diff --git a/notebooks/RunningClasses.ipynb b/notebooks/RunningClasses.ipynb index becb84dd3ead7c9bc0dd4b58ab78ac90507f9fbf..d7520be5ee235d9c395fc83bc6752463940614ea 100755 --- a/notebooks/RunningClasses.ipynb +++ b/notebooks/RunningClasses.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 163, "metadata": {}, "outputs": [ { @@ -37,11 +37,11 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 160, "metadata": {}, "outputs": [], "source": [ - "year = 1892\n", + "year = 1910\n", "folder_database = '../data/AB/'" ] }, @@ -54,81 +54,183 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(['./1892/20026491.pdf',\n", - " './1892/20026492.pdf',\n", - " './1892/20026493.pdf',\n", - " './1892/20026494.pdf',\n", - " './1892/20026495.pdf',\n", - " './1892/20026496.pdf',\n", - " './1892/20026497.pdf',\n", - " './1892/20026498.pdf',\n", - " './1892/20026499.pdf',\n", - " './1892/20026500.pdf',\n", - " './1892/20026501.pdf',\n", - " './1892/20026502.pdf',\n", - " './1892/20026503.pdf',\n", - " './1892/20026504.pdf',\n", - " './1892/20026505.pdf',\n", - " './1892/20026506.pdf',\n", - " './1892/20026507.pdf',\n", - " './1892/20026508.pdf',\n", - " './1892/20026509.pdf',\n", - " './1892/20026510.pdf',\n", - " './1892/20026511.pdf',\n", - " './1892/20026512.pdf',\n", - " './1892/20026513.pdf',\n", - " './1892/20026514.pdf',\n", - " './1892/20026515.pdf',\n", - " './1892/20026516.pdf',\n", - " './1892/20026517.pdf',\n", - " './1892/20026518.pdf',\n", - " './1892/20026519.pdf',\n", - " './1892/20026520.pdf',\n", - " './1892/20026521.pdf',\n", - " './1892/20026522.pdf',\n", - " './1892/20026523.pdf'],\n", - " ['20026491',\n", - " '20026492',\n", - " '20026493',\n", - " '20026494',\n", - " '20026495',\n", - " '20026496',\n", - " '20026497',\n", - " '20026498',\n", - " '20026499',\n", - " '20026500',\n", - " '20026501',\n", - " '20026502',\n", - " '20026503',\n", - " '20026504',\n", - " '20026505',\n", - " '20026506',\n", - " '20026507',\n", - " '20026508',\n", - " '20026509',\n", - " '20026510',\n", - " '20026511',\n", - " '20026512',\n", - " '20026513',\n", - " '20026514',\n", - " '20026515',\n", - " '20026516',\n", - " '20026517',\n", - " '20026518',\n", - " '20026519',\n", - " '20026520',\n", - " '20026521',\n", - " '20026522',\n", - " '20026523'])" + "(['./1910/20027899.pdf',\n", + " './1910/20027900.pdf',\n", + " './1910/20027901.pdf',\n", + " './1910/20027902.pdf',\n", + " './1910/20027903.pdf',\n", + " './1910/20027904.pdf',\n", + " './1910/20027905.pdf',\n", + " './1910/20027906.pdf',\n", + " './1910/20027907.pdf',\n", + " './1910/20027908.pdf',\n", + " './1910/20027909.pdf',\n", + " './1910/20027910.pdf',\n", + " './1910/20027911.pdf',\n", + " './1910/20027912.pdf',\n", + " './1910/20027913.pdf',\n", + " './1910/20027914.pdf',\n", + " './1910/20027915.pdf',\n", + " './1910/20027916.pdf',\n", + " './1910/20027917.pdf',\n", + " './1910/20027918.pdf',\n", + " './1910/20027919.pdf',\n", + " './1910/20027920.pdf',\n", + " './1910/20027921.pdf',\n", + " './1910/20027922.pdf',\n", + " './1910/20027923.pdf',\n", + " './1910/20027924.pdf',\n", + " './1910/20027925.pdf',\n", + " './1910/20027926.pdf',\n", + " './1910/20027927.pdf',\n", + " './1910/20027928.pdf',\n", + " './1910/20027929.pdf',\n", + " './1910/20027930.pdf',\n", + " './1910/20027931.pdf',\n", + " './1910/20027932.pdf',\n", + " './1910/20027933.pdf',\n", + " './1910/20027934.pdf',\n", + " './1910/20027935.pdf',\n", + " './1910/20027936.pdf',\n", + " './1910/20027937.pdf',\n", + " './1910/20027938.pdf',\n", + " './1910/20027939.pdf',\n", + " './1910/20027940.pdf',\n", + " './1910/20027941.pdf',\n", + " './1910/20027942.pdf',\n", + " './1910/20027943.pdf',\n", + " './1910/20027944.pdf',\n", + " './1910/20027945.pdf',\n", + " './1910/20027946.pdf',\n", + " './1910/20027947.pdf',\n", + " './1910/20027948.pdf',\n", + " './1910/20027949.pdf',\n", + " './1910/20027950.pdf',\n", + " './1910/20027951.pdf',\n", + " './1910/20027952.pdf',\n", + " './1910/20027953.pdf',\n", + " './1910/20027954.pdf',\n", + " './1910/20027955.pdf',\n", + " './1910/20027956.pdf',\n", + " './1910/20027957.pdf',\n", + " './1910/20027958.pdf',\n", + " './1910/20027959.pdf',\n", + " './1910/20027960.pdf',\n", + " './1910/20027961.pdf',\n", + " './1910/20027962.pdf',\n", + " './1910/20027963.pdf',\n", + " './1910/20027964.pdf',\n", + " './1910/20027965.pdf',\n", + " './1910/20027966.pdf',\n", + " './1910/20027967.pdf',\n", + " './1910/20027968.pdf',\n", + " './1910/20027969.pdf',\n", + " './1910/20027970.pdf',\n", + " './1910/20027971.pdf',\n", + " './1910/20027972.pdf',\n", + " './1910/20027973.pdf',\n", + " './1910/20027974.pdf',\n", + " './1910/20027975.pdf',\n", + " './1910/20027976.pdf',\n", + " './1910/20027977.pdf',\n", + " './1910/20027978.pdf',\n", + " './1910/20027979.pdf',\n", + " './1910/20027980.pdf',\n", + " './1910/20027981.pdf',\n", + " './1910/20027982.pdf'],\n", + " ['20027899',\n", + " '20027900',\n", + " '20027901',\n", + " '20027902',\n", + " '20027903',\n", + " '20027904',\n", + " '20027905',\n", + " '20027906',\n", + " '20027907',\n", + " '20027908',\n", + " '20027909