ROI-to-CSVdata-With-Boundary-Distance.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0ec00416",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import os\n",
    "import math\n",
    "import numpy as np\n",
    "import cv2\n",
    "import pandas as pd\n",
    "import pyautogui as pa\n",
    "\n",
    "from lib.auto_GUI.auto_GUI_base import AutoGUIBase\n",
    "from lib.auto_GUI.auto_PhotoZ import AutoPhotoZ\n",
    "from lib.analysis.laminar_dist import *\n",
    "####################################################################################\n",
    "#    Aggregates SNR (.dat), latency (.dat), and ROI photos (png)\n",
    "#            scraped from PhotoZ\n",
    "#    Given ROI files in format slice#_rois.dat \n",
    "# 8/23/23 We want to add:\n",
    "#     Take into account the RELATIVE STIM LOCATION within every barrel. Does velocity depend on distance from stimulating location?\n",
    "#            New column: distance (um) from stim loc to relevant barrel pair boundary (1:2)\n",
    "#            New column: distance (um) from stim loc to relevant barrel pair boundary (2:3)\n",
    "#\n",
    "#     METHOD\n",
    "#         To calculate stim location to boundary, take these files produced by MovieMaker2.ipynb:\n",
    "#             electrode.dat\n",
    "#             corners_layer.dat\n",
    "#             corners_barrel.dat\n",
    "#         Calculate: Distance to lower barrel, distance to higher barrel,\n",
    "#                    Distance to lower layer, distance to higher layer\n",
    "#                       (if applicable for each)\n",
    "####################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5b23cb4f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Slice/Loc/Rec</th>\n",
       "      <th>Slice Location</th>\n",
       "      <th>Stim Location</th>\n",
       "      <th>L4 barrel 1 Latency</th>\n",
       "      <th>L4 barrel 2 Latency</th>\n",
       "      <th>L4 barrel 3 Latency</th>\n",
       "      <th>L4 barrel 1 SNR</th>\n",
       "      <th>L4 barrel 2 SNR</th>\n",
       "      <th>L4 barrel 3 SNR</th>\n",
       "      <th>...</th>\n",
       "      <th>abs(delta 1)</th>\n",
       "      <th>abs(delta 2)</th>\n",
       "      <th>Distance to Barrel 1</th>\n",
       "      <th>Distance to Barrel 2</th>\n",
       "      <th>Distance to Layer n1</th>\n",
       "      <th>Distance to Layer n2</th>\n",
       "      <th>Distance to Barrel A</th>\n",
       "      <th>Distance to Barrel B</th>\n",
       "      <th>Distance to Layer nA</th>\n",
       "      <th>Distance to Layer nB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2/8/2023</td>\n",
       "      <td>02_01_02</td>\n",
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       "      <td>1.551910</td>\n",
       "      <td>4.440250</td>\n",
       "      <td>3.035860</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>215.228351</td>\n",
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       "      <td>180.093736</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2/10/2023</td>\n",
       "      <td>04_01_07</td>\n",
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       "      <td>L4</td>\n",
       "      <td>52.7236</td>\n",
       "      <td>49.9505</td>\n",
       "      <td>51.1170</td>\n",
       "      <td>6.207490</td>\n",
       "      <td>13.131100</td>\n",
       "      <td>2.274550</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.086327</td>\n",
       "      <td>213.337695</td>\n",
       "      <td>149.891961</td>\n",
       "      <td>202.354632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2/14/2023</td>\n",
       "      <td>02_01_01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>47.5447</td>\n",
       "      <td>49.7343</td>\n",
       "      <td>49.9818</td>\n",
       "      <td>2.209280</td>\n",
       "      <td>2.558190</td>\n",
       "      <td>5.163110</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>198.974687</td>\n",
       "      <td>232.730513</td>\n",
       "      <td>132.022414</td>\n",
       "      <td>229.523778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2/14/2023</td>\n",
       "      <td>03_01_03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>51.1559</td>\n",
       "      <td>50.3250</td>\n",
       "      <td>51.2512</td>\n",
       "      <td>4.770840</td>\n",
       "      <td>12.652100</td>\n",
       "      <td>6.629770</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>228.000000</td>\n",
       "      <td>162.000000</td>\n",
       "      <td>159.011987</td>\n",
       "      <td>199.155462</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2/28/2023</td>\n",
       "      <td>04_01_06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L2/3</td>\n",
       "      <td>55.0473</td>\n",
       "      <td>52.3564</td>\n",
       "      <td>51.1973</td>\n",
       "      <td>1.274260</td>\n",
       "      <td>3.233650</td>\n",
       "      <td>4.785560</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>189.026639</td>\n",
       "      <td>198.000000</td>\n",
       "      <td>206.933090</td>\n",
       "      <td>142.367160</td>\n",
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       "      <th>73</th>\n",
       "      <td>6/28/2023</td>\n",
       "      <td>02_04_03</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L4</td>\n",
       "      <td>96.0000</td>\n",
       "      <td>57.9622</td>\n",
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       "      <td>0.306664</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.334980</td>\n",
       "      <td>103.683397</td>\n",
       "      <td>54.966572</td>\n",
       "      <td>139.137831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>6/28/2023</td>\n",
       "      <td>03_01_10</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L4</td>\n",
       "      <td>50.9643</td>\n",
       "      <td>96.0000</td>\n",
       "      <td>96.0000</td>\n",
       "      <td>1.093020</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89.704987</td>\n",
       "      <td>123.158200</td>\n",
       "      <td>257.644879</td>\n",
       "      <td>39.925056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>6/28/2023</td>\n",
       "      <td>03_02_03</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L4</td>\n",
       "      <td>59.7131</td>\n",
       "      <td>96.0000</td>\n",
       "      <td>50.4657</td>\n",
       "      <td>0.080140</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.730507</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.482759</td>\n",
       "      <td>102.498405</td>\n",
       "      <td>93.155627</td>\n",
       "      <td>118.731332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>6/28/2023</td>\n",
       "      <td>03_03_01</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L4</td>\n",
       "      <td>96.0000</td>\n",
       "      <td>50.7756</td>\n",
       "      <td>57.9677</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.992940</td>\n",
       "      <td>0.410993</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.012847</td>\n",
       "      <td>143.255826</td>\n",
       "      <td>23.814860</td>\n",
       "      <td>207.587278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>6/28/2023</td>\n",
       "      <td>03_04_03</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L2/3</td>\n",
       "      <td>53.7197</td>\n",
       "      <td>58.9828</td>\n",
       "      <td>50.3156</td>\n",
       "      <td>0.238293</td>\n",
       "      <td>0.014476</td>\n",
       "      <td>1.213180</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.769144</td>\n",
       "      <td>191.996481</td>\n",
       "      <td>117.497918</td>\n",
       "      <td>64.826465</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>78 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date Slice/Loc/Rec Slice Location Stim Location  L4 barrel 1 Latency  \\\n",
       "0    2/8/2023      02_01_02            NaN            L4              47.7369   \n",
       "1   2/10/2023      04_01_07            NaN            L4              52.7236   \n",
       "2   2/14/2023      02_01_01            NaN            L4              47.5447   \n",
       "3   2/14/2023      03_01_03            NaN            L4              51.1559   \n",
       "4   2/28/2023      04_01_06            NaN          L2/3              55.0473   \n",
       "..        ...           ...            ...           ...                  ...   \n",
       "73  6/28/2023      02_04_03      Posterior            L4              96.0000   \n",
       "74  6/28/2023      03_01_10      Posterior            L4              50.9643   \n",
       "75  6/28/2023      03_02_03      Posterior            L4              59.7131   \n",
       "76  6/28/2023      03_03_01      Posterior            L4              96.0000   \n",
       "77  6/28/2023      03_04_03      Posterior          L2/3              53.7197   \n",
       "\n",
       "    L4 barrel 2 Latency  L4 barrel 3 Latency  L4 barrel 1 SNR  \\\n",
       "0               49.4509              49.8291         1.551910   \n",
       "1               49.9505              51.1170         6.207490   \n",
       "2               49.7343              49.9818         2.209280   \n",
       "3               50.3250              51.2512         4.770840   \n",
       "4               52.3564              51.1973         1.274260   \n",
       "..                  ...                  ...              ...   \n",
       "73              57.9622              54.0523         0.000000   \n",
       "74              96.0000              96.0000         1.093020   \n",
       "75              96.0000              50.4657         0.080140   \n",
       "76              50.7756              57.9677         0.000000   \n",
       "77              58.9828              50.3156         0.238293   \n",
       "\n",
       "    L4 barrel 2 SNR  L4 barrel 3 SNR  ... abs(delta 1)  abs(delta 2)  \\\n",
       "0          4.440250         3.035860  ...          NaN           NaN   \n",
       "1         13.131100         2.274550  ...          NaN           NaN   \n",
       "2          2.558190         5.163110  ...          NaN           NaN   \n",
       "3         12.652100         6.629770  ...          NaN           NaN   \n",
       "4          3.233650         4.785560  ...          NaN           NaN   \n",
       "..              ...              ...  ...          ...           ...   \n",
       "73         0.415489         0.306664  ...          NaN           NaN   \n",
       "74         0.000000         0.000000  ...          NaN           NaN   \n",
       "75         0.000000         0.730507  ...          NaN           NaN   \n",
       "76         1.992940         0.410993  ...          NaN           NaN   \n",
       "77         0.014476         1.213180  ...          NaN           NaN   \n",
       "\n",
       "   Distance to Barrel 1 Distance to Barrel 2 Distance to Layer n1  \\\n",
       "0                   NaN                  NaN                  NaN   \n",
       "1                   NaN                  NaN                  NaN   \n",
       "2                   NaN                  NaN                  NaN   \n",
       "3                   NaN                  NaN                  NaN   \n",
       "4                   NaN                  NaN                  NaN   \n",
       "..                  ...                  ...                  ...   \n",
       "73                  NaN                  NaN                  NaN   \n",
       "74                  NaN                  NaN                  NaN   \n",
       "75                  NaN                  NaN                  NaN   \n",
       "76                  NaN                  NaN                  NaN   \n",
       "77                  NaN                  NaN                  NaN   \n",
       "\n",
       "    Distance to Layer n2  Distance to Barrel A  Distance to Barrel B  \\\n",
       "0                    NaN            215.228351            174.000000   \n",
       "1                    NaN            151.086327            213.337695   \n",
       "2                    NaN            198.974687            232.730513   \n",
       "3                    NaN            228.000000            162.000000   \n",
       "4                    NaN            189.026639            198.000000   \n",
       "..                   ...                   ...                   ...   \n",
       "73                   NaN             45.334980            103.683397   \n",
       "74                   NaN             89.704987            123.158200   \n",
       "75                   NaN            134.482759            102.498405   \n",
       "76                   NaN             67.012847            143.255826   \n",
       "77                   NaN              5.769144            191.996481   \n",
       "\n",
       "    Distance to Layer nA  Distance to Layer nB  \n",
       "0             180.093736            191.535134  \n",
       "1             149.891961            202.354632  \n",
       "2             132.022414            229.523778  \n",
       "3             159.011987            199.155462  \n",
       "4             206.933090            142.367160  \n",
       "..                   ...                   ...  \n",
       "73             54.966572            139.137831  \n",
       "74            257.644879             39.925056  \n",
       "75             93.155627            118.731332  \n",
       "76             23.814860            207.587278  \n",
       "77            117.497918             64.826465  \n",
       "\n",
       "[78 rows x 27 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data, not from Drive for Desktop since PhotoZ complains about loading zda from Drive\n",
    "data_dir = \"C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/\"\n",
    "cell_type_prefix = 'scnn1a'\n",
    "csv_prefix = cell_type_prefix + '_all_slices.csv'\n",
    "\n",
    "enable_photoZ_interaction = True\n",
    "initialize_photoZ = False\n",
    "snr_cutoff_signal = 5.0\n",
    "pixel_to_um_conversion = 480 / 80 # um per pixel\n",
    "\n",
    "# Load reference data for all slices\n",
    "reference_file = \"C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/\" + cell_type_prefix +\"_catalog.csv\"\n",
    "reference_df = pd.read_csv(reference_file)\n",
    "ref_cols = ['Age', \n",
    "          'Sex', \n",
    "          \"Infusion\", \n",
    "          'Stim (uA)']\n",
    "\n",
    "# load the all-data CSV dir\n",
    "df = pd.read_csv(data_dir + csv_prefix)\n",
    "df = pd.DataFrame(df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f78e4f4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# set up PhotoZ (open it manually)\n",
    "if enable_photoZ_interaction:\n",
    "    aPhz = AutoPhotoZ(data_dir=data_dir)\n",
    "    if initialize_photoZ:\n",
    "        aPhz.prepare_photoZ()\n",
    "    pa.alert(\"Please maximize PhotoZ before continuing.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1ba1388d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-08-23\\selected_zda/analysis02_01_01/corners_barrel.dat\n",
      "\t [1848, 1996, 3371, 3676, 4888, 5274]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E819D00>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-08-23\\selected_zda/analysis02_01_01/corners_layer.dat\n",
      "\t [744, 5625, 848, 5897]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E8359D0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_01.zda using layer4_barrels_slice2_rois.dat on date: 2/8/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-08-23\\selected_zda/analysis02_01_02/corners_barrel.dat\n",
      "\t [1848, 1996, 3371, 3676, 4888, 5274]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E835280>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-08-23\\selected_zda/analysis02_01_02/corners_layer.dat\n",
      "\t [744, 5625, 848, 5897]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E8358E0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_02.zda using layer4_barrels_slice2_rois.dat on date: 2/8/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-08-23\\selected_zda/analysis02_01_04/corners_barrel.dat\n",
      "\t [1848, 1996, 3371, 3676, 4888, 5274]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E835370>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-08-23\\selected_zda/analysis02_01_04/corners_layer.dat\n",
      "\t [744, 5625, 848, 5897]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E835A60>\n",
      "\n",
      "\n",
      "scraping data from  02_01_04.zda using layer4_barrels_slice2_rois.dat on date: 2/8/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice4_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-10-23\\selected_zda/analysis04_01_03/corners_barrel.dat\n",
      "\t [830, 2477, 2890, 5355]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8FDF0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-10-23\\selected_zda/analysis04_01_03/corners_layer.dat\n",
      "\t [1088, 5529, 1669, 5627]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8F310>\n",
      "\n",
      "\n",
      "scraping data from  04_01_03.zda using layer4_barrels_slice4_rois.dat on date: 2/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-10-23\\selected_zda/analysis04_01_07/corners_barrel.dat\n",
      "\t [830, 2477, 2890, 5355]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC19A90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-10-23\\selected_zda/analysis04_01_07/corners_layer.dat\n",
      "\t [1088, 5529, 1669, 5627]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC19610>\n",
      "\n",
      "\n",
      "scraping data from  04_01_07.zda using layer4_barrels_slice4_rois.dat on date: 2/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-10-23\\selected_zda/analysis04_01_21/corners_barrel.dat\n",
      "\t [830, 2477, 2890, 5355]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC19700>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-10-23\\selected_zda/analysis04_01_21/corners_layer.dat\n",
      "\t [1088, 5529, 1669, 5627]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8F190>\n",
      "\n",
      "\n",
      "scraping data from  04_01_21.zda using layer4_barrels_slice4_rois.dat on date: 2/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-10-23\\selected_zda/analysis04_01_23/corners_barrel.dat\n",
      "\t [830, 2477, 2890, 5355]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8F250>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-10-23\\selected_zda/analysis04_01_23/corners_layer.dat\n",
      "\t [1088, 5529, 1669, 5627]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8F1F0>\n",
      "\n",
      "\n",
      "scraping data from  04_01_23.zda using layer4_barrels_slice4_rois.dat on date: 2/10/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice3_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_01/corners_barrel.dat\n",
      "\t [4168, 2875, 5549, 4396]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E844A00>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_01/corners_layer.dat\n",
      "\t [1528, 5631, 832, 5820]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8FFD0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_01.zda using layer4_barrels_slice2_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_02/corners_barrel.dat\n",
