466\n",
      "(60.0, 90.0]        0.010776\n",
      "(90.0, 120.0]       0.010776\n",
      "(120.0, 150.0]      0.012931\n",
      "(150.0, 180.0]      0.290948\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.193966\n",
      "(-150.0, -120.0]    0.211207\n",
      "(-120.0, -90.0]     0.068966\n",
      "(-90.0, -60.0]      0.032328\n",
      "(0.0, 30.0]         0.032328\n",
      "(30.0, 60.0]        0.131466\n",
      "(150.0, 180.0]      0.290948\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.084815\n",
      "(-150.0, -120.0]    0.138167\n",
      "(-120.0, -90.0]     0.069767\n",
      "(-90.0, -60.0]      0.017784\n",
      "(-60.0, -30.0]      0.006840\n",
      "(-30.0, 0.0]        0.075239\n",
      "(0.0, 30.0]         0.228454\n",
      "(30.0, 60.0]        0.050616\n",
      "(60.0, 90.0]        0.008208\n",
      "(90.0, 120.0]       0.086183\n",
      "(120.0, 150.0]      0.061560\n",
      "(150.0, 180.0]      0.172367\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.084815\n",
      "(-150.0, -120.0]    0.138167\n",
      "(-120.0, -90.0]     0.069767\n",
      "(-30.0, 0.0]        0.075239\n",
      "(0.0, 30.0]         0.228454\n",
      "(30.0, 60.0]        0.050616\n",
      "(90.0, 120.0]       0.086183\n",
      "(120.0, 150.0]      0.061560\n",
      "(150.0, 180.0]      0.172367\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.076046\n",
      "(-150.0, -120.0]    0.053232\n",
      "(-120.0, -90.0]     0.069708\n",
      "(-90.0, -60.0]      0.068441\n",
      "(-60.0, -30.0]      0.083650\n",
      "(-30.0, 0.0]        0.215463\n",
      "(0.0, 30.0]         0.067174\n",
      "(30.0, 60.0]        0.086185\n",
      "(60.0, 90.0]        0.120406\n",
      "(90.0, 120.0]       0.059569\n",
      "(120.0, 150.0]      0.043093\n",
      "(150.0, 180.0]      0.057034\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.076046\n",
      "(-150.0, -120.0]    0.053232\n",
      "(-120.0, -90.0]     0.069708\n",
      "(-90.0, -60.0]      0.068441\n",
      "(-60.0, -30.0]      0.083650\n",
      "(-30.0, 0.0]        0.215463\n",
      "(0.0, 30.0]         0.067174\n",
      "(30.0, 60.0]        0.086185\n",
      "(60.0, 90.0]        0.120406\n",
      "(90.0, 120.0]       0.059569\n",
      "(120.0, 150.0]      0.043093\n",
      "(150.0, 180.0]      0.057034\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.039954\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.020548\n",
      "(-90.0, -60.0]      0.160959\n",
      "(-60.0, -30.0]      0.070776\n",
      "(-30.0, 0.0]        0.085616\n",
      "(0.0, 30.0]         0.081050\n",
      "(30.0, 60.0]        0.102740\n",
      "(60.0, 90.0]        0.077626\n",
      "(90.0, 120.0]       0.108447\n",
      "(120.0, 150.0]      0.220320\n",
      "(150.0, 180.0]      0.031963\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.039954\n",
      "(-90.0, -60.0]      0.160959\n",
      "(-60.0, -30.0]      0.070776\n",
      "(-30.0, 0.0]        0.085616\n",
      "(0.0, 30.0]         0.081050\n",
      "(30.0, 60.0]        0.102740\n",
      "(60.0, 90.0]        0.077626\n",
      "(90.0, 120.0]       0.108447\n",
      "(120.0, 150.0]      0.220320\n",
      "(150.0, 180.0]      0.031963\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.018762\n",
      "(-120.0, -90.0]     0.056285\n",
      "(-90.0, -60.0]      0.168856\n",
      "(-60.0, -30.0]      0.007505\n",
      "(-30.0, 0.0]        0.208255\n",
      "(0.0, 30.0]         0.195122\n",
      "(30.0, 60.0]        0.001876\n",
      "(60.0, 90.0]        0.001876\n",
      "(90.0, 120.0]       0.048780\n",
      "(120.0, 150.0]      0.133208\n",
      "(150.0, 180.0]      0.159475\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.056285\n",
      "(-90.0, -60.0]     0.168856\n",
      "(-30.0, 0.0]       0.208255\n",
      "(0.0, 30.0]        0.195122\n",
      "(90.0, 120.0]      0.048780\n",
      "(120.0, 150.0]     0.133208\n",
      "(150.0, 180.0]     0.159475\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.165730\n",
      "(-150.0, -120.0]    0.147940\n",
      "(-120.0, -90.0]     0.129213\n",
      "(-90.0, -60.0]      0.157303\n",
      "(-60.0, -30.0]      0.049625\n",
      "(-30.0, 0.0]        0.138577\n",
      "(0.0, 30.0]         0.187266\n",
      "(30.0, 60.0]        0.003745\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.020599\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.165730\n",
      "(-150.0, -120.0]    0.147940\n",
      "(-120.0, -90.0]     0.129213\n",
      "(-90.0, -60.0]      0.157303\n",
      "(-60.0, -30.0]      0.049625\n",
      "(-30.0, 0.0]        0.138577\n",
      "(0.0, 30.0]         0.187266\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.216149\n",
      "(-150.0, -120.0]    0.093168\n",
      "(-120.0, -90.0]     0.114286\n",
      "(-90.0, -60.0]      0.031056\n",
      "(-60.0, -30.0]      0.006211\n",
      "(-30.0, 0.0]        0.126708\n",
      "(0.0, 30.0]         0.325466\n",
      "(30.0, 60.0]        0.064596\n",
      "(60.0, 90.0]        0.009938\n",
      "(90.0, 120.0]       0.003727\n",
      "(120.0, 150.0]      0.001242\n",
      "(150.0, 180.0]      0.007453\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.216149\n",
      "(-150.0, -120.0]    0.093168\n",
      "(-120.0, -90.0]     0.114286\n",
      "(-90.0, -60.0]      0.031056\n",
      "(-30.0, 0.0]        0.126708\n",
      "(0.0, 30.0]         0.325466\n",
      "(30.0, 60.0]        0.064596\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_14_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.016667\n",
      "(-150.0, -120.0]    0.005000\n",
      "(-120.0, -90.0]     0.001667\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.003333\n",
      "(-30.0, 0.0]        0.123333\n",
      "(0.0, 30.0]         0.216667\n",
      "(30.0, 60.0]        0.125000\n",
      "(60.0, 90.0]        0.203333\n",
      "(90.0, 120.0]       0.031667\n",
      "(120.0, 150.0]      0.121667\n",
      "(150.0, 180.0]      0.151667\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-30.0, 0.0]      0.123333\n",
      "(0.0, 30.0]       0.216667\n",
