1_o_beam_maps_different_years.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import ipyplot\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "main_plot_path = \"idl_plots/output_5min_multi_subtraction_reduced_removebi_flux0.500.751.00_pap3.02.01.1/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",
    "\n",
    "grid_str = \"grid_03\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# All region maps in different projections\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "images_array = [\n",
    "      non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20160101_to_20161231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20170101_to_20171231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20180101_to_20181231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20190101_to_20191231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20200101_to_20201231_X_GSM_vs_Z_GSM.png\"\n",
    "\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20160101_to_20161231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20170101_to_20171231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20180101_to_20181231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20190101_to_20191231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20200101_to_20201231_Y_GSM_vs_Z_GSM.png\"\n",
    "\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"  \n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/any/events/2d/any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=170)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "images_array = [\n",
    "      non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20160101_to_20161231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20170101_to_20171231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20180101_to_20181231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20190101_to_20191231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20200101_to_20201231_X_GSM_vs_Z_GSM.png\"\n",
    "\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20160101_to_20161231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20170101_to_20171231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20180101_to_20181231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20190101_to_20191231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20200101_to_20201231_Y_GSM_vs_Z_GSM.png\"\n",
    "\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"  \n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/Lobe_any/events/2d/Lobe_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=170)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "images_array = [\n",
    "      non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20160101_to_20161231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20170101_to_20171231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20180101_to_20181231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20190101_to_20191231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20200101_to_20201231_X_GSM_vs_Z_GSM.png\"\n",
    "\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20160101_to_20161231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20170101_to_20171231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20180101_to_20181231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20190101_to_20191231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20200101_to_20201231_Y_GSM_vs_Z_GSM.png\"\n",
    "\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"  \n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/BL_any/events/2d/BL_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=170)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "images_array = [\n",
    "      non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20160101_to_20161231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20170101_to_20171231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20180101_to_20181231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20190101_to_20191231_X_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20200101_to_20201231_X_GSM_vs_Z_GSM.png\"\n",
    "\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20160101_to_20161231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20170101_to_20171231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20180101_to_20181231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20190101_to_20191231_Y_GSM_vs_Z_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20200101_to_20201231_Y_GSM_vs_Z_GSM.png\"\n",
    "\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"  \n",
    "    , non_sort_map_path+\"/\"+grid_str+\"/PS_any/events/2d/PS_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=170)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "images_array = [\n",
    "         non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20160101_to_20161231_X_GSM_vs_Beta.png\"\n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20170101_to_20171231_X_GSM_vs_Beta.png\"\n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20180101_to_20181231_X_GSM_vs_Beta.png\"\n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20190101_to_20191231_X_GSM_vs_Beta.png\"\n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20200101_to_20201231_X_GSM_vs_Beta.png\"\n",
    "                 \n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20160101_to_20161231_DIST_vs_Beta.png\"\n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20170101_to_20171231_DIST_vs_Beta.png\"\n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20180101_to_20181231_DIST_vs_Beta.png\"\n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20190101_to_20191231_DIST_vs_Beta.png\"\n",
    "    ,    non_sort_map_path+\"/\"+grid_str+\"/Tail_any/events/2d/Tail_any__ratio_20200101_to_20201231_DIST_vs_Beta.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=170)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "images_array = [\n",
    "        hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__samples_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__samples_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__samples_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__samples_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"  \n",
    "        ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__samples_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"  \n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__samples_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__samples_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__samples_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__samples_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "      ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__samples_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"    \n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__samples_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__samples_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__samples_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__samples_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__samples_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__samples_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__samples_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__samples_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__samples_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__samples_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__samples_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__samples_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__samples_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__samples_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__samples_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__samples_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__samples_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__samples_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__samples_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__samples_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=180)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "images_array = [\n",
    "        hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"  \n",
    "        ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_Lobe_any/events/2d/south_Lobe_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"  \n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "      ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_Lobe_any/events/2d/north_Lobe_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"    \n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_BL_any/events/2d/south_BL_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_BL_any/events/2d/north_BL_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "        ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_south/\"+grid_str+\"/south_PS_any/events/2d/south_PS_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__ratio_20160101_to_20161231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__ratio_20170101_to_20171231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__ratio_20180101_to_20181231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__ratio_20190101_to_20191231_X_GSM_vs_Y_GSM.png\"\n",
    "    ,   hemi_sort_map_path+\"/hemi_north/\"+grid_str+\"/north_PS_any/events/2d/north_PS_any__ratio_20200101_to_20201231_X_GSM_vs_Y_GSM.png\"\n",
    "]\n",
    "\n",
    "ipyplot.plot_images(images_array, img_width=180)\n"
   ]
  }
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