      "\t [4168, 2875, 5549, 4396]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF86B50>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_02/corners_layer.dat\n",
      "\t [1528, 5631, 832, 5820]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF86C40>\n",
      "\n",
      "\n",
      "scraping data from  02_01_02.zda using layer4_barrels_slice2_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_03/corners_barrel.dat\n",
      "\t [4168, 2875, 5549, 4396]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF86A90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_03/corners_layer.dat\n",
      "\t [1528, 5631, 832, 5820]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF86550>\n",
      "\n",
      "\n",
      "scraping data from  02_01_03.zda using layer4_barrels_slice2_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_04/corners_barrel.dat\n",
      "\t [4168, 2875, 5549, 4396]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E815A30>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_04/corners_layer.dat\n",
      "\t [1528, 5631, 832, 5820]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF86400>\n",
      "\n",
      "\n",
      "scraping data from  02_01_04.zda using layer4_barrels_slice2_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_12/corners_barrel.dat\n",
      "\t [4168, 2875, 5549, 4396]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E820160>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_12/corners_layer.dat\n",
      "\t [1528, 5631, 832, 5820]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF861C0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_12.zda using layer4_barrels_slice2_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_13/corners_barrel.dat\n",
      "\t [4168, 2875, 5549, 4396]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E815E20>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_13/corners_layer.dat\n",
      "\t [1528, 5631, 832, 5820]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF86160>\n",
      "\n",
      "\n",
      "scraping data from  02_01_13.zda using layer4_barrels_slice2_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_14/corners_barrel.dat\n",
      "\t [4168, 2875, 5549, 4396]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E815B80>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis02_01_14/corners_layer.dat\n",
      "\t [1528, 5631, 832, 5820]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E815760>\n",
      "\n",
      "\n",
      "scraping data from  02_01_14.zda using layer4_barrels_slice2_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_01/corners_barrel.dat\n",
      "\t [1530, 2235, 4250, 4795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E820D60>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_01/corners_layer.dat\n",
      "\t [745, 5541, 1104, 5816]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF86C40>\n",
      "\n",
      "\n",
      "scraping data from  03_01_01.zda using layer4_barrels_slice3_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_03/corners_barrel.dat\n",
      "\t [1530, 2235, 4250, 4795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E815BB0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_03/corners_layer.dat\n",
      "\t [745, 5541, 1104, 5816]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F0DD880>\n",
      "\n",
      "\n",
      "scraping data from  03_01_03.zda using layer4_barrels_slice3_rois.dat on date: 2/14/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_05/corners_barrel.dat\n",
      "\t [1530, 2235, 4250, 4795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E815FD0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_05/corners_layer.dat\n",
      "\t [745, 5541, 1104, 5816]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E815C40>\n",
      "\n",
      "\n",
      "scraping data from  03_01_05.zda using layer4_barrels_slice3_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_10/corners_barrel.dat\n",
      "\t [1530, 2235, 4250, 4795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E81F310>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_10/corners_layer.dat\n",
      "\t [745, 5541, 1104, 5816]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E81FDC0>\n",
      "\n",
      "\n",
      "scraping data from  03_01_10.zda using layer4_barrels_slice3_rois.dat on date: 2/14/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_12/corners_barrel.dat\n",
      "\t [1530, 2235, 4250, 4795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E81F9D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-14-23\\selected_zda/analysis03_01_12/corners_layer.dat\n",
      "\t [745, 5541, 1104, 5816]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E81F2E0>\n",
      "\n",
      "\n",
      "scraping data from  03_01_12.zda using layer4_barrels_slice3_rois.dat on date: 2/14/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice3_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice4_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice5_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice6_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis02_01_01/corners_barrel.dat\n",
      "\t [5413, 4005, 3989, 1927, 981, 2391]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E6DA640>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis02_01_01/corners_layer.dat\n",
      "\t [847, 5364, 1832, 5716]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E6DA8E0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_01.zda using layer4_barrels_slice2_rois.dat on date: 2/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis02_02_02/corners_barrel.dat\n",
      "\t [3690, 5420, 1941, 3344, 1245, 2226]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E6DA220>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis02_02_02/corners_layer.dat\n",
      "\t [5288, 861, 5476, 1749]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E6DA460>\n",
      "\n",
      "\n",
      "scraping data from  02_02_02.zda using layer4_barrels_slice2_rois.dat on date: 2/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis03_01_01/corners_barrel.dat\n",
      "\t [1051, 1591, 2571, 2944, 4171, 4698]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC16BE0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis03_01_01/corners_layer.dat\n",
      "\t [745, 4904, 1012, 4292]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E6DA610>\n",
      "\n",
      "\n",
      "scraping data from  03_01_01.zda using layer4_barrels_slice3_rois.dat on date: 2/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis03_02_01/corners_barrel.dat\n",
      "\t [2335, 2711, 4253, 4695]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC17490>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis03_02_01/corners_layer.dat\n",
      "\t [744, 3623, 1015, 4530]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC17730>\n",
      "\n",
      "\n",
      "scraping data from  03_02_01.zda using layer4_barrels_slice3_rois.dat on date: 2/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis04_01_06/corners_barrel.dat\n",
      "\t [2120, 2573, 3803, 4178]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC17370>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis04_01_06/corners_layer.dat\n",
      "\t [2410, 5460, 1629, 5563]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC176A0>\n",
      "\n",
      "\n",
      "scraping data from  04_01_06.zda using layer4_barrels_slice4_rois.dat on date: 2/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis05_01_09/corners_barrel.dat\n",
      "\t [4192, 1294, 1006, 3587]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC175B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis05_01_09/corners_layer.dat\n",
      "\t [2334, 1562, 3463, 3110]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC17970>\n",
      "\n",
      "\n",
      "scraping data from  05_01_09.zda using layer4_barrels_slice5_rois.dat on date: 2/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis06_01_01/corners_barrel.dat\n",
      "\t [3860, 5008, 2357, 3589]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8BD30>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/02-28-23\\selected_zda/analysis06_01_01/corners_layer.dat\n",
      "\t [4897, 2762, 5410, 4064]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC16F10>\n",
      "\n",
      "\n",
      "scraping data from  06_01_01.zda using layer4_barrels_slice6_rois.dat on date: 2/28/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice1_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_01_07/corners_barrel.dat\n",
      "\t [4231, 728, 5496, 3367]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8B850>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_01_07/corners_layer.dat\n",
      "\t [3847, 768, 5473, 2717]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EF8B820>\n",
      "\n",
      "\n",
      "scraping data from  01_01_07.zda using layer4_barrels_slice1_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_02_05/corners_barrel.dat\n",
      "\t [4069, 489, 5488, 3528]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E98EA00>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_02_05/corners_layer.dat\n",
      "\t [931, 3366, 2712, 5709]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC16C40>\n",
      "\n",
      "\n",
      "scraping data from  01_02_05.zda using layer4_barrels_slice1_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_03_03/corners_barrel.dat\n",
      "\t [4390, 983, 5574, 2887]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32EC17A90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_03_03/corners_layer.dat\n",
      "\t [4008, 860, 5396, 3115]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E98E880>\n",
      "\n",
      "\n",
      "scraping data from  01_03_03.zda using layer4_barrels_slice1_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_03_04/corners_barrel.dat\n",
      "\t [4390, 983, 5574, 2887]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E98EE20>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_03_04/corners_layer.dat\n",
      "\t [4008, 860, 5396, 3115]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E98E580>\n",
      "\n",
      "\n",
      "scraping data from  01_03_04.zda using layer4_barrels_slice1_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_04_02/corners_barrel.dat\n",
      "\t [5574, 3446, 4071, 1288]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E98EAF0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_04_02/corners_layer.dat\n",
      "\t [5557, 2476, 1014, 3686]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E98E430>\n",
      "\n",
      "\n",
      "scraping data from  01_04_02.zda using layer4_barrels_slice1_rois.dat on date: 3/7/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_05_05/corners_barrel.dat\n",
      "\t [4069, 888, 5573, 3525]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96D310>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis01_05_05/corners_layer.dat\n",
      "\t [1010, 4165, 5396, 2078]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E98E520>\n",
      "\n",
      "\n",
      "scraping data from  01_05_05.zda using layer4_barrels_slice1_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_01_02/corners_barrel.dat\n",
      "\t [1351, 5818, 913, 5445]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96D850>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_01_02/corners_layer.dat\n",
      "\t [812, 2398, 3848, 4795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96D8B0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_02.zda using layer4_barrels_slice2_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_01_04/corners_barrel.dat\n",
      "\t [1351, 5818, 913, 5445]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96DBE0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_01_04/corners_layer.dat\n",
      "\t [812, 2398, 3848, 4795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96DF40>\n",
      "\n",
      "\n",
      "scraping data from  02_01_04.zda using layer4_barrels_slice2_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_02_02/corners_barrel.dat\n",
      "\t [1111, 5905, 753, 5130]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96DF70>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_02_02/corners_layer.dat\n",
      "\t [814, 1836, 3611, 4153]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96D370>\n",
      "\n",
      "\n",
      "scraping data from  02_02_02.zda using layer4_barrels_slice2_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_03_05/corners_barrel.dat\n",
      "\t [1269, 5894, 827, 5447]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96E310>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_03_05/corners_layer.dat\n",
      "\t [4006, 4795, 975, 2317]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96D400>\n",
      "\n",
      "\n",
      "scraping data from  02_03_05.zda using layer4_barrels_slice2_rois.dat on date: 3/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_03_08/corners_barrel.dat\n",
      "\t [1269, 5894, 827, 5447]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96E820>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-07-23\\selected_zda/analysis02_03_08/corners_layer.dat\n",
      "\t [4006, 4795, 975, 2317]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96E5E0>\n",
      "\n",
      "\n",
      "scraping data from  02_03_08.zda using layer4_barrels_slice2_rois.dat on date: 3/7/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice3_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_01_01/corners_barrel.dat\n",
      "\t [3192, 5721, 1093, 4087]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96E310>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_01_01/corners_layer.dat\n",
      "\t [899, 4795, 2488, 5901]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96E220>\n",
      "\n",
      "\n",
      "scraping data from  02_01_01.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_01_04/corners_barrel.dat\n",
      "\t [3192, 5721, 1093, 4087]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96E160>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_01_04/corners_layer.dat\n",
      "\t [899, 4795, 2488, 5901]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96E4F0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_04.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_01_06/corners_barrel.dat\n",
      "\t [3192, 5721, 1093, 4087]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96EAF0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_01_06/corners_layer.dat\n",
      "\t [899, 4795, 2488, 5901]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E979190>\n",
      "\n",
      "\n",
      "scraping data from  02_01_06.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_02_03/corners_barrel.dat\n",
      "\t [3032, 5717, 1252, 4005]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E979400>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_02_03/corners_layer.dat\n",
      "\t [821, 4955, 2649, 5737]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E979430>\n",
      "\n",
      "\n",
      "scraping data from  02_02_03.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_03_02/corners_barrel.dat\n",
      "\t [1408, 3925, 2793, 5719]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9796D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_03_02/corners_layer.dat\n",
      "\t [985, 4475, 2889, 5910]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E979880>\n",
      "\n",
      "\n",
      "scraping data from  02_03_02.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_04_02/corners_barrel.dat\n",
      "\t [1091, 4565, 2713, 5479]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96EAF0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_04_02/corners_layer.dat\n",
      "\t [899, 4396, 2889, 5987]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9793A0>\n",
      "\n",
      "\n",
      "scraping data from  02_04_02.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_06_01/corners_barrel.dat\n",
      "\t [1170, 3686, 2953, 5624]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96FA90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_06_01/corners_layer.dat\n",
      "\t [825, 5188, 2972, 5576]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96EAF0>\n",
      "\n",
      "\n",
      "scraping data from  02_06_01.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_06_05/corners_barrel.dat\n",
      "\t [1170, 3686, 2953, 5624]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96F880>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_06_05/corners_layer.dat\n",
      "\t [825, 5188, 2972, 5576]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96FAF0>\n",
      "\n",
      "\n",
      "scraping data from  02_06_05.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_06_06/corners_barrel.dat\n",
      "\t [1170, 3686, 2953, 5624]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96FE20>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis02_06_06/corners_layer.dat\n",
      "\t [825, 5188, 2972, 5576]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96FBB0>\n",
      "\n",
      "\n",
      "scraping data from  02_06_06.zda using layer4_barrels_slice2_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_01_03/corners_barrel.dat\n",
      "\t [5297, 820, 5576, 1340]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96FDC0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_01_03/corners_layer.dat\n",
      "\t [2810, 3117, 4808, 5354]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96F9D0>\n",
      "\n",
      "\n",
      "scraping data from  03_01_03.zda using layer4_barrels_slice3_rois.dat on date: 3/15/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_01_05/corners_barrel.dat\n",
      "\t [5297, 820, 5576, 1340]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E961A90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_01_05/corners_layer.dat\n",
      "\t [2810, 3117, 4808, 5354]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E96FDC0>\n",
      "\n",
      "\n",
      "scraping data from  03_01_05.zda using layer4_barrels_slice3_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_01_08/corners_barrel.dat\n",
      "\t [5297, 820, 5576, 1340]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E961C70>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_01_08/corners_layer.dat\n",
      "\t [2810, 3117, 4808, 5354]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E961D30>\n",
      "\n",
      "\n",
      "scraping data from  03_01_08.zda using layer4_barrels_slice3_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_02_02/corners_barrel.dat\n",
      "\t [5219, 582, 5493, 852]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E961F40>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_02_02/corners_layer.dat\n",
      "\t [2729, 3032, 4808, 4794]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E961490>\n",
      "\n",
      "\n",
      "scraping data from  03_02_02.zda using layer4_barrels_slice3_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_03_02/corners_barrel.dat\n",