      "(30.0, 60.0]      0.125000\n",
      "(60.0, 90.0]      0.203333\n",
      "(90.0, 120.0]     0.031667\n",
      "(120.0, 150.0]    0.121667\n",
      "(150.0, 180.0]    0.151667\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_15_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.090119\n",
      "(-150.0, -120.0]    0.120521\n",
      "(-120.0, -90.0]     0.094463\n",
      "(-90.0, -60.0]      0.001086\n",
      "(-60.0, -30.0]      0.271444\n",
      "(-30.0, 0.0]        0.078176\n",
      "(0.0, 30.0]         0.065147\n",
      "(30.0, 60.0]        0.094463\n",
      "(60.0, 90.0]        0.011944\n",
      "(90.0, 120.0]       0.054289\n",
      "(120.0, 150.0]      0.082519\n",
      "(150.0, 180.0]      0.035831\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.090119\n",
      "(-150.0, -120.0]    0.120521\n",
      "(-120.0, -90.0]     0.094463\n",
      "(-60.0, -30.0]      0.271444\n",
      "(-30.0, 0.0]        0.078176\n",
      "(0.0, 30.0]         0.065147\n",
      "(30.0, 60.0]        0.094463\n",
      "(90.0, 120.0]       0.054289\n",
      "(120.0, 150.0]      0.082519\n",
      "(150.0, 180.0]      0.035831\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_16_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.153326\n",
      "(-150.0, -120.0]    0.161218\n",
      "(-120.0, -90.0]     0.076663\n",
      "(-90.0, -60.0]      0.075536\n",
      "(-60.0, -30.0]      0.164600\n",
      "(-30.0, 0.0]        0.086809\n",
      "(0.0, 30.0]         0.002255\n",
      "(30.0, 60.0]        0.002255\n",
      "(60.0, 90.0]        0.018038\n",
      "(90.0, 120.0]       0.006764\n",
      "(120.0, 150.0]      0.031567\n",
      "(150.0, 180.0]      0.220970\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.153326\n",
      "(-150.0, -120.0]    0.161218\n",
      "(-120.0, -90.0]     0.076663\n",
      "(-90.0, -60.0]      0.075536\n",
      "(-60.0, -30.0]      0.164600\n",
      "(-30.0, 0.0]        0.086809\n",
      "(120.0, 150.0]      0.031567\n",
      "(150.0, 180.0]      0.220970\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_17_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.089875\n",
      "(-150.0, -120.0]    0.034130\n",
      "(-120.0, -90.0]     0.059158\n",
      "(-90.0, -60.0]      0.005688\n",
      "(-60.0, -30.0]      0.065984\n",
      "(-30.0, 0.0]        0.073948\n",
      "(0.0, 30.0]         0.143345\n",
      "(30.0, 60.0]        0.250284\n",
      "(60.0, 90.0]        0.048919\n",
      "(90.0, 120.0]       0.039818\n",
      "(120.0, 150.0]      0.111490\n",
      "(150.0, 180.0]      0.077361\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.089875\n",
      "(-150.0, -120.0]    0.034130\n",
      "(-120.0, -90.0]     0.059158\n",
      "(-60.0, -30.0]      0.065984\n",
      "(-30.0, 0.0]        0.073948\n",
      "(0.0, 30.0]         0.143345\n",
      "(30.0, 60.0]        0.250284\n",
      "(60.0, 90.0]        0.048919\n",
      "(90.0, 120.0]       0.039818\n",
      "(120.0, 150.0]      0.111490\n",
      "(150.0, 180.0]      0.077361\n",
      "Name: angle, dtype: float64\n",
      "fov_13_spor_pick_18_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.000000\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.003300\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.379538\n",
      "(60.0, 90.0]        0.254125\n",
      "(90.0, 120.0]       0.306931\n",
      "(120.0, 150.0]      0.056106\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(30.0, 60.0]      0.379538\n",
      "(60.0, 90.0]      0.254125\n",
      "(90.0, 120.0]     0.306931\n",
      "(120.0, 150.0]    0.056106\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_8_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.109726\n",
      "(-150.0, -120.0]    0.002494\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.042394\n",
      "(-60.0, -30.0]      0.044888\n",
      "(-30.0, 0.0]        0.117207\n",
      "(0.0, 30.0]         0.002494\n",
      "(30.0, 60.0]        0.132170\n",
      "(60.0, 90.0]        0.114713\n",
      "(90.0, 120.0]       0.134663\n",
      "(120.0, 150.0]      0.281796\n",
      "(150.0, 180.0]      0.017456\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.109726\n",
      "(-90.0, -60.0]      0.042394\n",
      "(-60.0, -30.0]      0.044888\n",
      "(-30.0, 0.0]        0.117207\n",
      "(30.0, 60.0]        0.132170\n",
      "(60.0, 90.0]        0.114713\n",
      "(90.0, 120.0]       0.134663\n",
      "(120.0, 150.0]      0.281796\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.063636\n",
      "(-150.0, -120.0]    0.051515\n",
      "(-120.0, -90.0]     0.113636\n",
      "(-90.0, -60.0]      0.181818\n",
      "(-60.0, -30.0]      0.018182\n",
      "(-30.0, 0.0]        0.046970\n",
      "(0.0, 30.0]         0.163636\n",
      "(30.0, 60.0]        0.022727\n",
      "(60.0, 90.0]        0.033333\n",
      "(90.0, 120.0]       0.074242\n",
      "(120.0, 150.0]      0.072727\n",
      "(150.0, 180.0]      0.157576\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.063636\n",
      "(-150.0, -120.0]    0.051515\n",
      "(-120.0, -90.0]     0.113636\n",
      "(-90.0, -60.0]      0.181818\n",
      "(-30.0, 0.0]        0.046970\n",
      "(0.0, 30.0]         0.163636\n",
      "(30.0, 60.0]        0.022727\n",
      "(60.0, 90.0]        0.033333\n",
      "(90.0, 120.0]       0.074242\n",
      "(120.0, 150.0]      0.072727\n",
      "(150.0, 180.0]      0.157576\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.021622\n",
      "(-150.0, -120.0]    0.037838\n",
      "(-120.0, -90.0]     0.010811\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.118919\n",
      "(30.0, 60.0]        0.156757\n",
      "(60.0, 90.0]        0.156757\n",
      "(90.0, 120.0]       0.156757\n",
      "(120.0, 150.0]      0.232432\n",
      "(150.0, 180.0]      0.108108\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.021622\n",
      "(-150.0, -120.0]    0.037838\n",
      "(0.0, 30.0]         0.118919\n",
      "(30.0, 60.0]        0.156757\n",
      "(60.0, 90.0]        0.156757\n",
      "(90.0, 120.0]       0.156757\n",
