1_o_beam_maps.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import ipyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "main_plot_path = \"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/\"\n",
    "\n",
    "non_sort_map_path = main_plot_path + 'non_sort_map'\n",
    "hemi_sort_map_path = main_plot_path+\"hemi_sort_map\"\n",
    "kp_sort_map_path = main_plot_path+'kp_sort_map'\n",
    "bx_sort_map_path = main_plot_path+'bx_sort_map'\n",
    "\n",
    "start_time = '20170101'\n",
    "end_time = '20201231'\n",
    " \n",
    "grid_str = \"grid_02\"\n",
    "direction_str = \"outflow\"\n",
    "correction_flag_str = 'corrected_'\n",
    "\n",
    "ratio_type = \"ratio_\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# All region maps in different projections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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   "source": [
    "images_array = [\n",
    "    non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "#     , non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_DIST_vs_Beta.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Maps for lobes, BL and PS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-HQxqBBJnGFmftGbQQCyAuX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-2NKNJ5sdRLPXae7yDXzbBk\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-MiCGNPN6bLW2MKD7RpeQv4\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-MiCGNPN6bLW2MKD7RpeQv4\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-6ZXNe8Jvxqq8ye8mC74jJn\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-T2uoLk7wVBeSu4Xo6DDiZa\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-ZwNvCUBX22CXGJ7h9vUsm6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-9sefUQpyTyGixZ84VtcCKS\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
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       "    <div id=\"ipyplot-imgs-container-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-Zjn64iE9VvdK5p4FWUPJpK\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-Zjn64iE9VvdK5p4FWUPJpK\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-HQxqBBJnGFmftGbQQCyAuX\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-HQxqBBJnGFmftGbQQCyAuX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-2NKNJ5sdRLPXae7yDXzbBk\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-2NKNJ5sdRLPXae7yDXzbBk\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-MiCGNPN6bLW2MKD7RpeQv4\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-MiCGNPN6bLW2MKD7RpeQv4\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-6ZXNe8Jvxqq8ye8mC74jJn\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-6ZXNe8Jvxqq8ye8mC74jJn\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-T2uoLk7wVBeSu4Xo6DDiZa\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-T2uoLk7wVBeSu4Xo6DDiZa\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-ZwNvCUBX22CXGJ7h9vUsm6\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-ZwNvCUBX22CXGJ7h9vUsm6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-9sefUQpyTyGixZ84VtcCKS\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-9sefUQpyTyGixZ84VtcCKS\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "        <div id=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-N9N24zWTtqQT3D5ECstMiX\" class=\"ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-k2jvMg9zfNqCCYjTWrsioP-N9N24zWTtqQT3D5ECstMiX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "    non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    ", non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    ",\n",
    "     non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Beta dependence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "            left: -9999px;\n",
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       "\n",
       "        #ipyplot-html-viewer-label-Ltb9uVRMbeppUNdjxMYPT5 { \n",
       "            position: relative;\n",
       "            display: inline-block;\n",
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       "\n",
       "        #ipyplot-html-viewer-textarea-Ltb9uVRMbeppUNdjxMYPT5 {\n",
       "            background: lightgrey;\n",
       "            width: 100%;\n",
       "            height: 0px;\n",
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       "\n",
       "        #ipyplot-html-viewer-toggle-Ltb9uVRMbeppUNdjxMYPT5:checked ~ #ipyplot-html-viewer-textarea-Ltb9uVRMbeppUNdjxMYPT5 {\n",
       "            height: 200px;\n",
       "            display: block;\n",
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       "\n",
       "        #ipyplot-html-viewer-toggle-Ltb9uVRMbeppUNdjxMYPT5:checked + #ipyplot-html-viewer-label-Ltb9uVRMbeppUNdjxMYPT5:after {\n",
       "            content: \"hide html\";\n",
       "            position: absolute;\n",
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       "    </style>\n",
       "    <div>\n",
       "        <input type=\"checkbox\" id=\"ipyplot-html-viewer-toggle-Ltb9uVRMbeppUNdjxMYPT5\">\n",
       "        <label id=\"ipyplot-html-viewer-label-Ltb9uVRMbeppUNdjxMYPT5\" for=\"ipyplot-html-viewer-toggle-Ltb9uVRMbeppUNdjxMYPT5\">show html</label>\n",
       "        <textarea id=\"ipyplot-html-viewer-textarea-Ltb9uVRMbeppUNdjxMYPT5\" readonly>\n",
       "            \n",
       "        <style>\n",
       "        #ipyplot-imgs-container-div-Ptvk2vLcoi9Ctajkr5ZwbD {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            margin: 0%;\n",
       "            overflow: auto;\n",
       "            position: relative;\n",
       "            overflow-y: scroll;\n",
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       "\n",
       "        div.ipyplot-placeholder-div-Ptvk2vLcoi9Ctajkr5ZwbD {\n",
       "            width: 300px;\n",
       "            display: inline-block;\n",
       "            margin: 3px;\n",
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       "\n",
       "        div.ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD {\n",
       "            width: 300px;\n",
       "            background: white;\n",
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       "            text-align: center;\n",
       "            position: relative;\n",
       "            border: 2px solid #ddd;\n",
       "            top: 0;\n",
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       "\n",
       "        div.ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD span.ipyplot-img-close {\n",
       "            display: none;\n",
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       "\n",
       "        div.ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD span {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            position: absolute;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD img {\n",
       "            width: 300px;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD span.ipyplot-img-close:hover {\n",
       "            cursor: zoom-out;\n",
       "        }\n",
       "        div.ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD span.ipyplot-img-expand:hover {\n",
       "            cursor: zoom-in;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            position: absolute;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
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       "    <div id=\"ipyplot-imgs-container-div-Ptvk2vLcoi9Ctajkr5ZwbD\">\n",
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       "        <div id=\"ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD-4pNQCQxXPGKHfQ7Q8bBZym\" class=\"ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Tail_outflow/events/2d/Tail_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Beta.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Tail_outflow/events/2d/Tail_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Beta.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "            <a href=\"#ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD-4pNQCQxXPGKHfQ7Q8bBZym\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Tail_outflow/events/2d/Tail_outflow__corrected_ratio_20170101_to_20201231_DIST_vs_Beta.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Tail_outflow/events/2d/Tail_outflow__corrected_ratio_20170101_to_20201231_DIST_vs_Beta.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD-5fAkaeGhVfVcgqjb3TyTRU\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD-4pNQCQxXPGKHfQ7Q8bBZym\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-Ptvk2vLcoi9Ctajkr5ZwbD\">\n",
       "        <div id=\"ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD-5fAkaeGhVfVcgqjb3TyTRU\" class=\"ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Tail_outflow/events/2d/Tail_outflow__corrected_ratio_20170101_to_20201231_DIST_vs_Beta.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Tail_outflow/events/2d/Tail_outflow__corrected_ratio_20170101_to_20201231_DIST_vs_Beta.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-Ptvk2vLcoi9Ctajkr5ZwbD-5fAkaeGhVfVcgqjb3TyTRU\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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   ],
   "source": [
    "images_array = [\n",
    "    non_sort_map_path+\"/\"+grid_str+\"/Tail_\"+direction_str+\"/events/2d/Tail_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Beta.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Tail_\"+direction_str+\"/events/2d/Tail_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_DIST_vs_Beta.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Occurrence frequency maps in XZgsm for dawn, center and dusk and lobes, BL, PS\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "    <div class=\"ipyplot-placeholder-div-DTD9Ke4EzkgAzJqUtyr39u\">\n",