',\n", + " '20027910',\n", + " '20027911',\n", + " '20027912',\n", + " '20027913',\n", + " '20027914',\n", + " '20027915',\n", + " '20027916',\n", + " '20027917',\n", + " '20027918',\n", + " '20027919',\n", + " '20027920',\n", + " '20027921',\n", + " '20027922',\n", + " '20027923',\n", + " '20027924',\n", + " '20027925',\n", + " '20027926',\n", + " '20027927',\n", + " '20027928',\n", + " '20027929',\n", + " '20027930',\n", + " '20027931',\n", + " '20027932',\n", + " '20027933',\n", + " '20027934',\n", + " '20027935',\n", + " '20027936',\n", + " '20027937',\n", + " '20027938',\n", + " '20027939',\n", + " '20027940',\n", + " '20027941',\n", + " '20027942',\n", + " '20027943',\n", + " '20027944',\n", + " '20027945',\n", + " '20027946',\n", + " '20027947',\n", + " '20027948',\n", + " '20027949',\n", + " '20027950',\n", + " '20027951',\n", + " '20027952',\n", + " '20027953',\n", + " '20027954',\n", + " '20027955',\n", + " '20027956',\n", + " '20027957',\n", + " '20027958',\n", + " '20027959',\n", + " '20027960',\n", + " '20027961',\n", + " '20027962',\n", + " '20027963',\n", + " '20027964',\n", + " '20027965',\n", + " '20027966',\n", + " '20027967',\n", + " '20027968',\n", + " '20027969',\n", + " '20027970',\n", + " '20027971',\n", + " '20027972',\n", + " '20027973',\n", + " '20027974',\n", + " '20027975',\n", + " '20027976',\n", + " '20027977',\n", + " '20027978',\n", + " '20027979',\n", + " '20027980',\n", + " '20027981',\n", + " '20027982'])" ] }, - "execution_count": 111, + "execution_count": 115, "metadata": {}, "output_type": "execute_result" } @@ -148,25 +250,25 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "# From the ones above\n", - "input_file = './1892/20026518.pdf'" + "input_file = './' + str(year) +'/20027920.pdf'" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 164, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1892 20026518 ./1892/20026518.pdf ../data/AB/1892/\n", - "14\n" + "1910 20027920 ./1910/20027920.pdf ../data/AB/1910/\n", + "2\n" ] } ], @@ -187,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 120, "metadata": {}, "outputs": [ { @@ -195,7 +297,7 @@ "output_type": "stream", "text": [ "Not saving to tar\n", - "['../data/AB//1892/02_extractedxml.tar.gz', './1892/20026518_data.xml'] [ 0 1 2 3 4 5 6 7 8 9 10 11 12 13]\n" + "['../data/AB//1910/02_extractedxml.tar.gz', './1910/20027920_data.xml'] [0 1]\n" ] } ], @@ -207,14 +309,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 121, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "14\n" + "2\n" ] } ], @@ -232,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 122, "metadata": {}, "outputs": [ { @@ -240,14 +342,24 @@ "output_type": "stream", "text": [ "Not saving to tar\n", - "End of file ./1892/20026518.pdf - 47.915820837020874 seconds -\n", - "['../data/AB//1892/04_correctedxml.tar.gz', '1892/20026518_datacorr.xml'] 14\n" + "End of file ./1910/20027920.pdf - 1.3394923210144043 seconds -\n", + "['../data/AB//1910/04_correctedxml.tar.gz', '1910/20027920_datacorr.xml'] 1\n" ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 2160x720 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "# flag_save to 0 to avoid overwritting the existing tar.gz files\n", - "d1.correct_xml(flag_plots = 1, flag_parallel = 0, flag_save_figs = 1,\n", + "d1.correct_xml(flag_plots = 1, flag_parallel = 0, flag_save_figs = 0,\n", " pages = 'all', suffix_xml = '_data', name_outxml = '02_extractedxml',\n", " name_outcorrxml = '04_correctedxml', flag_save = 0)\n", "print(d1.name_xml_corr, len(d1.XML_main_corr))" @@ -262,22 +374,21 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 123, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x720 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "2: non existing page!\n", + "3: non existing page!\n", + "4: non existing page!\n" + ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] @@ -287,7 +398,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] @@ -297,17 +408,17 @@ } ], "source": [ - "d1.plot_orig_textb(range_pages = [2,3,4], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0)" + "d1.plot_orig_textb(range_pages = [0,1,2,3,4], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 124, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] @@ -322,22 +433,19 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 167, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x720 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "(1202, 809, 3) 9 (4, 65) 1 1 (4, 1)\n" + ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] @@ -347,27 +455,24 @@ } ], "source": [ - "d1.plot_boxes_labels(range_pages = [2,3], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0, flag_compute = 0)" + "d1.plot_boxes_labels(range_pages = [0], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0, flag_compute = 0)" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 168, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x720 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "(1202, 809, 3) 9 (4, 65) 1 1 (4, 1)\n" + ] }, { "data": { - "image/png": 