      "\t [5213, 1696, 5329, 933]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9616D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_03_02/corners_layer.dat\n",
      "\t [2568, 2957, 4807, 5194]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E961490>\n",
      "\n",
      "\n",
      "scraping data from  03_03_02.zda using layer4_barrels_slice3_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_04_02/corners_barrel.dat\n",
      "\t [5135, 577, 5167, 1009]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E961B20>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_04_02/corners_layer.dat\n",
      "\t [2490, 2951, 4809, 5113]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E961610>\n",
      "\n",
      "\n",
      "scraping data from  03_04_02.zda using layer4_barrels_slice3_rois.dat on date: 3/15/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_04_06/corners_barrel.dat\n",
      "\t [5135, 577, 5167, 1009]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E952DF0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/03-15-23\\selected_zda/analysis03_04_06/corners_layer.dat\n",
      "\t [2490, 2951, 4809, 5113]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E952B20>\n",
      "\n",
      "\n",
      "scraping data from  03_04_06.zda using layer4_barrels_slice3_rois.dat on date: 3/15/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice3_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/04-18-23\\selected_zda/analysis03_01_03/corners_barrel.dat\n",
      "\t [5055, 1294, 5411, 2052]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9524C0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/04-18-23\\selected_zda/analysis03_01_03/corners_layer.dat\n",
      "\t [2888, 3513, 4726, 5275]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E952C40>\n",
      "\n",
      "\n",
      "scraping data from  03_01_03.zda using layer4_barrels_slice3_rois.dat on date: 4/18/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/04-18-23\\selected_zda/analysis03_01_06/corners_barrel.dat\n",
      "\t [5055, 1294, 5411, 2052]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E952490>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/04-18-23\\selected_zda/analysis03_01_06/corners_layer.dat\n",
      "\t [2888, 3513, 4726, 5275]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E952F70>\n",
      "\n",
      "\n",
      "scraping data from  03_01_06.zda using layer4_barrels_slice3_rois.dat on date: 4/18/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/04-18-23\\selected_zda/analysis03_02_01/corners_barrel.dat\n",
      "\t [5216, 1545, 5569, 2770]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970A30>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/04-18-23\\selected_zda/analysis03_02_01/corners_layer.dat\n",
      "\t [2888, 3435, 4967, 5274]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E952AF0>\n",
      "\n",
      "\n",
      "scraping data from  03_02_01.zda using layer4_barrels_slice3_rois.dat on date: 4/18/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/04-18-23\\selected_zda/analysis03_02_12/corners_barrel.dat\n",
      "\t [5216, 1545, 5569, 2770]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970E80>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/04-18-23\\selected_zda/analysis03_02_12/corners_layer.dat\n",
      "\t [2888, 3435, 4967, 5274]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970AC0>\n",
      "\n",
      "\n",
      "scraping data from  03_02_12.zda using layer4_barrels_slice3_rois.dat on date: 4/18/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice3_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_01_02/corners_barrel.dat\n",
      "\t [4730, 5187, 3611, 4155, 2176, 2638]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970700>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_01_02/corners_layer.dat\n",
      "\t [749, 5544, 1098, 5728]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970FA0>\n",
      "\n",
      "\n",
      "scraping data from  03_01_02.zda using layer4_barrels_slice3_rois.dat on date: 5/11/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_02_02/corners_barrel.dat\n",
      "\t [4573, 5190, 2817, 3433, 1219, 1436]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970FD0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_02_02/corners_layer.dat\n",
      "\t [915, 5621, 1096, 5729]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9701F0>\n",
      "\n",
      "\n",
      "scraping data from  03_02_02.zda using layer4_barrels_slice3_rois.dat on date: 5/11/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_03_02/corners_barrel.dat\n",
      "\t [4575, 5023, 3298, 4156, 1855, 2472]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9675B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_03_02/corners_layer.dat\n",
      "\t [917, 5623, 1418, 5809]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970A60>\n",
      "\n",
      "\n",
      "scraping data from  03_03_02.zda using layer4_barrels_slice3_rois.dat on date: 5/11/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_04_03/corners_barrel.dat\n",
      "\t [4576, 5259, 3212, 4555, 1855, 2304]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9679D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_04_03/corners_layer.dat\n",
      "\t [831, 5539, 1100, 5488]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9670D0>\n",
      "\n",
      "\n",
      "scraping data from  03_04_03.zda using layer4_barrels_slice3_rois.dat on date: 5/11/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_04_04/corners_barrel.dat\n",
      "\t [4576, 5259, 3212, 4555, 1855, 2304]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E967E80>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_04_04/corners_layer.dat\n",
      "\t [831, 5539, 1100, 5488]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E967430>\n",
      "\n",
      "\n",
      "scraping data from  03_04_04.zda using layer4_barrels_slice3_rois.dat on date: 5/11/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_05_06/corners_barrel.dat\n",
      "\t [4491, 5016, 3293, 3657, 1933, 2709]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970580>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_05_06/corners_layer.dat\n",
      "\t [750, 5544, 1094, 5637]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E967220>\n",
      "\n",
      "\n",
      "scraping data from  03_05_06.zda using layer4_barrels_slice3_rois.dat on date: 5/11/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_06_01/corners_barrel.dat\n",
      "\t [4809, 5344, 3531, 4628, 2172, 3194, 1053, 2153]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E983A00>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_06_01/corners_layer.dat\n",
      "\t [833, 4740, 1176, 5403]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E970520>\n",
      "\n",
      "\n",
      "scraping data from  03_06_01.zda using layer4_barrels_slice3_rois.dat on date: 5/11/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_06_02/corners_barrel.dat\n",
      "\t [4809, 5344, 3531, 4628, 2172, 3194, 1053, 2153]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E983F70>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/05-11-23\\selected_zda/analysis03_06_02/corners_layer.dat\n",
      "\t [833, 4740, 1176, 5403]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E983100>\n",
      "\n",
      "\n",
      "scraping data from  03_06_02.zda using layer4_barrels_slice3_rois.dat on date: 5/11/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice1_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_01_02/corners_barrel.dat\n",
      "\t [989, 5457, 1418, 4857]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E983760>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_01_02/corners_layer.dat\n",
      "\t [1612, 2477, 3847, 4552]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9835E0>\n",
      "\n",
      "\n",
      "scraping data from  01_01_02.zda using layer4_barrels_slice1_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_02_03/corners_barrel.dat\n",
      "\t [4739, 979, 4924, 1250]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E983910>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_02_03/corners_layer.dat\n",
      "\t [1530, 2236, 3607, 4395]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E983520>\n",
      "\n",
      "\n",
      "scraping data from  01_02_03.zda using layer4_barrels_slice1_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_02_06/corners_barrel.dat\n",
      "\t [4739, 979, 4924, 1250]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F226400>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_02_06/corners_layer.dat\n",
      "\t [1530, 2236, 3607, 4395]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9833D0>\n",
      "\n",
      "\n",
      "scraping data from  01_02_06.zda using layer4_barrels_slice1_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_03_04/corners_barrel.dat\n",
      "\t [4819, 1304, 5166, 1094]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F226DC0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_03_04/corners_layer.dat\n",
      "\t [1850, 2390, 3927, 4382]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2268B0>\n",
      "\n",
      "\n",
      "scraping data from  01_03_04.zda using layer4_barrels_slice1_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_03_06/corners_barrel.dat\n",
      "\t [4819, 1304, 5166, 1094]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F226880>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_03_06/corners_layer.dat\n",
      "\t [1850, 2390, 3927, 4382]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F226A00>\n",
      "\n",
      "\n",
      "scraping data from  01_03_06.zda using layer4_barrels_slice1_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_05_03/corners_barrel.dat\n",
      "\t [5219, 1063, 5412, 1173]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F226970>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis01_05_03/corners_layer.dat\n",
      "\t [1449, 1992, 4326, 4795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2265E0>\n",
      "\n",
      "\n",
      "scraping data from  01_05_03.zda using layer4_barrels_slice1_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_03_03/corners_barrel.dat\n",
      "\t [1405, 3676, 2348, 5340, 3288, 5154]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E950580>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_03_03/corners_layer.dat\n",
      "\t [4328, 1349, 5310, 3037]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F226E50>\n",
      "\n",
      "\n",
      "scraping data from  02_03_03.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_04_03/corners_barrel.dat\n",
      "\t [2970, 5163, 1628, 3899, 1012, 2712]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E950790>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_04_03/corners_layer.dat\n",
      "\t [4328, 954, 5308, 3115]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9501F0>\n",
      "\n",
      "\n",
      "scraping data from  02_04_03.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_03/corners_barrel.dat\n",
      "\t [3374, 5643, 2107, 4058, 1244, 2951]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E950160>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_03/corners_layer.dat\n",
      "\t [4488, 1189, 5235, 2557]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E950A30>\n",
      "\n",
      "\n",
      "scraping data from  02_05_03.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_04/corners_barrel.dat\n",
      "\t [3374, 5643, 2107, 4058, 1244, 2951]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E9509D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_04/corners_layer.dat\n",
      "\t [4488, 1189, 5235, 2557]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E950430>\n",
      "\n",
      "\n",
      "scraping data from  02_05_04.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_05/corners_barrel.dat\n",
      "\t [3374, 5643, 2107, 4058, 1244, 2951]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F20E580>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_05/corners_layer.dat\n",
      "\t [4488, 1189, 5235, 2557]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32E950B50>\n",
      "\n",
      "\n",
      "scraping data from  02_05_05.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_07/corners_barrel.dat\n",
      "\t [3374, 5643, 2107, 4058, 1244, 2951]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F20E130>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_07/corners_layer.dat\n",
      "\t [4488, 1189, 5235, 2557]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F20E3A0>\n",
      "\n",
      "\n",
      "scraping data from  02_05_07.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_08/corners_barrel.dat\n",
      "\t [3374, 5643, 2107, 4058, 1244, 2951]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F20EDC0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_08/corners_layer.dat\n",
      "\t [4488, 1189, 5235, 2557]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F20EA30>\n",
      "\n",
      "\n",
      "scraping data from  02_05_08.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_09/corners_barrel.dat\n",
      "\t [3374, 5643, 2107, 4058, 1244, 2951]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F20E670>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_05_09/corners_layer.dat\n",
      "\t [4488, 1189, 5235, 2557]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F20E700>\n",
      "\n",
      "\n",
      "scraping data from  02_05_09.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_06_06/corners_barrel.dat\n",
      "\t [1403, 3836, 2266, 5347, 3128, 5483]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2020D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-09-23\\selected_zda/analysis02_06_06/corners_layer.dat\n",
      "\t [4809, 1501, 5315, 2797]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F20EAC0>\n",
      "\n",
      "\n",
      "scraping data from  02_06_06.zda using layer4_barrels_slice2_rois.dat on date: 6/9/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice1_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice3_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice4_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice5_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice6_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_01_03/corners_barrel.dat\n",
      "\t [5139, 1065, 5570, 2289]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F202610>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_01_03/corners_layer.dat\n",
      "\t [2649, 3516, 4569, 5354]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F202820>\n",
      "\n",
      "\n",
      "scraping data from  01_01_03.zda using layer4_barrels_slice1_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_02_03/corners_barrel.dat\n",
      "\t [5060, 1937, 5250, 2212]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F202520>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_02_03/corners_layer.dat\n",
      "\t [2650, 3111, 4488, 4788]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2021F0>\n",
      "\n",
      "\n",
      "scraping data from  01_02_03.zda using layer4_barrels_slice1_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_03_02/corners_barrel.dat\n",
      "\t [5061, 2339, 5254, 1814]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F202670>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_03_02/corners_layer.dat\n",
      "\t [2809, 3029, 4731, 5115]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F202BE0>\n",
      "\n",
      "\n",
      "scraping data from  01_03_02.zda using layer4_barrels_slice1_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_04_03/corners_barrel.dat\n",
      "\t [4747, 1631, 5337, 1733]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F236070>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_04_03/corners_layer.dat\n",
      "\t [2411, 2786, 4088, 4314]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F202CD0>\n",
      "\n",
      "\n",
      "scraping data from  01_04_03.zda using layer4_barrels_slice1_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_05_02/corners_barrel.dat\n",
      "\t [5228, 1319, 5339, 1649]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F236850>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_05_02/corners_layer.dat\n",
      "\t [2490, 2866, 4409, 4622]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F236D60>\n",
      "\n",
      "\n",
      "scraping data from  01_05_02.zda using layer4_barrels_slice1_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_06_02/corners_barrel.dat\n",
      "\t [5067, 667, 5335, 1899]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F236B50>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_06_02/corners_layer.dat\n",
      "\t [2329, 2788, 4409, 4467]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F236A30>\n",
      "\n",
      "\n",
      "scraping data from  01_06_02.zda using layer4_barrels_slice1_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_07_03/corners_barrel.dat\n",
      "\t [4663, 820, 5012, 1332]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F236460>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis01_07_03/corners_layer.dat\n",
      "\t [2410, 2859, 4090, 4389]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2369D0>\n",
      "\n",
      "\n",
      "scraping data from  01_07_03.zda using layer4_barrels_slice1_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_01_01/corners_barrel.dat\n",
      "\t [3768, 833, 1982, 5150]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207580>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_01_01/corners_layer.dat\n",
      "\t [1058, 3751, 3450, 5254]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207B80>\n",
      "\n",
      "\n",
      "scraping data from  02_01_01.zda using layer4_barrels_slice2_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_02_01/corners_barrel.dat\n",
      "\t [1153, 3287, 5228, 2055]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2078B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_02_01/corners_layer.dat\n",
      "\t [1376, 3590, 4088, 5987]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2071F0>\n",
      "\n",
      "\n",
      "scraping data from  02_02_01.zda using layer4_barrels_slice2_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_03_02/corners_barrel.dat\n",
      "\t [1156, 3050, 5228, 2704]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2073A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_03_02/corners_layer.dat\n",
      "\t [1457, 4068, 4009, 5893]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207400>\n",
      "\n",
      "\n",
      "scraping data from  02_03_02.zda using layer4_barrels_slice2_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_04_01/corners_barrel.dat\n",
      "\t [1161, 2968, 5151, 2458]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207700>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_04_01/corners_layer.dat\n",
      "\t [1383, 3826, 4011, 5650]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207E80>\n",
      "\n",
