diff --git a/README.md b/README.md
index 310b9ef..4260991 100644
--- a/README.md
+++ b/README.md
@@ -34,6 +34,8 @@ Documentation can be found hosted on this GitHub
 ## How to use
 
 ``` python
+from mets_tools.core import METSFile
+
 local_file = "./test.xml"
 ins = METSFile(local_file)
 ins.parse_mets()
diff --git a/index_files/figure-gfm/cell-4-output-1.png b/index_files/figure-gfm/cell-4-output-1.png
index 30a7fc6..7ae5c1f 100644
Binary files a/index_files/figure-gfm/cell-4-output-1.png and b/index_files/figure-gfm/cell-4-output-1.png differ
diff --git a/index_files/figure-gfm/cell-5-output-1.png b/index_files/figure-gfm/cell-5-output-1.png
index fd773d1..2cc2c01 100644
Binary files a/index_files/figure-gfm/cell-5-output-1.png and b/index_files/figure-gfm/cell-5-output-1.png differ
diff --git a/mets_tools/core.py b/mets_tools/core.py
index d3e950e..bcfcfed 100644
--- a/mets_tools/core.py
+++ b/mets_tools/core.py
@@ -16,6 +16,7 @@
 import pandas as pd
 import matplotlib.pyplot as plt
 import re
+import japanize_matplotlib
 
 # %% ../nbs/00_core.ipynb 4
 def convert_size(size):
@@ -249,7 +250,7 @@ def visualize_file_events_count(self):
         # プロットの準備
         df.plot(kind='bar', stacked=True, figsize=(10, 6))
         plt.title('Event Type Count per File')
-        plt.xlabel('Event Type')
+        plt.xlabel('Event Type ああああ')
         plt.ylabel('Count')
         plt.xticks(rotation=45)
         plt.tight_layout()
diff --git a/nbs/00_core.ipynb b/nbs/00_core.ipynb
index 14d6e93..9973558 100644
--- a/nbs/00_core.ipynb
+++ b/nbs/00_core.ipynb
@@ -44,7 +44,8 @@
     "from lxml import etree, objectify\n",
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
-    "import re"
+    "import re\n",
+    "import japanize_matplotlib"
    ]
   },
   {
@@ -285,7 +286,7 @@
     "        # プロットの準備\n",
     "        df.plot(kind='bar', stacked=True, figsize=(10, 6))\n",
     "        plt.title('Event Type Count per File')\n",
-    "        plt.xlabel('Event Type')\n",
+    "        plt.xlabel('Event Type ああああ')\n",
     "        plt.ylabel('Count')\n",
     "        plt.xticks(rotation=45)\n",
     "        plt.tight_layout()\n",
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 2b9b4fe..c3d1177 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -17,8 +17,7 @@
    "source": [
     "#| hide\n",
     "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "from mets_tools.core import *"
+    "%autoreload 2"
    ]
   },
   {
@@ -55,6 +54,11 @@
     "### Installation"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -104,6 +108,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "from mets_tools.core import METSFile\n",
+    "\n",
     "local_file = \"./test.xml\"\n",
     "ins = METSFile(local_file)\n",
     "ins.parse_mets()"
@@ -179,10 +185,20 @@
        "</div>"
       ],
       "text/plain": [
-       "  amdsec_id  filepath  ...  filename  size\n",
-       "0  amdSec_2  S001.png  ...  S001.png  9 MB\n",
+       "  amdsec_id  filepath                                  uuid hashtype  \\\n",
+       "0  amdSec_2  S001.png  386c4295-64fb-45b9-b5c6-3adfcd7f2bcf   sha256   \n",
        "\n",
-       "[1 rows x 13 columns]"
+       "                                           hashvalue    bytes  \\\n",
+       "0  5288586020b7ff120ad53f94432f719aa0ca1c5e094dc9...  9097282   \n",
+       "\n",
+       "                      format version  \\\n",
+       "0  Portable Network Graphics     1.2   \n",
+       "\n",
+       "                                                puid         modified_date  \\\n",
+       "0  <a href=\"http://nationalarchives.gov.uk/PRONOM...  2024-10-25T03:00:20Z   \n",
+       "\n",
+       "  fits_modified_unixtime  filename  size  \n",
+       "0                         S001.png  9 MB  "
       ]
      },