       "        <div id=\"ipyplot-content-div-DTD9Ke4EzkgAzJqUtyr39u-oYT7Sq55Nww2Ysoyvupvx3\" class=\"ipyplot-content-div-DTD9Ke4EzkgAzJqUtyr39u\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM_at_Y_GSM_5.0_20.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM_at_Y_GSM_5.0_20.0.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-DTD9Ke4EzkgAzJqUtyr39u\">\n",
       "        <div id=\"ipyplot-content-div-DTD9Ke4EzkgAzJqUtyr39u-GCjkdJbHb4EicLS63QesZo\" class=\"ipyplot-content-div-DTD9Ke4EzkgAzJqUtyr39u\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM_at_Y_GSM_-20.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM_at_Y_GSM_-20.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-DTD9Ke4EzkgAzJqUtyr39u-GCjkdJbHb4EicLS63QesZo\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-DTD9Ke4EzkgAzJqUtyr39u\">\n",
       "        <div id=\"ipyplot-content-div-DTD9Ke4EzkgAzJqUtyr39u-h545oUWpckY9g2iowuYXGG\" class=\"ipyplot-content-div-DTD9Ke4EzkgAzJqUtyr39u\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM_at_Y_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM_at_Y_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-DTD9Ke4EzkgAzJqUtyr39u-h545oUWpckY9g2iowuYXGG\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-DTD9Ke4EzkgAzJqUtyr39u\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM_at_Y_GSM_5.0_20.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM_at_Y_GSM_5.0_20.0.png\"/>\n",
       "            <a href=\"#!\">\n",
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "        non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_-20.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_-5.0_5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_5.0_20.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_15/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_-20.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_10/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_-5.0_5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_15/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_5.0_20.0.png\" \n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_15/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_-20.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_10/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_-5.0_5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_15/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM_at_Y_GSM_5.0_20.0.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Occurrence frequency maps in YZgsm for Inner magnetosphere, tail and distant tail and lobes, BL, PS\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "    <div class=\"ipyplot-placeholder-div-88hw3MpNqzF3ZJxTnhRjwr\">\n",
       "        <div id=\"ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr-DGVXEYYcinfmSeUfDaKW4D\" class=\"ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr-DGVXEYYcinfmSeUfDaKW4D\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-88hw3MpNqzF3ZJxTnhRjwr\">\n",
       "        <div id=\"ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr-WXXUEEP5rWsASykW7333JB\" class=\"ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr-WXXUEEP5rWsASykW7333JB\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-88hw3MpNqzF3ZJxTnhRjwr\">\n",
       "        <div id=\"ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr-Q96Z6xnb94LLNfxREBndA6\" class=\"ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr-Q96Z6xnb94LLNfxREBndA6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-88hw3MpNqzF3ZJxTnhRjwr\">\n",
       "        <div id=\"ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr-CQzbmVUPcWQVooi9VaxMWE\" class=\"ipyplot-content-div-88hw3MpNqzF3ZJxTnhRjwr\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "images_array = [\n",
    "        non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_15/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_10/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_10/BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\" \n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_15/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_10/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_10/PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Occurrence frequency maps in XYgsm for south and north and lobes, BL, PS\n",
    "\n",
    "* south/north hemisphere is defined with Bx, Zgsm and Xgsm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "        <div id=\"ipyplot-content-div-Eyb8KAC7o7kXFwnM4ZxMTq-ZUrvwvvL88tEDKYiUGSTfW\" class=\"ipyplot-content-div-Eyb8KAC7o7kXFwnM4ZxMTq\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/hemi_sort_map/hemi_north/grid_02/north_Lobe_outflow/events/2d/north_Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/hemi_sort_map/hemi_north/grid_02/north_Lobe_outflow/events/2d/north_Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "            <a href=\"#!\">\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <a href=\"#!\">\n",
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       "            <a href=\"#!\">\n",
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       "            <a href=\"#!\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
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       "            <a href=\"#!\">\n",
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   ],
   "source": [
    "images_array = [\n",
    "       hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_\"+direction_str+\"/events/2d/north_Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\" \n",
    "    ,     \n",
    "    hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_\"+direction_str+\"/events/2d/north_BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,\n",
    "    hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_\"+direction_str+\"/events/2d/north_PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "       ,    hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_\"+direction_str+\"/events/2d/south_Lobe_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,\n",
    "    hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_\"+direction_str+\"/events/2d/south_BL_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_\"+direction_str+\"/events/2d/south_PS_\"+direction_str+\"__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "      \n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IMF By correlation with asymmetry\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IMF By sorted maps in YZgsm for lobes, BL and PS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-JAnN6dqarDUdwzgaAVBXZo-M97T77ZS8FcTbMgAKzzQ5C\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-JAnN6dqarDUdwzgaAVBXZo\">\n",
       "        <div id=\"ipyplot-content-div-JAnN6dqarDUdwzgaAVBXZo-j8jsAXyEkiBQbMfc9RAMEP\" class=\"ipyplot-content-div-JAnN6dqarDUdwzgaAVBXZo\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-JAnN6dqarDUdwzgaAVBXZo-j8jsAXyEkiBQbMfc9RAMEP\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-JAnN6dqarDUdwzgaAVBXZo\">\n",
       "        <div id=\"ipyplot-content-div-JAnN6dqarDUdwzgaAVBXZo-kRqDX4HoSfdPQSUHayP98t\" class=\"ipyplot-content-div-JAnN6dqarDUdwzgaAVBXZo\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-JAnN6dqarDUdwzgaAVBXZo-kRqDX4HoSfdPQSUHayP98t\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "    non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "  ,      non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "      ,     non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ",    non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IMF By / Bz sorted maps in YZgsm for lobes, BL and PS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "        div.ipyplot-content-div-KHfrXyActDE98zmzyuuFVs span.ipyplot-img-expand:hover {\n",
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       "\n",
       "        div[id^=ipyplot-content-div-KHfrXyActDE98zmzyuuFVs]:target {\n",
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       "            z-index: 5000;\n",
       "            top: 0;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-KHfrXyActDE98zmzyuuFVs]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-KHfrXyActDE98zmzyuuFVs]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
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       "    <div id=\"ipyplot-imgs-container-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-BKghwSrPn5mkiZjPeV6VhP\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-BKghwSrPn5mkiZjPeV6VhP\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-hfbs3yKbA2Nh94eXb5n5WE\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-hfbs3yKbA2Nh94eXb5n5WE\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-i2nFQjhjCELmAiXzGogtas\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-i2nFQjhjCELmAiXzGogtas\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-4RraS54QKV3bqBCcGNkpAf\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-4RraS54QKV3bqBCcGNkpAf\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-gRKk8WRRAWjvF8KRMGtgSp\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-gRKk8WRRAWjvF8KRMGtgSp\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-YXhpLPegwhKux7ixpegKwr\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-YXhpLPegwhKux7ixpegKwr\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