      "(120.0, 150.0]      0.232432\n",
      "(150.0, 180.0]      0.108108\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.002262\n",
      "(-150.0, -120.0]    0.079186\n",
      "(-120.0, -90.0]     0.004525\n",
      "(-90.0, -60.0]      0.027149\n",
      "(-60.0, -30.0]      0.083710\n",
      "(-30.0, 0.0]        0.011312\n",
      "(0.0, 30.0]         0.029412\n",
      "(30.0, 60.0]        0.101810\n",
      "(60.0, 90.0]        0.088235\n",
      "(90.0, 120.0]       0.364253\n",
      "(120.0, 150.0]      0.176471\n",
      "(150.0, 180.0]      0.031674\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.079186\n",
      "(-90.0, -60.0]      0.027149\n",
      "(-60.0, -30.0]      0.083710\n",
      "(0.0, 30.0]         0.029412\n",
      "(30.0, 60.0]        0.101810\n",
      "(60.0, 90.0]        0.088235\n",
      "(90.0, 120.0]       0.364253\n",
      "(120.0, 150.0]      0.176471\n",
      "(150.0, 180.0]      0.031674\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.072464\n",
      "(-150.0, -120.0]    0.067633\n",
      "(-120.0, -90.0]     0.002415\n",
      "(-90.0, -60.0]      0.028986\n",
      "(-60.0, -30.0]      0.060386\n",
      "(-30.0, 0.0]        0.120773\n",
      "(0.0, 30.0]         0.212560\n",
      "(30.0, 60.0]        0.050725\n",
      "(60.0, 90.0]        0.072464\n",
      "(90.0, 120.0]       0.135266\n",
      "(120.0, 150.0]      0.082126\n",
      "(150.0, 180.0]      0.094203\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.072464\n",
      "(-150.0, -120.0]    0.067633\n",
      "(-90.0, -60.0]      0.028986\n",
      "(-60.0, -30.0]      0.060386\n",
      "(-30.0, 0.0]        0.120773\n",
      "(0.0, 30.0]         0.212560\n",
      "(30.0, 60.0]        0.050725\n",
      "(60.0, 90.0]        0.072464\n",
      "(90.0, 120.0]       0.135266\n",
      "(120.0, 150.0]      0.082126\n",
      "(150.0, 180.0]      0.094203\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.012579\n",
      "(-150.0, -120.0]    0.518868\n",
      "(-120.0, -90.0]     0.396226\n",
      "(-90.0, -60.0]      0.022013\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.006289\n",
      "(30.0, 60.0]        0.025157\n",
      "(60.0, 90.0]        0.012579\n",
      "(90.0, 120.0]       0.003145\n",
      "(120.0, 150.0]      0.003145\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.518868\n",
      "(-120.0, -90.0]     0.396226\n",
      "(-90.0, -60.0]      0.022013\n",
      "(30.0, 60.0]        0.025157\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.044706\n",
      "(-150.0, -120.0]    0.098824\n",
      "(-120.0, -90.0]     0.185882\n",
      "(-90.0, -60.0]      0.167059\n",
      "(-60.0, -30.0]      0.110588\n",
      "(-30.0, 0.0]        0.112941\n",
      "(0.0, 30.0]         0.007059\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.007059\n",
      "(90.0, 120.0]       0.002353\n",
      "(120.0, 150.0]      0.120000\n",
      "(150.0, 180.0]      0.143529\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.044706\n",
      "(-150.0, -120.0]    0.098824\n",
      "(-120.0, -90.0]     0.185882\n",
      "(-90.0, -60.0]      0.167059\n",
      "(-60.0, -30.0]      0.110588\n",
      "(-30.0, 0.0]        0.112941\n",
      "(120.0, 150.0]      0.120000\n",
      "(150.0, 180.0]      0.143529\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.038117\n",
      "(-150.0, -120.0]    0.080717\n",
      "(-120.0, -90.0]     0.031390\n",
      "(-90.0, -60.0]      0.100897\n",
      "(-60.0, -30.0]      0.067265\n",
      "(-30.0, 0.0]        0.172646\n",
      "(0.0, 30.0]         0.080717\n",
      "(30.0, 60.0]        0.089686\n",
      "(60.0, 90.0]        0.139013\n",
      "(90.0, 120.0]       0.130045\n",
      "(120.0, 150.0]      0.047085\n",
      "(150.0, 180.0]      0.022422\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.038117\n",
      "(-150.0, -120.0]    0.080717\n",
      "(-120.0, -90.0]     0.031390\n",
      "(-90.0, -60.0]      0.100897\n",
      "(-60.0, -30.0]      0.067265\n",
      "(-30.0, 0.0]        0.172646\n",
      "(0.0, 30.0]         0.080717\n",
      "(30.0, 60.0]        0.089686\n",
      "(60.0, 90.0]        0.139013\n",
      "(90.0, 120.0]       0.130045\n",
      "(120.0, 150.0]      0.047085\n",
      "(150.0, 180.0]      0.022422\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.149254\n",
      "(-150.0, -120.0]    0.119403\n",
      "(-120.0, -90.0]     0.000000\n",
      "(-90.0, -60.0]      0.034826\n",
      "(-60.0, -30.0]      0.079602\n",
      "(-30.0, 0.0]        0.129353\n",
      "(0.0, 30.0]         0.074627\n",
      "(30.0, 60.0]        0.109453\n",
      "(60.0, 90.0]        0.131841\n",
      "(90.0, 120.0]       0.032338\n",
      "(120.0, 150.0]      0.044776\n",
      "(150.0, 180.0]      0.094527\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.149254\n",
      "(-150.0, -120.0]    0.119403\n",
      "(-90.0, -60.0]      0.034826\n",
      "(-60.0, -30.0]      0.079602\n",
      "(-30.0, 0.0]        0.129353\n",
      "(0.0, 30.0]         0.074627\n",
      "(30.0, 60.0]        0.109453\n",
      "(60.0, 90.0]        0.131841\n",
      "(90.0, 120.0]       0.032338\n",
      "(120.0, 150.0]      0.044776\n",
      "(150.0, 180.0]      0.094527\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.058752\n",
      "(-150.0, -120.0]    0.172583\n",
      "(-120.0, -90.0]     0.119951\n",
      "(-90.0, -60.0]      0.063647\n",
      "(-60.0, -30.0]      0.061200\n",
      "(-30.0, 0.0]        0.182375\n",
      "(0.0, 30.0]         0.151775\n",
      "(30.0, 60.0]        0.145655\n",
      "(60.0, 90.0]        0.036720\n",
      "(90.0, 120.0]       0.001224\n",
      "(120.0, 150.0]      0.002448\n",
      "(150.0, 180.0]      0.003672\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.058752\n",
      "(-150.0, -120.0]    0.172583\n",
      "(-120.0, -90.0]     0.119951\n",
      "(-90.0, -60.0]      0.063647\n",
      "(-60.0, -30.0]      0.061200\n",
      "(-30.0, 0.0]        0.182375\n",
      "(0.0, 30.0]         0.151775\n",
      "(30.0, 60.0]        0.145655\n",