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oF+12e+PbINpg209KaAvENRgMrNfrBc/d9ecp9IPFYmGz2Sx6HfI7HA4rx6fTqXW73Uodos+h3Wazma1Wq0ofC9XfbDZr9Ke165B+drsm6Wc3iaWf3aTGpJ/dJEmSpEOryYVnH+lnt2vSrp90kxdovX8ctEs7F7+6pc+8T8NT2l8tM8ufvP0/GmkmlCRJkg4uLT6SdATKnyyCof3yjuVPFrZ4+7I8xq/zJwubvmlmi7cvrffKfnm+D9M3zWz42nPLnyzKvwj4f/H2pY2/98J6r+zb4u3LaFz5k4WNv/fC8icLSz/2xPInC+u9sm/TN82iZcheelqmgXiRFq7vvbJv9pykNi6kiTjsOUkZV/qxJxtlm75pZvacxLKXnpbnIh1cb89JbPy9F7Z4+9LsOUlZl9lLT8ty8vX4G8oX6nP42vOybJwv5Lv98k6l/O2XdyrnZy89Lc9F3R2dmvZvuyvebjv7Hp1YGeCFBhNO7+0FjzM20TQy87SAtxsHdlLO80c+cj4dbwrqPcq81xo81tifDX5x7PTM53I+YqajoTLU5ZED+7BlWbbhwo3yc/ngKMx5Q1whk0dO15uz+vPZ6JPjb7fbZft7E05vBGq/U5SB04evHTzs2F/O1ia0cIjm8oU8AX35UEeoP/xFmnjNbe/j6fV6G5537P3Hgf3v/Hns8u7rPFYGb9LJZQ6NsV6vV3oEIk5uy9B4wF/uJxVD2EjeQj6LfA1c5dM0rYwPnidwLtcJxpPvL00FGYve0sCLDwaKN+b0A8l3fO9qzRMvBzYHZefs2LYOocHGk44fSDxh+LLwROkXDW86CmfiOlffXc7jyaMuLp40QpMZT0ShOsJrnth9en4i40nKf/jgOq3EQZOJgsI+odE5rpCx6K2UgAMJ8sDBBmr9/p2IVUnaUJM/w8lY9MBK/uSOi4oMSKVddQlzUkkyM7Mnm87AduljuCRJknRwafGRJEmSDq+moYK7AhwUH2dF8XGPbiL7Pd6ZSkKYTqclzWOBfdk9ZcbbOuMGPHbjtACVw4F3Q8V5vNU28sw32wEbYGtrnIt8t9vtje2/UU7erhtkFucny7LyOqb5QHCBdMIW2KinLMtKmo13WUV98TbFOI5ruE3qAsrJ7YWyAjRgyAN1gnwxDYZzuP7RV0JtVAEO/l3xKFC7oj0AOngqDHkAzYe8cfl82qE8c58ELef7MEAW1DUCvx8rJ+o4tKOszyPqm/MGcMQC0Aj38xCRFgJSGA5h4o5f+z7MaSJ/vh15h2D0YabZQtu5M1HKQA+u87vyTqfTSn+5iTlu1yDa7dAV7iYUDFwmv0L4L08odcf8YPKLDA/A0HWe4AoNWJ580OFD+9MzKu0nNaCiyF9oQsB1PLD8pLZYLMpB6RFTxni5rDzJ+m3AcX2oDXzAZIh0gZCj7H5yRp0zCsxbivv6jS0+G7SbW3x4QuJ28emYWdl2oXYO1QHqFXH7dg5N4L5PhijMuj7PCxVP2si/v84Thv6Y72u+HT3G7cvPBCafh34aolE5/ti4DRGP/ppYPeEDJ95HPfHigw9ix7b4iHa7Ju0MHEjSWsX/u4V2e7toN+lyyv/Q7afdNGNKUkOKbU8gSY+DhFpfp4RRS3vo9L87s+Inqt9+sG+PmQm1li6nI5mH9M3nmuR/QpGkfTWfz496czDpdqjJn9z2kRYfSbol8rusVvQxieUvLK4lLJ6xtPEbLyx/YVHGO33brHxv8Yxl5Vz+H2H6tlkZhw/++PAN59Z+ulO+zl9YWPZfnFbO8fnIX1hY++lOJW3Ey/GH8oa08hcW1ntN33qv6W+c13tNv8wLzhm/8cLGb7woy8b5bj/dKc8fvuHchm84t+nbZjZ928yGbzgv65Tzj7i5rnuv6ZdlwHXDN5yX1+J9X07OB9JoP90py3GUappouyu0W57nRfEpVhSfEqa7QMqwmSXwWE/R4H0mYtgwEagmKCygzebolxA9w8gqY7QxuqjOzJMpIFBHyFcI7UX6eB2LGwg4lwWmkEYkFfBfLpen3Xx+maiKkW+ePOT84RqOZ1u/YCKL+4nvKxv+cL9UPAquvdA/QKTFEHKQW6EyhBB/31didcmef550C3kBIh+xNsf/nl7jeLmcwPNjJrBsfBp7zMEb5KI/g9Ljxx08xu9xcVCbMZIw1ue5jL7P+/rgevZ4NveVEJF4yLDr/K5vPgfS+fm5DQaDys8qo9Go3GM+pJOTExsMBjYej22xWFir9bC5er2epWlq5+cPP/GsViubTCaVPeqxF7wX0m+32zYajczs4c89i8UimIfBYGCTyaTcT95rtVpZlmV2cXFRpptlWaWc/Ime04+VPU3TMu+TycRms5lNJhNL07TMR7/ftzRNy2Npmlqv1wuWmfM6m8028lKnPM8tz/Myr4PBwMzMhsPhznGYmY3H453Oq9Pp6amZbYIKvV4v+q3p4uLCzs7ObDgclu2NPCM+lC13O2D2+32bz+cVAg+6f/9+JU0+B3XjFcsjt9nJyUn52vc5bl+kt63+O52OXVxcWLfbrRyvuw59ycxssVhs/ByaZZktl8uN/F9cXJR17OX7JdcFyoxjaZraZDKx1WpVqQ+01zaF2us2Sqj1NSr5VK3l0n5i4KDb7ZaLuJlZ61eEWkuX0MckjW6lLWPRAyt5acvsqaZzIR2V3rvlfdFu0mX00/i1+HZLH9UlqSGFMGtJelykxUeSJEk6vJom2u4K7VZ8lhXFZ1mFuDLy/OJz2ZAQpowIoIjYIw2EG4gYI1IGFA58pjxJxN5UuB7XID0jk0b8j3PgI+XpGja0NHu0/XIdBcZeWHytrxs2mwRB5D3VmD5i+ovrG4aLMG/0+WCKiWko1AfKtVgsKgaraDdfz+zzxvQS04TD4bDsK75+Nmi3ny7KAOqJDVk9RYcyc3vgdZqmZV0wwYVzmCrDuWgLbDUNCtFTa6GdcesIRe7joeu8Ia+tKTE2t0UcbKbK4wwmsLGdeDlfTM3Vef+hrDzO+HXIVJVpTIw9jCffv0Al4n+UO7RLrh+zvr80OhfuOL83vsDctcWHJyV0Hu7Q6EiMR/vB7wPHxdgsnJKx9zsmhZixId7DIPaLFf7nQc0GlTy4Q0aoPBGGFh+YifZ6vTItRrKRPx7UITNGXz6/x703AeWFi99H+lz/nHeuS8Zf+YNBqA58PtlNezwel30ltm16GWdg8fFphOqZzwu1jV+0GW3HhMj54UnUY9uh9BEnp81l5cUzlHdeFHz63IZ+ocdEjD5Wlw7nHddtM51Fmtw3ud5830IdY4ziPP6gwvHy+6Gt2bmfeDzc95e6ctx02HV+F+12TUpeql8wpf1U/Gj1ns9gMKhgyq23iHaTLqf845ubOnel3bT4XJO0+Ej7yi8+9+7dqzxv1foJLT7S5ZR/6u1ffIRaX5ee1XQGpGNT8rKWFf+nPAGlx1P6uC5Jt0QyFZUeJ+mbjyTdEtXZp/Qu+lHbGlar1bI8z200GlXslvbRVa69jenwJn14vVqtSmuoXcU/i/qfSDmNyrYYgf/n87llWVa5Bse8cK1/H+3M6d+/1924/laraaLtNtNuIYQ0Snj8OSsD465MDfkANBNYpd/PnnFnkC0hbBRpwQjRo75GiC7nxYheMiJ/gDaD0uGtfBk35jLiehB3vjwWoaJA67DJI0gl0ERMixkRhIgT5B4oOk9zhYIRtYTrPO1khI7jL+OyqDfkA9g80F3gsx6x5b7i66KS/qwoA+oF6HDMDBb9iZFwbi8uR55XSSvUOafh42czU273ULt6EiwUF5fbHPWJPoi+5NsGeUY6QMlDdBzHHTI5DY0rn1c/dvz45j4b6m9MZXJe8B7GGdcBY/6+rjbKSP1l37nuOoNQ60NXuJtQuEPzRBcaQDF8Fdf5SdbHE+rIIXwzlj6uA/6N6xlfxWTgB0DIpReDgp2FY/XG7sAh91/8z/HH8o+69Mh1KCBOlNE/t4NzMKEx9svphvKLZ2SwCHmsNrb44JmPMn23+CC/sfbkfLMrsp+4GBPnDwqYHPnaUHshH9xmdW1bt0DxwhLqTzHXam5v7qd5XsWbETe7r3s3eXapjn3gxHN4vOii/KgLxB+7np9twgLun9XitvXPLXH+/HgYj8dHt/iIdrsmJS/T7TNpfzFw4H+GEu0mXVai3SRJ2lmz2ax6D+QDzeVFOmIdCXmrxee6dCT7pku3R8WDKmbNe7dI0mXV5LeefaTfiiTplog3KJOkuy5985GkW6K6LRXyT7/8p9nJZGKTyaSyUR2nWfd8EZDeOjyYj7Hw/q5IdQw35vfNAj9PUjk7nY6NRiM7PT0t87ZarcpdUFerlS2XSzs5OSnjGY1GlqZpsAxnZ2fW6/XKeHu9XrnzK9LrdDqVOuh2u3Z+fl7uyJumqY1Go0r79nq9crfhwWBg0+nUsiyzVqtlw+Fwa30B9Ub7tP7Fo9sssfa4dWqaaLsztNsXWRk8ueMJGHbgZSKKEV0QLBxi5BATcExgcRz8njfaBDVka7oL9FDITTfPq8ajnA6jpN71mN2HOc+MVyNf3nATlE9d/oGag3YDvQY6CO7Yvr7MUUOePvLmlBUjRzoPtBiTfmhPzoPvJxw8FWj/vCiDN5NkIo0Jv1jf4LpjlH+Xvs1IOvou9w1vUMv1AvQ7NA5CfYtfo01Rv74P+eANZf04xF/QiFmWbZCmPoTGE9elP4edwoGsM5aP9ENxc1/e1ib+cQLuK3X1fIgg2u3AStr6BVPaT/6ez8Y22v9CtJu0v7K/fmrT6bSx9Hel3TRjSpIk3SE1ufDsI93zuS6JdpP2VPKKlhX/a42x6HsOlxdJOrT0zUeSJEk6uLT4SJIkSYdX00TbnaHdXm5lwDG/x7onqZjGAYXkjQNxHGaJbJrIe9nDxBLeW0yM2Zq+Ym84b/yItNmkkQkqb0rqy+DfYyKKr0VecA7II7zPvmNsEgmPO0/aMTno0/F58oakTAvBnytEFHEaqBvkE1uY4zwm20AAsrlnmqbBvsJ5Kev1+4sywJSUjTa9wautiSquT25TNmj1bQWfMa4nUHVMT3mSCmmBAuP+y+akyBv3XVyPegIZ5tvde96hrpEmk5ZcJrQz2omJUhxHHnAc+Ud+UAcbW5zbI+PcEIXJfbjO4xGEJJOM7EuH8Rwzci2356a+ciy0W+MLzF1cfGAiiAmQEVHfebijYFAy/slmhYgPceM6nnTrFjifHqcVc8318fD/IbSV88Tx+UWT32PzVC4bFjC/n3054GiAczooE9L0+ee8cnn9xIB4Q3Vahxoj73we/x9bfDbQdppQvOkn2oz7CrdjKC88IYfSxaTnF5K6PHrTWY+hb8OJ2X0b1+JDkm/XUN+Lmdcyjh5qbz7O/Y/bnI1ANz4YuEcMhsNhZXxzfFj8uJ58frw5MBZVLIA4FmsT7it1Zq+HCEKtD6zkFfoFU9pfDBycnZ1VSKXWDwq1lvZX/p80O20KtZakIxOe4Jekx0FCrQ8p4djSPhJqLd1hafG5JtU+r7FW8lf0RVOK68UvfnHTWZCkg0mzoSTdEr31rW9tOgvSHRCMT2+9miba7grtthMF8petDCB8LGJqaI5W4i18QS9hC9/YNtUgftjIEDhr7PwYEYT85vmmCWmFuiHKrM64kvMN3Ja3FfZ71+f5I6KJCUIjzNjnE8e4fvgYjEhD9cBmr6hrT1hxXmEsagHijI9lWbbRD0J1ned5YeOiDD59NqBFnQNtRplCW67jelCEXB6Qa377a0+DheqCz0fcvI21b0OQehwHp+37Ct5HGt50l0k5oNlcn9wWTOb5xxNA3XH/wLUcJxOQMbTZ1xWTnP6v32o91C/4L/fj8Xhc6Sv7zkvXHUS73ULpZzfJq/gHj36u3TAWnYh2k/ZX3hHtJknSHhLtJj1O0uIjSbdEdZvJSdJdk2i3a1LydTus40KtJVLxTVsISaHW0h2WvvlIkiRJh1fTRNtdod2Kp60onrYKhQUiCSRLyJfNUy0wU2QTRDaKtIA/FAKbTSJNUGcgxELHmGbi16DpEDfoHVBp7F9XVzdM8sD3LnQeE3183nA4rJBcfmtm9veKxY1zQf/ZmhiCsWnsGjaVZIIP5UGbwhfNtwf3gzRNy35SPL3ZB3y/sH+NrPM6AAAgAElEQVRUlAH1iLIiTt46nLfs9vXvTUONSC1Qhag/71vHZBsTYqjzuvrDOWzSymVgcjDWdrgGhJynHvEeyl4XF5uR+vZDW/k25LaxNbmIcqMN/NhFn2WiM1ZP3kw1ZgCL/LJpLwg931eaDLvO740vMHdt8UHnREdF5+DJMrZ4oAOHMFGgvyETTz7Pvw4d4wXGx4XF0iOsPg8YNFi86uqGF1OgsKHzOG52guaFAv97A0uks62duG0wkda5APs6wDGOJ/aBAMfZ0POqiw/nhSfubX2D6ybLsrLtbI2qe3Say8gLPE+KjPzH6g8LI9qOMedYutv6tm/Hur4eiwft7tsnFDifnFaaphUXc4wJj+JjXNXVEZepri+jT23g/Ee4+Ai1vibtdM9Hkkj+nk+r1bI8f3Ss9e1CraX9lX+FUGtJkvZQlmVNZ0GSDibRbtelp5rOgHTs2njOR7SbdIelbz6SJEnSwaXFR5IkSTq8miba7gzt9g1WFN9QNS/0e7x7SqeOzLEIQeWpG4/N4jyfLgLTSma2YdLpKSSUg7FrGC+C1GHsM7TldGg7Y86zzz/S4u2f6+oeyDcjq76uOD6gtSHqDmXFdaFto0P5D9FQIKEYLx4Oh5W+EmubPM8L+/tFGUBNwqyT8XImBJFHLhvyFOpPfgtzbjO/rTXKy8ahiCNEw4UC91s2lzWHvYfGRCjvsbrzbcrt5cm62JbbXBdoS/R9xudB87GZKpeTy+jHf4xq43pA/KGxj3HHfWVbvd10EO12YCV/4+GXyOLVud27d8+yLLPz83MbjUY2mUxssVhUzmcTSU854Viv17PhcFg5PplMrNPpWKvVsvF4bGZm9+/ftzzPyzhXq5VNJhMbDAYb8XK6eI2/rVar3MZ5uVyW13Q6HRsMBrZcLu3i4sImk0mZ5nw+t/Pzc+t0OtbpdMr8se7du1eWn/OPPD948KCSf66D8Xhs8/l8ox6g+Xxuk8nEsiwr00eekRbivXfvng2HwzL9xWJhaZpW4lutVuWxe/fuWZqmla2tESe2vO52u+U1qMM8z63Valm73bZ+v2/L5dImk0lZNu4rvs25vVqvEe0m7a/FFy43+vUhtSvtpsXnmoQJRZJ21fIrqoufFh/pOpT/N0KtJUmqUZOfTiWpaQm1vgYlo5ZMQ6Xr13ubzoAk3Zz0zUeSJEk6vJom2u4C7VYMrQwgXmztmRUzXmSSyL8H40J4OIGuYR81JpxA3oT8o0AtsclpaOtoIzoLJo0gx0K+dEy48f8IvV6vkjcuW8gvLrSFN79m0s5v/5znD4kmLiu2tca13iAS1zD5BGNTbhOYYjLthHrlemGy0ZeJKah2u132Fd8GG7TbNxZlQJxsfMmvUVbe9pkD2oHLDJNOxBvqF6gzpup8+/k8hPLn6Um8Rh3Cm857wHFc8KTj41xujpfzwmakvK28z4+n4LiNffzc1zivOI/bn/szU4/IJ+JFPwmRjDxu2EAWvoncV0Ltf8iw6/ze+AJz1xYfDCLuZB7pZVNH7mA82PM8r+DBHp02wmctgmV7I1CzTSQbecTkhHNsjYVyupigOH+xOIGG8uDlPLM7tJFpqB9wPHCRV3+MX/N5oUHIxzjvnIdQPfNCiTL4SYc/ZHBZff3HFh+fX55QQuVkHDeW59Cizkg2G3/GDF85Ho/qh9oQ7tO8MKAO/AIYMhr1devrxk/O6Jfe8Bbnw3GcJ3aP+HOfxrU+Tt+mIfPd0KMUHLgd2AyW5wT+0MJ1jjpG30b+zCzYV5oKQq0PqGSkXy+l/VX0tqDW3yTaTdpf+deJdpMkSZKkoES7HVLPajoD0lFJxqLSHZYWn2uQ//kkpuRb9UVTikvP/UiPkzQbStIt0Wq1ajoLknQ4NU203QXabWcK5DVWBqZ4YmgmUzF+S2lP1AAn5veBpjLNYwEKJ7SttplVjntcnLe0zvNHFBPO5f+5rJ76YcIO14WoK6Ptg9kUlPOJ8jM5xHXDRpg+fiDWILVCmHdom2NbI/Vop1jecX6oD/h0yuu+vihDaHv1bQF1wXXvqa1tW48z5g8smBHkWIhti402BPIMvJjpT+676L9MnoUCMHk2/vTjIZZPJtZAeKJf+r6AuFAH6IsgOEHV4TWP2SzLyjb2hsDIB9BpUHfo75w29+3yr+sru/aRmwi7zu/65tOw0jS1bre7YcYJDQaDitllu93eOAfGmmmaVt5P03Snn3JOT0+D8cJQczAYbMRzdnYWLAu0XC5rP8mfnp5at9utXDOfz63X69lgMNg4v91uW6fTsX6/b6vVymazWZkm8pmmqQ2HQ+v3+5Vre72epWlqWZZZq9Xa2LQNZqGLxaJiTgqFytHr9TbKPZ/Pg3nHe6PRKFof27RrW3qdnZ1Zt9st84s4JpOJTSaTrXGORqPynCzLbLVa2WAwKA1z6zQYDOzk5KSMByasJycn1uv1bDable0S6v/9fr9Me7lcRscI+g23CfKWpumGua5Xp9Ox+/fvm5nZyclJpU6wu6wvK/4fDoc2GAzs9PTUptOpnZ+fl/V0fn5uZg/7bp7nlfxxn7q4uCiNedM0tU6nY8Ph0E5PT63T6ZTnhsZo6Nix/Hwr1PqA0j0fibX881VjUXb/NjNrvUqotbS/xn/qIrpQH0JCrSXpliu0nYMkXVWxb9+3TaLdrknJd+ywjst8VFqr+PIdCMkP3Hw+pLsnv3fYbZW++UjSLdGx/FYvSdeipom2u0K7Fd9uRfHttmEMyEQNKBT2L2OayPu8MTHkfcR8+rYmm7zxJJsqbiOUQBSFfLfY4yqWPl/jX+Nab4zKJpBssujj8GahoK5i9REK3hiS2ybP49tQ87kxg0+msbx/F79GPwm1hSfP7K8VZbhK30S9Is91dRy7/rLphnzaQm1ie1B8+6Qf66ehPPj6D+XbE6mxa3epM86LNzf1RrY++HniuvrKdYRd5/fGF5i7tvgAlcSkigUFaGVogsJxb7jpOylf7zs3n2OEcOZ5XnFqxvshrNu7WSMtDCxePOoGUiz+cqAETDe53pBnnvR9eXiBDJmIerycByvnL2Rkyk7LWZZV3IhtjQPHMPIQlsvIOvpJaKL3ZQhNKKh/xnZxHdqOcV7+4MPXeBd071IeyhPO5z5Wt2iETHO9MSpMbUP9PWRWi3bh9uAPchxHaIH3Hwz4AwzSZeQd/dKbzuJarhPfRjyeQ4sIrvF9kNsI7Yj0vJlu2QeOcPER7XZN2umejyStFbrns0G7Pf0IGsr/blHivZ1Ox1qth/0tz3NrtVo2Ho9LYOH09NTOzs5sOp3a2dmZtdttm8/ntlgsrNVq2WKxKM9lhPvevXt2cXFR4sVmVbNTpGNmdv/+fcvzvEwnpMlkYicnJyV6jMcKLi4uKmVZrVZ2dnZWlv3s7Mx6vV55LcTHZ7OZ9Xq9Mk+oE36dBxDrbrdr5+fntlqtLMuyMj/z+dzOzs4sz/OyHiDGvPl85C2W/9PTU5tMJtbr9Uqcn4U8cl2cnZ3ZarUq24rbF48B4LzT01MbjUYPz3F9pUntSrtp8bkmafGR9tHFc8Ybk5GfyHlCkaRdpcXnGnQsi0/y3Vp4pMup+GLaQsFvqfCXtfhIl1P+Pzc3deo5H0k6MvFPTJJ016XFR5IkSTq8miba7gLtVkysDKBmmGaKIZxG1NBwOCxNFkEBgWgxRxYtFosNE0qky/QYm0D6LbBD14KwCZFqvKU3EzwoK6iqXq+3Qa7Z2nyTqSEmdrh8vI896sCXF0aTbCTq6xd5Q92D5ENeGWX1hqNM+yE/ODdkLsplRfm5vSywvTL6C+fbt419dVEGEHNsKglzTrQNtjXPsmyjz6Ecfgtr5I3JLJ8nJrF4i2yuJ34Nks6TbaC6GG8PtV+ob/j+BrNYJvhCwW8Nz+UInYs+l6Zp+T9vy21rig6kGfcfHrPcl5AujyEuI+qE2wXGpCgzj2MuU2Vbc+ovTcyDCEKtD1nZtPi02+3KBIQJgc/HpImOyRinfzYitPjUDR7u1OjI/CyFx09xHtx5gRaHkFsMNEbIOU/eTRjx8KLpJxPvssznog7YIRhpwYEaC0mojr0bOOeT88Dv8V9MciiHn+g43ziGxYDf94vPeDwOLj6+TXky8S7dwG65L4Qwfe4bvGjxc0y+jnzw6C9Pjh4tB/aO/oFz8IHEp1nnqs0faBB/ncOzDzx54xrv8s79gF97pNr3ZW7T0PNwHEJ4PJfR9z/+8BBysOZHC7gcx7b4CDi4Bgk4kC4rAQfSTUjAgSRJkiQFJGPR65AMQ6XL6D1XfF+SQjqS+UjffCSpIfFPbpJ0XWryJ7d9pMVHkiRJOryaJtruBO32g1YGIMV5nlewVltTbSC8gIl6l2cmhzxBw67LIUrIiHxhHNqjsjiHEVdbk0AchwWMUFE+lIERY8Z1PQkUymsInzZnSmoRkgn5Z+LKCK22NXmFvMVchoF0x1BjLgvQdSYS8T/S8fUJwglYLveVuvbL87ywLy3KgLoE3RejxGAiCyIK/Q5tizpBWiEaEwFpMCnH6DnoyFDfCuULr1F3TGGyQax3HGdX7jpjW65/oNLIK/Lv2wjIdgz3Rrujf8TygPpFOmgn5B19yxuYsuM8jxk8bhFrG9RZSf+5vtJk2HV+1zefaxb7dc1ms8r/aZraycmJTSYTm0wmlqapnZ+flyaRdeJdLufz+da9XzqdjnW73Y3jnJ6Pw/+fZZmNRqPgOWma2mq1Ksu3XC5tMpnYxcWFtVqt8nhsO1+YTfpjZmb9ft9ardbWnT37/b5lWVam0ev1bD6fB8tzdnYWjQdliQlxpmlqg8HAsiwrDR7RhqHywbRzsVhYlmWVvF1GnU7HHjx4UDED9er1epZlmfV6vfKc5XJZvh4MBtbtdq3dbpuZ2XA4rC13t9u15XJZyQPabjablfFeXFzY6elpNC6/uybqDqaZJycn1uv1bDqdVvpcp9Ox8/Nz6/f7W/v8cDi0yWRi3W7XOp2O9Xo9m81mZvaob8HI1Mys3W6XZqB1ceM9mKOG2jFNU2u325X66Pf7dn5+brPZrEwzy7KSaOz1ejYcDm0+n2+UOU3TSht6tdvtsi2OVUKtr0HJD2kNl/ZX8bnVez4bqPXLhVpL+yv/347DWFS023XoqaYzIN1JiXaT9tWRkG5mAg4kSZLujJr+1rOPtPhIkiTdEe1y//jWqGmi7U7Qbj9mRfFjm/5dTNmETAWZzIFfGZtyskFhKMBsEtQM0gI5BJoO9BN8x2A6yqRanTkjAp9nFt8q2xslMhHkvdiQbzbHhHcce3rBk83TcyDQkC/estrTQUzieaNI0GiIA8eQNtJAHth0FHEz0YUA7y7UO/eX0LmVPP+F4lFY9ykmJLkN0IdQHi4Ll5vNYVFm1Lnvt3y+37abt932nnhG1JffupvPhW+b92czotC84S6PCU4HZcL56IPo8+hLXH/cJqH+w2OKy4I6Rt4RB/LI9Qtz0lifRP1xmngf1/lzuB1KQ9l1P9llHN/4fLjj/N74AnOXFh9goegkPDj8QAlNOowzhyZafw1jsrzwsAOyjze2QJrF3YU5+EU1dk3I8JEXHU6fTSjZvJLP5cnVD2CUsW7BDn0g4LoJHfMLGSZdb/7KuDUHxt15ko4tPj7fvPhMp9MKguzzyguIP4cXH19exoBjdeDj4b6Ca7zJKBuJ8oTqUWfUj+/r3GeRB3x4QT34+oLpLbe3H3ehdvKu5Pw4gXdixwKH8sNM1+ef40F/8ekCw2YjYo7LG7FiMWZT2XL8rvtJ3YfVQ4Vd53fRbteg5MeP6KuudGtUvKRKu3W7Xbu4uCj/b32RaDdpP6U/dVLi401JxqKSdGTa9lyTJG1T0wvPPhJqfR06IrxRuiUKYNQbD2m+9zBZke6OWp+bWP5DR/GDkb75SFIT8j+5mVnFSUCS7rq0+EiSJEmHV9NE252g3f6VlQHECv6C+rE1non32CTSCF0FTQVyyYgs4rg8eWNkzhjKozlqC/iqx3u90SlQXFBKnCYjrWw4ySQP8FOUhykp3qaaiR6kw3+BzHoDx5AZKqggW2OquBbn+XyARkI+2RCWKTquW653PobXIYouTdNKP/FhA7X+nKIMSJ/xYSDhMeQdWLE3OEW7MlGJ9uHygwJjvDyUjje+xWveHp4pRqb26h4/8Nt7+8cQ8Jox6RjtxfQc92veptuTbHgNsgwEW2hLdZ8W8sZjFX09RKzF6oD/cv9lQ9fpdFrpK4ee/3wQan3IynaLDwfuMB6p5oHPWDRPWLyfvJ/QeDLwbtKxfPjO6zu7jxvop0dGeeD4Z3e4vIzK+vd9PJw2FhBGT/maUL36+kZgx2yuK19fnL6vc24Pnw7eAzYbaiuki37Cx3GtP8YTisfmfR2E2pwnP49OYwHmOPjDAz4s8TNRsb7FC0ueP5rgeaHz9Yf4YosFn4e84bkbXnDxP17XPZ7AmDdj9KG69R8+UB68xx9gfL75gxvyhLL655Ridcru2b4vcTnLY9RXdnlk4iaDUOsDKnmTfr2U9lPxpzfv+QwGg4rLdOtzhVpL+6tp4ECotSRJknRrJdT6OnSNqHXxx6qfiJOFPh/cRSWLlhX3qm29sTfLDbta5/9P9RNy60/pm9axK3/zUfxYZGb65iNJkiQ1oaahgjsBHPy8FcXPW3kjn2/+4+aorW9+M60DT6csy8o4NuL+FSsD02AcOG68Rvp47U0SYZyJm6hMEPHNUdxo9XScmW3QPvAf84Qa3yQ1e2RY6W8OM42FbYSRD1zrvblQ57hJi/hBM8Enz5uH+jjQHt5sEtfXkU18Htc331hG3XF7+rh83uy0KAP3J8SJvuW3xsZ7futpM9uIs5LeJxRlQHlifR7xIk02AmXwIhT8ewwQACzwW87zttt8rj+GvOAY6ocJxlg78l8u/7bycN17jzhc7wEB7h8oK8ruycpYHTLYUbZdYIwcOoh2O2Rl0+KDDoZJHK+542Gyw0IxnU53WnxiKLXv3H4g8UISyxOwaCbxeBFDWlgU2M23Li+hsmNyDA1gINKcfsgQNDTo8Zrz5SewWLr46+uA4wgtllw/XE+ME3P+r7L4+LpgkpDL7OsafbHdbu+8+Pjy+FCXbh2WjcALCI6xmzl/iOEFwfdJXvCxADIejfzEzD19fmLGu9vmAK4rbwzqyT1vHoo+yUh7XV5RLxiH4/G4bLemSbc8F+12UCW/eH2/Xuqez+Mjf89nNBpZr9cr/2992s3eg9E9n7un23DPR7SbJB2Z0jRtOgvSkWs+nzedhZ0l2u069AevL6rkne7zgExL76Z2IdneebNZaH2cvuncNZ19xanlP9P8t59dpG8+ktSA/E9ux/SJVZKuQ1p8JOkWaOMZH0m662qaaLsTtNvbrQye+gGKaxHCC8FTO/ya8eMQ8gtvNY9T5/kjw0g2x2TjUvwFBceUEZsw+jSB1cLcMmSi6K8xwqJBlbEZJNNNvhwghHAu0ubtpcv97Il683WOeIxIMCDsTGCxLxebjsaw61AboT6RVpZlZT/xdRqisexFRWEvKsq42IjTCHUHVs3vMZ7OfRF5hd8d1z2XAdeg/hg9tjWxxVtlczlAmqFe6/os2o/zy6Qgp+E99zyVyKagXEZQcKE8hB4fQNnQdsif798w3GUPO65jHAOKz0ahjEoj8PVMqCIN3/5MHKKvoL80Oh8KtW528eFJZxuyGRpEPGmEMGp/PTpnKA3kw+fBH/N/ed/4UJw+70BaMQFvTKaEdXNaPNnwwPUD09cFxxMyKA1NOqHy84JWVza8F3reCtdgovL5wGvuJxzwgaAS53oyQXo8OfGiys/AcL6RJn/A8OXzWDxjwPx8i1/cvMO6L4ef1H15+dkeLhPKymalnEe/QOIDlx8jobyFAn948s9E+ccGsMhjUfaGpJwPxsO579bVCZeV+zaO+3ph49FjXHyEWl+DNiABSdqi/t/qVUxEJ5OJmZl1Op3ymIAA6TJqGjgQai1Jt1ghrJoXHkm66xJqfQ364Ic0nQPp2MQPk0Z1w8ai0h3UET2aoW8+knRLtFqtms6CdORq+ie3faTFR5JuieRwIF1VR/UBpmmi7S7Qbr/3Xit+772PTEJBqzD1EnNlZvIlZijI2/j6a8yRbEzkeGNFJm1C1I0FaB0f6mgdjgcYrdkmOYZ8cnl5e+GQgSriAdWX52E3ZK57TpcpNHbojhmkcppMNvlzmWTzdenbFP0EfYXjCRKFH1WUgdsxlFdPSnE/AsWFeuF69ts6x9oUDtLcXsgLxxFCmutMT33bbDMk9XULB+y6Psv1G8LIY+VmGg+4NNIyQp1j1/M48+OL6yFUds4bnwMi0FN/ZV/ZgfC76SDU+oCBJxUFhV2Cf/5o2+KDiS+2tQMWYu/gzNtk+EkVz6CEFs/YROzjxftY4Oo+XIUmXSDEuy4+cL3mRQBxbPtAxOXguowt6KFHIHjxQNqxPKOMWJD5wycvXPxMlE/b5xvX+gWXP6Q07Wwt1PqA+v336ddLaT89/aoqaj0YDCr/m5m1ToRaS/spTU7s4uKiUceMXVFr0W6S1ID8QqP7PdJ1aLFYNJ2FnaXF5xr0+89uOgfSsekJ9/9sNtvEr4VaS3dY+r1Ikm6BTk9Pm86CJB1WTUMFdwE4eP8HrXj/B600DGQDwDqTTSOvMxgJmrv5y3EhwDuLb9SyESECmxkiPhga4lrcwMUNcBh9wkjS1jdJ+YYuE2f+Bq03CbU1+cY3bjkOGIQiHTZk9HVhRPN5E81QuyAOeGKx0STyi3KzKSnakeNCG8ELjEk+Nkflm8B8w3o4HJb95P0f3LwxHiqD/YGisD/wiHRjjy8ACvjrqS+QaUx54XgMWkDgumKzTuSDqUKmCXEtU3H437e/bydf1xynD2wky9czacpgAddVLM7Y1tZcfgYOGDQA4IFxwmQg8si+bL7s7IfnyxnLL5sI93q9sq/sQgvedBDtdsCACQWDG52UJ6yYyaZ3y/UmmyG8lokbHoihjseDEB0V1yKPyLOfND0ejXKlaRokhGJu1Iy31pWfr0X+eIHg8xh9jtE9OI8HKZcL56D8PLnEjEPx11NOPEn4hQSmp7z4+LYKTUy8+OCDhKfZGP/1i3+ITGMzylh/ZqwX5US5uZzo11wX/KEg1F7smM4fDPiDGLtt17WrN0FljJ/HDi9KscmZF1Hv6h