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       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
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       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-YXhpLPegwhKux7ixpegKwr\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-YXhpLPegwhKux7ixpegKwr\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-oZ2HChsVtGH6mmZQKcHW6Z\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-oZ2HChsVtGH6mmZQKcHW6Z\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-Wgew58mievFNT6fdonGrPm\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-Wgew58mievFNT6fdonGrPm\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-Xge2hd7EMgCSvWLMk8e28N\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-Xge2hd7EMgCSvWLMk8e28N\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-D9q9i3Zo67wUwUvB6Y2NBv\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-D9q9i3Zo67wUwUvB6Y2NBv\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-GEMEXbhmsNEz5CE4Jwz4xX\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-GEMEXbhmsNEz5CE4Jwz4xX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "        <div id=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-42EUnyRCWHZHcm3yWfws5q\" class=\"ipyplot-content-div-KHfrXyActDE98zmzyuuFVs\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-KHfrXyActDE98zmzyuuFVs-42EUnyRCWHZHcm3yWfws5q\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "        non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_imfBz_0_25_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_imfBz_0_25_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_imfBz_-25_0_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_imfBz_-25_0_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_imfBz_0_25_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_imfBz_0_25_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_imfBz_-25_0_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_imfBz_-25_0_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_imfBz_0_25_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_imfBz_0_25_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_imfBz_-25_0_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_imfBz_-25_0_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=400)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMF By / Bz sorted sliced maps in YZgsm for lobe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-bFxpoQ5sADH4ycT32h5Ea2\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-TJNjox3iwLJ526kGeoVXy6\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-TJNjox3iwLJ526kGeoVXy6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-dSRiWxoZJhsRYp6YoeVWwP\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-dSRiWxoZJhsRYp6YoeVWwP\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
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       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-PXND8THbxkiz96qrvW9fgR\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-PXND8THbxkiz96qrvW9fgR\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-Roft3U7omWxPhEMNb3X6xG\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-Roft3U7omWxPhEMNb3X6xG\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
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       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-BjtfXfUpwoCFq7REkU8Pnz\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-BjtfXfUpwoCFq7REkU8Pnz\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-cNzw92YPGQqT2ZUnU455dU\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-cNzw92YPGQqT2ZUnU455dU\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-3gbe6aZbuvrpoZMiBob4po\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-3gbe6aZbuvrpoZMiBob4po\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-Zbr8iiGgWjMfdX5ymbuckp\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-Zbr8iiGgWjMfdX5ymbuckp\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-XYLVEvDFqDCWybTpwqkLwx\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-XYLVEvDFqDCWybTpwqkLwx\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-k4Hw9sRSHcj5U5yvoUciQo\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-k4Hw9sRSHcj5U5yvoUciQo\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-fZr7DRPmAv2TzEnvkovjr2\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
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       "            margin: 0%;\n",
       "            overflow: auto;\n",
       "            position: relative;\n",
       "            overflow-y: scroll;\n",
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       "\n",
       "        div.ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM span.ipyplot-img-close {\n",
       "            display: none;\n",
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       "\n",
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       "            width: 100%;\n",
       "            height: 100%;\n",
       "            position: absolute;\n",
       "            top: 0;\n",
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       "\n",
       "        div.ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM img {\n",
       "            width: 400px;\n",
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       "\n",
       "        div.ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM span.ipyplot-img-close:hover {\n",
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       "        div.ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM span.ipyplot-img-expand:hover {\n",
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       "\n",
       "        div[id^=ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            position: absolute;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
       "        }\n",
       "        </style>\n",
       "    <div id=\"ipyplot-imgs-container-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-bFxpoQ5sADH4ycT32h5Ea2\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-bFxpoQ5sADH4ycT32h5Ea2\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-TJNjox3iwLJ526kGeoVXy6\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-TJNjox3iwLJ526kGeoVXy6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-dSRiWxoZJhsRYp6YoeVWwP\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-dSRiWxoZJhsRYp6YoeVWwP\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-PXND8THbxkiz96qrvW9fgR\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-PXND8THbxkiz96qrvW9fgR\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-Roft3U7omWxPhEMNb3X6xG\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-Roft3U7omWxPhEMNb3X6xG\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-BjtfXfUpwoCFq7REkU8Pnz\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-BjtfXfUpwoCFq7REkU8Pnz\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-cNzw92YPGQqT2ZUnU455dU\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-cNzw92YPGQqT2ZUnU455dU\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-3gbe6aZbuvrpoZMiBob4po\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-3gbe6aZbuvrpoZMiBob4po\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-Zbr8iiGgWjMfdX5ymbuckp\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-Zbr8iiGgWjMfdX5ymbuckp\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-XYLVEvDFqDCWybTpwqkLwx\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_0_25_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-XYLVEvDFqDCWybTpwqkLwx\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-k4Hw9sRSHcj5U5yvoUciQo\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-k4Hw9sRSHcj5U5yvoUciQo\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "        <div id=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-fZr7DRPmAv2TzEnvkovjr2\" class=\"ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBz_-25_0_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-fKJkBzBKcLSRBZaHZwTTCM-fZr7DRPmAv2TzEnvkovjr2\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "        non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"_imfBz_0_25_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"_imfBz_0_25_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"_imfBz_-25_0_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"_imfBz_-25_0_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBz_0_25_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBz_0_25_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBz_-25_0_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBz_-25_0_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBz_0_25_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBz_0_25_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBz_-25_0_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBz_-25_0_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=400)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMF By sorted sliced maps in YZgsm for different regions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "\n",
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       "            display: none;\n",
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       "    <div id=\"ipyplot-imgs-container-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-9xzf73pxHaBz6TDYePJ9o4\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-9xzf73pxHaBz6TDYePJ9o4\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-4WUmS77Nc58CCXoVMdBeqj\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-4WUmS77Nc58CCXoVMdBeqj\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-DFecRrAcHokRhU9fwsHA5X\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-DFecRrAcHokRhU9fwsHA5X\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-Y5fEQBF3PTH8trBbhJAm4a\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