      "(60.0, 90.0]        0.036720\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.148026\n",
      "(-150.0, -120.0]    0.101974\n",
      "(-120.0, -90.0]     0.095395\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.003289\n",
      "(-30.0, 0.0]        0.286184\n",
      "(0.0, 30.0]         0.062500\n",
      "(30.0, 60.0]        0.006579\n",
      "(60.0, 90.0]        0.016447\n",
      "(90.0, 120.0]       0.016447\n",
      "(120.0, 150.0]      0.095395\n",
      "(150.0, 180.0]      0.167763\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.148026\n",
      "(-150.0, -120.0]    0.101974\n",
      "(-120.0, -90.0]     0.095395\n",
      "(-30.0, 0.0]        0.286184\n",
      "(0.0, 30.0]         0.062500\n",
      "(120.0, 150.0]      0.095395\n",
      "(150.0, 180.0]      0.167763\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_8_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.138636\n",
      "(-150.0, -120.0]    0.002273\n",
      "(-120.0, -90.0]     0.054545\n",
      "(-90.0, -60.0]      0.009091\n",
      "(-60.0, -30.0]      0.063636\n",
      "(-30.0, 0.0]        0.084091\n",
      "(0.0, 30.0]         0.031818\n",
      "(30.0, 60.0]        0.102273\n",
      "(60.0, 90.0]        0.154545\n",
      "(90.0, 120.0]       0.093182\n",
      "(120.0, 150.0]      0.147727\n",
      "(150.0, 180.0]      0.118182\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.138636\n",
      "(-120.0, -90.0]     0.054545\n",
      "(-60.0, -30.0]      0.063636\n",
      "(-30.0, 0.0]        0.084091\n",
      "(0.0, 30.0]         0.031818\n",
      "(30.0, 60.0]        0.102273\n",
      "(60.0, 90.0]        0.154545\n",
      "(90.0, 120.0]       0.093182\n",
      "(120.0, 150.0]      0.147727\n",
      "(150.0, 180.0]      0.118182\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.002778\n",
      "(-120.0, -90.0]     0.036111\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.002778\n",
      "(-30.0, 0.0]        0.008333\n",
      "(0.0, 30.0]         0.152778\n",
      "(30.0, 60.0]        0.291667\n",
      "(60.0, 90.0]        0.394444\n",
      "(90.0, 120.0]       0.013889\n",
      "(120.0, 150.0]      0.097222\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-120.0, -90.0]    0.036111\n",
      "(0.0, 30.0]        0.152778\n",
      "(30.0, 60.0]       0.291667\n",
      "(60.0, 90.0]       0.394444\n",
      "(120.0, 150.0]     0.097222\n",
      "Name: angle, dtype: float64\n",
      "fov_8_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.132\n",
      "(-150.0, -120.0]    0.072\n",
      "(-120.0, -90.0]     0.018\n",
      "(-90.0, -60.0]      0.034\n",
      "(-60.0, -30.0]      0.184\n",
      "(-30.0, 0.0]        0.004\n",
      "(0.0, 30.0]         0.004\n",
      "(30.0, 60.0]        0.092\n",
      "(60.0, 90.0]        0.068\n",
      "(90.0, 120.0]       0.068\n",
      "(120.0, 150.0]      0.140\n",
      "(150.0, 180.0]      0.184\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.132\n",
      "(-150.0, -120.0]    0.072\n",
      "(-90.0, -60.0]      0.034\n",
      "(-60.0, -30.0]      0.184\n",
      "(30.0, 60.0]        0.092\n",
      "(60.0, 90.0]        0.068\n",
      "(90.0, 120.0]       0.068\n",
      "(120.0, 150.0]      0.140\n",
      "(150.0, 180.0]      0.184\n",
      "Name: angle, dtype: float64\n",
      "fov_10_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.026076\n",
      "(-150.0, -120.0]    0.001304\n",
      "(-120.0, -90.0]     0.007823\n",
      "(-90.0, -60.0]      0.119948\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.074316\n",
      "(0.0, 30.0]         0.108214\n",
      "(30.0, 60.0]        0.102999\n",
      "(60.0, 90.0]        0.146023\n",
      "(90.0, 120.0]       0.071708\n",
      "(120.0, 150.0]      0.183833\n",
      "(150.0, 180.0]      0.157757\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.026076\n",
      "(-90.0, -60.0]      0.119948\n",
      "(-30.0, 0.0]        0.074316\n",
      "(0.0, 30.0]         0.108214\n",
      "(30.0, 60.0]        0.102999\n",
      "(60.0, 90.0]        0.146023\n",
      "(90.0, 120.0]       0.071708\n",
      "(120.0, 150.0]      0.183833\n",
      "(150.0, 180.0]      0.157757\n",
      "Name: angle, dtype: float64\n",
      "fov_10_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.065054\n",
      "(-150.0, -120.0]    0.061718\n",
      "(-120.0, -90.0]     0.033361\n",
      "(-90.0, -60.0]      0.073394\n",
      "(-60.0, -30.0]      0.087573\n",
      "(-30.0, 0.0]        0.020851\n",
      "(0.0, 30.0]         0.097581\n",
      "(30.0, 60.0]        0.109258\n",
      "(60.0, 90.0]        0.038365\n",
      "(90.0, 120.0]       0.198499\n",
      "(120.0, 150.0]      0.163470\n",
      "(150.0, 180.0]      0.050876\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.065054\n",
      "(-150.0, -120.0]    0.061718\n",
      "(-120.0, -90.0]     0.033361\n",
      "(-90.0, -60.0]      0.073394\n",
      "(-60.0, -30.0]      0.087573\n",
      "(-30.0, 0.0]        0.020851\n",
      "(0.0, 30.0]         0.097581\n",
      "(30.0, 60.0]        0.109258\n",
      "(60.0, 90.0]        0.038365\n",
      "(90.0, 120.0]       0.198499\n",
      "(120.0, 150.0]      0.163470\n",
      "(150.0, 180.0]      0.050876\n",
      "Name: angle, dtype: float64\n",
      "fov_9_veg_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.033415\n",
      "(-150.0, -120.0]    0.158109\n",
      "(-120.0, -90.0]     0.109209\n",
      "(-90.0, -60.0]      0.070090\n",
      "(-60.0, -30.0]      0.370823\n",
      "(-30.0, 0.0]        0.090465\n",
      "(0.0, 30.0]         0.061940\n",
      "(30.0, 60.0]        0.048085\n",
      "(60.0, 90.0]        0.025265\n",
      "(90.0, 120.0]       0.011410\n",
      "(120.0, 150.0]      0.010595\n",
      "(150.0, 180.0]      0.010595\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.033415\n",
      "(-150.0, -120.0]    0.158109\n",
      "(-120.0, -90.0]     0.109209\n",
      "(-90.0, -60.0]      0.070090\n",
      "(-60.0, -30.0]      0.370823\n",
      "(-30.0, 0.0]        0.090465\n",
      "(0.0, 30.0]         0.061940\n",
      "(30.0, 60.0]        0.048085\n",
      "(60.0, 90.0]        0.025265\n",
      "Name: angle, dtype: float64\n",
      "fov_9_veg_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.164257\n",
      "(-150.0, -120.0]    0.042972\n",
      "(-120.0, -90.0]     0.037349\n",
      "(-90.0, -60.0]      0.038153\n",
      "(-60.0, -30.0]      0.064659\n",
      "(-30.0, 0.0]        0.028916\n",
      "(0.0, 30.0]         0.124498\n",
      "(30.0, 60.0]        0.071084\n",
      "(60.0, 90.0]        0.177510\n",
      "(90.0, 120.0]       0.224900\n",
      "(120.0, 150.0]      0.014056\n",
      "(150.0, 180.0]      0.011647\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.164257\n",
      "(-150.0, -120.0]    0.042972\n",
      "(-120.0, -90.0]     0.037349\n",
      "(-90.0, -60.0]      0.038153\n",
      "(-60.0, -30.0]      0.064659\n",
      "(-30.0, 0.0]        0.028916\n",
      "(0.0, 30.0]         0.124498\n",
      "(30.0, 60.0]        0.071084\n",
      "(60.0, 90.0]        0.177510\n",
      "(90.0, 120.0]       0.224900\n",
      "Name: angle, dtype: float64\n",
      "fov_9_veg_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.076176\n",
      "(-150.0, -120.0]    0.087835\n",
      "(-120.0, -90.0]     0.042752\n",
      "(-90.0, -60.0]      0.058298\n",
      "(-60.0, -30.0]      0.115041\n",
      "(-30.0, 0.0]        0.164788\n",
      "(0.0, 30.0]         0.183055\n",
      "(30.0, 60.0]        0.057909\n",
      "(60.0, 90.0]        0.052468\n",
      "(90.0, 120.0]       0.052079\n",
      "(120.0, 150.0]      0.075787\n",
      "(150.0, 180.0]      0.033813\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.076176\n",
      "(-150.0, -120.0]    0.087835\n",
      "(-120.0, -90.0]     0.042752\n",
      "(-90.0, -60.0]      0.058298\n",
      "(-60.0, -30.0]      0.115041\n",
      "(-30.0, 0.0]        0.164788\n",
      "(0.0, 30.0]         0.183055\n",
      "(30.0, 60.0]        0.057909\n",
      "(60.0, 90.0]        0.052468\n",
      "(90.0, 120.0]       0.052079\n",
      "(120.0, 150.0]      0.075787\n",
      "(150.0, 180.0]      0.033813\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_0_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.206144\n",
      "(-150.0, -120.0]    0.059822\n",
      "(-120.0, -90.0]     0.067098\n",
      "(-90.0, -60.0]      0.094584\n",
      "(-60.0, -30.0]      0.129345\n",
      "(-30.0, 0.0]        0.061439\n",
      "(0.0, 30.0]         0.035570\n",
      "(30.0, 60.0]        0.066289\n",
      "(60.0, 90.0]        0.077607\n",
      "(90.0, 120.0]       0.100243\n",
      "(120.0, 150.0]      0.024252\n",
      "(150.0, 180.0]      0.077607\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.206144\n",
      "(-150.0, -120.0]    0.059822\n",
      "(-120.0, -90.0]     0.067098\n",
      "(-90.0, -60.0]      0.094584\n",
      "(-60.0, -30.0]      0.129345\n",
      "(-30.0, 0.0]        0.061439\n",
      "(0.0, 30.0]         0.035570\n",
      "(30.0, 60.0]        0.066289\n",
      "(60.0, 90.0]        0.077607\n",
      "(90.0, 120.0]       0.100243\n",
      "(120.0, 150.0]      0.024252\n",
      "(150.0, 180.0]      0.077607\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_1_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.244554\n",
      "(-150.0, -120.0]    0.101980\n",
      "(-120.0, -90.0]     0.005941\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.001980\n",
      "(0.0, 30.0]         0.002970\n",
      "(30.0, 60.0]        0.211881\n",
      "(60.0, 90.0]        0.021782\n",
      "(90.0, 120.0]       0.167327\n",
      "(120.0, 150.0]      0.181188\n",
      "(150.0, 180.0]      0.060396\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.244554\n",
      "(-150.0, -120.0]    0.101980\n",
      "(30.0, 60.0]        0.211881\n",
      "(60.0, 90.0]        0.021782\n",
      "(90.0, 120.0]       0.167327\n",
      "(120.0, 150.0]      0.181188\n",
      "(150.0, 180.0]      0.060396\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_2_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.079190\n",
      "(-150.0, -120.0]    0.011050\n",
      "(-120.0, -90.0]     0.294659\n",
      "(-90.0, -60.0]      0.410681\n",
      "(-60.0, -30.0]      0.001842\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.003683\n",
      "(60.0, 90.0]        0.047882\n",
      "(90.0, 120.0]       0.029466\n",
      "(120.0, 150.0]      0.103131\n",
      "(150.0, 180.0]      0.018416\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.079190\n",
      "(-120.0, -90.0]     0.294659\n",
      "(-90.0, -60.0]      0.410681\n",
      "(60.0, 90.0]        0.047882\n",
      "(90.0, 120.0]       0.029466\n",
      "(120.0, 150.0]      0.103131\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fov_12_spor_pick_3_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.000000\n",
      "(-150.0, -120.0]    0.027165\n",
      "(-120.0, -90.0]     0.069610\n",
      "(-90.0, -60.0]      0.426146\n",
      "(-60.0, -30.0]      0.028862\n",
      "(-30.0, 0.0]        0.118846\n",
      "(0.0, 30.0]         0.161290\n",
      "(30.0, 60.0]        0.050934\n",
      "(60.0, 90.0]        0.110357\n",
      "(90.0, 120.0]       0.006791\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.027165\n",
      "(-120.0, -90.0]     0.069610\n",
      "(-90.0, -60.0]      0.426146\n",
      "(-60.0, -30.0]      0.028862\n",
      "(-30.0, 0.0]        0.118846\n",
      "(0.0, 30.0]         0.161290\n",
      "(30.0, 60.0]        0.050934\n",
      "(60.0, 90.0]        0.110357\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_4_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.055256\n",
      "(-150.0, -120.0]    0.040431\n",
      "(-120.0, -90.0]     0.209569\n",
      "(-90.0, -60.0]      0.047170\n",
      "(-60.0, -30.0]      0.083558\n",
      "(-30.0, 0.0]        0.105795\n",
      "(0.0, 30.0]         0.043127\n",
      "(30.0, 60.0]        0.139488\n",
      "(60.0, 90.0]        0.094340\n",
      "(90.0, 120.0]       0.137466\n",
      "(120.0, 150.0]      0.021563\n",
      "(150.0, 180.0]      0.022237\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.055256\n",