      "\n",
      "scraping data from  02_04_01.zda using layer4_barrels_slice2_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_05_01/corners_barrel.dat\n",
      "\t [1317, 2892, 5231, 3496]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237580>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis02_05_01/corners_layer.dat\n",
      "\t [1382, 3904, 4011, 5241]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207EB0>\n",
      "\n",
      "\n",
      "scraping data from  02_05_01.zda using layer4_barrels_slice2_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_01_02/corners_barrel.dat\n",
      "\t [1316, 1854, 4496, 2462]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237C40>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_01_02/corners_layer.dat\n",
      "\t [1222, 3732, 3050, 5239]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237B50>\n",
      "\n",
      "\n",
      "scraping data from  03_01_02.zda using layer4_barrels_slice3_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_02_01/corners_barrel.dat\n",
      "\t [916, 1699, 4570, 2380]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237520>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_02_01/corners_layer.dat\n",
      "\t [1147, 3171, 3131, 5395]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237BE0>\n",
      "\n",
      "\n",
      "scraping data from  03_02_01.zda using layer4_barrels_slice3_rois.dat on date: 6/26/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_03_01/corners_barrel.dat\n",
      "\t [1155, 1456, 4332, 2770]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237970>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_03_01/corners_layer.dat\n",
      "\t [1467, 3970, 3291, 5550]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237430>\n",
      "\n",
      "\n",
      "scraping data from  03_03_01.zda using layer4_barrels_slice3_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_04_03/corners_barrel.dat\n",
      "\t [994, 1459, 4254, 3331]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207A60>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_04_03/corners_layer.dat\n",
      "\t [1146, 3817, 3210, 4987]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237E20>\n",
      "\n",
      "\n",
      "scraping data from  03_04_03.zda using layer4_barrels_slice3_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_05_01/corners_barrel.dat\n",
      "\t [1075, 1382, 4332, 1916]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208550>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_05_01/corners_layer.dat\n",
      "\t [1471, 3252, 3209, 4506]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2081C0>\n",
      "\n",
      "\n",
      "scraping data from  03_05_01.zda using layer4_barrels_slice3_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_06_01/corners_barrel.dat\n",
      "\t [989, 1459, 4490, 2221]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208640>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis03_06_01/corners_layer.dat\n",
      "\t [985, 4296, 3370, 4745]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208220>\n",
      "\n",
      "\n",
      "scraping data from  03_06_01.zda using layer4_barrels_slice3_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis04_02_03/corners_barrel.dat\n",
      "\t [1674, 4127, 3050, 1864]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D60>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis04_02_03/corners_layer.dat\n",
      "\t [1082, 2225, 2729, 4208]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208BE0>\n",
      "\n",
      "\n",
      "scraping data from  04_02_03.zda using layer4_barrels_slice4_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis04_03_03/corners_barrel.dat\n",
      "\t [923, 2567, 4761, 2463]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A30>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis04_03_03/corners_layer.dat\n",
      "\t [1245, 2382, 2494, 4612]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A60>\n",
      "\n",
      "\n",
      "scraping data from  04_03_03.zda using layer4_barrels_slice4_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis04_04_03/corners_barrel.dat\n",
      "\t [994, 2334, 4367, 3100]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2086D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis04_04_03/corners_layer.dat\n",
      "\t [1078, 2381, 2493, 3968]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B80>\n",
      "\n",
      "\n",
      "scraping data from  04_04_03.zda using layer4_barrels_slice4_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_01_02/corners_barrel.dat\n",
      "\t [1076, 2178, 5405, 4143]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208520>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_01_02/corners_layer.dat\n",
      "\t [1717, 2692, 3131, 4104]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208310>\n",
      "\n",
      "\n",
      "scraping data from  05_01_02.zda using layer4_barrels_slice5_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_02_02/corners_barrel.dat\n",
      "\t [997, 1859, 5483, 4616]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208160>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_02_02/corners_layer.dat\n",
      "\t [1716, 2857, 3376, 4594]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208550>\n",
      "\n",
      "\n",
      "scraping data from  05_02_02.zda using layer4_barrels_slice5_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_03_02/corners_barrel.dat\n",
      "\t [996, 2097, 5240, 4216]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D30>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_03_02/corners_layer.dat\n",
      "\t [1314, 2289, 3053, 4518]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208700>\n",
      "\n",
      "\n",
      "scraping data from  05_03_02.zda using layer4_barrels_slice5_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_04_02/corners_barrel.dat\n",
      "\t [1076, 2417, 5244, 3897]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208250>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_04_02/corners_layer.dat\n",
      "\t [1317, 2854, 2975, 4437]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237D60>\n",
      "\n",
      "\n",
      "scraping data from  05_04_02.zda using layer4_barrels_slice5_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_05_02/corners_barrel.dat\n",
      "\t [916, 1702, 5323, 4383]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237DF0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis05_05_02/corners_layer.dat\n",
      "\t [1394, 3261, 2814, 4515]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2086A0>\n",
      "\n",
      "\n",
      "scraping data from  05_05_02.zda using layer4_barrels_slice5_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_01_01/corners_barrel.dat\n",
      "\t [4660, 4622, 2225, 1932]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2087C0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_01_01/corners_layer.dat\n",
      "\t [1407, 3811, 1545, 4195]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208820>\n",
      "\n",
      "\n",
      "scraping data from  06_01_01.zda using layer4_barrels_slice6_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_02_01/corners_barrel.dat\n",
      "\t [2100, 2208, 4344, 4450]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207EB0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_02_01/corners_layer.dat\n",
      "\t [1565, 3800, 1466, 3795]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208BE0>\n",
      "\n",
      "\n",
      "scraping data from  06_02_01.zda using layer4_barrels_slice6_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_03_02/corners_barrel.dat\n",
      "\t [2496, 2785, 4180, 4301]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237670>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_03_02/corners_layer.dat\n",
      "\t [1404, 3576, 1225, 4107]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2087C0>\n",
      "\n",
      "\n",
      "scraping data from  06_03_02.zda using layer4_barrels_slice6_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_04_02/corners_barrel.dat\n",
      "\t [2341, 2306, 4429, 4389]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237B80>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_04_02/corners_layer.dat\n",
      "\t [1568, 4056, 1628, 4512]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2082B0>\n",
      "\n",
      "\n",
      "scraping data from  06_04_02.zda using layer4_barrels_slice6_rois.dat on date: 6/26/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_05_01/corners_barrel.dat\n",
      "\t [2061, 1855, 3936, 4138]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237670>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-26-23\\selected_zda/analysis06_05_01/corners_layer.dat\n",
      "\t [987, 5309, 1325, 5257]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208C70>\n",
      "\n",
      "\n",
      "scraping data from  06_05_01.zda using layer4_barrels_slice6_rois.dat on date: 6/26/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice3_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis02_02_02/corners_barrel.dat\n",
      "\t [3510, 2443, 3781, 4921]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208640>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis02_02_02/corners_layer.dat\n",
      "\t [4329, 1329, 3351, 5331]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208040>\n",
      "\n",
      "\n",
      "scraping data from  02_02_02.zda using layer4_barrels_slice2_rois.dat on date: 6/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis02_03_04/corners_barrel.dat\n",
      "\t [3028, 1396, 5498, 3855]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237D60>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis02_03_04/corners_layer.dat\n",
      "\t [4251, 1074, 3190, 5096]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208610>\n",
      "\n",
      "\n",
      "scraping data from  02_03_04.zda using layer4_barrels_slice2_rois.dat on date: 6/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis02_03_10/corners_barrel.dat\n",
      "\t [3028, 1396, 5498, 3855]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237D90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis02_03_10/corners_layer.dat\n",
      "\t [4251, 1074, 3190, 5096]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2084C0>\n",
      "\n",
      "\n",
      "scraping data from  02_03_10.zda using layer4_barrels_slice2_rois.dat on date: 6/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis02_04_03/corners_barrel.dat\n",
      "\t [3189, 2127, 3863, 4926]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237E20>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis02_04_03/corners_layer.dat\n",
      "\t [4414, 2201, 3429, 5419]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208CA0>\n",
      "\n",
      "\n",
      "scraping data from  02_04_03.zda using layer4_barrels_slice2_rois.dat on date: 6/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis03_01_10/corners_barrel.dat\n",
      "\t [1572, 3298, 5315, 3906]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237040>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis03_01_10/corners_layer.dat\n",
      "\t [1314, 3819, 3049, 5304]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208DF0>\n",
      "\n",
      "\n",
      "scraping data from  03_01_10.zda using layer4_barrels_slice3_rois.dat on date: 6/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis03_02_03/corners_barrel.dat\n",
      "\t [1402, 3368, 5068, 3581]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis03_02_03/corners_layer.dat\n",
      "\t [4229, 1802, 2892, 5074]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A30>\n",
      "\n",
      "\n",
      "scraping data from  03_02_03.zda using layer4_barrels_slice3_rois.dat on date: 6/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis03_03_01/corners_barrel.dat\n",
      "\t [1407, 2817, 4989, 4206]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2088E0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis03_03_01/corners_layer.dat\n",
      "\t [1394, 3096, 2970, 4910]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2080A0>\n",
      "\n",
      "\n",
      "scraping data from  03_03_01.zda using layer4_barrels_slice3_rois.dat on date: 6/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis03_04_03/corners_barrel.dat\n",
      "\t [1324, 2901, 5149, 3335]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A60>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/06-28-23\\selected_zda/analysis03_04_03/corners_layer.dat\n",
      "\t [1317, 3340, 2890, 4750]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208850>\n",
      "\n",
      "\n",
      "scraping data from  03_04_03.zda using layer4_barrels_slice3_rois.dat on date: 6/28/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice1_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice3_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis01_01_06/corners_barrel.dat\n",
      "\t [1464, 3701, 1647, 4125]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208040>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis01_01_06/corners_layer.dat\n",
      "\t [1697, 2390, 3376, 3833]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208460>\n",
      "\n",
      "\n",
      "scraping data from  01_01_06.zda using layer4_barrels_slice1_rois.dat on date: 9/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis01_02_03/corners_barrel.dat\n",
      "\t [1466, 3861, 1572, 4523]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2377F0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis01_02_03/corners_layer.dat\n",
      "\t [1616, 2151, 3213, 3820]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B20>\n",
      "\n",
      "\n",
      "scraping data from  01_02_03.zda using layer4_barrels_slice1_rois.dat on date: 9/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis02_01_05/corners_barrel.dat\n",
      "\t [2971, 4996, 1636, 3259]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237160>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis02_01_05/corners_layer.dat\n",
      "\t [1260, 3454, 3271, 5237]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D00>\n",
      "\n",
      "\n",
      "scraping data from  02_01_05.zda using layer4_barrels_slice2_rois.dat on date: 9/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis02_02_01/corners_barrel.dat\n",
      "\t [3456, 4843, 1318, 2546]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis02_02_01/corners_layer.dat\n",
      "\t [4250, 2041, 5557, 4233]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2080D0>\n",
      "\n",
      "\n",
      "scraping data from  02_02_01.zda using layer4_barrels_slice2_rois.dat on date: 9/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis02_03_03/corners_barrel.dat\n",
      "\t [2740, 5087, 1411, 2546]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237A90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis02_03_03/corners_layer.dat\n",
      "\t [3769, 1812, 5313, 4299]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208520>\n",
      "\n",
      "\n",
      "scraping data from  02_03_03.zda using layer4_barrels_slice2_rois.dat on date: 9/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis02_04_03/corners_barrel.dat\n",
      "\t [3057, 5486, 1655, 2467]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208C70>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis02_04_03/corners_layer.dat\n",
      "\t [4168, 1353, 5478, 4152]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A60>\n",
      "\n",
      "\n",
      "scraping data from  02_04_03.zda using layer4_barrels_slice2_rois.dat on date: 9/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis03_01_06/corners_barrel.dat\n",
      "\t [4901, 2584, 5406, 3008]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237DF0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis03_01_06/corners_layer.dat\n",
      "\t [2892, 3335, 4410, 5031]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208370>\n",
      "\n",
      "\n",
      "scraping data from  03_01_06.zda using layer4_barrels_slice3_rois.dat on date: 9/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis03_02_03/corners_barrel.dat\n",
      "\t [909, 2584, 1346, 2945]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208550>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis03_02_03/corners_layer.dat\n",
      "\t [1212, 1660, 3129, 3663]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083D0>\n",
      "\n",
      "\n",
      "scraping data from  03_02_03.zda using layer4_barrels_slice3_rois.dat on date: 9/7/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis03_03_05/corners_barrel.dat\n",
      "\t [5229, 1552, 5503, 2387]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208610>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis03_03_05/corners_layer.dat\n",
      "\t [2411, 2936, 4572, 5103]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208CA0>\n",
      "\n",
      "\n",
      "scraping data from  03_03_05.zda using layer4_barrels_slice3_rois.dat on date: 9/7/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis03_04_01/corners_barrel.dat\n",
      "\t [4736, 1464, 5168, 1813]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A00>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-07-23\\selected_zda/analysis03_04_01/corners_layer.dat\n",
      "\t [2014, 2445, 4089, 4774]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208CD0>\n",
      "\n",
      "\n",
      "scraping data from  03_04_01.zda using layer4_barrels_slice3_rois.dat on date: 9/7/2023\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice1_rois.dat\n",
      "invalid literal for int() with base 10: 'c'\n",
      "Invalid ROI file: layer4_barrels_slice2_rois.dat\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis01_01_01/corners_barrel.dat\n",
      "\t [3457, 3970, 1786, 2623]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2078B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis01_01_01/corners_layer.dat\n",
      "\t [1322, 3867, 1902, 4759]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208940>\n",
      "\n",
      "\n",
      "scraping data from  01_01_01.zda using layer4_barrels_slice1_rois.dat on date: 9/21/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_01_03/corners_barrel.dat\n",
      "\t [3626, 4226, 2027, 2545]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A30>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_01_03/corners_layer.dat\n",
      "\t [1328, 4115, 1508, 4700]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208280>\n",
      "\n",
      "\n",
      "scraping data from  02_01_03.zda using layer4_barrels_slice2_rois.dat on date: 9/21/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_02_01/corners_barrel.dat\n",
      "\t [3627, 4224, 2038, 2470]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A60>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_02_01/corners_layer.dat\n",
      "\t [1169, 4119, 1588, 4938]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208640>\n",
      "\n",
      "\n",