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       "                <span class=\"ipyplot-img-close\"/>\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-iJp4qXUecsXQxGHS6NAxbX\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-iJp4qXUecsXQxGHS6NAxbX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-KVNk5DAoCe8WjFGmEd6FYs\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-KVNk5DAoCe8WjFGmEd6FYs\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-icrfGPwKg3EZ6DDgwKF6nM\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-icrfGPwKg3EZ6DDgwKF6nM\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-FjVeczYAaiTRxWHDutrPDX\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-FjVeczYAaiTRxWHDutrPDX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-CVBucpEZkgcNHW3WvmBKpW\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-CVBucpEZkgcNHW3WvmBKpW\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-87SWZACXnGEroqP9i4ThA6\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-87SWZACXnGEroqP9i4ThA6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-WjFStzKSf6o8B5A3o4YMpf\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-WjFStzKSf6o8B5A3o4YMpf\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-hPygFZ5S68FmH7ckZXEPNX\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-hPygFZ5S68FmH7ckZXEPNX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-7zvxiFYmPFAmc4eipShhma\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">12</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-7zvxiFYmPFAmc4eipShhma\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-ck5SsckrJwi9AtQKurJ37D\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">13</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-ck5SsckrJwi9AtQKurJ37D\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-DFMDYjiG9EqnWxAbGRfwgY\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">14</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-DFMDYjiG9EqnWxAbGRfwgY\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-5J8AQw6bbQmhzAdWk73ivD\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">15</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-5J8AQw6bbQmhzAdWk73ivD\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-9sKDevcvjrpH2s9Vr8FZR6\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">16</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-9sKDevcvjrpH2s9Vr8FZR6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-JtuhhpfuJxa2ZseG3aM4ZN\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_15/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-iJp4qXUecsXQxGHS6NAxbX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/slice/slice_zgrid_10/Lobe_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-KVNk5DAoCe8WjFGmEd6FYs\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-icrfGPwKg3EZ6DDgwKF6nM\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-icrfGPwKg3EZ6DDgwKF6nM\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-FjVeczYAaiTRxWHDutrPDX\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-FjVeczYAaiTRxWHDutrPDX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
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       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-CVBucpEZkgcNHW3WvmBKpW\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-CVBucpEZkgcNHW3WvmBKpW\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-87SWZACXnGEroqP9i4ThA6\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_15/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-87SWZACXnGEroqP9i4ThA6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-WjFStzKSf6o8B5A3o4YMpf\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-WjFStzKSf6o8B5A3o4YMpf\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-hPygFZ5S68FmH7ckZXEPNX\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/slice/slice_zgrid_10/BL_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-hPygFZ5S68FmH7ckZXEPNX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-7zvxiFYmPFAmc4eipShhma\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">12</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-7zvxiFYmPFAmc4eipShhma\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-ck5SsckrJwi9AtQKurJ37D\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">13</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-ck5SsckrJwi9AtQKurJ37D\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-DFMDYjiG9EqnWxAbGRfwgY\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">14</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-DFMDYjiG9EqnWxAbGRfwgY\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-5J8AQw6bbQmhzAdWk73ivD\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">15</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_15/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-5J8AQw6bbQmhzAdWk73ivD\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-9sKDevcvjrpH2s9Vr8FZR6\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">16</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-9sKDevcvjrpH2s9Vr8FZR6\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "        <div id=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-JtuhhpfuJxa2ZseG3aM4ZN\" class=\"ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">17</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/slice/slice_zgrid_10/PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-kNiJoG3ea9kGgDBcug4tqF-JtuhhpfuJxa2ZseG3aM4ZN\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    </div>\n",
       "    </div>"
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     },
     "metadata": {},
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   ],
   "source": [
    "images_array = [\n",
    "        non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "    ,   \n",
    "            non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_15/Lobe_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/slice/slice_zgrid_10/Lobe_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "    ,   \n",
    "    non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_15/BL_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_10/BL_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_10/BL_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\" \n",
    "    ,   \n",
    "    non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_15/BL_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_10/BL_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/slice/slice_zgrid_10/BL_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\" \n",
    "    ,   \n",
    "    non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_15/PS_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_10/PS_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_10/PS_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "    ,   \n",
    "    non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_15/PS_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-30.0_-15.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_10/PS_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-15.0_-5.0.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/slice/slice_zgrid_10/PS_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM_at_X_GSM_-5.0_5.0.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IMF By sorted hemi sphere maps in XYgsm for different regions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "            <a href=\"#ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG-DsucYUdLgPF2iZ2sHKYVzs\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-DPTwcHG4hiJaSpKJwS5AXG\">\n",
       "        <div id=\"ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG-MHNgEGkq7ie2DnHEWW9jcB\" class=\"ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/hemi_sort_map/hemi_north/grid_02/north_PS_outflow/events/2d/north_PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/hemi_sort_map/hemi_north/grid_02/north_PS_outflow/events/2d/north_PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG-MHNgEGkq7ie2DnHEWW9jcB\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-DPTwcHG4hiJaSpKJwS5AXG\">\n",
       "        <div id=\"ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG-68hcP9X9vajZFnrDug6mUX\" class=\"ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/hemi_sort_map/hemi_south/grid_02/south_PS_outflow/events/2d/south_PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/hemi_sort_map/hemi_south/grid_02/south_PS_outflow/events/2d/south_PS_outflow_imfBy_-25_0__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG-68hcP9X9vajZFnrDug6mUX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-DPTwcHG4hiJaSpKJwS5AXG\">\n",
       "        <div id=\"ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG-Dt6Bd4dTiBccu47MBu28Vs\" class=\"ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/hemi_sort_map/hemi_south/grid_02/south_PS_outflow/events/2d/south_PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/hemi_sort_map/hemi_south/grid_02/south_PS_outflow/events/2d/south_PS_outflow_imfBy_0_25__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-DPTwcHG4hiJaSpKJwS5AXG-Dt6Bd4dTiBccu47MBu28Vs\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "      hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_\"+direction_str+\"/events/2d/north_Lobe_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_\"+direction_str+\"/events/2d/north_Lobe_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_\"+direction_str+\"/events/2d/south_Lobe_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_\"+direction_str+\"/events/2d/south_Lobe_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "\n",