      "(-150.0, -120.0]    0.040431\n",
      "(-120.0, -90.0]     0.209569\n",
      "(-90.0, -60.0]      0.047170\n",
      "(-60.0, -30.0]      0.083558\n",
      "(-30.0, 0.0]        0.105795\n",
      "(0.0, 30.0]         0.043127\n",
      "(30.0, 60.0]        0.139488\n",
      "(60.0, 90.0]        0.094340\n",
      "(90.0, 120.0]       0.137466\n",
      "(120.0, 150.0]      0.021563\n",
      "(150.0, 180.0]      0.022237\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_5_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.018411\n",
      "(-150.0, -120.0]    0.009690\n",
      "(-120.0, -90.0]     0.003876\n",
      "(-90.0, -60.0]      0.004845\n",
      "(-60.0, -30.0]      0.001938\n",
      "(-30.0, 0.0]        0.013566\n",
      "(0.0, 30.0]         0.199612\n",
      "(30.0, 60.0]        0.101744\n",
      "(60.0, 90.0]        0.072674\n",
      "(90.0, 120.0]       0.215116\n",
      "(120.0, 150.0]      0.260659\n",
      "(150.0, 180.0]      0.097868\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(0.0, 30.0]       0.199612\n",
      "(30.0, 60.0]      0.101744\n",
      "(60.0, 90.0]      0.072674\n",
      "(90.0, 120.0]     0.215116\n",
      "(120.0, 150.0]    0.260659\n",
      "(150.0, 180.0]    0.097868\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_6_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.472050\n",
      "(-150.0, -120.0]    0.001553\n",
      "(-120.0, -90.0]     0.004658\n",
      "(-90.0, -60.0]      0.000000\n",
      "(-60.0, -30.0]      0.000000\n",
      "(-30.0, 0.0]        0.000000\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.003106\n",
      "(150.0, 180.0]      0.518634\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.472050\n",
      "(150.0, 180.0]      0.518634\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_7_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.219153\n",
      "(-150.0, -120.0]    0.013812\n",
      "(-120.0, -90.0]     0.052486\n",
      "(-90.0, -60.0]      0.142726\n",
      "(-60.0, -30.0]      0.150092\n",
      "(-30.0, 0.0]        0.254144\n",
      "(0.0, 30.0]         0.011050\n",
      "(30.0, 60.0]        0.035912\n",
      "(60.0, 90.0]        0.003683\n",
      "(90.0, 120.0]       0.001842\n",
      "(120.0, 150.0]      0.023941\n",
      "(150.0, 180.0]      0.091160\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.219153\n",
      "(-120.0, -90.0]     0.052486\n",
      "(-90.0, -60.0]      0.142726\n",
      "(-60.0, -30.0]      0.150092\n",
      "(-30.0, 0.0]        0.254144\n",
      "(30.0, 60.0]        0.035912\n",
      "(120.0, 150.0]      0.023941\n",
      "(150.0, 180.0]      0.091160\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_8_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.144035\n",
      "(-150.0, -120.0]    0.344145\n",
      "(-120.0, -90.0]     0.089610\n",
      "(-90.0, -60.0]      0.080264\n",
      "(-60.0, -30.0]      0.072567\n",
      "(-30.0, 0.0]        0.095657\n",
      "(0.0, 30.0]         0.053876\n",
      "(30.0, 60.0]        0.012644\n",
      "(60.0, 90.0]        0.004398\n",
      "(90.0, 120.0]       0.015393\n",
      "(120.0, 150.0]      0.034085\n",
      "(150.0, 180.0]      0.053326\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.144035\n",
      "(-150.0, -120.0]    0.344145\n",
      "(-120.0, -90.0]     0.089610\n",
      "(-90.0, -60.0]      0.080264\n",
      "(-60.0, -30.0]      0.072567\n",
      "(-30.0, 0.0]        0.095657\n",
      "(0.0, 30.0]         0.053876\n",
      "(120.0, 150.0]      0.034085\n",
      "(150.0, 180.0]      0.053326\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_9_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.210843\n",
      "(-150.0, -120.0]    0.212048\n",
      "(-120.0, -90.0]     0.268675\n",
      "(-90.0, -60.0]      0.103614\n",
      "(-60.0, -30.0]      0.053012\n",
      "(-30.0, 0.0]        0.001205\n",
      "(0.0, 30.0]         0.000000\n",
      "(30.0, 60.0]        0.004819\n",
      "(60.0, 90.0]        0.080723\n",
      "(90.0, 120.0]       0.013253\n",
      "(120.0, 150.0]      0.021687\n",
      "(150.0, 180.0]      0.030120\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.210843\n",
      "(-150.0, -120.0]    0.212048\n",
      "(-120.0, -90.0]     0.268675\n",
      "(-90.0, -60.0]      0.103614\n",
      "(-60.0, -30.0]      0.053012\n",
      "(60.0, 90.0]        0.080723\n",
      "(120.0, 150.0]      0.021687\n",
      "(150.0, 180.0]      0.030120\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_10_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.011295\n",
      "(-150.0, -120.0]    0.078313\n",
      "(-120.0, -90.0]     0.277108\n",
      "(-90.0, -60.0]      0.530120\n",
      "(-60.0, -30.0]      0.047440\n",
      "(-30.0, 0.0]        0.038404\n",
      "(0.0, 30.0]         0.009036\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.000000\n",
      "(90.0, 120.0]       0.000000\n",
      "(120.0, 150.0]      0.000000\n",
      "(150.0, 180.0]      0.008283\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-150.0, -120.0]    0.078313\n",
      "(-120.0, -90.0]     0.277108\n",
      "(-90.0, -60.0]      0.530120\n",
      "(-60.0, -30.0]      0.047440\n",
      "(-30.0, 0.0]        0.038404\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_11_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.040913\n",
      "(-150.0, -120.0]    0.020932\n",
      "(-120.0, -90.0]     0.058991\n",
      "(-90.0, -60.0]      0.086584\n",
      "(-60.0, -30.0]      0.030447\n",
      "(-30.0, 0.0]        0.141770\n",
      "(0.0, 30.0]         0.031399\n",
      "(30.0, 60.0]        0.246432\n",
      "(60.0, 90.0]        0.158896\n",
      "(90.0, 120.0]       0.022835\n",
      "(120.0, 150.0]      0.008563\n",
      "(150.0, 180.0]      0.152236\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.040913\n",
      "(-150.0, -120.0]    0.020932\n",
      "(-120.0, -90.0]     0.058991\n",
      "(-90.0, -60.0]      0.086584\n",
      "(-60.0, -30.0]      0.030447\n",
      "(-30.0, 0.0]        0.141770\n",
      "(0.0, 30.0]         0.031399\n",