      "scraping data from  02_02_01.zda using layer4_barrels_slice2_rois.dat on date: 9/21/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_03_02/corners_barrel.dat\n",
      "\t [3714, 4144, 2040, 2381]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2082B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_03_02/corners_layer.dat\n",
      "\t [1088, 4680, 1665, 5021]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208910>\n",
      "\n",
      "\n",
      "scraping data from  02_03_02.zda using layer4_barrels_slice2_rois.dat on date: 9/21/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_04_04/corners_barrel.dat\n",
      "\t [3554, 4222, 2044, 2548]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208BB0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_04_04/corners_layer.dat\n",
      "\t [1092, 3875, 1590, 4304]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D00>\n",
      "\n",
      "\n",
      "scraping data from  02_04_04.zda using layer4_barrels_slice2_rois.dat on date: 9/21/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_05_02/corners_barrel.dat\n",
      "\t [3476, 4067, 1404, 1586]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085E0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-21-23\\selected_zda/analysis02_05_02/corners_layer.dat\n",
      "\t [1171, 4360, 1430, 5096]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208DF0>\n",
      "\n",
      "\n",
      "scraping data from  02_05_02.zda using layer4_barrels_slice2_rois.dat on date: 9/21/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis01_01_06/corners_barrel.dat\n",
      "\t [1769, 5055, 1881, 4839]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis01_01_06/corners_layer.dat\n",
      "\t [2411, 2624, 4174, 4306]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208670>\n",
      "\n",
      "\n",
      "scraping data from  01_01_06.zda using layer4_barrels_slice1_1_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis01_02_03/corners_barrel.dat\n",
      "\t [1853, 4972, 1962, 4522]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208190>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis01_02_03/corners_layer.dat\n",
      "\t [2331, 2549, 4089, 4314]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083D0>\n",
      "\n",
      "\n",
      "scraping data from  01_02_03.zda using layer4_barrels_slice1_2_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_01_01/corners_barrel.dat\n",
      "\t [2115, 4212, 1340, 2310]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208520>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_01_01/corners_layer.dat\n",
      "\t [3212, 1890, 4663, 3345]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2080D0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_01.zda using layer4_barrels_slice2_1_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_02_01/corners_barrel.dat\n",
      "\t [1799, 4376, 1341, 2473]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085E0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_02_01/corners_layer.dat\n",
      "\t [3056, 1652, 5063, 3499]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2074C0>\n",
      "\n",
      "\n",
      "scraping data from  02_02_01.zda using layer4_barrels_slice2_2_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_03_01/corners_barrel.dat\n",
      "\t [1482, 3897, 1262, 2069]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208070>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_03_01/corners_layer.dat\n",
      "\t [3131, 1568, 4591, 3344]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237E20>\n",
      "\n",
      "\n",
      "scraping data from  02_03_01.zda using layer4_barrels_slice2_3_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_04_04/corners_barrel.dat\n",
      "\t [1931, 3701, 1168, 2135]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208190>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_04_04/corners_layer.dat\n",
      "\t [2332, 1323, 4258, 2940]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208340>\n",
      "\n",
      "\n",
      "scraping data from  02_04_04.zda using layer4_barrels_slice2_4_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_05_07/corners_barrel.dat\n",
      "\t [1702, 4281, 1012, 2387]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2087C0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis02_05_07/corners_layer.dat\n",
      "\t [2412, 1322, 4176, 2707]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B80>\n",
      "\n",
      "\n",
      "scraping data from  02_05_07.zda using layer4_barrels_slice2_5_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis03_01_01/corners_barrel.dat\n",
      "\t [3055, 2449, 5307, 5021]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2082B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis03_01_01/corners_layer.dat\n",
      "\t [1058, 4187, 1165, 3902]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208220>\n",
      "\n",
      "\n",
      "scraping data from  03_01_01.zda using layer4_barrels_slice3_1_rois.dat on date: 9/28/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis03_02_03/corners_barrel.dat\n",
      "\t [2498, 2377, 5064, 4780]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2084F0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis03_02_03/corners_layer.dat\n",
      "\t [1294, 4346, 1163, 4456]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208CD0>\n",
      "\n",
      "\n",
      "scraping data from  03_02_03.zda using layer4_barrels_slice3_2_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis03_03_01/corners_barrel.dat\n",
      "\t [2737, 2138, 4746, 4383]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085E0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis03_03_01/corners_layer.dat\n",
      "\t [1375, 5073, 1244, 5100]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D60>\n",
      "\n",
      "\n",
      "scraping data from  03_03_01.zda using layer4_barrels_slice3_3_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis03_04_04/corners_barrel.dat\n",
      "\t [2571, 2454, 4659, 4059]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208BE0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis03_04_04/corners_layer.dat\n",
      "\t [1373, 4505, 1406, 3494]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085B0>\n",
      "\n",
      "\n",
      "scraping data from  03_04_04.zda using layer4_barrels_slice3_4_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_01_01/corners_barrel.dat\n",
      "\t [1968, 4352, 4073, 5267]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208910>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_01_01/corners_layer.dat\n",
      "\t [1706, 2945, 3530, 5168]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D30>\n",
      "\n",
      "\n",
      "scraping data from  04_01_01.zda using layer4_barrels_slice4_1_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_02_03/corners_barrel.dat\n",
      "\t [1728, 4030, 3834, 5025]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2089A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_02_03/corners_layer.dat\n",
      "\t [1307, 2620, 3372, 4768]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208700>\n",
      "\n",
      "\n",
      "scraping data from  04_02_03.zda using layer4_barrels_slice4_2_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_03_01/corners_barrel.dat\n",
      "\t [1974, 3797, 3914, 5261]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237DC0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_03_01/corners_layer.dat\n",
      "\t [1465, 2942, 3293, 5017]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208610>\n",
      "\n",
      "\n",
      "scraping data from  04_03_01.zda using layer4_barrels_slice4_3_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_04_04/corners_barrel.dat\n",
      "\t [2134, 4265, 3994, 5495]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208E80>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_04_04/corners_layer.dat\n",
      "\t [1309, 3267, 3051, 5097]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083D0>\n",
      "\n",
      "\n",
      "scraping data from  04_04_04.zda using layer4_barrels_slice4_4_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_05_02/corners_barrel.dat\n",
      "\t [2053, 3787, 3914, 5261]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208340>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_05_02/corners_layer.dat\n",
      "\t [1306, 3019, 3214, 4764]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208820>\n",
      "\n",
      "\n",
      "scraping data from  04_05_02.zda using layer4_barrels_slice4_5_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_06_02/corners_barrel.dat\n",
      "\t [2056, 3948, 4153, 5177]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208DC0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/09-28-23\\selected_zda/analysis04_06_02/corners_layer.dat\n",
      "\t [1549, 3264, 3293, 5411]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2086D0>\n",
      "\n",
      "\n",
      "scraping data from  04_06_02.zda using layer4_barrels_slice4_6_rois.dat on date: 9/28/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis01_01_03/corners_barrel.dat\n",
      "\t [2572, 5407, 1389, 3582]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208FA0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis01_01_03/corners_layer.dat\n",
      "\t [3688, 1349, 5297, 2797]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208250>\n",
      "\n",
      "\n",
      "scraping data from  01_01_03.zda using layer4_barrels_slice1_1_rois.dat on date: 10/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis01_02_03/corners_barrel.dat\n",
      "\t [2328, 5735, 747, 4472]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208430>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis01_02_03/corners_layer.dat\n",
      "\t [3768, 1024, 5294, 2637]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2082B0>\n",
      "\n",
      "\n",
      "scraping data from  01_02_03.zda using layer4_barrels_slice1_2_rois.dat on date: 10/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis01_03_02/corners_barrel.dat\n",
      "\t [2408, 5566, 1156, 4472]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237A00>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis01_03_02/corners_layer.dat\n",
      "\t [3448, 950, 5212, 2636]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B80>\n",
      "\n",
      "\n",
      "scraping data from  01_03_02.zda using layer4_barrels_slice1_3_rois.dat on date: 10/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis02_01_02/corners_barrel.dat\n",
      "\t [2648, 5340, 1063, 3670]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208760>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis02_01_02/corners_layer.dat\n",
      "\t [3768, 766, 5316, 2148]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2087F0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_02.zda using layer4_barrels_slice2_1_rois.dat on date: 10/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis02_02_03/corners_barrel.dat\n",
      "\t [2812, 4857, 1297, 3593]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208C70>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis02_02_03/corners_layer.dat\n",
      "\t [4407, 844, 5395, 1434]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208550>\n",
      "\n",
      "\n",
      "scraping data from  02_02_03.zda using layer4_barrels_slice2_2_rois.dat on date: 10/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis02_04_02/corners_barrel.dat\n",
      "\t [2731, 4790, 1059, 3112]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208C40>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis02_04_02/corners_layer.dat\n",
      "\t [4488, 681, 5238, 1673]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2089D0>\n",
      "\n",
      "\n",
      "scraping data from  02_04_02.zda using layer4_barrels_slice2_4_rois.dat on date: 10/9/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis04_01_01/corners_barrel.dat\n",
      "\t [1058, 1510, 3131, 3589]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208340>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-09-23\\selected_zda/analysis04_01_01/corners_layer.dat\n",
      "\t [827, 5307, 1017, 5657]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2086A0>\n",
      "\n",
      "\n",
      "scraping data from  04_01_01.zda using layer4_barrels_slice4_1_rois.dat on date: 10/9/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis01_01_01/corners_barrel.dat\n",
      "\t [3448, 4715, 2179, 3591]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208AF0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis01_01_01/corners_layer.dat\n",
      "\t [927, 4497, 1352, 5407]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208190>\n",
      "\n",
      "\n",
      "scraping data from  01_01_01.zda using layer4_barrels_slice1_1_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis01_02_01/corners_barrel.dat\n",
      "\t [4862, 3928, 3591, 2410]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2372E0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis01_02_01/corners_layer.dat\n",
      "\t [661, 4808, 1011, 4669]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208C10>\n",
      "\n",
      "\n",
      "scraping data from  01_02_01.zda using layer4_barrels_slice1_2_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis01_03_02/corners_barrel.dat\n",
      "\t [5110, 4088, 3511, 2731]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis01_03_02/corners_layer.dat\n",
      "\t [741, 5126, 1011, 5392]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208940>\n",
      "\n",
      "\n",
      "scraping data from  01_03_02.zda using layer4_barrels_slice1_3_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis01_05_03/corners_barrel.dat\n",
      "\t [5265, 4492, 3508, 2571]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208340>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis01_05_03/corners_layer.dat\n",
      "\t [743, 4968, 1012, 5381]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208EE0>\n",
      "\n",
      "\n",
      "scraping data from  01_05_03.zda using layer4_barrels_slice1_5_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis02_01_03/corners_barrel.dat\n",
      "\t [5384, 2328, 5740, 1153]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208130>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis02_01_03/corners_layer.dat\n",
      "\t [3290, 2149, 4892, 4234]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083A0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_03.zda using layer4_barrels_slice2_1_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis02_04_01/corners_barrel.dat\n",
      "\t [5301, 1452, 5330, 832]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2089D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis02_04_01/corners_layer.dat\n",
      "\t [3129, 2224, 4729, 4307]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2082B0>\n",
      "\n",
      "\n",
      "scraping data from  02_04_01.zda using layer4_barrels_slice2_4_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis04_01_01/corners_barrel.dat\n",
      "\t [5387, 582, 5497, 857]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208610>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis04_01_01/corners_layer.dat\n",
      "\t [2492, 2708, 5128, 5267]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208280>\n",
      "\n",
      "\n",
      "scraping data from  04_01_01.zda using layer4_barrels_slice4_1_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis04_02_03/corners_barrel.dat\n",
      "\t [5386, 1067, 5579, 1019]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2080D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis04_02_03/corners_layer.dat\n",
      "\t [2413, 2795, 4887, 5114]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D90>\n",
      "\n",
      "\n",
      "scraping data from  04_02_03.zda using layer4_barrels_slice4_2_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis04_03_03/corners_barrel.dat\n",
      "\t [5389, 825, 5499, 772]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208850>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis04_03_03/corners_layer.dat\n",
      "\t [2251, 2390, 4971, 4947]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208100>\n",
      "\n",
      "\n",
      "scraping data from  04_03_03.zda using layer4_barrels_slice4_3_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis04_04_03/corners_barrel.dat\n",
      "\t [5307, 1069, 5503, 1822]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208430>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-10-23\\selected_zda/analysis04_04_03/corners_layer.dat\n",
      "\t [2491, 2628, 4968, 5111]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2082E0>\n",
      "\n",
      "\n",
      "scraping data from  04_04_03.zda using layer4_barrels_slice4_4_rois.dat on date: 10/10/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_01_01/corners_barrel.dat\n",
      "\t [748, 2631, 2730, 5346]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208790>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_01_01/corners_layer.dat\n",
      "\t [924, 4811, 1433, 5632]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085B0>\n",
      "\n",
      "\n",
      "scraping data from  02_01_01.zda using layer4_barrels_slice2_1_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_02_01/corners_barrel.dat\n",
      "\t [835, 3676, 1692, 5658]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237460>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_02_01/corners_layer.dat\n",
      "\t [925, 4006, 1436, 5617]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D30>\n",
      "\n",
      "\n",
      "scraping data from  02_02_01.zda using layer4_barrels_slice2_2_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_03_01/corners_barrel.dat\n",
      "\t [2089, 5986, 751, 3434]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2080A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_03_01/corners_layer.dat\n",
      "\t [847, 3685, 1836, 5622]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237460>\n",
      "\n",
      "\n",
      "scraping data from  02_03_01.zda using layer4_barrels_slice2_3_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_04_01/corners_barrel.dat\n",
      "\t [1851, 5494, 750, 3431]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208F70>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_04_01/corners_layer.dat\n",
      "\t [925, 3685, 1596, 5712]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237A90>\n",
      "\n",
      "\n",
      "scraping data from  02_04_01.zda using layer4_barrels_slice2_4_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_05_01/corners_barrel.dat\n",
      "\t [2171, 5260, 912, 3505]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_05_01/corners_layer.dat\n",
      "\t [847, 4324, 1836, 5628]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208700>\n",
      "\n",
      "\n",
      "scraping data from  02_05_01.zda using layer4_barrels_slice2_5_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_06_01/corners_barrel.dat\n",