    "    , hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_\"+direction_str+\"/events/2d/north_BL_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_\"+direction_str+\"/events/2d/north_BL_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_\"+direction_str+\"/events/2d/south_BL_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_\"+direction_str+\"/events/2d/south_BL_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "\n",
    "    , hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_\"+direction_str+\"/events/2d/north_PS_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_\"+direction_str+\"/events/2d/north_PS_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_\"+direction_str+\"/events/2d/south_PS_\"+direction_str+\"_imfBy_-25_0__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    , hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_\"+direction_str+\"/events/2d/south_PS_\"+direction_str+\"_imfBy_0_25__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "\n",
    "    \n",
    "  ]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=400)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Different events  ranges\n",
    "\n",
    "### 1- 100 eV\n",
    "Data are trapped near Earth. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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       "        div.ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A img {\n",
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       "\n",
       "        div.ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A span.ipyplot-img-close:hover {\n",
       "            cursor: zoom-out;\n",
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       "        div.ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A span.ipyplot-img-expand:hover {\n",
       "            cursor: zoom-in;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            position: absolute;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
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       "        </style>\n",
       "    <div id=\"ipyplot-imgs-container-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "    <div class=\"ipyplot-placeholder-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "        <div id=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-LcUMsTte2a9TtL42yJo24d\" class=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-LcUMsTte2a9TtL42yJo24d\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "        <div id=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-KptSWBP8H6JTsLeWD5sMkF\" class=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-KptSWBP8H6JTsLeWD5sMkF\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "        <div id=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-25kSbLuAzXkZbjwHBwqibo\" class=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1_100__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1_100__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-25kSbLuAzXkZbjwHBwqibo\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "        <div id=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-B4Y3grNnWRzRT6odMFUgng\" class=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-B4Y3grNnWRzRT6odMFUgng\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "        <div id=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-WtvdB9zct39Smq2i2TM6YJ\" class=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
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       "        <div id=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-mPtBMgaLK8ebfYGf5QSMJZ\" class=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-mPtBMgaLK8ebfYGf5QSMJZ\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "        <div id=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-Ee5LD8Ge3QejccPnPngQPe\" class=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_1_100__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-Ee5LD8Ge3QejccPnPngQPe\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "        <div id=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-cmDgxM4mNsCdXXQTKuUen4\" class=\"ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_1_100__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_1_100__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-VUUsEPjWVd2jvrVVz5WD9A-cmDgxM4mNsCdXXQTKuUen4\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "        non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_1_100__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 100 eV ~ 1 keV\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        #ipyplot-html-viewer-toggle-ExhT2oyUWsgZj4N8RXvCU5 {\n",
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       "\n",
       "        #ipyplot-html-viewer-label-ExhT2oyUWsgZj4N8RXvCU5 { \n",
       "            position: relative;\n",
       "            display: inline-block;\n",
       "            cursor: pointer;\n",
       "            color: blue;\n",
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       "\n",
       "        #ipyplot-html-viewer-textarea-ExhT2oyUWsgZj4N8RXvCU5 {\n",
       "            background: lightgrey;\n",
       "            width: 100%;\n",
       "            height: 0px;\n",
       "            display: none;\n",
       "        }\n",
       "\n",
       "        #ipyplot-html-viewer-toggle-ExhT2oyUWsgZj4N8RXvCU5:checked ~ #ipyplot-html-viewer-textarea-ExhT2oyUWsgZj4N8RXvCU5 {\n",
       "            height: 200px;\n",
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       "\n",
       "        #ipyplot-html-viewer-toggle-ExhT2oyUWsgZj4N8RXvCU5:checked + #ipyplot-html-viewer-label-ExhT2oyUWsgZj4N8RXvCU5:after {\n",
       "            content: \"hide html\";\n",
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       "            cursor: pointer;\n",
       "            color: blue;\n",
       "            text-decoration: underline;\n",
       "        }\n",
       "    </style>\n",
       "    <div>\n",
       "        <input type=\"checkbox\" id=\"ipyplot-html-viewer-toggle-ExhT2oyUWsgZj4N8RXvCU5\">\n",
       "        <label id=\"ipyplot-html-viewer-label-ExhT2oyUWsgZj4N8RXvCU5\" for=\"ipyplot-html-viewer-toggle-ExhT2oyUWsgZj4N8RXvCU5\">show html</label>\n",
       "        <textarea id=\"ipyplot-html-viewer-textarea-ExhT2oyUWsgZj4N8RXvCU5\" readonly>\n",
       "            \n",
       "        <style>\n",
       "        #ipyplot-imgs-container-div-QPpu7WfYCWZdfbNJPHqgJW {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            margin: 0%;\n",
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       "            position: relative;\n",
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       "\n",
       "        div.ipyplot-placeholder-div-QPpu7WfYCWZdfbNJPHqgJW {\n",
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       "            display: inline-block;\n",
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       "\n",
       "        div.ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW {\n",
       "            width: 300px;\n",
       "            background: white;\n",
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       "            vertical-align: top;\n",
       "            text-align: center;\n",
       "            position: relative;\n",
       "            border: 2px solid #ddd;\n",
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       "\n",
       "        div.ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW span.ipyplot-img-close {\n",
       "            display: none;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW span {\n",
       "            width: 100%;\n",
       "            height: 100%;\n",
       "            position: absolute;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW img {\n",
       "            width: 300px;\n",
       "        }\n",
       "\n",
       "        div.ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW span.ipyplot-img-close:hover {\n",
       "            cursor: zoom-out;\n",
       "        }\n",
       "        div.ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW span.ipyplot-img-expand:hover {\n",
       "            cursor: zoom-in;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
       "            position: absolute;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
       "        }\n",
       "\n",
       "        div[id^=ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
       "        }\n",
       "        </style>\n",