      "(30.0, 60.0]        0.246432\n",
      "(60.0, 90.0]        0.158896\n",
      "(90.0, 120.0]       0.022835\n",
      "(150.0, 180.0]      0.152236\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_12_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.233687\n",
      "(-150.0, -120.0]    0.106222\n",
      "(-120.0, -90.0]     0.115326\n",
      "(-90.0, -60.0]      0.188164\n",
      "(-60.0, -30.0]      0.168437\n",
      "(-30.0, 0.0]        0.028832\n",
      "(0.0, 30.0]         0.012140\n",
      "(30.0, 60.0]        0.000000\n",
      "(60.0, 90.0]        0.036419\n",
      "(90.0, 120.0]       0.012140\n",
      "(120.0, 150.0]      0.024279\n",
      "(150.0, 180.0]      0.074355\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.233687\n",
      "(-150.0, -120.0]    0.106222\n",
      "(-120.0, -90.0]     0.115326\n",
      "(-90.0, -60.0]      0.188164\n",
      "(-60.0, -30.0]      0.168437\n",
      "(-30.0, 0.0]        0.028832\n",
      "(60.0, 90.0]        0.036419\n",
      "(120.0, 150.0]      0.024279\n",
      "(150.0, 180.0]      0.074355\n",
      "Name: angle, dtype: float64\n",
      "fov_12_spor_pick_13_ring_0_rot_yz_update.hdf5\n",
      "angle\n",
      "(-180.0, -150.0]    0.082225\n",
      "(-150.0, -120.0]    0.085852\n",
      "(-120.0, -90.0]     0.309553\n",
      "(-90.0, -60.0]      0.211608\n",
      "(-60.0, -30.0]      0.189843\n",
      "(-30.0, 0.0]        0.002418\n",
      "(0.0, 30.0]         0.033857\n",
      "(30.0, 60.0]        0.001209\n",
      "(60.0, 90.0]        0.070133\n",
      "(90.0, 120.0]       0.012092\n",
      "(120.0, 150.0]      0.001209\n",
      "(150.0, 180.0]      0.000000\n",
      "Name: angle, dtype: float64\n",
      "perc_locs_per_segments_filled angle\n",
      "(-180.0, -150.0]    0.082225\n",
      "(-150.0, -120.0]    0.085852\n",
      "(-120.0, -90.0]     0.309553\n",
      "(-90.0, -60.0]      0.211608\n",
      "(-60.0, -30.0]      0.189843\n",
      "(0.0, 30.0]         0.033857\n",
      "(60.0, 90.0]        0.070133\n",
      "Name: angle, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "orientation = 'yz' # use yz, but also xy files contain info for filtering\n",
    "\n",
    "\n",
    "\n",
    "# prepare bins for angle check:\n",
    "# angles from -180 to 180\n",
    "bin_width = 360/N_segments\n",
    "bins = np.arange(-180, 180+bin_width, bin_width)\n",
    "\n",
    "\n",
    "# add filter_passed column:\n",
    "df_ring_data['filter_passed'] = np.full(len(df_ring_data), \"No\")\n",
    "df_ring_data['filename_ring'] =  'fov_' + df_ring_data['fov_id'].astype(str) +'_' + df_ring_data['cell_type'].astype(str) +'_pick_' + df_ring_data['group'].astype(str) +'_ring_' + '0' +'_rot_' + orientation + '_update.hdf5'\n",
    "for index, ring in df_ring_data.iterrows():\n",
    "    plt.close('all')\n",
    "    locs, info, pixelsize = load_data(os.path.join(path, 'analysis', 'ring_locs', ring['filename_ring'] ))\n",
    "    \n",
    "    radius_fit = ring['radius']\n",
    "    radius_min = radius_fit - dR\n",
    "    radius_max = radius_fit + dR\n",
    "    \n",
    "    \n",
    "    N_locs = len(locs)\n",
    "\n",
    "    ################\n",
    "    # Check if radius criterium is fulfilled.\n",
    "    ################\n",
    "    \n",
    "    perc_on_ring = len(locs[(locs['radius']>radius_min) & (locs['radius']<radius_max)]) / N_locs\n",
    "    perc_inside_ring = len(locs[locs['radius']<radius_min]) / N_locs\n",
    "    perc_outside_ring = len(locs[locs['radius']>radius_max]) / N_locs\n",
    "    \n",
    "    radius_criterium = perc_on_ring >= perc_on_ring_min and perc_inside_ring <= perc_inside_ring_max and perc_outside_ring <= perc_outside_ring_max\n",
    "    \n",
    "    #print(perc_on_ring, perc_on_ring >= perc_on_ring_min)\n",
    "    #print(perc_inside_ring, perc_inside_ring <= perc_inside_ring_max)\n",
    "    #print(perc_outside_ring, perc_outside_ring <= perc_outside_ring_max)\n",
    "    #print(radius_criterium, radius_criterium)\n",
    "    #print()\n",
    "    \n",
    "    ################\n",
    "    # Check if angle criterium is fulfilled.\n",
    "    ################\n",
    "    print(ring['filename_ring'])\n",
    "    df_locs = pd.DataFrame.from_records(locs)\n",
    "    \n",
    "    # consider only locs on ring\n",
    "    df_locs_not_ring = df_locs[(df_locs['radius']<radius_min) | (df_locs['radius']>radius_max)]\n",
    "    df_locs_ring = df_locs[(df_locs['radius']>radius_min) & (df_locs['radius']<radius_max)]\n",
    "    N_locs_ring = len(df_locs_ring)\n",
    "    \n",
    "    perc_locs_per_segment = df_locs_ring['angle'].groupby(pd.cut(df_locs_ring['angle'], bins = bins)).count()/N_locs_ring\n",
    "    print(perc_locs_per_segment)\n",
    "    #print(perc_locs_per_filled_segment_min)\n",
    "    perc_locs_per_segments_filled = perc_locs_per_segment[perc_locs_per_segment>perc_locs_per_filled_segment_min]\n",
    "    perc_segments_filled = len(perc_locs_per_segments_filled)/N_segments\n",
    "    print('perc_locs_per_segments_filled', perc_locs_per_segments_filled)\n",
    "    #print('perc_segments_filled', perc_segments_filled)\n",
    "    #print('perc_segments_filled_min', perc_segments_filled_min)\n",
    "    \n",
    "    angle_criterium = perc_segments_filled >= perc_segments_filled_min\n",
    "    #print(angle_criterium)\n",
    "    #print()\n",
    "    \n",
    "\n",
    "\n",
    "    ################\n",
    "    # Plot\n",
    "    ################    \n",
    "    \n",
    "    # set up plot illustrating analysis parameters\n",
    "    fig = plt.figure(figsize=(20, 10), constrained_layout=True)\n",
    "    gs = fig.add_gridspec(1,2)\n",
    "    fig.suptitle((\"FOV {}, {}, Pick {} - Ring analysis\\n\"\n",
    "                  \"File: {}\\n\").format(ring['fov_id'], ring['cell_type'] , ring['group'], ring['filename']), \n",
    "                 fontsize=16, \n",
    "                 ha=\"center\")\n",
    "\n",
    "    # set maximum radius for plot such that 99% of locs are shown\n",
    "    cutoff = 1\n",
    "\n",
    "    radius_sort = np.sort(locs['radius'])\n",