      "\t [2090, 5257, 910, 3672]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208DC0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_06_01/corners_layer.dat\n",
      "\t [925, 3687, 1756, 5553]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208070>\n",
      "\n",
      "\n",
      "scraping data from  02_06_01.zda using layer4_barrels_slice2_6_rois.dat on date: 10/17/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_07_02/corners_barrel.dat\n",
      "\t [925, 2311, 1611, 5108]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208460>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_07_02/corners_layer.dat\n",
      "\t [841, 3208, 1676, 5541]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208F70>\n",
      "\n",
      "\n",
      "scraping data from  02_07_02.zda using layer4_barrels_slice2_7_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_08_01/corners_barrel.dat\n",
      "\t [1289, 5102, 929, 2149]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2372E0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_08_01/corners_layer.dat\n",
      "\t [838, 3048, 1115, 5539]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208E20>\n",
      "\n",
      "\n",
      "scraping data from  02_08_01.zda using layer4_barrels_slice2_8_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_09_01/corners_barrel.dat\n",
      "\t [1772, 5262, 761, 2390]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237610>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis02_09_01/corners_layer.dat\n",
      "\t [762, 2726, 1835, 5618]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D60>\n",
      "\n",
      "\n",
      "scraping data from  02_09_01.zda using layer4_barrels_slice2_9_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis03_01_02/corners_barrel.dat\n",
      "\t [651, 1272, 3533, 3985]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis03_01_02/corners_layer.dat\n",
      "\t [748, 5468, 939, 5494]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208FA0>\n",
      "\n",
      "\n",
      "scraping data from  03_01_02.zda using layer4_barrels_slice3_1_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis03_02_01/corners_barrel.dat\n",
      "\t [744, 1196, 3616, 3988]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2080D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis03_02_01/corners_layer.dat\n",
      "\t [751, 5625, 1016, 5494]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B20>\n",
      "\n",
      "\n",
      "scraping data from  03_02_01.zda using layer4_barrels_slice3_2_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis03_03_01/corners_barrel.dat\n",
      "\t [4089, 4630, 651, 1111]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208250>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis03_03_01/corners_layer.dat\n",
      "\t [749, 5628, 1016, 5656]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D90>\n",
      "\n",
      "\n",
      "scraping data from  03_03_01.zda using layer4_barrels_slice3_3_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis03_04_02/corners_barrel.dat\n",
      "\t [651, 1036, 3368, 4069]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2086A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis03_04_02/corners_layer.dat\n",
      "\t [667, 5547, 938, 5578]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208790>\n",
      "\n",
      "\n",
      "scraping data from  03_04_02.zda using layer4_barrels_slice3_4_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_01_01/corners_barrel.dat\n",
      "\t [5392, 672, 5573, 1099]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D60>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_01_01/corners_layer.dat\n",
      "\t [1608, 2151, 4968, 5191]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B50>\n",
      "\n",
      "\n",
      "scraping data from  05_01_01.zda using layer4_barrels_slice5_1_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_02_02/corners_barrel.dat\n",
      "\t [5554, 836, 5571, 935]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208130>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_02_02/corners_layer.dat\n",
      "\t [2009, 2550, 4726, 5114]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2087F0>\n",
      "\n",
      "\n",
      "scraping data from  05_02_02.zda using layer4_barrels_slice5_2_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_03_01/corners_barrel.dat\n",
      "\t [5393, 585, 5413, 1657]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208040>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_03_01/corners_layer.dat\n",
      "\t [2168, 2711, 4726, 5113]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208760>\n",
      "\n",
      "\n",
      "scraping data from  05_03_01.zda using layer4_barrels_slice5_3_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_04_01/corners_barrel.dat\n",
      "\t [5560, 992, 5581, 1504]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208730>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_04_01/corners_layer.dat\n",
      "\t [3049, 3274, 5128, 5274]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D00>\n",
      "\n",
      "\n",
      "scraping data from  05_04_01.zda using layer4_barrels_slice5_4_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_05_01/corners_barrel.dat\n",
      "\t [5644, 1236, 5662, 1499]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208430>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_05_01/corners_layer.dat\n",
      "\t [2648, 2957, 5208, 5115]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208190>\n",
      "\n",
      "\n",
      "scraping data from  05_05_01.zda using layer4_barrels_slice5_5_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_06_01/corners_barrel.dat\n",
      "\t [5561, 757, 5660, 1102]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208640>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-17-23\\selected_zda/analysis05_06_01/corners_layer.dat\n",
      "\t [2408, 2553, 5207, 5114]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208100>\n",
      "\n",
      "\n",
      "scraping data from  05_06_01.zda using layer4_barrels_slice5_6_rois.dat on date: 10/17/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_01_01/corners_barrel.dat\n",
      "\t [5218, 969, 5252, 842]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2086A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_01_01/corners_layer.dat\n",
      "\t [2488, 1995, 4728, 4309]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208850>\n",
      "\n",
      "\n",
      "scraping data from  02_01_01.zda using layer4_barrels_slice2_1_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_02_02/corners_barrel.dat\n",
      "\t [5307, 583, 5737, 856]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_02_02/corners_layer.dat\n",
      "\t [2328, 2391, 4887, 4712]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208E80>\n",
      "\n",
      "\n",
      "scraping data from  02_02_02.zda using layer4_barrels_slice2_2_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_03_01/corners_barrel.dat\n",
      "\t [5387, 820, 5740, 1178]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208040>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_03_01/corners_layer.dat\n",
      "\t [2808, 3035, 5126, 4794]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208F40>\n",
      "\n",
      "\n",
      "scraping data from  02_03_01.zda using layer4_barrels_slice2_3_rois.dat on date: 10/19/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_05_02/corners_barrel.dat\n",
      "\t [5468, 1064, 5576, 1413]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2084F0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_05_02/corners_layer.dat\n",
      "\t [2808, 3030, 5208, 4791]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208AF0>\n",
      "\n",
      "\n",
      "scraping data from  02_05_02.zda using layer4_barrels_slice2_5_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_06_02/corners_barrel.dat\n",
      "\t [4986, 582, 5494, 1332]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085E0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_06_02/corners_layer.dat\n",
      "\t [2648, 2877, 4808, 4315]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208940>\n",
      "\n",
      "\n",
      "scraping data from  02_06_02.zda using layer4_barrels_slice2_6_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_07_01/corners_barrel.dat\n",
      "\t [5388, 984, 5576, 1577]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B50>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_07_01/corners_layer.dat\n",
      "\t [2728, 3035, 5046, 4950]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208280>\n",
      "\n",
      "\n",
      "scraping data from  02_07_01.zda using layer4_barrels_slice2_7_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_08_01/corners_barrel.dat\n",
      "\t [5465, 580, 5655, 1333]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2080D0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis02_08_01/corners_layer.dat\n",
      "\t [2728, 3035, 5048, 4870]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208670>\n",
      "\n",
      "\n",
      "scraping data from  02_08_01.zda using layer4_barrels_slice2_8_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis03_01_04/corners_barrel.dat\n",
      "\t [2096, 5104, 924, 2397]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2088B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis03_01_04/corners_layer.dat\n",
      "\t [4246, 867, 5469, 2237]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D60>\n",
      "\n",
      "\n",
      "scraping data from  03_01_04.zda using layer4_barrels_slice3_1_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis03_02_01/corners_barrel.dat\n",
      "\t [1689, 5101, 842, 2317]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F207A60>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis03_02_01/corners_layer.dat\n",
      "\t [1019, 4007, 2155, 5710]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208760>\n",
      "\n",
      "\n",
      "scraping data from  03_02_01.zda using layer4_barrels_slice3_2_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis03_03_01/corners_barrel.dat\n",
      "\t [2096, 4302, 847, 2395]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2082B0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis03_03_01/corners_layer.dat\n",
      "\t [939, 3925, 1757, 5474]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208F40>\n",
      "\n",
      "\n",
      "scraping data from  03_03_01.zda using layer4_barrels_slice3_3_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_01_03/corners_barrel.dat\n",
      "\t [2090, 3756, 4008, 5578]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208C10>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_01_03/corners_layer.dat\n",
      "\t [833, 5048, 1194, 5802]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208E50>\n",
      "\n",
      "\n",
      "scraping data from  04_01_03.zda using layer4_barrels_slice4_1_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_02_03/corners_barrel.dat\n",
      "\t [2170, 3676, 4168, 5404]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208100>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_02_03/corners_layer.dat\n",
      "\t [758, 5526, 1107, 5715]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B50>\n",
      "\n",
      "\n",
      "scraping data from  04_02_03.zda using layer4_barrels_slice4_2_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_03_03/corners_barrel.dat\n",
      "\t [2169, 3911, 4168, 5650]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2087F0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_03_03/corners_layer.dat\n",
      "\t [835, 5369, 1107, 5718]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208B20>\n",
      "\n",
      "\n",
      "scraping data from  04_03_03.zda using layer4_barrels_slice4_3_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_04_03/corners_barrel.dat\n",
      "\t [2094, 3594, 4008, 5753]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208BB0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_04_03/corners_layer.dat\n",
      "\t [835, 5530, 1108, 5720]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208610>\n",
      "\n",
      "\n",
      "scraping data from  04_04_03.zda using layer4_barrels_slice4_4_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_05_02/corners_barrel.dat\n",
      "\t [2092, 3353, 4087, 5673]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2089A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_05_02/corners_layer.dat\n",
      "\t [837, 5452, 1110, 5804]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208100>\n",
      "\n",
      "\n",
      "scraping data from  04_05_02.zda using layer4_barrels_slice4_5_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_06_02/corners_barrel.dat\n",
      "\t [1932, 3268, 4089, 5501]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083A0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_06_02/corners_layer.dat\n",
      "\t [837, 5291, 1188, 5806]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208280>\n",
      "\n",
      "\n",
      "scraping data from  04_06_02.zda using layer4_barrels_slice4_6_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_07_02/corners_barrel.dat\n",
      "\t [1786, 3430, 3609, 5102]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208790>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis04_07_02/corners_layer.dat\n",
      "\t [846, 5299, 1431, 5720]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2082B0>\n",
      "\n",
      "\n",
      "scraping data from  04_07_02.zda using layer4_barrels_slice4_7_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_01_02/corners_barrel.dat\n",
      "\t [2258, 1757, 5239, 3996]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237A00>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_01_02/corners_layer.dat\n",
      "\t [904, 5726, 1018, 3756]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2085B0>\n",
      "\n",
      "\n",
      "scraping data from  05_01_02.zda using layer4_barrels_slice5_1_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_02_02/corners_barrel.dat\n",
      "\t [2492, 1352, 5310, 3833]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F237160>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_02_02/corners_layer.dat\n",
      "\t [905, 5658, 1016, 4073]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2083A0>\n",
      "\n",
      "\n",
      "scraping data from  05_02_02.zda using layer4_barrels_slice5_2_rois.dat on date: 10/19/2023\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_03_01/corners_barrel.dat\n",
      "\t [2654, 1110, 5391, 3437]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208C10>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_03_01/corners_layer.dat\n",
      "\t [745, 5565, 1019, 3269]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2089D0>\n",
      "\n",
      "\n",
      "scraping data from  05_03_01.zda using layer4_barrels_slice5_3_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_04_01/corners_barrel.dat\n",
      "\t [2097, 1437, 5153, 4232]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208250>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_04_01/corners_layer.dat\n",
      "\t [905, 5653, 1020, 3432]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2089A0>\n",
      "\n",
      "\n",
      "scraping data from  05_04_01.zda using layer4_barrels_slice5_4_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_05_01/corners_barrel.dat\n",
      "\t [2342, 1037, 5308, 4069]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208100>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_05_01/corners_layer.dat\n",
      "\t [664, 5893, 1018, 3675]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A60>\n",
      "\n",
      "\n",
      "scraping data from  05_05_01.zda using layer4_barrels_slice5_5_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_06_02/corners_barrel.dat\n",
      "\t [2814, 1275, 5315, 4230]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F2087C0>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis05_06_02/corners_layer.dat\n",
      "\t [744, 5654, 1016, 3193]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D30>\n",
      "\n",
      "\n",
      "scraping data from  05_06_02.zda using layer4_barrels_slice5_6_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis06_01_01/corners_barrel.dat\n",
      "\t [927, 5215, 2156, 5811]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208A90>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis06_01_01/corners_layer.dat\n",
      "\t [895, 2789, 3368, 5273]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208AF0>\n",
      "\n",
      "\n",
      "scraping data from  06_01_01.zda using layer4_barrels_slice6_1_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis06_02_02/corners_barrel.dat\n",
      "\t [1089, 4976, 2476, 5657]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208610>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis06_02_02/corners_layer.dat\n",
      "\t [814, 2555, 3369, 5911]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208460>\n",
      "\n",
      "\n",
      "scraping data from  06_02_02.zda using layer4_barrels_slice6_2_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis06_03_01/corners_barrel.dat\n",
      "\t [1171, 4736, 2716, 5729]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208D00>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis06_03_01/corners_layer.dat\n",
      "\t [732, 3435, 2568, 5194]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208DF0>\n",
      "\n",
      "\n",
      "scraping data from  06_03_01.zda using layer4_barrels_slice6_3_rois.dat on date: 10/19/2023\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis06_04_01/corners_barrel.dat\n",
      "\t [1013, 4657, 3035, 5813]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208250>\n",
      "\t C:/Users/jjudge3/Desktop/Data/mm_full_pipeline_targets/10-19-23\\selected_zda/analysis06_04_01/corners_layer.dat\n",
      "\t [891, 3352, 2728, 5114]\n",
      "\t <lib.analysis.laminar_dist.LayerAxes object at 0x000001F32F208130>\n",
      "\n",
      "\n",
      "scraping data from  06_04_01.zda using layer4_barrels_slice6_4_rois.dat on date: 10/19/2023\n"
     ]
    }
   ],
   "source": [
    "for subdir, dirs, files in os.walk(data_dir):\n",
    "    zda_files = []\n",
    "    roi_files = {}  # map slice number to ROIs file\n",
    "    \n",
    "    if 'hidden' in subdir:\n",
    "        continue\n",
    "    \n",
    "    if 'selected_zda' not in subdir:\n",
    "        continue\n",
    "    \n",
    "    # locate important file names\n",
    "    for f in files:\n",
    "        if f.endswith(\".zda\"):\n",
    "            zda_files.append(f)\n",
    "        if 'layer4_barrels_slice' in f[-35:] and f.endswith('_rois.dat'):\n",
    "            slice_no, loc_no = None, None\n",
    "            try:\n",
    "                x = f.split(\"_rois.dat\")[0]\n",
    "                slice_no = int(x[-3])\n",
    "                loc_no = int(x[-1])\n",
    "            except Exception as e:\n",