       "    <div id=\"ipyplot-imgs-container-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "    <div class=\"ipyplot-placeholder-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "        <div id=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-YDFQF6fT9mHJrXSfBjqzQc\" class=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-YDFQF6fT9mHJrXSfBjqzQc\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "        <div id=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-4oEtq6VDDWrLer2ezyEFcE\" class=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-4oEtq6VDDWrLer2ezyEFcE\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "        <div id=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-fe2RFoSenTYPyXEW8sbbd8\" class=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-fe2RFoSenTYPyXEW8sbbd8\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "        <div id=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-KLxtypLBnHH7RPhXQRfoDM\" class=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-KLxtypLBnHH7RPhXQRfoDM\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "        <div id=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-iCcTJYhgxHefwhLbzTT7ej\" class=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-iCcTJYhgxHefwhLbzTT7ej\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-58uzonoEMAWjf4LkwgjZPt\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "        <div id=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-4UMfQ98suNgajzhi7qLuS2\" class=\"ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_100_1000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-QPpu7WfYCWZdfbNJPHqgJW-4UMfQ98suNgajzhi7qLuS2\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "          non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_100_1000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "   ]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1000 - 3000 eV\n",
    "Dusk asymmetry observed for -10Re to -20Re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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       "        div.ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w span.ipyplot-img-expand:hover {\n",
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       "\n",
       "        div[id^=ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w]:target {\n",
       "            transform: scale(2.5);\n",
       "            transform-origin: left top;\n",
       "            z-index: 5000;\n",
       "            top: 0;\n",
       "            left: 0;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w]:target span.ipyplot-img-expand {\n",
       "            display: none;\n",
       "        }\n",
       "        </style>\n",
       "    <div id=\"ipyplot-imgs-container-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "    <div class=\"ipyplot-placeholder-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "        <div id=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-4Twc4JdeTaidUbN3ePCm2L\" class=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-4Twc4JdeTaidUbN3ePCm2L\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "        <div id=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-8DHUaRFz8TXu3MZZKxrDTn\" class=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-8DHUaRFz8TXu3MZZKxrDTn\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "        <div id=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-khjKaSwnNAARbPreGgBWtU\" class=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-khjKaSwnNAARbPreGgBWtU\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "        <div id=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-32L2doUWWZDQqHC6Lav73w\" class=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-32L2doUWWZDQqHC6Lav73w\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "        <div id=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-hNSvhjKdCweVP8YawfGRx3\" class=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-hNSvhjKdCweVP8YawfGRx3\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "        <div id=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-fsXTvVHXygDzoSyyWjLDBH\" class=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-fsXTvVHXygDzoSyyWjLDBH\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
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       "        <div id=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-BWUov4cnBaGnKB7C4E2EQR\" class=\"ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_1000_3000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-5bexkZUPNGJnJvAhLCsX4w-BWUov4cnBaGnKB7C4E2EQR\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "        non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "       ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    " ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ",   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_1000_3000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3000 - 40000 eV\n",
    "Dusk asymmetry observed for -10Re to -20Re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "        div[id^=ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF]:target span.ipyplot-img-expand {\n",
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       "    <div id=\"ipyplot-imgs-container-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "    <div class=\"ipyplot-placeholder-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "        <div id=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-MZbm76LAEzCmYvKNRnAgtP\" class=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-MZbm76LAEzCmYvKNRnAgtP\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "        <div id=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-5eHiNADGSWZM6EfoUbxPWg\" class=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-5eHiNADGSWZM6EfoUbxPWg\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "        <div id=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-QWsoAsBmnmYLvfa4qphRet\" class=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/Lobe_outflow/events/2d/Lobe_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-QWsoAsBmnmYLvfa4qphRet\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-PZs9mB4EStgzaCGp5J2zL5\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "        <div id=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-CM6m2HF4dW5Yv7oQzhJgyL\" class=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-CM6m2HF4dW5Yv7oQzhJgyL\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "        <div id=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-NNpdoBowXzqTS385zyEeHz\" class=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/BL_outflow/events/2d/BL_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-NNpdoBowXzqTS385zyEeHz\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "        <div id=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-BmQtGJFBdKvwJQHUBKUQUg\" class=\"ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/PS_outflow/events/2d/PS_outflow_en_3000_40000__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-mq2jtNQ26iMqi5ZnWhPfrF-BmQtGJFBdKvwJQHUBKUQUg\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-mq2jtNQ26iMqi5ZnWhPfrF\">\n",
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    "        non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "       ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/Lobe_\"+direction_str+\"/events/2d/Lobe_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    " ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "      ,   non_sort_map_path+\"/\"+grid_str+\"/BL_\"+direction_str+\"/events/2d/BL_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ",   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   non_sort_map_path+\"/\"+grid_str+\"/PS_\"+direction_str+\"/events/2d/PS_\"+direction_str+\"_en_3000_40000__\"+correction_flag_str+ratio_type+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## kp impacts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
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       "            <a href=\"#!\">\n",
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       "            <a href=\"#ipyplot-content-div-Ca3eJMNtpKmaZpkydx2B5B-jLdYDd3PeAQkPnCWcsL9hh\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <a href=\"#!\">\n",
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       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_outflow/events/2d/Kplt_2_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_outflow/events/2d/Kplt_2_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
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       "            <a href=\"#!\">\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
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       "            <a href=\"#!\">\n",
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       "    <div class=\"ipyplot-placeholder-div-Ca3eJMNtpKmaZpkydx2B5B\">\n",
       "        <div id=\"ipyplot-content-div-Ca3eJMNtpKmaZpkydx2B5B-beQ9NpoSMuTJDJttyYPhrW\" class=\"ipyplot-content-div-Ca3eJMNtpKmaZpkydx2B5B\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
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       "            <a href=\"#!\">\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-Ca3eJMNtpKmaZpkydx2B5B\">\n",
       "        <div id=\"ipyplot-content-div-Ca3eJMNtpKmaZpkydx2B5B-jLdYDd3PeAQkPnCWcsL9hh\" class=\"ipyplot-content-div-Ca3eJMNtpKmaZpkydx2B5B\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_outflow/events/2d/Kpge_2_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_outflow/events/2d/Kpge_2_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-Ca3eJMNtpKmaZpkydx2B5B-jLdYDd3PeAQkPnCWcsL9hh\">\n",
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       "    <div class=\"ipyplot-placeholder-div-Ca3eJMNtpKmaZpkydx2B5B\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-Ca3eJMNtpKmaZpkydx2B5B-Xy36dJQGrAwCAehWokXu9E\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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     "metadata": {},
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   ],
   "source": [
    "images_array = [\n",