    "    radius_limit = radius_sort[int(cutoff*len(radius_sort))-1]\n",
    "\n",
    "    ## ring criterium\n",
    "    ax_1 = fig.add_subplot(gs[0, 0], projection='polar')\n",
    "    \n",
    "    ax_1.set_xticks(bins[1:]/180*np.pi)\n",
    "    ax_1.set_thetalim(-np.pi,np.pi)\n",
    "\n",
    "    #ring of fit radius\n",
    "    coords_angle_fit = np.arange(-np.pi,np.pi,0.01)\n",
    "    coords_radius_fit = np.full(len(coords_angle_fit), radius_fit)\n",
    "    coords_radius_min = np.full(len(coords_angle_fit), radius_min)\n",
    "    coords_radius_max = np.full(len(coords_angle_fit), radius_max)\n",
    "    \n",
    "    ax_1.fill_between(coords_angle_fit,radius_min, radius_max, color='red', alpha=0.2)\n",
    "\n",
    "    ax_1.plot(coords_angle_fit, coords_radius_fit, c='red', lw=2)\n",
    "    ax_1.plot(coords_angle_fit, coords_radius_min, c='red', lw=1)\n",
    "    ax_1.plot(coords_angle_fit, coords_radius_max, c='red', lw=1)\n",
    "    \n",
    "    # locs\n",
    "    ax_1.scatter(locs['angle']/180*np.pi, locs['radius'], alpha=0.5)\n",
    "    \n",
    "    \n",
    "    # set maximum radius for plot such that 99% of locs are shown\n",
    "    ax_1.set_rmax(radius_limit)\n",
    "\n",
    "    ax_1.set_title('Localizations within ring\\n\\n\\n\\n\\n', fontsize = 16)\n",
    "    \n",
    "    annotate_y = 0.85\n",
    "    plt.annotate(\"Fit radius: {:.1f} nm, defined ring width: $\\pm${:.0f} nm\\n\".expandtabs().format(radius_fit,dR),xy=(0.05,annotate_y-0.02), xycoords = 'subfigure fraction',fontsize=14)\n",
    "    plt.annotate(\"Percent of locs on ring: {:.1f}% \\t\\t Min. percent of locs on ring: {:.1f}%\\n\".expandtabs().format(perc_on_ring*100,perc_on_ring_min*100),xy=(0.05,annotate_y-0.04), xycoords = 'subfigure fraction',fontsize=14)\n",
    "    plt.annotate(\"Percent of locs inside of ring: {:.1f}%  \\t Max. percent of locs inside of ring: {:.1f}%\\n\".expandtabs().format(perc_inside_ring*100,perc_inside_ring_max*100),xy=(0.05,annotate_y-0.06), xycoords = 'subfigure fraction',fontsize=14)\n",
    "    plt.annotate(\"Percent of locs outside of ring: {:.1f}% \\t Max. percent of locs outside of ring: {:.1f}%\\n\".expandtabs().format(perc_outside_ring*100,perc_outside_ring_max*100),xy=(0.05,annotate_y-0.08), xycoords = 'subfigure fraction',fontsize=14)\n",
    "\n",
    "    \n",
    "\n",
    "    \n",
    "    ## angle criterium\n",
    "    ax_2 = fig.add_subplot(gs[0, 1], projection='polar')\n",
    "    \n",
    "    # segments\n",
    "    ax_2.set_xticks(bins[1:]/180*np.pi)\n",
    "    ax_2.set_thetalim(-np.pi,np.pi)\n",
    "    #ax_2.tick_params(axis='x', width = 5, color = 'red')\n",
    "    ax_2.xaxis.grid(linewidth=2, color = 'red')\n",
    "\n",
    "    # filled ring segments\n",
    "    for segment in perc_locs_per_segments_filled.index:\n",
    "        coords_angle_segment = np.arange(segment.left/180*np.pi,segment.right/180*np.pi,0.01)\n",
    "        ax_2.fill_between(coords_angle_segment,radius_min, radius_max, color='red', alpha=0.2)\n",
    "       \n",
    "    #ax_2.annotate(text = 'Hello', xy = (np.pi,500))\n",
    "    for segment in perc_locs_per_segment.index:\n",
    "        dangle = segment.right-segment.left\n",
    "        angle_annotate = (segment.right-dangle/2)/180*np.pi\n",
    "        ax_2.annotate(text = \"{:.1f}%\".format(perc_locs_per_segment[segment]*100),xy=(angle_annotate,radius_limit-50), ha='center', va='center')\n",
    "\n",
    "    # locs\n",
    "    ax_2.scatter(df_locs_not_ring['angle']/180*np.pi, df_locs_not_ring['radius'], alpha=0.1, c='#1f77b4')\n",
    "    ax_2.scatter(df_locs_ring['angle']/180*np.pi, df_locs_ring['radius'], alpha=0.5, c='#1f77b4')\n",
    "\n",
    "    # set maximum radius for plot such that 99% of locs are shown\n",
    "    ax_2.set_rmax(radius_limit)\n",
    "    \n",
    "    ax_2.set_rlabel_position(2)\n",
    "\n",
    "    ax_2.set_title('Localizations across {:.0f} segments\\n\\n\\n\\n\\n'.format(N_segments), fontsize = 16)\n",
    "    \n",
    "    plt.annotate(\"Percentage of segments with more than {:.1f}% of the locs on the ring: {:.1f}% \".expandtabs().format(perc_locs_per_filled_segment_min*100,perc_segments_filled*100),xy=(0.55,annotate_y-0.02), xycoords = 'subfigure fraction',fontsize=14)\n",
    "    plt.annotate(\"Min. percentage of segments with more than {:.1f}% of the locs on the ring: {:.1f}% \".expandtabs().format(perc_locs_per_filled_segment_min*100, perc_segments_filled_min*100),xy=(0.55,annotate_y-0.04), xycoords = 'subfigure fraction',fontsize=14)\n",
    "\n",
    "    ################\n",
    "    # Save result of criteria check in ring_data dataframe\n",
    "    ################\n",
    "\n",
    "        \n",
    "    filename_base = 'fov_' + str(ring['fov_id']) +'_' + ring['cell_type'] +'_pick_' + str(ring['group'])\n",
    "    filename_result =  filename_base +'_filter.png'\n",
    "    if radius_criterium and angle_criterium:\n",
    "        df_ring_data.loc[index,'filter_passed'] = 'Yes'\n",
    "        fig.savefig(os.path.join(analysis_folder, filename_result), dpi=300, format=\"png\")\n",
    "\n",
    "    else:\n",
    "        df_ring_data.loc[index,'filter_passed'] = 'No'\n",
    "        fig.savefig(os.path.join(excluded_folder, filename_result), dpi=300, format=\"png\")\n",
    "        \n",
    "        # Move fov_1_spor_pick_0.png file excluded_filter\n",
    "        \n",
    "        shutil.move(os.path.join(analysis_folder, filename_base + '.png'), os.path.join(excluded_folder, filename_base + '.png'))\n",
    "\n",
    "        \n",
    "df_ring_data = df_ring_data.drop(columns='filename_ring')\n",
    "\n",
    "\n",
    "\n",
    "df_ring_data.to_csv(os.path.join(path,\"ring_data_filter.csv\"))\n",
    "# Save dataframe with cell means for easy loading of data for postprocessing\n",
    "df_ring_data.to_pickle(os.path.join(path,\"ring_data_filter.pkl\"))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "440968bb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b86e00a3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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