    "                print(e)\n",
    "                print(\"Invalid ROI file:\", f)\n",
    "                slice_no = int(x[-1])\n",
    "                loc_no = 0  # location 0 is fall back for ALL locations for this slice\n",
    "            if slice_no not in roi_files:\n",
    "                roi_files[slice_no] = {}\n",
    "            roi_files[slice_no][loc_no] = f\n",
    "    \n",
    "    if len(roi_files) < 1 or len(zda_files) < 1:\n",
    "        continue\n",
    "    \n",
    "    for zda_file in zda_files:\n",
    "        rec_id = zda_file.split('.')[0]\n",
    "        slice_no, loc_no, rec_no = [int(x) for x in rec_id.split(\"_\")]\n",
    "            \n",
    "        # determine date and slice, loc, rec\n",
    "        \n",
    "        aPhz = AutoPhotoZ(data_dir=subdir)\n",
    "        \n",
    "        # open the PhotoZ file\n",
    "        if enable_photoZ_interaction:\n",
    "            aPhz.select_PhotoZ()\n",
    "            \n",
    "            aPhz.open_zda_file(subdir + \"/\" + zda_file)\n",
    "            \n",
    "        # reach into analysis##_##_## subdir (created by MovieMaker2)\n",
    "        analysis_subdir = subdir + '/analysis' + rec_id\n",
    "        corners_barrel_file = analysis_subdir + \"/corners_barrel.dat\"\n",
    "        corners_layer_file = analysis_subdir + \"/corners_layer.dat\"\n",
    "        electrode_file = analysis_subdir + \"/electrode.dat\"\n",
    "        \n",
    "        # read in barrel and layer axes data\n",
    "        barrel_layer_axes = []\n",
    "        for la_file in [corners_barrel_file, corners_layer_file]:\n",
    "            print(\"\\t\", la_file)\n",
    "            with open(la_file, 'r') as f:\n",
    "                lines = f.readlines() \n",
    "            corners = [int(x) for x in lines[4:]] # the last 4 lines are diode numbers of corners\n",
    "            print(\"\\t\", corners)\n",
    "            layer_axes = LayerAxes(corners, verbose=False)\n",
    "            print(\"\\t\", layer_axes)\n",
    "            laminar_axis, laminar_axis_2 = layer_axes.get_layer_axes()\n",
    "            barrel_layer_axes.append(laminar_axis)\n",
    "            barrel_layer_axes.append(laminar_axis_2)\n",
    "        \n",
    "        # open electrode as a single integer (its diode number) in variable stim_pt\n",
    "        with open(electrode_file, 'r') as f:\n",
    "            lines = f.readlines()\n",
    "        stim_pt = int(lines[-1]) # last line is always electrode location\n",
    "        aux_obj = LaminarROI([stim_pt]).get_points()\n",
    "        stim_pt = aux_obj[0]  # should be a list of len 2, representing px location [x, y]\n",
    "        \n",
    "        # compute perpendicular distances between each of the 4 lines and the electrode point\n",
    "        perp_dists = [line_obj.get_distance_to_point(stim_pt) * pixel_to_um_conversion for line_obj in barrel_layer_axes]\n",
    "        \n",
    "        date = subdir.split(\"selected_zda\")[0][-9:-1]\n",
    "        date = [int(x) for x in date.split(\"-\")]\n",
    "        date[2] += 2000  # full year format\n",
    "        date = \"/\".join([str(d) for d in date])\n",
    "        \n",
    "        slice_no = int(rec_id.split(\"_\")[0])\n",
    "        roi_file = None\n",
    "        if loc_no in roi_files[slice_no]:\n",
    "            roi_file = roi_files[slice_no][loc_no]\n",
    "        else:\n",
    "            roi_file = roi_files[slice_no][0]\n",
    "        print(\"\\n\\nscraping data from \", zda_file, \"using\", roi_file, \"on date:\", date)\n",
    "\n",
    "        filename_end = \"_\" + rec_id + '.dat'\n",
    "\n",
    "        # open roi file in photoZ\n",
    "        if enable_photoZ_interaction:\n",
    "            aPhz.select_roi_tab()\n",
    "            aPhz.open_roi_file(subdir + \"/\" + roi_file)\n",
    "            time.sleep(5)\n",
    "\n",
    "        # save latency values from PhotoZ\n",
    "        latency_filename = subdir + \"/\" + \"latency_\" + filename_end\n",
    "        if enable_photoZ_interaction:\n",
    "            aPhz.select_latency_trace_value()\n",
    "            aPhz.save_trace_values(latency_filename)\n",
    "\n",
    "        # save SNR values from PhotoZ\n",
    "        snr_filename = subdir + \"/\" + \"SNR_\" + filename_end\n",
    "        if enable_photoZ_interaction:\n",
    "            aPhz.select_SNR_trace_value()\n",
    "            aPhz.save_trace_values(snr_filename)\n",
    "\n",
    "        # take JPG photo of ROIs so we know which measurements go where.\n",
    "        rois_frame_filename = subdir + \"/\" + \"ROIs_\" + rec_id + \".jpg\"\n",
    "        if enable_photoZ_interaction:\n",
    "            aPhz.save_map_jpeg(rois_frame_filename)\n",
    "            \n",
    "        \n",
    "        # hit 426 x 77 to clear ROIs then select analog input channel 4 for stim latency\n",
    "        x_ai, y_ai = 426, 77\n",
    "        aPhz.click_location(x_ai, y_ai, button='right')\n",
    "        aPhz.click_location(x_ai, y_ai, button='left')\n",
    "        stim_time_filename = subdir + \"/\" + \"stim_time_\" + filename_end\n",
    "        if enable_photoZ_interaction:\n",
    "            aPhz.select_latency_trace_value()\n",
    "            aPhz.save_trace_values(stim_time_filename)\n",
    "\n",
    "        intermed_files = [latency_filename, snr_filename, rois_frame_filename]\n",
    "        column_groups = [\n",
    "            ['L4 barrel 1 Latency', 'L4 barrel 2 Latency', 'L4 barrel 3 Latency'],\n",
    "            ['L4 barrel 1 SNR', 'L4 barrel 2 SNR', 'L4 barrel 3 SNR'],\n",
    "            ['ROI jpg']\n",
    "        ]\n",
    "        \n",
    "        # look up stim location, age, sex, infusion from cell_type_prefix_all.csv\n",
    "        ref_row = reference_df[reference_df[\"Date\"] == date][ref_cols]        \n",
    "        new_row = {\"Date\" : date, \n",
    "                   \"Slice/Loc/Rec\": rec_id}\n",
    "        for col in ref_cols:\n",
    "            new_row[col] = ref_row.iloc[0][col]\n",
    "        # write perpendicular distances\n",
    "        new_row['Distance to Barrel A'] = perp_dists[0]\n",
    "        new_row['Distance to Barrel B'] = perp_dists[1]\n",
    "        new_row['Distance to Layer nA'] = perp_dists[2]\n",
    "        new_row['Distance to Layer nB'] = perp_dists[3]\n",
    "        \n",
    "        # open these various files and store them to the pandas dataframe\n",
    "        # each barrel/value pair is a column in the target CSV\n",
    "        for j in range(len(intermed_files)):\n",
    "            if intermed_files[j].endswith(\".dat\"):\n",
    "                intermed_df = pd.read_csv(intermed_files[j],\n",
    "                                          sep='\\t',\n",
    "                                          header=None,\n",
    "                                          names=['Index',  'Values'])\n",
    "                for i in range(len(column_groups[j])):\n",
    "                    lat_val = intermed_df['Values'][i]\n",
    "                    new_row[column_groups[j][i]] = lat_val\n",
    "            else:  # .jpg, store link as csv value\n",
    "                new_row[column_groups[j][0]] = intermed_files[j]\n",
    "                \n",
    "        # read stim time (same for all in this recording)\n",
    "        stim_time_df = pd.read_csv(stim_time_filename, sep='\\t', header=None, names=['Index',  'Values'])\n",
    "        stim_time_val = stim_time_df['Values'][0]\n",
    "        new_row['Actual Stim Time (ms)'] = stim_time_val\n",
    "        df = df.append(new_row, ignore_index=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e85166ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Press Enter once you have filled in the Stim Layer metadata in scnn1a_all_slices-edited.csv\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "''"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# write the pandas dataframe back to csv, fill in the Stim Layer metadata, and read it back in to df\n",
    "csv_filename = cell_type_prefix + '_all_slices-edited.csv'\n",
    "df.to_csv(data_dir + csv_filename, index=False)\n",
    "input(\"Press Enter once you have filled in the Stim Layer metadata in \" + csv_filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ab2ec187",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Slice/Loc/Rec</th>\n",
       "      <th>Slice Edge</th>\n",
       "      <th>Most Medial Barrel</th>\n",
       "      <th>Medial Dir</th>\n",
       "      <th>Slice Location</th>\n",
       "      <th>Stim Location</th>\n",
       "      <th>Actual Stim Time (ms)</th>\n",
       "      <th>Stim Barrel</th>\n",
       "      <th>L4 barrel 1 Latency</th>\n",
       "      <th>...</th>\n",
       "      <th>abs(delta 1)</th>\n",
       "      <th>abs(delta 2)</th>\n",
       "      <th>Distance to Barrel 1</th>\n",
       "      <th>Distance to Barrel 2</th>\n",
       "      <th>Distance to Layer n1</th>\n",
       "      <th>Distance to Layer n2</th>\n",
       "      <th>Distance to Barrel A</th>\n",
       "      <th>Distance to Barrel B</th>\n",
       "      <th>Distance to Layer nA</th>\n",
       "      <th>Distance to Layer nB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2/8/2023</td>\n",
       "      <td>02_01_02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4226</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.7369</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>215.228351</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>180.093736</td>\n",
       "      <td>191.535134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2/10/2023</td>\n",
       "      <td>04_01_07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.7236</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7731</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.086327</td>\n",
       "      <td>213.337695</td>\n",
       "      <td>149.891961</td>\n",
       "      <td>202.354632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2/14/2023</td>\n",
       "      <td>02_01_01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.5447</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>198.974687</td>\n",
       "      <td>232.730513</td>\n",
       "      <td>132.022414</td>\n",
       "      <td>229.523778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2/14/2023</td>\n",
       "      <td>03_01_03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.1559</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9262</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>228.000000</td>\n",
       "      <td>162.000000</td>\n",
       "      <td>159.011987</td>\n",
       "      <td>199.155462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2/28/2023</td>\n",
       "      <td>02_01_01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L5</td>\n",
       "      <td>48.4151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.3009</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4949</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.346286</td>\n",
       "      <td>328.107622</td>\n",
       "      <td>171.794234</td>\n",
       "      <td>154.795349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>05_06_02</td>\n",
       "      <td>down/right</td>\n",
       "      <td>1.0</td>\n",
       "      <td>down/left</td>\n",
       "      <td>Anterior</td>\n",
       "      <td>L2/3</td>\n",
       "      <td>48.4228</td>\n",
       "      <td>1.0</td>\n",
       "      <td>52.5402</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2641</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.997803</td>\n",
       "      <td>181.431965</td>\n",
       "      <td>314.744870</td>\n",
       "      <td>103.797327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>06_01_01</td>\n",
       "      <td>down</td>\n",
       "      <td>3.0</td>\n",
       "      <td>right</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.5290</td>\n",
       "      <td>2.0</td>\n",
       "      <td>50.6833</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3503</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.898651</td>\n",
       "      <td>202.376373</td>\n",
       "      <td>288.667605</td>\n",
       "      <td>69.296479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>06_02_02</td>\n",
       "      <td>down</td>\n",
       "      <td>3.0</td>\n",
       "      <td>right</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4103</td>\n",
       "      <td>3.0</td>\n",
       "      <td>50.3022</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7656</td>\n",
       "      <td>1.0368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.005549</td>\n",
       "      <td>215.305522</td>\n",
       "      <td>75.027164</td>\n",
       "      <td>306.897033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>06_03_01</td>\n",
       "      <td>down</td>\n",
       "      <td>3.0</td>\n",
       "      <td>right</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L2/3</td>\n",
       "      <td>48.5911</td>\n",
       "      <td>3.0</td>\n",
       "      <td>52.3050</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5673</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>322.923386</td>\n",
       "      <td>22.555042</td>\n",
       "      <td>70.935246</td>\n",
       "      <td>350.093066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>06_04_01</td>\n",
       "      <td>down</td>\n",
       "      <td>3.0</td>\n",
       "      <td>right</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L2/3</td>\n",
       "      <td>48.4633</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.4492</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4054</td>\n",
       "      <td>0.5346</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>222.331315</td>\n",
       "      <td>55.298944</td>\n",
       "      <td>239.536169</td>\n",
       "      <td>171.112560</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>174 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date Slice/Loc/Rec  Slice Edge  Most Medial Barrel Medial Dir  \\\n",
       "0      2/8/2023      02_01_02         NaN                 NaN        NaN   \n",
       "1     2/10/2023      04_01_07         NaN                 NaN        NaN   \n",
       "2     2/14/2023      02_01_01         NaN                 NaN        NaN   \n",
       "3     2/14/2023      03_01_03         NaN                 NaN        NaN   \n",
       "4     2/28/2023      02_01_01         NaN                 NaN        NaN   \n",
       "..          ...           ...         ...                 ...        ...   \n",
       "169  10/19/2023      05_06_02  down/right                 1.0  down/left   \n",
       "170  10/19/2023      06_01_01        down                 3.0      right   \n",
       "171  10/19/2023      06_02_02        down                 3.0      right   \n",
       "172  10/19/2023      06_03_01        down                 3.0      right   \n",
       "173  10/19/2023      06_04_01        down                 3.0      right   \n",
       "\n",
       "    Slice Location Stim Location  Actual Stim Time (ms)  Stim Barrel  \\\n",
       "0              NaN            L4                48.4226          NaN   \n",
       "1              NaN            L4                48.4429          NaN   \n",
       "2              NaN            L4                48.4645          NaN   \n",
       "3              NaN            L4                48.4195          NaN   \n",
       "4              NaN            L5                48.4151          NaN   \n",
       "..             ...           ...                    ...          ...   \n",
       "169       Anterior          L2/3                48.4228          1.0   \n",
       "170      Posterior            L4                48.5290          2.0   \n",
       "171      Posterior            L4                48.4103          3.0   \n",
       "172      Posterior          L2/3                48.5911          3.0   \n",
       "173      Posterior          L2/3                48.4633          2.0   \n",
       "\n",
       "     L4 barrel 1 Latency  ...  abs(delta 1)  abs(delta 2)  \\\n",
       "0                47.7369  ...           NaN           NaN   \n",
       "1                52.7236  ...        2.7731           NaN   \n",
       "2                47.5447  ...           NaN           NaN   \n",
       "3                51.1559  ...           NaN        0.9262   \n",
       "4                50.3009  ...           NaN        1.4949   \n",
       "..                   ...  ...           ...           ...   \n",
       "169              52.5402  ...        1.2641           NaN   \n",
       "170              50.6833  ...        0.3503           NaN   \n",
       "171              50.3022  ...        0.7656        1.0368   \n",
       "172              52.3050  ...        0.5673           NaN   \n",
       "173              53.4492  ...        2.4054        0.5346   \n",
       "\n",
       "     Distance to Barrel 1  Distance to Barrel 2  Distance to Layer n1  \\\n",
       "0                     NaN                   NaN                   NaN   \n",
       "1                     NaN                   NaN                   NaN   \n",
       "2                     NaN                   NaN                   NaN   \n",
       "3                     NaN                   NaN                   NaN   \n",
       "4                     NaN                   NaN                   NaN   \n",
       "..                    ...                   ...                   ...   \n",
       "169                   NaN                   NaN                   NaN   \n",
       "170                   NaN                   NaN                   NaN   \n",
       "171                   NaN                   NaN                   NaN   \n",
       "172                   NaN                   NaN                   NaN   \n",
       "173                   NaN                   NaN                   NaN   \n",
       "\n",
       "    Distance to Layer n2  Distance to Barrel A  Distance to Barrel B  \\\n",
       "0                    NaN            215.228351            174.000000   \n",
       "1                    NaN            151.086327            213.337695   \n",
       "2                    NaN            198.974687            232.730513   \n",
       "3                    NaN            228.000000            162.000000   \n",
       "4                    NaN             44.346286            328.107622   \n",
       "..                   ...                   ...                   ...   \n",
       "169                  NaN             24.997803            181.431965   \n",
       "170                  NaN            118.898651            202.376373   \n",
       "171                  NaN            151.005549            215.305522   \n",
       "172                  NaN            322.923386             22.555042   \n",
       "173                  NaN            222.331315             55.298944   \n",
       "\n",
       "     Distance to Layer nA  Distance to Layer nB  \n",
       "0              180.093736            191.535134  \n",
       "1              149.891961            202.354632  \n",
       "2              132.022414            229.523778  \n",