    "   kp_sort_map_path+\"/kp_lt_2/\"+grid_str+\"/Kplt_2_\"+direction_str+\"/events/2d/Kplt_2_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    ",    kp_sort_map_path+\"/kp_lt_2/\"+grid_str+\"/Kplt_2_\"+direction_str+\"/events/2d/Kplt_2_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    ",    kp_sort_map_path+\"/kp_lt_2/\"+grid_str+\"/Kplt_2_\"+direction_str+\"/events/2d/Kplt_2_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ",kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_\"+direction_str+\"/events/2d/Kpge_2_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    ",   kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_\"+direction_str+\"/events/2d/Kpge_2_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,      kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_\"+direction_str+\"/events/2d/Kpge_2_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-PgQDiGbdewZyePbDLbkcKz\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-6rmuSSUHCfvS7rvcAMfx7s\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_Lobe_outflow/events/2d/Kpge_2_Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_Lobe_outflow/events/2d/Kpge_2_Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-6rmuSSUHCfvS7rvcAMfx7s\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-KmWiDMA27ZdEXJvoQgs5XD\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_Lobe_outflow/events/2d/Kpge_2_Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_Lobe_outflow/events/2d/Kpge_2_Lobe_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-KmWiDMA27ZdEXJvoQgs5XD\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-Vomqgy4BrHz5a5SSECyu9a\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_Lobe_outflow/events/2d/Kpge_2_Lobe_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_Lobe_outflow/events/2d/Kpge_2_Lobe_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-Vomqgy4BrHz5a5SSECyu9a\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-myKBDeMk8u5HbwJGnJuSWn\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">6</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_BL_outflow/events/2d/Kplt_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_BL_outflow/events/2d/Kplt_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-myKBDeMk8u5HbwJGnJuSWn\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-dTKaS53y3ByhZnCwLCPcZF\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">7</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_BL_outflow/events/2d/Kplt_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_BL_outflow/events/2d/Kplt_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-dTKaS53y3ByhZnCwLCPcZF\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-UN6JLm6uHunsGusegSMGaP\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_BL_outflow/events/2d/Kplt_2_BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_BL_outflow/events/2d/Kplt_2_BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-UN6JLm6uHunsGusegSMGaP\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-9Sf3yVk4DiUJPbrc3pRihy\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-9Sf3yVk4DiUJPbrc3pRihy\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-UphQdze3DY2o2f62tR2eVd\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-UphQdze3DY2o2f62tR2eVd\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-HSFgs8BbV2DDKSwQPaXzWX\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-HSFgs8BbV2DDKSwQPaXzWX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-EuuQS8qbzPMxHtUU5eeqZN\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">12</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-EuuQS8qbzPMxHtUU5eeqZN\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-YkGvfCJgx3nDCHQBJSxPyQ\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">13</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-YkGvfCJgx3nDCHQBJSxPyQ\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-a3JCB5XFyFCiJ2aS6Fxhrf\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">14</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-a3JCB5XFyFCiJ2aS6Fxhrf\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-PKXxC9dccFyjT8JFNT8j6P\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">15</h4>\n",
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       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-UN6JLm6uHunsGusegSMGaP\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">8</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_BL_outflow/events/2d/Kplt_2_BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_BL_outflow/events/2d/Kplt_2_BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-UN6JLm6uHunsGusegSMGaP\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-9Sf3yVk4DiUJPbrc3pRihy\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">9</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-UphQdze3DY2o2f62tR2eVd\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">10</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-UphQdze3DY2o2f62tR2eVd\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-HSFgs8BbV2DDKSwQPaXzWX\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">11</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_BL_outflow/events/2d/Kpge_2_BL_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-HSFgs8BbV2DDKSwQPaXzWX\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-EuuQS8qbzPMxHtUU5eeqZN\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">12</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-EuuQS8qbzPMxHtUU5eeqZN\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-YkGvfCJgx3nDCHQBJSxPyQ\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">13</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-YkGvfCJgx3nDCHQBJSxPyQ\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-a3JCB5XFyFCiJ2aS6Fxhrf\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">14</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_lt_2/grid_02/Kplt_2_PS_outflow/events/2d/Kplt_2_PS_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-a3JCB5XFyFCiJ2aS6Fxhrf\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "        <div id=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-PKXxC9dccFyjT8JFNT8j6P\" class=\"ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">15</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_PS_outflow/events/2d/Kpge_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_PS_outflow/events/2d/Kpge_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-PKXxC9dccFyjT8JFNT8j6P\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-6woRs3bCCYjEkotYPF7wM7\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">16</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_PS_outflow/events/2d/Kpge_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/kp_sort_map/kp_ge_2/grid_02/Kpge_2_PS_outflow/events/2d/Kpge_2_PS_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-6woRs3bCCYjEkotYPF7wM7-gFwupVaXRByreJsQvia623\">\n",
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    ",    kp_sort_map_path+\"/kp_lt_2/\"+grid_str+\"/Kplt_2_Lobe_\"+direction_str+\"/events/2d/Kplt_2_Lobe_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ", kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_Lobe_\"+direction_str+\"/events/2d/Kpge_2_Lobe_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    ",     kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_Lobe_\"+direction_str+\"/events/2d/Kpge_2_Lobe_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
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    ",    kp_sort_map_path+\"/kp_lt_2/\"+grid_str+\"/Kplt_2_BL_\"+direction_str+\"/events/2d/Kplt_2_BL_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ", kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_BL_\"+direction_str+\"/events/2d/Kpge_2_BL_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
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    ",    kp_sort_map_path+\"/kp_lt_2/\"+grid_str+\"/Kplt_2_PS_\"+direction_str+\"/events/2d/Kplt_2_PS_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ", kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_PS_\"+direction_str+\"/events/2d/Kpge_2_PS_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    ",     kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_PS_\"+direction_str+\"/events/2d/Kpge_2_PS_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,     kp_sort_map_path+\"/kp_ge_2/\"+grid_str+\"/Kpge_2_PS_\"+direction_str+\"/events/2d/Kpge_2_PS_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Storm impacts "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
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       "            <a href=\"#!\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-jtvpHwiiqpdsHfgwcqGAJS\">\n",
       "        <div id=\"ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS-CC43n8VHTdX4EHqFHFUrvQ\" class=\"ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/nonstorm_time_outflow/events/2d/nonstorm_time_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/nonstorm_time_outflow/events/2d/nonstorm_time_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS-CC43n8VHTdX4EHqFHFUrvQ\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-jtvpHwiiqpdsHfgwcqGAJS\">\n",
       "        <div id=\"ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS-bEqV5nCrEVvT4xMGh84P5M\" class=\"ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/storm_time_outflow/events/2d/storm_time_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/storm_time_outflow/events/2d/storm_time_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS-bEqV5nCrEVvT4xMGh84P5M\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-jtvpHwiiqpdsHfgwcqGAJS\">\n",