      "execution_count": null,
@@ -209,7 +225,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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DYUFHy9+xr+jQQCVEBru+EqNClBAVrITIELWMDKYkAvAYDsuymuf/lgB8Xk5hmTKyCrTjUKEyswu1L7fEVe6OFTo7cRXCX0tgm5gQpbQIV4eW4WofH6G48CDTEQH4CAofALcqKqtQRlbh0a9DR//dkXW04OUW2avQNVZMWODRAhgfrvbx4Wrf8td/48MVFsQOGADuQ+ED0GC7c4q0fm+e1u/N04a9edpyIF8HjpSajuX1HA4pMTJEnRIj1CMpWj2SotU9KVpt48JMRwPgpSh8AOpkV3bVcrdhXx4jds0sJizQVf6OFUFKIIC6oPABOE5eUblWZGTrx12Hj5a7vUdsd3ydXUSHBqp7UpS6J0WrT7tYDWjfQtFhgaZjAfAwFD4AroK3fEeOlu/I1uZfjqiZTn6Fm/k5pK6tojSwQwsN7BCnAR1aKDqUAgj4Ogof4IPyisu1YgcFzxccK4CDOrbQwA4t1L99HAUQ8EEUPsAHlFc69UNGjr7ZfFDLdmRr034Knq/yc0hpraM0qEMLndk1Qf3bxynQn4suAXZH4QNsKq+oXIu2HNTCjQe0eMsh5ZdUmI4EDxQZEqAhnVvq3G6JGtolgdE/wKYofICNZGYV6stNB/TlpgNalXm42a5CAXsI8HOob0qszklL1LndEpXcItx0JABuQuEDvJjTaemnXYe1cNMBfbXpoLYdLDAdCTaSmhChs9MSdG5aok5pFys/P4fpSAAaiMIHeKH1e/L04eq9+nTdPh3KZ6JjNL2WkcG6uGcbXdo7ST1OijYdB0A9UfgAL7E7p0gfrd6rj9bs1fZDhabjwId1bBmukb2SNLJ3EhM/A16Cwgd4sMOFZfps/X59tHqvftx52HQc4Dh9kmM1sneSLurRWrHhQabjADgBCh/gYUrKK7Vw4wF9vGavFm85pPJK/kTh+QL9HRrSuaVG9k7SOWmJCgn0Nx0JwG9Q+AAPsWn/Ec1csVMfr96n/FKmUIH3igwO0IjebXTFgGSltY4yHQeAKHyAUSXllfps3X7NXLFTq3flmo4DuN0p7WI0dkCyLurZmlE/wCAKH2BAZlah3l6+U+//uEd5xeWm4wBNLjo0UJf1OUlXDUxWSjzz+wHNjcIHNBPLsrQo/ZBmLMvU4i2HxF8efJHDIQ3p3FLjT03R0M4t5XAwtx/QHCh8QBMrKK3Q7JW79fayTGVmF5mOA3iMlBZhumpQii7v11YRwQGm4wC2RuEDmkhOYZmmLcnQW8t2stsWqEF0aKDGD0rWhMHtFcfULkCToPABbrYvt1hTv9uhd3/YreLyStNxAK8RGuiv0f3b6oYzOqh1dKjpOICtUPgAN9l+qECvLtquj9bsZe48oBEC/R0a2StJNw7tqI4tI0zHAWyBwgc00vo9eXp50TYt+PkXOflrAtzGzyGd372V/jo0Vd2TuH4v0BgUPqCBlu/I1kvfbNN3W7NMRwFs7/RO8br5zFQN7NDCdBTAK1H4gHpatydXT83frCXbsk1HAXzO4NQWuuf8rup5UozpKIBXofABdbTjUIGe+SJdn2/4hTn0AIMcDml499a6c1gXtWcSZ6BOKHxALQ4cKdGUL7fqvVW7VcFBeoDHCPBzaFS/tvq/szspISrEdBzAo1H4gBPIKy7Xq4u3a9qSDJWUO03HAXACoYH+mjA4RTcO6ajo0EDTcQCPROEDfqekvFLTl2bqlUXbmTAZ8CIxYYG6aUhHjT81RSGB/qbjAB6Fwgf8yrIsvbdqj/61cIt+OVJiOg6ABmodHaLbz+2sP/c5iWv1Ar+i8AE6OpfexI83aM3uXNNRALhJr7YxemxEd/U4iTn8AAoffFpuUZkmL0jXuz/sYtJkwIb8HNKY/u1017AuignjOr3wXRQ++CTLsvTuyt2aPH+zDhdxnB5gd3HhQbp7WBdd3q8tu3nhkyh88Dnr9uRq4sc/ay27bwGfw25e+CoKH3xGblGZnpqfrtkr2X0L+DI/hzS6fzvdzW5e+BAKH2zPsizNXrlbT7H7FsBvxIYF6p7zu7KbFz6Bwgdb251TpLvfX6dlO7juLYDqDerQQpMv66m2cWGmowBNhsIHW7IsS/9dvlNPfr5ZhWWVpuMA8HDhQf66d3iarhzQjtE+2BKFD7bDqB6Ahjq1Yws99SdG+2A/FD7YhmVZ+u+KXXpy3iZG9QA0WHiQv+4bnqYrGO2DjVD4YAt7Dh8d1Vu6nVE9AO4xOPXoaN9JsYz2wftR+ODVLMvSzBW7NIlRPQBNICI4QPcN76orBiSbjgI0CoUPXuvAkRLdMWetvt+WZToKAJs7LTVez446WYlRIaajAA1C4YNX+mbzQd3x3lrlFJaZjgLAR7QID9Izo07WmV0STEcB6o3CB69SXunU0wvSNfW7HWLNBdDcHA7phtM76K5hXRTg72c6DlBnFD54jT2Hi3TrrNVavSvXdBQAPq53uxi9MKY3J3TAa1D44BXmb9ivu99fpyMlFaajAIAkKTo0UE/9qafO797KdBSgVhQ+eLTSiko9PneT3lq203QUAKjW+EHJuv/CNAUH+JuOApwQhQ8eKyOrULe885N+3nfEdBQAqNEf2kTpxbGnqH18uOkoQLUofPBIH6/Zq/s/WM/cegC8RkRwgJ74Yw9dcnIb01GA41D44FGcTktPzd+s177dYToKADTIX4Z00D3DusrPj8uywXNQ+OAx8kvK9bdZq/VN+iHTUQCgUc7qmqDnR/dSZEig6SiAJAofPERGVqGum7FS2w8Vmo4CAG6RmhChN8b1VQrH9cEDUPhg3HdbD+mWd1Yrr7jcdBQAcKvo0EC9NPYUndYp3nQU+DgKH4z6z/cZenzeJlU6WQ0B2JO/n0P/uDBNVw9ubzoKfBiFD0aUVTg18aMNmr1qt+koANAsRvdrq0dHdFdQAJdkQ/Oj8KHZZRWU6sa3f9SqnYdNRwGAZtUvJVavXNlH8RHBpqPAx1D40Ky2HMjX1dNWam9usekoAGBEUkyopl3dT50TI01HgQ+h8KHZrMrM0bUzVnFyBgCfFx0aqDfH91XflDjTUeAjKHxoFl9uPKBbZv2kknKn6SgA4BFCAv304phTdE63RNNR4AMofGhys1fu0v0fbuBMXAD4HX8/hyZd2kOj+rU1HQU2R+FDk3rx66165ostpmMAgEe7a1gX3XxmqukYsDEKH5qE02np0c82avrSTNNRAMArTDg1RQ9d3E0OB9fghftR+OB2ZRVO/X3OGn22br/pKADgVS7q2Vr/GtWLufrgdhQ+uFVBaYX+8vYqLdmWbToKAHil01Lj9epVfRQRHGA6CmyEwge3ySks07j/rNCGvUdMRwEAr9YjKVozrumvuPAg01FgExQ+uEVWQamumLpC6QfyTUcBAFvo2ipSM68boBZclQNuQOFDox3KL9XYqcu19WCB6SgAYCudEyM087qBahlJ6UPjUPjQKAePlGjM1OXafqjQdBQAsKWOLcM16/qBSogKMR0FXozTgNBgv+SVaPTrlD0AaErbDxVq9OvLdeBIieko8GIUPjTIsZG9HVmUPQBoajuyCjXm9eU6SOlDA1H4UG+H8ks1ZupyZVD2AKDZ7Mgq1Ng3VuhQfqnpKPBCFD7US3bB0RM02I0LAM1v28ECXfHGcmUXUPpQPxQ+1FlOYZmueGMFZ+MCgEFbDhToijdW6HBhmeko8CIUPtRJQWmFxv1nhTb/wjx7AGDa5l/yddV/VqigtMJ0FHgJCh9qVVbh1F/eXsUVNADAg2zYe0Q3vv2jyiqcpqPAC1D4UCOn09Ltc9ZwbVwA8EDfb8vS3+esEVPqojYUPtTo0c82au66/aZjAABO4LN1+/XIpxtNx4CHo/DhhF76ZpumL800HQMAUIvpSzP10jfbTMeAB6PwoVqzV+7S0wvSTccAANTR0wvSNWflbtMx4KEofDjOlxsP6P4PN5iOAQCop/s+XK8vNx4wHQMeiMKHKlZl5uiWWT+p0skBwADgbSqdlm6Z9ZN+3JljOgo8DIUPLlsO5OvaGatUUs4p/gDgrUrKnbpm+iptPcC8qfj/KHyQJGUVlOrqaSuVV1xuOgoAoJHyiss1YdpKZXEJNvyKwgeVVTh149s/am9usekoAAA32ZtbzMTMcKHwQf/4aL1W7TxsOgYAwM1W7TysiR9xEh4ofD7vP99naM6qPaZjAACayOxVuzVtSYbpGDCMwufDvtt6SI/P22Q6BgCgif1z7iZ9vzXLdAwYROHzURlZhbrlndVMvwIAPqDSaenmd35SZlah6SgwhMLng/JLynXdDM7IBQBfkldcruveWqX8Ev7f74sofD7G6bT0t1mrtf0Qn/IAwNdsO1ig295dIyd7d3wOhc/HPDV/s75JP2Q6BgDAkK83H9RTCzabjoFmRuHzIZ+s3afXvt1hOgYAwLDXFu/QJ2v3mY6BZkTh8xEZWYW6/4P1pmMAADzE/R+s5yQOH0Lh8wGlFZW65Z2fVFBaYToKAMBDFJRW6OZ3flJpRaXpKGgGFD4f8PjcTfp53xHTMQAAHubnfUf0xFzmY/UFFD6bm79hv95attN0DACAh5qxbKfmb/jFdAw0MQqfje3OKdLd768zHQMA4OHu+d867TlcZDoGmhCFz6bKK526ddZqHSnhuD0AQM3yist166zVqqh0mo6CJkLhs6mnF6Rrze5c0zEAAF5i9a5cPb0g3XQMNBEKnw19s/mgpn7HfHsAgPp5/bsdWpR+0HQMNAEKn838kleiO95bK4ur5gAA6smypDvmrNWBIyWmo8DNKHw2c+d7a5VTWGY6BgDAS2UXlunO99aajgE3o/DZyMwVO/X9tizTMQAAXu67rVl6Z8Uu0zHgRhQ+m9hzuEiT5nExbACAezwxbxNTtdgIhc8GLMvSPf9bx6XTAABuU1BaoXv/xzXY7YLCZwMzV+zSkm3ZpmMAAGzm+21ZmrmCqzXZAYXPy+3OKdKkeVwHEQDQNJ6Yu0m7c9i16+0ofF7Msizd/f46FZZVmo4CALCpwrJK3fO/dbKY78urUfi82H+X79SyHezKBQA0raXbs/Vfztr1ahQ+L7U7p0iTPuesXABA83hyHrt2vRmFzwtZlqW73l+rInblAgCaSWFZpe5+n1273orC54Vmr9yt5TtyTMcAAPiYZTuyNXvlbtMx0AAUPi+TW1Smp+azKxcAYMbkBenKKyo3HQP1ROHzMpMXpOswf2gAAENyCss0eQEDD96GwudF1u/J07s/cJYUAMCsWT/s0vo9eaZjoB4ofF7Csiz94+MNcnKsLADAMKclTfx4AydweBEKn5eYvXK31u7ONR0DAABJ0prduZqzihM4vAWFzwvkFpVp8oJ00zEAAKjiqfmcwOEtKHxe4OkF6copLDMdAwCAKnIKy/T0F5zA4Q0ofB5u/Z48zeJEDQCAh3pnxS5t2MsJHJ6OwufBLMvSRE7UAAB4ME7g8A4UPg/23o97tIYTNQAAHm71rly99+Me0zFQAwqfhyopr9S/vthiOgYAAHXy3MItKinnGu+eisLnoaYvzdQvR0pMxwAAoE7255VoxtJM0zFwAhQ+D5RXXK5XFm03HQMAgHp5ZfF2HSlhmhZPROHzQK8u3q68Yv5gAADeJbeoXK8yYOGRKHwe5sCREk1bkmE6BgAADTJtSaYOckiSx6HweZgpX25VSbnTdAwAABqkuLxSU77aajoGfofC50F2HCrQe1yXEADg5eas3K2MrELTMfAbFD4P8uwXW1TBLMsAAC9X4bT0zBdcA96TUPg8xLo9uZq3Yb/pGAAAuMW89fu1fg+XXPMUFD4P8dT8zeKqNAAAu7Cso9s2eAYKnwdYviNbS7Zlm44BAIBbfb8tS8t3sH3zBBQ+D/DSN9tMRwAAoEm8zLx8HoHCZ9iGvXn6bmuW6RgAADSJb7cc0oa9HMtnGoXPsJcXMboHALA3LhdqHoXPoO2HCjR/wy+mYwAA0KQ+37BfOw4VmI7h0yh8Br26aLuYdg8AYHdO6+h14mEOhc+QfbnF+mjNXtMxAABoFh+u3qv9ecWmY/gsCp8hU7/bofJKhvcAAL6hvNLS1G8zTMfwWRQ+A3IKy/TuD1wzFwDgW95duUuHC8tMx/BJFD4Dpi3JUHF5pekYAAA0q6KySk1bwiifCRS+ZlZQWqEZSzNNxwAAwIgZy3aqoLTCdAyfQ+FrZrNX7taRElZ0AIBvyisu15yVHNbU3Ch8zciyLL29LNN0DAAAjHp7+U5ZFicuNicKXzNatOWQMrOLTMcAAMCojKxCLd5yyHQMn0Lha0YcuwcAwFFsE5sXha+ZZPJpBgAAl8VbDmlndqHpGD6DwtdMjh6vYDoFAACewWlJby3baTqGz6DwNYOS8kq9/+Me0zEAAPAo7/+4RyXMS9ssKHzN4LN1+5VXXG46BgAAHiWvuFxz1+03HcMnUPiawTsrGLIGAKA67/ywy3QEn0Dha2Kb9h/RT7tyTccAAMAj/bjzsDb/csR0DNuj8DWxmYzuAQBQo5nLGeVrahS+JlRSXqmPV+8zHQMAAI/20eq9nLzRxCh8TWjhxgPK5wLRAADUKL+0Ql9uOmA6hq1R+JrQx2v2mo4AAIBX+Ig9Yk2KwtdEDheWcWUNAADqaPGWgzpcWGY6hm1R+JrIZ+v3q7ySS2sAAFAX5ZWW5q5nTr6mQuFrIh+tZncuAAD1wbaz6VD4msDunCL9uPOw6RgAAHiVH3cd1u6cItMxbInC1wT4hAIAQP1ZFic8NhUKXxP4iJUVAIAG+WgNZ+s2BQqfm63fk6fthwpNxwAAwCttO1igDXvzTMewHQqfm33I7lwAABqFban7UfjcyOm09Ok6hqIBAGiMT9fuk9PJ1GbuROFzo592Hdah/FLTMQAA8GoH80u1ejezXbgThc+NFnIdQAAA3GLhxoOmI9gKhc+NvtrEygkAgDt8xSCKW1H43CQzq1DbDhaYjgEAgC1sPVigndnMeuEuFD43+ZJPIgAAuNWX7DlzGwqfm1D4AABwry83sm11FwqfG+QVlWtVJmcTAQDgTiszc5RXXG46hi1Q+Nxg0ZaDqmC+IAAA3KrCaWlROrt13YHC5wYLGXIGAKBJcByfe1D4Gqm80qnFWw6ZjgEAgC0tTj+o8kqn6Rhej8LXSD9k5Ci/pMJ0DAAAbOlISYVWZuSYjuH1KHyN9M1mhpoBAGhK33AcX6NR+Bpp2Y5s0xEAALA1trWNR+FrhLyicm3af8R0DAAAbG3jviNMz9JIFL5GWJGRLWZjAQCgaTmto8fMo+EofI2wfAcrHwAAzWE5u3UbhcLXCKx8AAA0D7a5jUPha6C8onJt/oXj9wAAaA6b9nMcX2NQ+BqI4/cAAGg+HMfXOBS+BuL4PQAAmhe7dRuOwtdArHQAADQvtr0NR+FrAI7fAwCg+XEcX8NR+BqA4/cAAGh+HMfXcBS+Bvhx12HTEQAA8Ek/7mQb3BAUvgbYsDfPdAQAAHwS2+CGofA1wIa9HL8HAIAJG/ZR+BqCwldPu7KLOGAUAABDcovKtTunyHQMr0Phq6f1DCUDAGAU2+L6o/DVEysZAABmsS2uPwpfPXGwKAAAZrEtrj8KXz1xsCgAAGYxwld/FL562J1TpNwiTtgAAMAkTtyoPwpfPfCJAgAAz8Bu3fqh8NUDhQ8AAM/ANrl+KHz1wKcJAAA8w4Z9XAShPih89bDlQL7pCAAAQNKWX9gm1weFr46Kyip04Eip6RgAAEDSgfwSFZVVmI7hNSh8dZSRVWg6AgAA+JVlSZlZnKlbVxS+OqLwAQDgWdg21x2Fr44yDrFSAQDgSTKyCkxH8BoUvjriUwQAAJ5lB9vmOqPw1RErFQAAnoXBmLqj8NURKxUAAJ6FbXPdUfjqIKewTHnFXEMXAABPkltUrsOFZaZjeAUKXx1wUCgAAJ6JQ67qhsJXBzs4QxcAAI/Ebt26ofDVQWY2KxMAAJ4ok8JXJxS+OtiXW2I6AgAAqMa+3GLTEbwCha8ODuZT+AAA8EQH87nOfV1Q+Org4BFWJgAAPBGDMnVD4asDPj0AAOCZ2EbXDYWvFiXllczBBwCAh8otKldpRaXpGB6PwleLQ3xyAADAo3HoVe0ofLXg2AAAADwbu3VrR+GrBZ8aAADwbIcYnKkVha8WB46wEgEA4MkOMDhTKwpfLRgmBgDAs3H4Ve0ofLWg8AEA4Nk4/Kp2FL5aUPgAAPBsbKtrR+GrBXPwAQDg2dhW147CV4vC0grTEQAAQA3YVteOwlcLViIAADwb2+raUfhqwUoEAIBnKyzj0mq1ofDVgpUIAADPxuBM7Sh8NSgpr1Sl0zIdAwAA1KDCaamknAGamlD4asAnBgAAvEMRe+RqROGrQWEpKw8AAN6AQZqaUfhqUMDKAwCAV2CbXTMKXw2Kylh5AADwBmyza0bhqwGfFgAA8A4FHIZVIwpfDTgAFAAA78AxfDWj8NWgtILCBwCANyircJqO4NEofDVwsu4AAOAVnBbz5taEwlcDVh4AALwD10moGYWvBvQ9AAC8A4M0NaPw1YCVBwAA72Cxza4Rha8GrDoAAHgHdunWjMIHAABgcxS+GjhMBwAAAHXix0a7RhS+Gvg5WHsAAPAGDrbZNaLw1YB1BwAA78AgTc0ofDVg5QEAwDuwS7dmFL4a+PHuAADgFRikqRmVpgbBAf6mIwAAgDoICqDS1IR3pwZhQRQ+AAC8QXhwgOkIHo3CV4MIVh4AALxCRDCDNDWh8NUgLIjCBwCAN2CbXTMKXw0Y4QMAwDuwza4Zha8G4QwPAwDgFTiGr2YUvhqw8gAA4B040bJmFL4ahAT6y5+ZHAEA8GgBfg6FBFL4akLhq0U4nxgAAPBo7JGrHYWvFqxEAAB4NgZnakfhqwWFDwAAz8a2unYUvlqwEgEA4NnYVteOwleL6NBA0xEAAEAN2FbXjsJXi4TIYNMRAABADdhW147CVwtWIgAAPFtCFNvq2lD4akHhAwDAsyVEhpiO4PEofLVIjGIlAgDAkyUywlcrCl8tGCYGAMCztWSEr1YUvlowTAwAgGfj8KvaUfhq0ZKVCAAAj8beuNpR+GoREujP/D4AAHiomLBABQdwabXaUPjqgKFiAAA8E9vouqHw1QFDxQAAeCaOta8bCl8dsDIBAOCZGOGrGwpfHbSJofABAOCJ2sSEmo7gFSh8dZDSItx0BAAAUI2UeLbRdUHhq4MOLVmZAADwRO0pfHVC4auD9vERpiMAAIBqdKDw1QmFrw7iwoMUE8ZcfAAAeJKYsEDFhgeZjuEVKHx1xHF8AAB4Fnbn1h2Fr44YMgYAwLNQ+OqOwldHrFQAAHgWBmPqjsJXR+05UxcAAI/CSZV1R+GrI0b4AADwLGyb647CV0esVAAAeA6HQ0qJDzMdw2tQ+OooLChAiVFcrw8AAE+QGBmisKAA0zG8BoWvHjonRpqOAAAAJHVuxTa5Pih89dA9Kdp0BAAAIKl7myjTEbwKha8eelD4AADwCGyT64fCVw+sXAAAeAb2utUPha8e2saFcU1dAAAMiwkLVNs4ztCtDwpfPXVvwycKAABMYo9b/VH46okhZAAAzGJbXH8UvnriUwUAAGaxLa4/Cl89sZIBAGAW2+L6o/DVU7sWYYoO5cQNAABM4ISNhqHwNUD3JCZ7BADABE6ebBgKXwNwsCgAAGawDW4YCl8D9GkXazoCAAA+qU8y2+CGoPA1wID2LeTnMJ0CAADf4ueQ+rePMx3DK1H4GiA6LFBdW3EcHwAAzSmtdRQnTjYQha+BBnZoYToCAAA+hW1vw1H4GmhgB4aUAQBoThS+hqPwNRDH8QEA0Hw4fq9xKHwNxHF8AAA0H47faxwKXyMwtAwAQPNgm9s4FL5G4Dg+AACaB4WvcSh8jTCgA8fxAQDQ1Dh+r/EofI0QHRqotNYcxwcAQFPq1obj9xqLwtdIgxhiBgCgSbGtbTwKXyOd2TXBdAQAAGztzC5saxuLwtdI/dvHKTIkwHQMAABsKSokgOP33IDC10iB/n4a0rml6RgAANjSkC4JCvCnrjQW76AbnNst0XQEAABs6Zw0due6A4XPDYZ2TlAA87MAAOBWAX4ODeX4Pbeg8LlBdFig+qbEmo4BAICt9EuJYzoWN6Hwuck5aezWBQDAnc7hkCm3ofC5CYUPAAD3Opdtq9tQ+NwkJT5cqQkRpmMAAGALnRIi1K5FmOkYtkHhc6OzOZMIAAC3OJvRPbei8LkRQ88AALjHud0YRHEnCp8bndIuVi0jg03HAADAqyVEBqt3W2a/cCcKnxv5+Tl0cc82pmMAAODVLj65jfyY39atKHxudmnvJNMRAADwamxL3Y/C52Y9TopWx5bhpmMAAOCVUhMi1D0p2nQM26HwNYGRvfhkAgBAQ4zsxaFRTYHC1wRGMhQNAEC9ORzSCAZNmgSFrwm0jQtTn2TOLgIAoD76tItV2zgmW24KFL4mwigfAAD1w7az6VD4mshFPVor0J9TygEAqItAf4cu6tnadAzbovA1kdjwIA3p3NJ0DAAAvMKQzgmKCQsyHcO2KHxNiANPAQCom5G9OTu3KVH4mtC53RIVGRxgOgYAAB4tMjhA53A9+iZF4WtCIYH+GsEnFgAAajSyd5JCAv1Nx7A1Cl8Tu2JAsukIAAB4tCsGtjMdwfYofE0srXWUTmkXYzoGAAAeqU9yrLq2ijIdw/YofM1gLKN8AABUa2x/RveaA4WvGVzUs7WiQwNNxwAAwKPEhAXqQubeaxYUvmYQEuivy/qcZDoGAAAe5U+nnMTJGs2EwtdMrhqYLAcX3gAAQJLk55DGDeKQp+ZC4WsmKfHhXHkDAIBfDencUsktwk3H8BkUvmY0/tQU0xEAAPAIbBObF4WvGQ3t3FIpLcJMxwAAwKj27PVqdhS+ZuRwOHTVoBTTMQAAMOroce0c2N6cKHzN7PJ+bRUVwvV1AQC+KTo0UJf3a2s6hs+h8DWziOAAjlsAAPis8YOSFR7MwEdzo/AZcPXg9gpl3iEAgI8JC/LX1YPbm47hkyh8BsSFB2l0f4azAQC+ZXS/dooNDzIdwydR+Ay5/vQOCvTngFUAgG8I8vfT9WcwumcKhc+QNjGhGtkryXQMAACaxcjebdQ6OtR0DJ9F4TPoxqEd5ccgHwDA5vwc0o1DOpqO4dMofAZ1bBmh87u3Mh0DAIAmdUH31urQMsJ0DJ9G4TPsr0NTTUcAAKBJ3TSU0T3TKHyGdU+K1umd4k3HAACgSZzRuaW6J0WbjuHzKHwe4OYzGeUDANjTXxnd8wgUPg8wsEMLDU5tYToGAABudVpqvAZ2YPvmCSh8HuKe87uK60gDAOzC4Ti6bYNnoPB5iJ4nxWh499amYwAA4BbDe7RWj5M4ds9TUPg8yB3ndVYAE/MBALxcgJ9Dd57XxXQM/AaFz4N0aBmhP/flGrsAAO82ql9btY8PNx0Dv0Hh8zD/d04nhQTyawEAeKfQQH/939mdTMfA79AsPExiVIiuHszFpQEA3unqwSlKiAoxHQO/Q+HzQDcO6ajo0EDTMQAAqJeYsEDdyLx7HonC54GiQwO5DA0AwOvcNKSjokIYsPBEFD4PNeHUFLViSBwA4CVaR4do/KkppmPgBCh8Hiok0F9/P6+z6RgAANTJ7ed2Vkigv+kYOAEKnwf7c5+T1KttjOkYAADUqHe7GP25z0mmY6AGFD4P5nA49NiI7mIuZgCAp/JzSI+N6C4H1wf1aBQ+D9fjpGiN6d/OdAwAAKo1dkA7dU/iEmqejsLnBe4a1kVx4UGmYwAAUEVceJDuOq+r6RioAwqfF4gJC9Ldw7gmIQDAs9xzfhdFhzENizeg8HmJy/u15QQOAIDH6NU2RqO4/rvXoPB5CU7gAAB4Ck7U8D4UPi/S46RojeYEDgCAYWP6t1OPkzhRw5tQ+LzM3cO6KJbjJQAAhsSFB+nuYZyo4W0ofF4mJixI95zPHxoAwIy7h3Gihjei8Hmhy/u11aAOLUzHAAD4mEEdWujyfpyo4Y0ofF7I4XBo8mU9FRbENQsBAM0jPMhfky/ryYkaXorC56XaxoXpvgvYtQsAaB73Dk9T27gw0zHQQBQ+L3blwGR27QIAmtypHVvoygHMEuHNKHxe7Niu3XB27QIAmkhEcAC7cm2Awufl2saF6b7haaZjAABs6r7hXXVSLLtyvR2FzwauGNBOg1PZtQsAcK/TUuN1xYBk0zHgBhQ+G3A4HHrqTz0VERxgOgoAwCYiggP01GU9TceAm1D4bOKk2DDdN5yzdgEA7nH/8DQlxYSajgE3ofDZyBUDknVaarzpGAAAL3d6p3iN5axcW3FYlmWZDgH3OXCkRBc8/51yCstMRwEapGT3Bh1Z8T+VHdiuyoIctbz0AYV1HuT6uWVZyvt+pgrWLpCztFDBSWmKO++vCoxLct2msjhfOV++quJtP0gOP4V1PlVx59wgv6ATj1ZYFWXK+fpNFW36VlZluULbn6K4826Sf3is6zGz5/5LJbvWKyC2jeKH36agxI6u+2d/8YoCYxIV1f+PTfCuAM2nRXiQ5t12uhKjQkxHgRsxwmcziVEhenbUyeLseXgrq6xEgQkdFHfujdX+/MiK/+nIj58qbtjNanXVs3IEhujgnAdlVfz/DzlZnz6j8qxdSrz8n0q47EGV7tmg7Pkv1vi8OV9NVfG2HxQ/8l4ljn1SFQXZOvThE66f5y2bLWdZsVpPeF4h7Xooe/4Lrp+V7t2ssv3piuw7opGvHjDL4ZCeHXUyZc+GKHw2dGaXBF1/egfTMYAGCe3YV7FnXKWwzqce9zPLspS/6mNFD7pcYZ0GKiihveIv+rsqCnJUtGWZJKk8a7dKMn5Ui/P/puA2XRRy0h8Ud86NKtr0rSrys6t9TmdpoQrWLVTsWdcqNPlkBbdKVfzw/1Pp3k0q3bv56ONm71Z42hkKjEtS5Mnnqzx799FMlRXK/uIlxZ13sxx+zIkJ73bD6R00tEuC6RhoAhQ+m7prWBf1bhdjOgbgVhV5B1RZeFihKb1cy/yCwxXcpotK9x0tZqX7Nh1d1rqT6zYhKb0kh0Nl+9OrfdzSX7ZJzooqjxvYoq38o1q6Hjcoob1Kdq6T5axUccZPCmyZIunoiGNI2x5Vng/wRqe0i9Fdw7qYjoEmQuGzqUB/P70wpreiQpiqBfZRWXBYkuQXHlNluX9YjCoLc4/epjD3uJ87/PzlFxrpus3vOQsPS/4B8guJqPq44TGqLDz6nNED/yz5+Wvva9epaOsytbjgNpXn7FXBhq8UPXi0she8qL2vXqtDHz0pZ2lho18r0JyiQwP17zG9FeBPLbArfrM2dlJsmCZfdrLpGIAt+AWHq+Uld+mkm6ap1dgnFRTfTtkLXlLsmdeo8OdFqsg9oDbXvyZHYLByl8wyHReol6f+1JOradgchc/mzu/eSuMGMUs67ME/4ugZs87fjdRVFuXK/9dRPf/wmON+bjkr5SzOd93m9/zCY6XKCjlLCqo+bmGu6yzd3ytYt1B+IeEK6zRQJbvXK6zTQDn8AxTW9TSV7lpf79cGmDJ+ULLO797KdAw0MQqfD3jgwjT9oU2U6RhAowVEJ8o/PFYlO9e4ljlLi1S6L13BbY5OPB7cJk3O0sKjx+X9qmTnWsmyFNS6+uOTglulSn4BKt651rWsPHuPKo8ccj3ub1UW5Sl36buKO+cvv4ZwynJW/PrDClmWs5GvFGge3ZOidP+FXI/dF1D4fEBwgL9eHHsKl16DV3CWFavswA6VHdgh6eiJGmUHdqjiyEE5HA5F9h2hvKWzVbR1hcoOZSpr7r8UEBHnmqsvML6tQtr3Uc78F1S6L10lezYqZ+GrCks7QwGRR685XZGfpb1Tb1TpvqMncfgFhyui57k6/PUbKtm5TqW/bFP2vCkKbtNVwUnHF76cr15XVL+RCog8OtF58ElpKvz5G5Vn7Vb+2vkKTurWHG8V0CgRwQF6ccwpCg7g7HJfwMTLPuSTtfv0t1mrTccAalSya50OzLr/uOXh3c9W/IW3uyZezl87X86SQoWc1K36iZcXvqri7T9Iciisy6mKO+cvromXK/IOaO+r1ypxzBMKaXf0WqH/f+LlxbIqyxXS/hS1OPevrt3IxxTv+FG5389Uq6uekcNx9DOzs7xE2XOnqDjjRwW37qz4i+864e5jwFP8e0xvXXJyG9Mx0EwofD5m0rxNeu3bHaZjAAAM+suQDrrvAnbl+hJ26fqYe87vqjO7tDQdAwBgyFldE3TPsOMPVYC9Ufh8jJ+fQ/8e01sdW4abjgIAaGapCRF6fnQv+flx/U1fQ+HzQZEhgXpjfD9FhwaajgIAaCbRoYF6Y1xfRYbw/35fROHzUe3jw/Xi2N7y51MeANhegJ9DL409RSnx7N3xVRQ+H3Z6p5Z6YDgH7QKA3T1wYZpO6xRvOgYMovD5uGtOa6/L+7Y1HQMA0ERG92urqwe3Nx0DhlH4oMdGdlff5OovHwUA8F79UmL16IjupmPAA1D4oKAAP716VR8lxYSajgIAcJOkmFC9cmUfBQWwqQeFD7+KjwjWtKs5cxcA7CA6NFDTr+6n+Ihg01HgISh8cOmcGKk3x/dVSCCrBQB4q5BAP/1nQl91Sow0HQUehC07quibEqcXx5zCdC0A4IWOTb/SJznOdBR4GAofjnNOt0RNurSH6RgAgHp64o89dHZaoukY8EAUPlRrVL+2umtYF9MxAAB1dNewLhrFNFs4AQofTujmM1M14dQU0zEAALWYcGqKbj4z1XQMeDAKH2r04EXddFHP1qZjAABO4KKerfXQxd1Mx4CHo/ChRn5+Dv1rVC8NTm1hOgoA4HdOS43Xv0b1ksPBiXaoGYUPtQoK8NNrV/VVj6Ro01EAAL/qkRStV69iYmXUDWsJ6iQiOEAzrumvrq2Y1wkATOvaKlJvXdNfEcEBpqPAS1D4UGdx4UGaed0AdU6MMB0FAHxW58QIzbxugGLDg0xHgReh8KFeWkQEa+Z1A9WxZbjpKADgc1ITIvTO9QPVgkumoZ4ofKi3lpHBmnX9QHWIp/QBQHPpEB+ud64fwPVx0SAUPjRIQlSI3qH0AUCz6BAfrlk3DFRCZIjpKPBSDsuyLNMh4L0OHinRmKnLtf1QoekoAGBLR3fjDqDsoVEY4UOjJESF6N0bBqlTAidyAIC7dU6M0KzrGdlD4zHCB7fILijVFW+s0OZf8k1HAQBb6NoqUjOvG8AJGnALCh/cJqewTOP+s0Ib9h4xHQUAvFqPpGi9dU1/pl6B21D44FYFpRW68e0f9f22LNNRAMArnZYar9eu6qNwJlWGG1H44HZlFU79fc4afbZuv+koAOBVLj65jZ7988lcLg1uR+FDk7AsS498ulHTl2aajgIAXmHCqSl66OJucjgcpqPAhih8aFIvfbNNTy9INx0DADzaXcO66OYzU03HgI1R+NDkZq/cpfs/3KBKJ6saAPyWv59Dky7toVH92pqOApuj8KFZfLnxgG6Z9ZNKyp2mowCARwgJ9NOLY07ROd0STUeBD6DwodmsyszRtTNWKa+43HQUADAqOjRQ/5nQV32S40xHgY+g8KFZbTmQr6unrdTe3GLTUQDAiKSYUE2/up86JUaajgIfQuFDs8sqKNWNb/+oVTsPm44CAM2qX0qsXrmyj+K5egaaGYUPRpRVODXxow2avWq36SgA0CxG92urR0d0Z449GEHhg1HTlmTon3M3cQYvANvy93No4oVpmjC4veko8GEUPhj33dZDuuWd1ZzMAcB2okMD9dLYU3Rap3jTUeDjKHzwCJlZhbrurVXadrDAdBQAcIvUhAi9Ma6vUuLDTUcBKHzwHPkl5brt3TX6evNB01EAoFHO6pqg50f3UmRIoOkogCQKHzyM02npqQWb9driHaajAECD/GVIB90zrKv8/LgmLjwHhQ8e6ZO1+3T/B+tVUFphOgoA1ElEcICe+GMPXXJyG9NRgONQ+OCxMrIKdcs7P+nnfUdMRwGAGnVPitKLY07heD14LAofPFppRaWemLtJM5btNB0FAKo14dQU3T88jfn14NEofPAK8zf8orvfX6sjJeziBeAZokMD9dSfeur87q1MRwFqReGD19hzuEi3zlqt1btyTUcB4ON6t4vRC2N666TYMNNRgDqh8MGrVFQ69fSCdL3+3Q6x5gJobg6HdMMZHXTXeV0U4M8uXHgPCh+80jfpB3XHnLXKKSwzHQWAj2gRHqRnR52soV0STEcB6o3CB6914EiJ7pizVt9vyzIdBYDNnd4pXs/8+WQlRoWYjgI0CIUPXm/mip2aNG8zc/YBcLuI4ADdPzxNYwe0Mx0FaBQKH2xhz+Ei3fO/dVqyLdt0FAA2cVpqvJ78Uw9OzIAtUPhgG5ZlaeaKXZo0b5MKyypNxwHgpcKD/HX/hWm6YkCy6SiA21D4YDu7c46O9i3dzmgfgPoZnNpCT/2pJ6N6sB0KH2zJsiz9d8UuPcloH4A6CA/y173D03TlgHZyOBym4wBuR+GDre3OKdLd76/Tsh2M9gGo3qkdj47qtY1jVA/2ReGD7VmWpdkrd2vygnTm7QPgEhcepLuHddHl/doyqgfbo/DBZ+QWlWnygnS9+8MuOVnrAZ/l55DG9G+nu4Z1UUxYkOk4QLOg8MHnrN+Tp398vEFrd+eajgKgmfVqG6PHRnRXj5OiTUcBmhWFDz6J3byAb4kLD9I953fRqL7svoVvovDBp+UWlenpBemaxW5ewJb8HNLYAe1013ldFR0WaDoOYAyFD9DR3bwTP96gNezmBWyD3bfA/0fhA35lWZbe+3GPnlu4RfvzSkzHAdBAraNDdPu5nfXnPiex+xb4FYUP+J2S8krNWJqpVxZvV25Ruek4AOooJixQfx3aUeMGpSgk0N90HMCjUPiAE8grLtdri7dr2pJMFZdztQ7AU4UG+uvqwSm6cWhHRYVwnB5QHQofUIuDR0o05autmrNytyo4swPwGAF+Dl3er61uO7uTEqJCTMcBPBqFD6ijHYcK9OwXWzRvw37xVwOY43BIw3u01p3ndVH7+HDTcQCvQOED6mndnlxNnp+u77dlmY4C+JzTUuN1z/ldOfMWqCcKH9BAy3dk66Vvtum7rRQ/oKmd0bml/jq0owZ2aGE6CuCVKHxAI23Ym6eXF23T/A2/MHkz4EZ+DumC7q1109CO6p7EiB7QGBQ+wE22HyrQa4u368PVe1VeyZ8V0FCB/g5d2jtJNw7pqA4tI0zHAWyBwge42f68Yk39NkOzftjFdC5APYQF+Wt0v3a6/oz2ah0dajoOYCsUPqCJ5BSWafqSDM1YtlN5xUzgDJxIdGigxp+aoqtPTVFseJDpOIAtUfiAJlZQWqE5K3fr7eU7lZFVaDoO4DHax4frqoHJurxfW4UHB5iOA9gahQ9oJpZladGWQ3praaYWbTnEXH7wSQ6HNLRzS40/NUVDOrfkWrdAM6HwAQbszC7UW8t26v0f97C7Fz4hOjRQl/U5SeMGJSu5BZMlA82NwgcYVFJeqbnr9mvmip36aVeu6TiA2/VJjtXY/u10Yc/WCgn0Nx0H8FkUPsBDbP7liGYu36WPVu9VfmmF6ThAg0UGB2hk7yRdMbCduraKMh0HgCh8gMcpKa/Ul5sO6KPV+7R4y0Hm9INXCPR3aEjnBF3aO0lnpyUwmgd4GAof4MEOF5Zp7vr9+mj1Xv246zAnesCjOBxSn3axGtk7SRf1bK2YMKZUATwVhQ/wErtzivTxmr36aM0+bTtYYDoOfFhqQoRG9mqjEb2S1DYuzHQcAHVA4QO80Ia9efpw9V59unafDuaXmo4DH5AQGayLT26jS3sncV1bwAtR+AAv5nRaWr37sBZuPKivNh3QVkb+4EadEiJ0dlqizu2WoN5tY+Xnx5x5gLei8AE2sjO7UAs3HtBXmw5qZWaOKpz8eaPuAvwc6pcSp3O6JeqctATmywNshMIH2FRecbkWpR/Ul5sOalH6QeWXMNULjhcVEqAhXRJ0TlqChnZJUHRooOlIAJoAhQ/wAeWVTq3MyNE36Qe1bEe2Nu47Igb/fJOfQ+rWJkqDOrTQmV0S1L99nAL8/UzHAtDEKHyAD8orLtcPGTlaviNby3dka9N+CqBd+TmktNZHC97ADi3Ur30co3iAD6LwAaAA2sixgjfw14LXn4IHQBQ+ANXIKyrXioxs/bQrVxv25mnDvjzlFpWbjoVqxIQFqnubaHVPilaf5FgKHoBqUfgA1MnunCKt35un9XvztOHXfymBzSs2LFDdk6LV49ev7knRTHwMoE4ofAAabHdOkav8rd+bp60HCnQgv4RLwDWSwyG1igpRp8RI9UiKcpW7k2IpdwAahsIHwK2KyiqUmVWkjKxCZWQVaEdW4a//XciI4O/EhAWqfXy42seHq0N8uNrHR7i+Dw3yNx0PgI1Q+AA0m8OFZa4CmJlVqH25xTqYX6qD+SU6mF9qu0IYExaohMhgJUSGKCEyWG1iQpXym4IXGx5kOiIAH0HhA+AxSsordSi/VAfzS3Uov0QHjvxaBo8cXZZXXK7C0oqjX2WVKiytaLariQT4ORQeHKDwIP+j/wYHKDr010IXdbTUJUYFq+Wv5S4hKljBAYzSAfAMFD4AXq2kvFJFv5a/gtIKFZVVqKD06PdlFU45LUtOS3Jalqxf/1s6On2Jw+GQn8MhP4fk53AoKMBP4cEBigj2V1hQgCJ+LXZhQf4KCaS8AfBeFD4AAACb43o6AAAANkfhAwAAsDkKHwAAgM1R+AAAAGyOwgcAAGBzFD4AAACbo/ABAADYHIUPAADA5ih8AAAANkfhAwAAsDkKHwAAgM1R+AAAAGyOwgcAAGBzFD4AAACbo/ABAADYHIUPAADA5ih88HgPP/ywevXqVeNtJkyYoJEjRzZLHk+XkpKiKVOmmI5Rb9OnT1dMTEyNt+H3DAANQ+HDcSZMmCCHwyGHw6GgoCClpqbq0UcfVUVFRaMf15M31kOHDpXD4dC7775bZfmUKVOUkpJSr8dyOBz66KOP3BeuiVmWpalTp2rQoEGKiopSRESE/vCHP+i2227Ttm3bTMdzef755zV9+nTTMQDA61D4UK3zzz9f+/fv19atW3XHHXfo4Ycf1tNPP92gx6qsrJTT6XRzwqYREhKif/zjHyovLzcdpd7KysoadD/LsjR27Fj97W9/0/Dhw/XFF19o48aNevPNNxUSEqJ//vOfbn/OhoqOjq51FBAAcDwKH6oVHBysVq1aKTk5WTfddJPOOeccffLJJ5Kkw4cPa9y4cYqNjVVYWJguuOACbd261XXfY7vmPvnkE3Xr1k3BwcG65pprNGPGDH388ceu0cNFixZJku655x517txZYWFh6tChgyZOnFht4XrttdfUtm1bhYWFadSoUcrLyzthfqfTqUmTJql9+/YKDQ3VySefrPfff7/W1z1mzBjl5uZq6tSpNd7u448/1imnnKKQkBB16NBBjzzyiGsE9Nho4KWXXiqHw6GUlBTl5eXJ399fq1atcuWLi4vTwIEDXY/53//+V23btnV9v379ep111lkKDQ1VixYtdMMNN6igoMD182Mjpo8//rjatGmjLl26VJv1jTfeUExMjL766qtqfz579my9++67mj17tiZOnKiBAweqXbt2GjhwoJ566ilNmzat1ud8++231bdvX0VGRqpVq1YaO3asDh486LrfokWL5HA4NHfuXPXs2VMhISEaOHCgNmzYcFyeBQsWKC0tTREREa4PHr9//mOcTqcmT56s1NRUBQcHq127dnr88cclHS2jt9xyi1q3bq2QkBAlJydr0qRJ1b4HAGB3FD7USWhoqGs0Z8KECVq1apU++eQTLVu2TJZlafjw4VVKWlFRkZ566im98cYb+vnnn/Xvf/9bo0aNcm3A9+/fr1NPPVWSFBkZqenTp2vjxo16/vnnNXXqVD333HNVnn/btm2aM2eOPv30U82fP1+rV6/WX//61xPmnTRpkt566y29+uqr+vnnn3X77bfryiuv1OLFi2t8nVFRUXrggQf06KOPqrCwsNrbfPfddxo3bpxuu+02bdy4Ua+99pqmT5/uKhorV66UJE2bNk379+/XypUrFR0drV69erlK7vr16+VwOLR69WpXiVu8eLGGDBkiSSosLNSwYcMUGxurlStX6r333tOXX36pW265pUqWr776Sunp6Vq4cKE+++yz47JOnjxZ9957r7744gudffbZ1b6eWbNmqUuXLrrkkkuq/bnD4aj1OcvLy/XYY49p7dq1+uijj5SZmakJEyYc91h33XWXnn32Wa1cuVItW7bUxRdffNx688wzz+jtt9/Wt99+q127dunOO++sNpck3XfffXryySc1ceJEbdy4Ue+8844SExMlSf/+97/1ySefaM6cOUpPT9fMmTPrvWseAGzDAn5n/Pjx1ogRIyzLsiyn02ktXLjQCg4Otu68805ry5YtliRryZIlrttnZWVZoaGh1pw5cyzLsqxp06ZZkqw1a9ac8HFr8vTTT1t9+vRxff/QQw9Z/v7+1p49e1zLPv/8c8vPz8/av3//cY9dUlJihYWFWUuXLq3yuNdee601ZsyYEz7vkCFDrNtuu80qKSmxkpOTrUcffdSyLMt67rnnrOTkZNftzj77bOuJJ56oct+3337bat26tet7SdaHH35Y5TZ///vfrQsvvNCyLMuaMmWKdfnll1snn3yy9fnnn1uWZVmpqanW66+/blmWZb3++utWbGysVVBQ4Lr/3LlzLT8/P+uXX35xvebExESrtLS0yvMkJydbzz33nHX33XdbrVu3tjZs2HDC12xZltW1a1frkksuqbLstttus8LDw63w8HArKSnJtfxEz/l7K1eutCRZ+fn5lmVZ1jfffGNJst59913XbbKzs63Q0FBr9uzZlmX9//Vm27Ztrtu89NJLVmJiYpXnP/Z7PnLkiBUcHGxNnTq12gy33nqrddZZZ1lOp7PGrADgCwJMlk14rs8++0wREREqLy+X0+nU2LFj9fDDD+urr75SQECABgwY4LptixYt1KVLF23atMm1LCgoSD179qzTc82ePVv//ve/tX37dhUUFKiiokJRUVFVbtOuXTslJSW5vh80aJCcTqfS09PVqlWrKrfdtm2bioqKdO6551ZZXlZWpt69e9eaJzg4WI8++qhuvfVW3XTTTcf9fO3atVqyZIlrRE86epxiSUmJioqKFBYWVu3jDhkyRG+++aYqKyu1ePFinXfeeWrVqpUWLVqknj17atu2bRo6dKgkadOmTTr55JMVHh7uuv/gwYNdr/nYKFaPHj0UFBR03HM9++yzKiws1KpVq9ShQ4daX/PvPfDAA7rlllv0wQcf6Iknnqjys+qe88cff9TDDz+stWvX6vDhw65jNnft2qVu3bq5bjdo0CDXf8fFxR233oSFhaljx46u71u3bl1l1/Bvbdq0SaWlpSccuZwwYYLOPfdcdenSReeff74uuuginXfeeXV8BwDAXtili2qdeeaZWrNmjbZu3ari4mLNmDGjSvmoTWho6HG7AquzbNkyXXHFFRo+fLg+++wzrV69Wg888ECjTgY4tot07ty5WrNmjetr48aNdTqOT5KuvPJKJScnV3vCQkFBgR555JEqj71+/Xpt3bpVISEhJ3zMM844Q/n5+frpp5/07bffaujQoRo6dKgWLVqkxYsXq02bNurUqVO9XuuJfienn366KisrNWfOnFofo1OnTkpPT6+yrGXLlkpNTVVCQkKtz3ls93NUVJRmzpyplStX6sMPP5RU/5M6AgMDq3zvcDhkWVa1tw0NDa3xsU455RRlZGToscceU3FxsUaNGqXLLrusXnkAwC4ofKhWeHi4UlNT1a5dOwUE/P+B4LS0NFVUVGjFihWuZdnZ2UpPT68yklOdoKAgVVZWVlm2dOlSJScn64EHHlDfvn3VqVMn7dy587j77tq1S/v27XN9v3z5cvn5+VV7osKxE0V27dql1NTUKl+/PSmiJn5+fpo0aZJeeeUVZWZmVvnZKaecovT09OMeOzU1VX5+R/+kAgMDj3utMTEx6tmzp1588UUFBgaqa9euOuOMM7R69Wp99tlnruP3pKPv89q1a6scR7hkyZITvubf69+/vz7//HM98cQTeuaZZ2q87ZgxY5Senq6PP/641setzubNm5Wdna0nn3xSp59+urp27XrCUbnly5e7/vvw4cPasmWL0tLSGvS8nTp1Umho6AlPRpGOHpN5+eWXa+rUqZo9e7b+97//KScnp0HPBwDejF26qJdOnTppxIgRuv766/Xaa68pMjJS9957r5KSkjRixIga75uSkqIFCxYoPT1dLVq0UHR0tDp16qRdu3bp3XffVb9+/TR37lzX6NBvhYSEaPz48XrmmWd05MgR/e1vf9OoUaOO250rHT0J5M4779Ttt98up9Op0047TXl5eVqyZImioqI0fvz4Or3WCy+8UAMGDNBrr73m2oUqSQ8++KAuuugitWvXTpdddpn8/Py0du1abdiwwTUimJKSoq+++kqDBw9WcHCwYmNjJR2d6++FF15wjTTFxcUpLS1Ns2fP1ksvveR6jiuuuEIPPfSQxo8fr4cffliHDh3SrbfeqquuuqpKlpqceuqpmjdvni644AIFBATo//7v/6q93ejRo/XBBx9o9OjRuu+++zRs2DAlJiZq586dmj17tvz9/Wt8nnbt2ikoKEgvvPCCbrzxRm3YsEGPPfZYtbd99NFH1aJFCyUmJuqBBx5QfHx8g+dmDAkJ0T333KO7775bQUFBGjx4sA4dOqSff/5Z1157rf71r3+pdevW6t27t/z8/PTee++pVatWTOsCwCcxwod6mzZtmvr06aOLLrpIgwYNkmVZmjdv3nG7437v+uuvV5cuXdS3b1+1bNlSS5Ys0SWXXKLbb79dt9xyi3r16qWlS5dq4sSJx903NTVVf/zjHzV8+HCdd9556tmzp15++eUTPtdjjz2miRMnatKkSUpLS9P555+vuXPnqn379vV6rU899ZRKSkqqLBs2bJg+++wzffHFF+rXr58GDhyo5557TsnJya7bPPvss1q4cKHatm1b5bjBIUOGqLKy0nWsnnS0BP5+WVhYmBYsWKCcnBz169dPl112mc4++2y9+OKL9cp/2mmnae7cufrHP/6hF154odrbOBwOzZ49W1OmTNG8efN09tlnq0uXLrrmmmvUtm1bff/99zU+R8uWLTV9+nS999576tatm5588skTjio++eSTuu2229SnTx/98ssv+vTTT6s9BrGuJk6cqDvuuEMPPvig0tLSdPnll7tGFyMjIzV58mT17dtX/fr1U2ZmpubNm+cahQUAX+KwTnSADAC4yaJFi3TmmWfq8OHDjLABgAF81AUAALA5Ch8AAIDNsUsXAADA5hjhAwAAsDkKHwAAgM1R+AAAAGyOwgcAAGBzFD4AAACbo/ABAADYHIUPAADA5ih8AAAANkfhAwAAsDkKHwAAgM1R+AAAAGyOwgcAAGBzFD4AAACbo/ABAADYHIUPAADA5ih8AAAANkfhAwAAsDkKHwAAgM1R+AAAAGyOwgcAAGBzFD4AAACbo/ABAADYHIUPAADA5ih8AAAANkfhAwAAsDkKHwAAgM1R+AAAAGyOwgcAAGBzFD4AAACbo/ABAADYHIUPAADA5ih8AAAANkfhAwAAsDkKHwAAgM1R+AAAAGyOwgcAAGBzFD4AAACbo/ABAADYHIUPAADA5v4fenoet5xGCq8AAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 800x800 with 1 Axes>"
       ]
@@ -236,7 +252,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -347,14 +363,26 @@
        "</div>"
       ],
       "text/plain": [
-       "                       USE  ... OTHERLOCTYPE\n",
-       "0                 original  ...       SYSTEM\n",
-       "1  submissionDocumentation  ...       SYSTEM\n",
-       "2             preservation  ...       SYSTEM\n",
-       "3                 text/ocr  ...       SYSTEM\n",
-       "4                 metadata  ...       SYSTEM\n",
+       "                       USE                                    File ID  \\\n",
+       "0                 original  file-386c4295-64fb-45b9-b5c6-3adfcd7f2bcf   \n",
+       "1  submissionDocumentation  file-f6acdbb3-095f-4771-8fd9-8c5b74e296ec   \n",
+       "2             preservation  file-6f93b80d-fb6d-41b6-819e-b9bc3ad085e6   \n",
+       "3                 text/ocr  file-bd353cfc-64aa-4f48-af61-4a4d8ee3a55b   \n",
+       "4                 metadata  file-d8aa2e08-71bd-4852-9d87-e6eba354affb   \n",
+       "\n",
+       "                                     Group ID     ADMID  \\\n",
+       "0  Group-386c4295-64fb-45b9-b5c6-3adfcd7f2bcf  amdSec_2   \n",
+       "1  Group-f6acdbb3-095f-4771-8fd9-8c5b74e296ec  amdSec_5   \n",
+       "2  Group-386c4295-64fb-45b9-b5c6-3adfcd7f2bcf  amdSec_1   \n",
+       "3  Group-386c4295-64fb-45b9-b5c6-3adfcd7f2bcf  amdSec_3   \n",
+       "4  Group-d8aa2e08-71bd-4852-9d87-e6eba354affb  amdSec_4   \n",
        "\n",
-       "[5 rows x 7 columns]"
+       "                                       File Location LOCTYPE OTHERLOCTYPE  \n",
+       "0                                   objects/S001.png   OTHER       SYSTEM  \n",
+       "1  objects/submissionDocumentation/transfer-png-c...   OTHER       SYSTEM  \n",
+       "2  objects/S001-6f93b80d-fb6d-41b6-819e-b9bc3ad08...   OTHER       SYSTEM  \n",
+       "3  objects/metadata/OCRfiles/S001-386c4295-64fb-4...   OTHER       SYSTEM  \n",
+       "4  objects/metadata/transfers/png-c4688ddd-8bb7-4...   OTHER       SYSTEM  "
       ]
      },
      "execution_count": null,
diff --git a/requirements.txt b/requirements.txt
index 5026b91..e6fba33 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,5 @@
 nbdev
 lxml
 pandas
-matplotlib
\ No newline at end of file
+matplotlib
+japanize-matplotlib
\ No newline at end of file
diff --git a/settings.ini b/settings.ini
index 5dcf2bd..5753ea0 100644
--- a/settings.ini
+++ b/settings.ini
@@ -38,7 +38,7 @@ status = 3
 user = nakamura196
 
 ### Optional ###
-requirements = matplotlib pandas lxml
+requirements = matplotlib pandas lxml japanize-matplotlib
 # dev_requirements = 
 # console_scripts =
 # conda_user =