       "3              159.011987            199.155462  \n",
       "4              171.794234            154.795349  \n",
       "..                    ...                   ...  \n",
       "169            314.744870            103.797327  \n",
       "170            288.667605             69.296479  \n",
       "171             75.027164            306.897033  \n",
       "172             70.935246            350.093066  \n",
       "173            239.536169            171.112560  \n",
       "\n",
       "[174 rows x 37 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load the all-data CSV dir after you've filled in the Stim location metadata\n",
    "df = pd.read_csv(data_dir + csv_filename)  # from the edited csv\n",
    "df = pd.DataFrame(df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "13bf9866",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Barrel pairs in L2/3\n",
      "\t 30 no crossing out of 120 in layer L2/3\n",
      "\t 26 crossing out of 120 in layer L2/3\n",
      "\t 64 no signal out of 120 in layer L2/3\n",
      "Barrel pairs in L4\n",
      "\t 62 no crossing out of 196 in layer L4\n",
      "\t 25 crossing out of 196 in layer L4\n",
      "\t 108 no signal out of 196 in layer L4\n",
      "Barrel pairs in L5\n",
      "\t 12 no crossing out of 28 in layer L5\n",
      "\t 6 crossing out of 28 in layer L5\n",
      "\t 10 no signal out of 28 in layer L5\n"
     ]
    }
   ],
   "source": [
    "# compute statistics on barrel pairs:\n",
    "#    1) whether delta latency should be considered based on SNR\n",
    "#    2) Delta latency between L4 barrels (b1 - b2, b3 - b2)\n",
    "df['Delta latency 1 (barrel 1 - barrel 2)'] = df['L4 barrel 1 Latency'] - df['L4 barrel 2 Latency']\n",
    "df['Delta latency 2 (barrel 3 - barrel 2)'] = df['L4 barrel 3 Latency'] - df['L4 barrel 2 Latency']\n",
    "\n",
    "# if either barrel 1 or barrel 2 has low SNR, don't compute the delta latency between these two\n",
    "df.loc[(df['L4 barrel 1 SNR'] < snr_cutoff_signal) | (df['L4 barrel 2 SNR'] < snr_cutoff_signal),\n",
    "       'Delta latency 1 (barrel 1 - barrel 2)'] = None\n",
    "\n",
    "# Actual latencies (instead of deltas)\n",
    "df[\"Actual latency barrel 1\"] =  df['L4 barrel 1 Latency'] - df['Actual Stim Time (ms)']\n",
    "df[\"Actual latency barrel 2\"] =  df['L4 barrel 2 Latency'] - df['Actual Stim Time (ms)']\n",
    "df[\"Actual latency barrel 3\"] =  df['L4 barrel 3 Latency'] - df['Actual Stim Time (ms)']\n",
    "# apply SNR cutoffs for actual latencies\n",
    "df.loc[((df['L4 barrel 1 SNR'] < snr_cutoff_signal) | (df['L4 barrel 1 Latency'] <= 0)),\n",
    "       'L4 barrel 1 Latency'] = None\n",
    "df.loc[((df['L4 barrel 2 SNR'] < snr_cutoff_signal) | (df['L4 barrel 2 Latency'] <= 0)),\n",
    "       'L4 barrel 2 Latency'] = None\n",
    "df.loc[((df['L4 barrel 3 SNR'] < snr_cutoff_signal) | (df['L4 barrel 3 Latency'] <= 0)),\n",
    "       'L4 barrel 3 Latency'] = None\n",
    "\n",
    "# same for barrel 2 or barrel 3\n",
    "df.loc[(df['L4 barrel 3 SNR'] < snr_cutoff_signal) | (df['L4 barrel 2 SNR'] < snr_cutoff_signal),\n",
    "       'Delta latency 2 (barrel 3 - barrel 2)'] = None\n",
    "\n",
    "for stim_loc in ['L2/3', 'L4', 'L5']:\n",
    "    df2 = df[df['Stim Location'].str.contains(stim_loc)]\n",
    "    print(\"Barrel pairs in\", stim_loc)\n",
    "    # count number of barrel pairs with no signal crossing\n",
    "    n_barrel_no_cross = len(df2[(df2['L4 barrel 1 SNR'] < snr_cutoff_signal) & \n",
    "                               (df2['L4 barrel 2 SNR'] > snr_cutoff_signal)])\n",
    "    n_barrel_no_cross += len(df2[(df2['L4 barrel 2 SNR'] < snr_cutoff_signal) & \n",
    "                                (df2['L4 barrel 1 SNR'] > snr_cutoff_signal)])\n",
    "    n_barrel_no_cross += len(df2[(df2['L4 barrel 2 SNR'] < snr_cutoff_signal) & \n",
    "                                (df2['L4 barrel 3 SNR'] > snr_cutoff_signal)])\n",
    "    n_barrel_no_cross += len(df2[(df2['L4 barrel 3 SNR'] < snr_cutoff_signal) & \n",
    "                                (df2['L4 barrel 2 SNR'] > snr_cutoff_signal)])\n",
    "    print(\"\\t\", n_barrel_no_cross, \"no crossing out of\", len(df2) * 2, \"in layer\", stim_loc)\n",
    "\n",
    "    # count number of barrel pairs with signal crossing\n",
    "    n_barrel_cross = len(df2[(df2['L4 barrel 1 SNR'] > snr_cutoff_signal) & \n",
    "                            (df2['L4 barrel 2 SNR'] > snr_cutoff_signal)])\n",
    "    n_barrel_cross += len(df2[(df2['L4 barrel 2 SNR'] > snr_cutoff_signal) & \n",
    "                             (df2['L4 barrel 3 SNR'] > snr_cutoff_signal)])\n",
    "    print(\"\\t\", n_barrel_cross, \"crossing out of\", len(df2) * 2, \"in layer\", stim_loc)\n",
    "\n",
    "    # count number of barrel pairs with no signal\n",
    "    n_barrel_none = len(df2[(df2['L4 barrel 1 SNR'] < snr_cutoff_signal) & \n",
    "                            (df2['L4 barrel 2 SNR'] < snr_cutoff_signal)])\n",
    "    n_barrel_none += len(df2[(df2['L4 barrel 2 SNR'] < snr_cutoff_signal) & \n",
    "                             (df2['L4 barrel 3 SNR'] < snr_cutoff_signal)])\n",
    "    print(\"\\t\", n_barrel_none, \"no signal out of\", len(df2) * 2, \"in layer\", stim_loc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "579383fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Latency between barrel pairs in L2/3\n",
      "\t 0.690 +/- 0.619 (n = 26)\n",
      "\t [1.3583 1.4885 0.2138 0.0093 0.1229 0.0447 1.1051 0.3143 0.1379 1.2641\n",
      " 0.5673 2.4054 1.6877 0.7967 0.2299 0.7214 0.2692 1.2911 0.5468 0.0567\n",
      " 0.1857 0.145  0.1196 1.252  1.0902 0.5346]\n",
      "Latency between barrel pairs in L4\n",
      "\t 1.028 +/- 1.001 (n = 25)\n",
      "\t [2.7731 0.0717 1.222  0.1611 1.3073 1.6698 0.4578 0.695  1.9031 0.3503\n",
      " 0.7656 0.9262 0.957  1.3192 0.0676 2.1705 0.1656 0.7253 0.853  0.543\n",
      " 0.3128 4.6423 0.1724 0.4323 1.0368]\n",
      "Latency between barrel pairs in L5\n",
      "\t 0.764 +/- 0.546 (n = 6)\n",
      "\t [0.1239 0.5704 1.4949 0.5802 1.5165 0.3024]\n"
     ]
    }
   ],
   "source": [
    "df['abs(delta 1)'] = np.abs(df['Delta latency 1 (barrel 1 - barrel 2)'])\n",
    "df['abs(delta 2)'] = np.abs(df['Delta latency 2 (barrel 3 - barrel 2)'])\n",
    "\n",
    "\n",
    "\n",
    "for stim_loc in ['L2/3', 'L4', 'L5']:\n",
    "    df2 = df[df['Stim Location'].str.contains(stim_loc)]\n",
    "    dfd1 = df2['abs(delta 1)'].dropna()\n",
    "    dfd2 = df2['abs(delta 2)'].dropna()\n",
    "\n",
    "    print(\"Latency between barrel pairs in\", stim_loc)\n",
    "    dfds = np.concatenate([dfd1, dfd2])\n",
    "    print(\"\\t\", \n",
    "          str(np.mean(dfds))[:5], \n",
    "          \"+/-\", \n",
    "          str(np.std(dfds))[:5], \n",
    "          \"(n =\", \n",
    "          str(len(dfds)) + \")\")\n",
    "    print(\"\\t\", dfds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cd641dbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# write the pandas dataframe back to csv\n",
    "csv_filename = cell_type_prefix + '_all_slices-edited.csv'\n",
    "df.to_csv(data_dir + csv_filename, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "24aa973d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Slice/Loc/Rec</th>\n",
       "      <th>Slice Edge</th>\n",
       "      <th>Most Medial Barrel</th>\n",
       "      <th>Medial Dir</th>\n",
       "      <th>Slice Location</th>\n",
       "      <th>Stim Location</th>\n",
       "      <th>Actual Stim Time (ms)</th>\n",
       "      <th>Stim Barrel</th>\n",
       "      <th>L4 barrel 1 Latency</th>\n",
       "      <th>...</th>\n",
       "      <th>Distance to Barrel 2</th>\n",
       "      <th>Distance to Layer n1</th>\n",
       "      <th>Distance to Layer n2</th>\n",
       "      <th>Distance to Barrel A</th>\n",
       "      <th>Distance to Barrel B</th>\n",
       "      <th>Distance to Layer nA</th>\n",
       "      <th>Distance to Layer nB</th>\n",
       "      <th>Actual latency barrel 1</th>\n",
       "      <th>Actual latency barrel 2</th>\n",
       "      <th>Actual latency barrel 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2/8/2023</td>\n",
       "      <td>02_01_02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4226</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>215.228351</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>180.093736</td>\n",
       "      <td>191.535134</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2/10/2023</td>\n",
       "      <td>04_01_07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4429</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.7236</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.086327</td>\n",
       "      <td>213.337695</td>\n",
       "      <td>149.891961</td>\n",
       "      <td>202.354632</td>\n",
       "      <td>4.2807</td>\n",
       "      <td>1.5076</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2/14/2023</td>\n",
       "      <td>02_01_01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4645</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>198.974687</td>\n",
       "      <td>232.730513</td>\n",
       "      <td>132.022414</td>\n",
       "      <td>229.523778</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2/14/2023</td>\n",
       "      <td>03_01_03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>228.000000</td>\n",
       "      <td>162.000000</td>\n",
       "      <td>159.011987</td>\n",
       "      <td>199.155462</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.9055</td>\n",
       "      <td>2.8317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2/28/2023</td>\n",
       "      <td>02_01_01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>L5</td>\n",
       "      <td>48.4151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.346286</td>\n",
       "      <td>328.107622</td>\n",
       "      <td>171.794234</td>\n",
       "      <td>154.795349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.4255</td>\n",
       "      <td>0.9306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>05_06_02</td>\n",
       "      <td>down/right</td>\n",
       "      <td>1.0</td>\n",
       "      <td>down/left</td>\n",
       "      <td>Anterior</td>\n",
       "      <td>L2/3</td>\n",
       "      <td>48.4228</td>\n",
       "      <td>1.0</td>\n",
       "      <td>52.5402</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.997803</td>\n",
       "      <td>181.431965</td>\n",
       "      <td>314.744870</td>\n",
       "      <td>103.797327</td>\n",
       "      <td>4.1174</td>\n",
       "      <td>2.8533</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>06_01_01</td>\n",
       "      <td>down</td>\n",
       "      <td>3.0</td>\n",
       "      <td>right</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.5290</td>\n",
       "      <td>2.0</td>\n",
       "      <td>50.6833</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118.898651</td>\n",
       "      <td>202.376373</td>\n",
       "      <td>288.667605</td>\n",
       "      <td>69.296479</td>\n",
       "      <td>2.1543</td>\n",
       "      <td>1.8040</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>06_02_02</td>\n",
       "      <td>down</td>\n",
       "      <td>3.0</td>\n",
       "      <td>right</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L4</td>\n",
       "      <td>48.4103</td>\n",
       "      <td>3.0</td>\n",
       "      <td>50.3022</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151.005549</td>\n",
       "      <td>215.305522</td>\n",
       "      <td>75.027164</td>\n",
       "      <td>306.897033</td>\n",
       "      <td>1.8919</td>\n",
       "      <td>2.6575</td>\n",
       "      <td>3.6943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>06_03_01</td>\n",
       "      <td>down</td>\n",
       "      <td>3.0</td>\n",
       "      <td>right</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L2/3</td>\n",
       "      <td>48.5911</td>\n",
       "      <td>3.0</td>\n",
       "      <td>52.3050</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>322.923386</td>\n",
       "      <td>22.555042</td>\n",
       "      <td>70.935246</td>\n",
       "      <td>350.093066</td>\n",
       "      <td>3.7139</td>\n",
       "      <td>3.1466</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>10/19/2023</td>\n",
       "      <td>06_04_01</td>\n",
       "      <td>down</td>\n",
       "      <td>3.0</td>\n",
       "      <td>right</td>\n",
       "      <td>Posterior</td>\n",
       "      <td>L2/3</td>\n",
       "      <td>48.4633</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.4492</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>222.331315</td>\n",
       "      <td>55.298944</td>\n",
       "      <td>239.536169</td>\n",
       "      <td>171.112560</td>\n",
       "      <td>4.9859</td>\n",
       "      <td>2.5805</td>\n",
       "      <td>3.1151</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>174 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date Slice/Loc/Rec  Slice Edge  Most Medial Barrel Medial Dir  \\\n",
       "0      2/8/2023      02_01_02         NaN                 NaN        NaN   \n",
       "1     2/10/2023      04_01_07         NaN                 NaN        NaN   \n",
       "2     2/14/2023      02_01_01         NaN                 NaN        NaN   \n",
       "3     2/14/2023      03_01_03         NaN                 NaN        NaN   \n",
       "4     2/28/2023      02_01_01         NaN                 NaN        NaN   \n",
       "..          ...           ...         ...                 ...        ...   \n",
       "169  10/19/2023      05_06_02  down/right                 1.0  down/left   \n",
       "170  10/19/2023      06_01_01        down                 3.0      right   \n",
       "171  10/19/2023      06_02_02        down                 3.0      right   \n",
       "172  10/19/2023      06_03_01        down                 3.0      right   \n",
       "173  10/19/2023      06_04_01        down                 3.0      right   \n",
       "\n",
       "    Slice Location Stim Location  Actual Stim Time (ms)  Stim Barrel  \\\n",
       "0              NaN            L4                48.4226          NaN   \n",
       "1              NaN            L4                48.4429          NaN   \n",
       "2              NaN            L4                48.4645          NaN   \n",
       "3              NaN            L4                48.4195          NaN   \n",
       "4              NaN            L5                48.4151          NaN   \n",
       "..             ...           ...                    ...          ...   \n",
       "169       Anterior          L2/3                48.4228          1.0   \n",
       "170      Posterior            L4                48.5290          2.0   \n",
       "171      Posterior            L4                48.4103          3.0   \n",
       "172      Posterior          L2/3                48.5911          3.0   \n",
       "173      Posterior          L2/3                48.4633          2.0   \n",
       "\n",
       "     L4 barrel 1 Latency  ...  Distance to Barrel 2  Distance to Layer n1  \\\n",
       "0                    NaN  ...                   NaN                   NaN   \n",
       "1                52.7236  ...                   NaN                   NaN   \n",
       "2                    NaN  ...                   NaN                   NaN   \n",
       "3                    NaN  ...                   NaN                   NaN   \n",
       "4                    NaN  ...                   NaN                   NaN   \n",
       "..                   ...  ...                   ...                   ...   \n",
       "169              52.5402  ...                   NaN                   NaN   \n",
       "170              50.6833  ...                   NaN                   NaN   \n",
       "171              50.3022  ...                   NaN                   NaN   \n",
       "172              52.3050  ...                   NaN                   NaN   \n",
       "173              53.4492  ...                   NaN                   NaN   \n",
       "\n",
       "     Distance to Layer n2  Distance to Barrel A  Distance to Barrel B  \\\n",
       "0                     NaN            215.228351            174.000000   \n",
       "1                     NaN            151.086327            213.337695   \n",
       "2                     NaN            198.974687            232.730513   \n",
       "3                     NaN            228.000000            162.000000   \n",
       "4                     NaN             44.346286            328.107622   \n",
       "..                    ...                   ...                   ...   \n",
       "169                   NaN             24.997803            181.431965   \n",
       "170                   NaN            118.898651            202.376373   \n",
       "171                   NaN            151.005549            215.305522   \n",
       "172                   NaN            322.923386             22.555042   \n",
       "173                   NaN            222.331315             55.298944   \n",
       "\n",
       "    Distance to Layer nA  Distance to Layer nB  Actual latency barrel 1  \\\n",
       "0             180.093736            191.535134                      NaN   \n",
       "1             149.891961            202.354632                   4.2807   \n",
       "2             132.022414            229.523778                      NaN   \n",
       "3             159.011987            199.155462                      NaN   \n",
       "4             171.794234            154.795349                      NaN   \n",
       "..                   ...                   ...                      ...   \n",
       "169           314.744870            103.797327                   4.1174   \n",
       "170           288.667605             69.296479                   2.1543   \n",
       "171            75.027164            306.897033                   1.8919   \n",
       "172            70.935246            350.093066                   3.7139   \n",
       "173           239.536169            171.112560                   4.9859   \n",
       "\n",
       "     Actual latency barrel 2  Actual latency barrel 3  \n",
       "0                        NaN                      NaN  \n",
       "1                     1.5076                      NaN  \n",
       "2                        NaN                   1.5173  \n",
       "3                     1.9055                   2.8317  \n",
       "4                     2.4255                   0.9306  \n",
       "..                       ...                      ...  \n",
       "169                   2.8533                      NaN  \n",
       "170                   1.8040                      NaN  \n",
       "171                   2.6575                   3.6943  \n",
       "172                   3.1466                      NaN  \n",
       "173                   2.5805                   3.1151  \n",
       "\n",
       "[174 rows x 40 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5226216",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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