       "        <div id=\"ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS-jq7sB9ciZwNRNQQeq5s5t7\" class=\"ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/storm_time_outflow/events/2d/storm_time_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/storm_time_outflow/events/2d/storm_time_outflow__corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS-jq7sB9ciZwNRNQQeq5s5t7\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    \n",
       "    <div class=\"ipyplot-placeholder-div-jtvpHwiiqpdsHfgwcqGAJS\">\n",
       "        <div id=\"ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS-8c4nsuoPp6WyyKN59wEhGe\" class=\"ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/storm_time_outflow/events/2d/storm_time_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/storm_time_outflow/events/2d/storm_time_outflow__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-jtvpHwiiqpdsHfgwcqGAJS-8c4nsuoPp6WyyKN59wEhGe\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "    non_sort_map_path+\"/\"+grid_str+\"/nonstorm_time_\"+direction_str+\"/events/2d/nonstorm_time_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"   \n",
    "    ,\n",
    "     non_sort_map_path+\"/\"+grid_str+\"/nonstorm_time_\"+direction_str+\"/events/2d/nonstorm_time_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    " , non_sort_map_path+\"/\"+grid_str+\"/nonstorm_time_\"+direction_str+\"/events/2d/nonstorm_time_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    " ,  non_sort_map_path+\"/\"+grid_str+\"/storm_time_\"+direction_str+\"/events/2d/storm_time_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "\n",
    " ,  non_sort_map_path+\"/\"+grid_str+\"/storm_time_\"+direction_str+\"/events/2d/storm_time_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,\n",
    "      non_sort_map_path+\"/\"+grid_str+\"/storm_time_\"+direction_str+\"/events/2d/storm_time_\"+direction_str+\"__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solar wind velocity impacts on the convection maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "\n",
       "        div[id^=ipyplot-content-div-bauz5qksofRchQZtAn3bzT]:target span.ipyplot-img-close {\n",
       "            display: block;\n",
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       "\n",
       "        div[id^=ipyplot-content-div-bauz5qksofRchQZtAn3bzT]:target span.ipyplot-img-expand {\n",
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       "    <div id=\"ipyplot-imgs-container-div-bauz5qksofRchQZtAn3bzT\">\n",
       "    <div class=\"ipyplot-placeholder-div-bauz5qksofRchQZtAn3bzT\">\n",
       "        <div id=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT-6gGQH7bxynbZcyhUEfxS5H\" class=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">0</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_0_450_corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_0_450_corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-bauz5qksofRchQZtAn3bzT-6gGQH7bxynbZcyhUEfxS5H\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-bauz5qksofRchQZtAn3bzT\">\n",
       "        <div id=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT-Ryzaqhf8LdhNsCLwgZLKSD\" class=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_0_450_corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_0_450_corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-bauz5qksofRchQZtAn3bzT-Ryzaqhf8LdhNsCLwgZLKSD\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-bauz5qksofRchQZtAn3bzT\">\n",
       "        <div id=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT-NRnUBDjAYA3J9P9W8HBmPy\" class=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_0_450_corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_0_450_corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "            <a href=\"#ipyplot-content-div-bauz5qksofRchQZtAn3bzT-NRnUBDjAYA3J9P9W8HBmPy\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    <div class=\"ipyplot-placeholder-div-bauz5qksofRchQZtAn3bzT\">\n",
       "        <div id=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT-Pueyehve3DRUoH2VA7SaDv\" class=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_450_900_corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_450_900_corrected_ratio_20170101_to_20201231_X_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <a href=\"#ipyplot-content-div-bauz5qksofRchQZtAn3bzT-Pueyehve3DRUoH2VA7SaDv\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-bauz5qksofRchQZtAn3bzT\">\n",
       "        <div id=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT-5tVsVmvpsh4WdGP5FRQeqG\" class=\"ipyplot-content-div-bauz5qksofRchQZtAn3bzT\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-bauz5qksofRchQZtAn3bzT-5tVsVmvpsh4WdGP5FRQeqG\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "    \n",
       "    <div class=\"ipyplot-placeholder-div-bauz5qksofRchQZtAn3bzT\">\n",
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       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_450_900_corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_450_900_corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
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       "            <a href=\"#!\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">1</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_0_450_corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swV_0_450_corrected_ratio_20170101_to_20201231_X_GSM_vs_Y_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
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       "                <span class=\"ipyplot-img-expand\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">2</h4>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">3</h4>\n",
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       "            <a href=\"#!\">\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">4</h4>\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
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       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
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       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-bauz5qksofRchQZtAn3bzT-fD6fE5m6MrHqVnCMDf9sAV\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
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   ],
   "source": [
    "images_array = [\n",
    "    non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swV_0_450_corrected_ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    ",   non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swV_0_450_corrected_ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    ", non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swV_0_450_corrected_ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ",  non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swV_450_900_corrected_ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    "    ,  non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swV_450_900_corrected_ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swV_450_900_corrected_ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300\n",
    "                   )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solar wind pressure impacts on the convection maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
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       "        <div id=\"ipyplot-content-div-N29cQ2WZCJacyDxgsjGx4K-QfajxsmgYDBJW5tHrhXbHg\" class=\"ipyplot-content-div-N29cQ2WZCJacyDxgsjGx4K\">\n",
       "            <h4 style=\"font-size: 12px; word-wrap: break-word;\">5</h4>\n",
       "            <h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 95%; word-wrap: break-word; white-space: normal;\">idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swP_2_20__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png</h4><img src=\"idl_plots/output_sc1_sp3_300sec_multi_pa2_en2_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/plots/plots_ss27/non_sort_map/grid_02/outflow/events/2d/outflow_swP_2_20__corrected_ratio_20170101_to_20201231_Y_GSM_vs_Z_GSM.png\"/>\n",
       "            <a href=\"#!\">\n",
       "                <span class=\"ipyplot-img-close\"/>\n",
       "            </a>\n",
       "            <a href=\"#ipyplot-content-div-N29cQ2WZCJacyDxgsjGx4K-QfajxsmgYDBJW5tHrhXbHg\">\n",
       "                <span class=\"ipyplot-img-expand\"/>\n",
       "            </a>\n",
       "        </div>\n",
       "    </div>\n",
       "    </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "images_array = [\n",
    "    non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swP_0_2__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    ",   non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swP_0_2__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    ", non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swP_0_2__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    ",   non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swP_2_20__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Z_GSM.png\"\n",
    ",\n",
    "      non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swP_2_20__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_X_GSM_vs_Y_GSM.png\"\n",
    "    ,  non_sort_map_path+\"/\"+grid_str+\"/\"+direction_str+\"/events/2d/\"+direction_str+\"_swP_2_20__\"+ correction_flag_str+\"ratio_\"+start_time+\"_to_\"+end_time+\"_Y_GSM_vs_Z_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=300)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
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