4iBX0d+b6FBTzU50Lp+vTrFmwm/cq6XvcVP/6aCKLdDqgP5Pr1UtpP/+onpxUiqdvt2sXFReWc1oeJdpP2U/ZxpzadThvNg4xFJekWS5vHSTehpheefSTa7Yp6d9LaRJckaYt+x1r2vCKvPeeJ3z1QZqQ7o2c+59GXjt/7ndv9w5G++UiSJEkHlxYfSZIk6fBqmmg7dtrtnYWVgY0uvbknApNb7PPk6TY2yvS0F5thGuHHTAP5v6GtoJE2rmO0M4Q6h+L214HcAUWHvDGazNcDJQed5Y1N/bbRFqB5jMgqjsN7l6VpuuGpxXUAAiu0VTXj2ZwWU4Lc/iF6ME3TSn/hMoRoqCeeLIonniw2fL18Pny/YK8zLg/qAvgx12WIrgR1hfOYXPT1j2vxP5uYMvqNwJQm+jDMXj3+HmoLxAPyj9HoXbbwBnKOcYbzQvQk1ynXDeqS0/AkGtJDPoGwA/lH3rktQ8QixjDiwthC+nw9+k0M077psOv8rm8+16jlclm+jtmljEYjM3t4Y/D8/NzMrPwLZVlmy+WyjIPjhebzuZk9tNPodDp27969Wjv1+Xxu9+/fNzOzdrtdxu3zORgM4gVcXxsSX7darWw0GlmaprZcLm02mwXrYzKZWL/ftyzLSluQUBkmk4kNh0PrdrvRG/V5nttkMqlc3+l0NuxGUG+hY2maWp7n1u/3bTAYlFtbmz0CBLDb6GQysdPTU0vT1C4uLuzs7KySNy7vxcWFTSaT2p1KQ/ny18fOQ5vgHK6HPM/twYMHZR22223Lssx6vV6ZRy4nK8uyyjn9fn9nGyCchxvg+L/T6djJyUn5f5Zllud5WXer1arMT5ZlpQ3RaDSys7Oz8pxOp2OTycTSNLVOp2Oz2cwmk4nNZjObzWa1eUO5VqtVOdY4376M8/m8bLt+v2/dbrc8z/fHLMus1WpZu90uyzEajcr2Pz8/t263a+fn55ZlmXU6nYrVErcL3oc6nY6NRqMy/6PRyM7Pz208HgfLudOGhQ1KqPUV9e5E67d0OTFwEEKt+eaxJO2rpoADodaSdESq++YjSXdRQq2vqOcVua307Ue6hJ635f1nvP8g2ZDumN6X3/ofjMxM33wk6VZID51Kj5u0+EjSLZB+dpMeOzWNUx87ap3nebEorFgUm3gzsE82FwQeyg7DbKYIbJkdcj1ay7gn8sC4M8xMgTvX5Z3R7pCJKSPZjKEycsv5YnNUDjHnXo+Z+jhRP0iXy8zXGaGy7ETc6/U23I8RPMbLGCvjusDOOe98HtKL1R2XC30F/YXrwdfZs60oA5fZo+tcV9wHEC+bejLGjGu9G3Zdv+F8smEuH+d4kE//2ADqkLFrHGOD11hAPcBlnI/5c9lhHn8Zg2ccH+M1tN11yLk8lC8/HoFXI35GqdmhnvtJyBWfkXLvRB/qK00Foda3QIxMenU6nRLVBJJ8fn5ug8GgcjzLMpvP55X9XoCGIt579+5Zr9crEdPz83Pr9XrW7XajGC3nY7lc2nK5LJFVFmPIjKGGkNvlcmnT6TT63nK53KiLEEbOWq1WlXTrcHKzh2XHNYgf15ycnFTO9Sh7lmWWZZmtVqtKvnAd3sM1aDcfX+z/6xD3Fy8uN/c95H+1WpVYL9cj6gi0XbfbjeLKy+XSJpOJTSYTOz8/L/vHcrks8XT0bfRfRvuXy6V1u10bjUa2XC5tPp9XMP0syzYw95jSNLX5fF6p536/H6wXXycsxvGBXmdZVsHjh8Nhef1gMLAHDx5E8zSZTKVKp4gAACAASURBVCrI9IMHD0oUnPF1oN5AyKHJZGKLxcIGg0GJm8/n80q/RF/lch2bhFpfgwQcSJdRugW1/pCWUGtpfzUNHOyKWot2u6J+VguPdAk995rOkaRjlWZOSWpA6RZHa0m669LiI0mSJB1eTRNtx067vbWwMrAZJ4wImc7iABqIiSEQMZ4W4zhBzDHhw9skg94JpYnr2TwU8YC28dQNX+uJuhDpw+VCvGxsifL5NECp4TpQT4gXJF5oS3KfDseN8mIrazYR5Tzy1sueZALp59Nkkgx57PV6RZZlZV55O2WzR33Ft1GInnq+FWVg2i9EJfq8c5/BaxCTftt0JrCYHvNGqdw30DZcB71er3I8thU2t583COW65S2tsyyLbhGNMnmq0Wjrd2+Ui2OgxjCGuF+wkSeXMxaQHrdnaCyiPzEFx1Sbr6vQ9vMwzUV83Fe2zVk3HXad3xtfYO7S4oPJDR2mbsAwds0LR2hi4cHBE4CZlU7N6Mh1aDXi5v3hjVyxOV5/LU/OPLj84MN7eM0TWKwuOD4sEpxfTBaILxQPX8d5807ZPHliQvG4rw8eM+fyot657rge+FxefEJp+GOhCQXxhNBsW+PAMQdxTFhYbDh/HsHGYh5Cszm/vq45zdiHIJ9337dCDuJ1/YfTAUYdQtF9GyF+36cxzvz7sfIg8BjyHxJDfd1j66EPVshLqA74g8ExLj6i3a4oAQfSZfQn3D2fj//4j7e3vOUtlWMfLtpNuoR+80hoN82cknQL9OIXv7jpLEjSQSXU+or6QNMZ2FOf+JhRVqvVqnyY79j0rKYzIEk3KP3sdkX99JH97Lbr4sNPy0s3r1arZXlebZuP0s9u0iX0a/rZTTpmaeGRJOlG1TTRduy025sKKwPTKIx2giyKEUogV9gYkuPJ8yoOywEUlsem2RBxPB5X8qhw+4IFSK6PtKL4SCsqGLQRscUkWgzr9/i/rbFkEI6MzyMgPvRL9D3uq+hzMMFlgguUIuPDRsacIZPRPH9k1srGpKF6QV0AC2eiklF3GIaizMDuPVEGygzjz5vRsgEtj2m8ZmNSBKYvbW3eakTZMdHKjyAgbq435B9tzo8VoK7RVz7yiGi3xheYu7b4oCPzwMECERpIOObdf3nC4OCv54HPkwM/Z9But7X43PJQt/jAHdo/q4Lz6p7t8ui67yOxD0Wh54U4DZ48eeHDdezcjHgYYY65QmOchJ5j4oCxEMKkkWc/ljAWYguaued0sKjx+RyXL7Mvh08fC0ms7fEsFS8+vMhhwec0sZge4+Kjez5X1F295yMdVrrnI12XdM9HkiRJkiLSN58DaXpk35Ckm9cZfQvFN58X6duOdAX9XMPfesz0zUeSJEm6zWoaKjh24GDX8OOFlcEiNzyZtIndcA15jIXet7W3FoMHTMDxFsQ4t86Q1HuBeRNLmIXammqyNdXjb86GymbrG8ycR1BLRjefjW724sYyp8vbj/ON7tANdZ8nJsp46278DyAEhBjfEMZfwB8gD/257Xa70g98HeR5XvxxK8qAm97ev88TW+z75/sTk1rc/lwngAn8DXRuXzZhZXNWkGmcLt/8B2HGW3XjNXu6eYNWzhte89bldSafHnpAHnE9lx31DnIv5LvG8Xm4AG2M82FCytcBJGBYgAlDvOdpVo6XwRCOC/0Dfeam57Fdgmi3WxZ2WXxiHdx39tjAw2LDhA6nxfu+GxE2QGnZ0ZgDzuV8sUEpp+UnMKC37PQci5/zitd8vj/G12FCwyLG5q6hhZzriDF1djTmiRCvsdCx67bHankRZwfx6XS61+LjTWcRD09q3vCTg3c+ZhNVrhM/AWMR9Q7mTJLF2s3XB9dLyPg1ZJQb6wuo91Af9en7dLgP+/TR73lsYYEPtbEfj7yQsGEt4+q+DrjOQ+OL+xzGNvdbNiBeLBZln9lWN4cIot1umXTPR/LSPR/puvVPF8vGHxDXPR9JkqTHTE0vPPtIxqJX1A/rG410CT21wznPvfFcSFJz0uIjSQ3oLPKwL6Oyf0Y/wUl3WPrYLkmSJB1eTRNtx067/VBhZYBJY4yMAWbKFBKIJVA/TGF580KcAzoLRogWIJ2A5xqRNN7MkLFi+FgxKgxCiuNnGgnXcbmZ1PH4MpcZlBHQcJB6Hnvm/HO9sCEm/md0Gtd4g0YmuUA3heqP6SVuAz4X5Bkj7VzPfD7qGX0ltCW3T/uTrCg+aY1c89bQnt5jggreaYzuoi39dsxMaXGfRXsxVecpSUb6mRhDWVEvoXIhrdBW3Fy3jBlPp9Oy3Ez8hQJj5bE8oF3ZUJTjBRmIMobMV7kucAz9MmYCzOVlDzcfN/dhpI3HIrh/9Xq9sp98klDrx3fxQWeImRf6veFxHJOCR4hDyDQmUbzH+LQf4PjLk6R/32PbfrLmtPk6PoaFMLTXPDsE4xgGqJ/8kB+c5xcGTAiMm3IZ/CTs642xaT4ew1P5fMQfwne53tD+/CwLL3LoKz6tbYtP3XlYfLmcXAextsZi5p9t8eeHDE193TAyzQtf7LEA4MjoD/59dpXmPHGasefS8KGJF+3QOdynOC3UC4+f2ILP1+N5ophzNscXqsvY+A31a24vXnzqngE8VBBqfSAJOJAuo89x93xCxqK65yPtq38pex1JkiRJiku02xX1nqYzIN1Z7YJjS9KxSt98JEmSpMOraajg2IGD7y6sDKH3ASGA4uIb4aC5bH0jEeQNIAJbky3eo2tbnjwhg2N88xs3OZlY43TM+U3FwAafJtLx3la4GYt4kT/kh2+ssp8WDD63GUmyeSTiCd1oBugAjzA2t+TtnbneUA4motigMub55ekp7i/+fAuABC+xoniJFRVTTvzlsu1aTwjsj4a+wDRZKKBu+RrExfWD8zkffBPcG4XG2rPu/8uE2C7Au1yL9LkceO3j9fCC73uxfNUZBvvjPt/T6bTsK1etp+sIot0OFLYtPhjYnl7BRG+OmGIKhxcqLBDoqHV58s69fhAZEU5+kcBk4ikjJqp8YAzXOwrjOP/l1zAB5Xh4IWLkNxQ8vsqTYsiBmF+j7FjgMahD2Dji9oHTDNU1x5Nl2aUWH0aNmaRio1Zcv8uEinYE1RUiykL9OOQ8HcKhmULjDzNMsHn60gceC77fos3qro/1T5Q/1Cd9CBnhsns1k3BsIMtmoGw8yh/uPC5eV/d4LMCPV07rGBcf0W5X1BtEu0mX0BfuQLt9hmg3aU/9mGg3SZIk6dCaz+dNZ2FniXa7okS7SZJ0WzSZTCzLsqazsZO0+EjSLZVcraV9NRwOm87CztLPbpIkSdLh1TTRduy023cUVgaQWyFjTCNDQBA7nlTCFtqMHtuaEmLTzBh1hnP91sSIl4/BYw7pcppM4rABZCxNc+QaKKE0TStmmMDHEW+MVgLRg3yHyDWmjRiN5jq0NR3F1JFvH3ix4X+QS0zh+fIynRQzkM3zTc++6XRa9pVYvBxeZkXxsjVqjXrmtg0Fxuzxl/tPXZroK76M+L8Ot0c7eSITpqQhjBjIO9cz02ToB7ydNV/HeQlRjhxHqI8xsRdqa6YhER979vn25nxyfrzXnff948cgdplz+JGE8Xhc9pOXWVFLzR0qCLU+UODFJzag0en8hOUNBv3kgomUr/EGnqFOyeaFvMDxMz4+bp5YbI3SYmDU4buMHXtDRl8HtnYHxuIUixdIKhaQ2MDkSZHrGX85L6HJIhYPsPKY8zRj76HBzml5FPkyiw9PlHVO0Fx/OAcTVCh+PsaPBPg+h77jy+bj8mau3OdjfRbO5rgOfQJ9xS8kvo1DfazugwEC91X0d98fcYzTYaScUXXfJ2LtxeMYaXM+Yvn1dY0F0y8+u1x/00Go9YH0nUKtpUvoy3ZArT9PqLW0p96SnthisWg0D0KtJUmSHjM1vfDsI9FuV5RQa+mmJNpNusvSNx9JkiTp8GoaKjh24OBbCyuDrW9Ws4cTaDF/89Xv9Mhb/3LwRFDoZjngAPZk49f8N3STn73d6ogb3JCOmViyOWfIOw43SPla5L+ujvmGO5dnl9chDzY2BoWXnaeUYuUP+Wpxm3D9huoSfcUft8DN5rYVRdvdRI5RWbE4fF/w5cnz8I6gMePM0Dm7hNjN/12MUPeJN0aC3mSImYvedOD2DvWVpoJotwMFv/j4ToHXbCLKf43IoBBJxMSNd32OpYXXbMqJidMbI+Jcj9X6EDLw9IOMy8ILrSfD2BwT19Th4z49j9h6PBjnwUCSEVle7Pga1FWdMzTOZ1KK4+WJkMtt9mir7tjiEzSCXU8oi8WigktXJh1yEbc1IYb+hnN4i2+fBi8gfA3TVEzA8QckTywiXyFTWU4bH158P2Cs2QfQj7iW08LjB7EPV5zXUBsyDRh7rAAfLGNjzjukx/KAcuIDKecFYzJ0Dgfuc+gD3FdCaR8y7Dq/62e3AylNU2u328H34MfETyezRxPsMh48eFDGFUtjMpmU/y8WC+v3+3Z2dmbn5+c2m83KuLwFB+KeTqe1edxFnIc0TTfyFcr/bDbbOf7lcln5v9frBdPvdDpm9rCsKG/ohmyn07HFYmEPHjyw2Wxmp6enlfzWpZ9lmU0mExuPx3ZxcWH37t2zyWRis9msUs5tliej0Sj6XrfbtYuLC1utVrZarWw8HlfyPhwO7fT01Mwe1S3XOdL29WZmdu/evfL1xcWFjUYjG41GZV9EHUKr1ap83ev1LMsyOzs7q5wTal9Ou9/v22q1KvPM14XyiLTu379v/X7f+v1+OZZOT09tsVjYaDSyTqcTbbc0TSv9IMsyG4/HG3mP9XP0Y39eviYUh8NhGffJyUk0DvxdrVYb7ZNlma1WK2u325amqZ2fnwfjiR0/Ngm1vqJeK9RauoS+xqHW9+7d21gYu0KtpT110us3brEj1FqSjkjHYgYp3W41vfDsI6HWV5RQa+k6hJ89oa9sJUKtpTstffORpFug2P1ASbqzappoO3ba7e8UVoaYX5NZAKN19FDI/BF0GkiskLnocDjcMMK0NS0DYoZJMphpgtDBeUzrwAySaSImekIGkzARxXlMH3kclrcZBk3lCT6kwSagvn7Zfw1EVogMZFKPaSj42wFnZ5NHbpuQLx/qjGkkxINyeU8w7iux/oDwCivKwPGjzGxKaURw8XvwRuMtw5lcY1PVUGAaC2XmeqjDp0PIP18fCsiv94NjepHrFH13n/Ea832LEWr+EQhPQ8bwfuSL+1ssDf+IQywe72WHuEN9pckg1PpAgScUdqJG54kNNpyLCQWTqT8v9DwJD2IzCyK4mMA5D/4ZHDbk5OOcJrsSA4XlhYbj9ZhvyKTS14utEVYefEb4qkfAeZFBXEg/hBTzBMquyzy4/QLikdpQG/BEyHh3aFJGmlddfLg8/gMO3uPXHnFHORgBr+vboWfKeFHj/Pjycj5iOLoP6LNIh9uU841+zTh7zPA0lDfOd+yxBa5vNrblscB1hDHh+yL6Xl1d83jxdR1axLkesyw72sVHtNsV9c2i3aRL6Gsd7QacGvpKkW7SJfQjMhaVJEmSDq2mF559JNrtCvpb+tZzJT2r6Qzccql+pH311a3EXpff+h+MzEyLj9Sg/E9P0iN9W17YV+unN+kOSx/dJUmSpMOraaLtmGm3v1FYGWLngJapc5P2lBLTaGzeaLZpaMh0nbkthHkrX6ZjQngqXxdKhwNjyXleJYZAlAGx9iRelmVb6+xxDCEK7KusKL5qTTBZxDTUyPDSByND01CbMipe58TM/Yr7KePesWsZc+c+m+ePcHUQgiF3bU4TRBnINx4nwNvxPtcX9z2Qakwl1tUhPwoB0tOnG7oOJB6njfZAWY2INjwCgXyH5gtQc560476C/tJkEGp9gMCLj3/mA4Fx6lAc6HB+0WC0kweJX4iMUOssy4Lu0+xszYMnNsBDCyEH/wwLD3zeroAnPy6DFp/NEFrk/eKDureAM/e2OEP9j49tQ6C9o3isv/u+zYufx+4xCWMCjsVX59DN44Tzyh/6PMrMkz/ej7mZ84LGdRbaqiN0nW83nw/+G3qeLFSnvl3G4/FRLj5Cra8gAQdX0yt1z6dUq9UqHZIh3fORLqOmgQOh1pIkSdKtlb75HEhfr29JEukb3be+0Defgb75SHtoeEsQa33zkSRJkm6vmoYKjhk42Cd8XWHF1xXVrX9D5+GGPRtyMjAA/6gQscbeUv5GKAi1PI8bMsKvDDeTkR7yE6LuOG7vf+Z9qXj7Y3/9NoNGDiHgAenwjVr2f8P7oboJxX+ZNg6Vra4fbLu2Z0XRW99A5hvd3I641ptw8rm8fbr3D6ukR33H9xc+L9SOfM42L7PrqsurXnfZdg6FOmADabFv4L7lqcsr95PbEES73bKASYcxZY9TmjMJZeNPI1KGTRZjA8Bfx6+9oWieP1ogsBCEaCq8Dg0gfwxlY7duJn5CAwxIOLtKhwadRWgvnA/ElXFzoLJMA4bKGUKTuX694aV3DMcxbi9exC+z+HjjUj6XJ3rvbI665MWH8+nrDuUHDRZzJefy+3RDJrcI7EKO/Pm+Hbreu4Rz3nzftwiSzvXMfRMfrGxt1Ip2Ysd1726O8Tsej2vzGxrf3LfZqJffY9NaxIu4uA+WfXbdT2JE7aGDaLdbJt3zkVi65yNdt7LxhXU6naazoXs+kiRJj5NWq5XN5/Oms7Gz5O12Bf23+jYj3aC0jba0j9496Ft2S4i3XaTZU5IkSTq4tPhIkiRJh1fTRNsx025/pbAyMNVlAW80W9M9IToGhBH+guyBGaFPl+kjT8awrxqQWI/KgpiJ0WdMroXIKKZ3PP3FdBDXCZc7y7Iy34gDRo9smhjaGtkc6caYNmg3pus4X74egLz7/IaMJ5lc4rwzHQijSSah2DST+0uoXP7Yq60oXm1FSU7xFs0wn0zTtELooSyoC/QBbiuUG7QVp8kkFfuicWD/P5BdIMRijwEgTvYqBAnIlCPnn9uDKUWY7frz+Thvb12HQYcMPBmJ5j6Mscp5YV9F9p2DrxzKxZQb6qIub0zasWcj9y/kBf3k1VYEy3PoINT6AIEnEywuPJGwm7QRMsnmjL1er+LQy8aisY7pkWpMrLzo4XXd4uWxXY6TB0AsHj7Gr9lB2z/7Y2sUlhdHHpQIPJmE0mScmQMvxt5J2Nenfx6JJ9W652FCbRp6xokx8V6vV7v4hCZ5XnywgKCMnDcsyH5h9mXx5qDbnKxj7e77V8ggsy5O9AtM3v46XsxQVj7Hm+f6a3Edt/k+z/Twuf6ZJq5jbgv/TFpoPCA/28YnH8cjAujXvp/5xWfb80aHCEKtDyABB9Jl9S0Ote52u3ZxcVE59j8ItZb21A9npzadThvNg1BrSZKkx0xNLzz7SKj1FfSepjMg3Vl9cysRai3daembjyTdAj148KDpLEjSQaVvPtekb1v/hr9arWy1WlmWZTafzy3LstrrYKuCJ5ND508mE+t0OuVfPhbSvXv3bLFY7F2GyWRiZlZJazKZ2MnJyUZ5OH0c57J7he5peMXqK2Q9s+s5dfV0Wa1WK0vTdO/rvrLmHuG2fiJJd05NE23HTLu9orAyMAXkTQGBTMZMMvN809nZv8/bFoNoYbKLna/5Gj4HgY+bbRJrsWMgezh+WyOjcE/2hJzZJj3G+fAmibEtvkG9MRXn81FXt/49xlXzvEqboQ09MuyRWxBZfA47j7MR5XA43OgvHDzt93esKIM3C8X5KJ8nIxkv5zZjBJ8Red7+HP3Q4+ohM1nGjH091lGSQLhxHeP4jEuDPmRMn41OcQ5j7Uib8fOYgzybqfo8hx5HYHwb4w9/+Rj+5zpBn+K8sYO8f1QBbcfxsEks2m2xWFT6ymXmsesOQq0PEEKTiR8E6JAxm3lM6rE97EPbE/Ag4cXHP+8D3NRPorFJa9vi492mQ9s+cJyMcvtFhbdg4Pdji493Nua8MX7LAcdD9YqBzM+J+HhD+eDX/EyTz3uoLusWH19unlBCz4b554w8fs159Md4MuaJHAsuPx/EDs+x+uBFLjSR5/mjRZkRaP/sS8xt3dcllxf5wgcMPDcU6rc+cP+FyzSOc5173JvbCo9L+HxzHN6Nm9uBHa09mu/rltPgueVYFx+h1ldQ3c8oklSnb9uCWn+zMGvpEvraW+DttitqrXs+V5BoN0mSpMtJi48k3UIJs5buuvS7kSRJknR4NQ0VHDNw0C6sDLiZanSj09NvPvCNe5zD8EHMew2BKRujm7+xLazZeBM3kvl9puD4pi7OiUETnG8uu78Bi/yyASXyYnRzO5QG4vTp4Ma1ry+muDjffA6bQXI+ES9TV0y2MYkVqgsmrdhYlPvLRl9ywMG3WlEGAAA+3mCfdJAH6oGBDX8t01acBuoVBJetb74jXja7BLmGduU8sEcfTGVDbco32dmHrg6YCfkgAh5gqMH/HyICGSwAqMPvh6g5mJCijvy4RMD/KAvqiscjxp9vRz9OPfG4WCzKvtLUXMhBtNsBgp9MmLKpc4P2HZIHG/+NOTvjGj6fBzvO4UkXEw8TPvweJrRQfCG6zgeesGOLB9Jit2ePr9YtPpyON2fk1xjc3uQTaCoP8NCE4uNFW4TMQ0Pt4im7coK85OKDOvVYeiyEFlfuR/56nqxDdZDnj6gzLCJMZ/EHB99PYmn5+gr1tVh+ET+co/0HDh4/3L+RBrt7M8Hm65frkYk1zgtj0DjmP1DyeOd8efqN42EM2/e54XBY9mP05WNcfES7XUFd0W7SJXWxhXZ7rWg36RL6miOi3TR7SpIk3RHBpeQYJNrtChJqLd2URLtJl9F1W0ndpPTNR5IkSTq4tPhIkiRJh1fTRNsx024vK6wMfl979nMDEsp0mxHBw9QKm1EaUVxMEtkW2onpmZgvF5MziNMjnMBcQd0BIQ1t8R0i6UAeGfnXeVIIceEv0mXftBAezMSQR3FxHCSVp6i8USX7pLFHGlNHRgRUzC8O9cakIrDsNE0r/cVf68v3HVaUAe8zQcmoum8vHzfaJeT9h/djfSpGtXH/CvnqcRuwzyB7FIZQd18njGiz+Sn6LNNgRnQazmW0H39RDvQLHpt4D/2EzVO5j7IvoB93SAfUIyg875nnffC21QenwfXPfWWf7cJvKgi1PkDgycR3CDb+y/PNved5sPP/jAj7Sc93vG0ddNv5OO4nH+THY56MOPtOjutjqCwm7dA1jKuG0sVg5Wv5vVD5Qng4TwBIC2XdVkc+LyGMFu3s2wyLw1UWH9+mSMubXcYmnxBGHULrQ+X3bcqIOj+34wMj9aE2HA6HJS4d68dcLv6g4lFmlMUj9h6398d9H8Qi7usEi2eorerqjJ/5CdUjf0jB8dAHCF8f3N+4r9Rde6gg1PoA+jyh1tIl9QNF/f5E3ynUWrqEnhxfNA4dCLWWpCPSaDRqOgvSHVDTC88+Emp9Bb236QxId0az2cx6vV75v1BraV8d26Mf+uYjSbdAx/SJVbqd+rJb4G6wl5qGCo4ZOPj0wsqAm69MzsRu/oIQYj+sLMsqdBfTMkZ0Togaww1TUDW2Jm5ASIFqQ5q2vsHOXlZGsETMbJP912LkHgfURYjgYYqOSS7UA3akZCqKSUC+8YrrQRjyDpm8vXfdjW3cHOb64p09zYEGvV4vuAuqbxMm0Hx/8XXF/3+3FWVAPfPNdK4zH4yABJ9XCwAU+D9EKsbyyHEztRXLk79Zz1ANk3c+YAdU3qkU6W9rT7/LLOcZ7Y04eGvxbYHHCvIUG+soH/oSXuN/+A0iD5yfkK8j9yfUIfpJrN0OHUS7HSDwZMJI7TbyiJFLTLSeRmKzTxzHNaF4MUB5MeC/u+x1j8m9zmwTA40n+FCH50EWQ1JRFygPx+UJIb7GY7Uee2VEl8+LLZI+cNqhbZxRPhg8htojdE3d4uMnPr/4oG3YETpmOou2ZJdl1Af3TXYD53oOLQS+nFyufUgwjj9EotXVS8gcNdammKQ9zuwXsVD/2ha4T3F9h87FIslx4zVIP5TR03u+zDz+eCygn8QW/kMH0W4H0GeKdpMuqX++hXZ7g2g3aU99V7tj/X7fsixrNB+i3STpiLRarZrOgiQdVPrmcwWdXvM3n2e5/995rbFLt0n/Zss3n+/TNx9pT33+LQEOdv3mI9T6Fsn/FPMJ+llPkqQ7Ks1ukiRJ0uHVNNF2zLTbpxZWBlsTZUxH4TX8ndhwEoQPx+Hj/5OFlSHPwxQSqBvEx15dbAQKdBh5A1bsjSP5L1NMVmNcyRQOzgc26sk/JrYYl+b84D1Omz2yvFmjRSglj2YzBh+rx9i2zozCAylGfkGCMSmI/oDz0zTdaM+68D1WlAFlMaKsgOujXupMKT3p5ftgDIdHWmgTRu13IfyQBvJoRGhxnryXH8rFpCSb7zJyjv9D5B/3Ne+xFhpL3jfNyAAU7YxHALi/IA91fYsfv8D1TMGxt5sv43Q6rcRtzv8Q/eTYaLfGF5i7svh4/BGdEx2F93XnsOviA1fpUD5CiKafCEIdF5ORN1LkTsxYuE/Lx8vphwYd3ufnZ/garhdeYGL1inRjzzbsi9P6RZjbFO/x81KMiPv25brDB4CrLj7+mS3/3EoMcw59AODyxdrU1yvOjT3b5fHgEKbuP7zwMy/cP3z8MeQ+9lhD7H9g+aEPUUibx5mvH5QN7Y1Fqa5fcf65Tjlufz2Pdy4jxhOj/ugnsfnh0EGo9QF03cDBTPd8HhsJOJCuW78wPK9YNDUlodaSJEmPkW7DwrOP9M3nkvpofSuRrqBf3vLN55/pm490CX3WLcCt9c1HkiRJur1qGio4VuDgBYWVwd9Y5W1+YwQU3wgFCeS36eVdIEGeWeDGJtLyNyW9ISeTS7a+2Ql/KX9z2e/2iLQ9KQXfMEAKnsrhtBgY2GaQybtW+nwxSMDxsJeXp/9ws9dTeKEtwTlwWr6OcMOZ649NIvmv2qc6ygAAIABJREFU7zPb+tePWlEGLmPMVNZsE/ioKxeIspDPHxNmDDNwXaEeY/5yof7EdbTN/9DXXQwqCY2Hq5hr1pUplkf2Z/N1jDzifc4bb2MeKzfDGHwen8N95bLlvs4g2u2GA08kjIvyhOsH8zbTTl5EuMP6hY2v9aQaFohtx/h1aJLCgoFBgv+RJxxjU0R2J96WDtdXaALyZJY/nuf5BsqMQelNRuvqgNsm1M7cjnwdJh2OF5SWLy/ovKsuPt6A1rcxl5nbigMWe14AeKt3bkt2WQ61K3+o4jSQLhvFcjvjfD7P55PHCd4HYcju73wef0CoW4B8XSEuphf5fHaS57EO/Nt/gMH7vn5APbIzN+cVHzKZQkWZOA9sDmxmWnwe58VHQWHfsK1/hRYfLPihSdp/EPDIcCh4J2pefHiRZxfz0LdcnyfGmnnB8U7jKFPoAxl/6+XFFN8yEB++2XOe+Zmu2C8FflsC/mbuv/ngGyK+Ffm64Xj4mN/GAotL7EOff86I65EXPX7Oqt1uH+3iI+DgkhJwIF1FAg6km9AxAQfydruCjm3bWkmSpNsiLT6X1C8XuX24vv1IN6TnNp0BSbphafaUJEmSDq+moYJjBQ7yPC+eX1gZbE05scGg1fhm+Zu8uB4YstV4RTGavc1XivOEc5nOiRkicnnYQJPj5PMZ90U5cEOYqS+PgeOGLhNGTKCFysbEk61v4sbIrtCNYN6+mFFvoxvBTIDhfTZ75DpkPJd9zUI38NFftvWtn7SiDIwp2/pGO26qIz1QUgANgEnzjWmmL3EDHSRVKA/cJiEknfugx6dDtBnSxPmIl89lSi+EWsfGkyfMtgXuV+zLx+nVjSvOj68/I6DB59GXw+PzofIxah3adnuxWJR9ZZey33QQ7XaAwIsPmyFiQgwZJCL45zG482NyjA00RozReWOoMKObnD+8jjnh4n1vcFjnDo2Fxr/PkzqOYVHj497oEuaZIdzaLxjbFnleMLlNMPlisvGLCN7jRZ5dhnmB5DLz80Z83WUWH6QDjJzLweg7L4z8oQbnhJyZ6z7ocFuEysgfLHih3WZwyu+jb/l4GcPm+uN0/KLl46kLfvHhseGPha7z73vD0Lr02BU79OHAL2ZY4PyCxQvkMS4+ot2uIN3zkS6r39xCu/2UaDfpEvqzR0S7afaUJEmSDi7RbleQUGvppiTaTdpXxzYf6ZuPJEnSHdBt+MltLzUNFRwzcPDswsqAG4BMQMX8pQAU+O2AmbCK0VSe4OKbk6GdKmPbXjNIwNfhxmYMgKgzXWSvKrZj4bqI+bghTU9f8fbJsbRiZYylxyFEw3GcIasVX++X6S/bzn2rFcVb1zeQQ8aSHKyGyuL25v9jJBkTVPvEf5k87RtXrO+FAIc6U9Vd8rat3+yaj6uGbXGin6Cv3IYg2u0AwS8+PDH5RYIDDDh50vdEGlNoTMEwMVS3za43I/SBqSHE4wkypBn6WzdIvCEp3q8z7/RxcB5C1zHthAUKZBT+93XBFFioHkKGkH5BisWDdk3TtEIz4Vwzu9TiY1al+WImsOwHhg81IdNMI/qN64fz69srNlnz+74vhqgz9Eful540C6XF72Os8DjBa+95FosHbRRrR/9hzx/jccnbcrPBradEmS70/SOUT79dt29D9HdefGLk6qGDaLcD6ENEu0mX1Pu20G4/K9pN2lM/qG20JUmSJKle+uZzBembj3RZ6ZuPdN36E7cEOJCr9QH0+/bsprMg3VEJtZbuuvTRXZIkSTq8mibajpl2e0bx7DKAqPIeVbFrYcQJPBt0jK0JK6Zi0jTdaV/5EEEUC2wsCq8oJnIWi0XFmNLvbunThc8XaCQmeuq2NEbaRjhtjEBikgr5Yz8zRsc5396Ikf3HUN8cvyffQLrFyu9NRHfpL9vacmFFsVjjs95vDkQbyhbCo0OBsXXG6LmO+T2mx7jP1Obb1fUugSlN7rfbyoPgKa9d68OPz13yvGuefN3uWg8+H7s82oC+sk/ebjIItT5A4MmEJ1BgkDyhhzomu0TnedXkkbdOzvO4AWioMwLhjC1+WCjY5Tr0TI/PV6xz8yIZwnPrFkJesLDghhYrLAiMB5tDdIFB+/zjQ4E3yeTXXL/m0F6UDelyvpAuPwMVm8Qus/h4B2quD84n/tZNVvwMF2O+uJ4/CHH9sullbAHiCT/03BDqN/acFzufc79Hmlx2Nh61tYO6b1d2TI+NA5yfpmkFkd7FGBXjF4g1kGtGs7c9a8TvY77wz9LhNT4E8bllXaz7yrYPnIcKQq0PoGclH9J0FqQj1QeK99W+vxJwIO2pe5ZYnteDLIeQUGtJOhJNJpOmsyDdAY3H46azsJf0zecKekbyHzSdBekI1bIPVr75rFYrS9O0cs679c1H2lPPOzLUWovPFaTFR7qMPlj89tZztPhI++rYFh/97CZJkiQdXk0TbcdMu7WKp8oA8oVxaVAtoHmMqCQ2nIzRQ/w+E0EeCQ6hsUgXZJMFqC4ObEyJ1zG6jYkmpoZCcYKwYiLJHKWF1yC6cJzNGXE9myxyvCHDU1BRjGObI9lAF+F6nO+pLGDKbCzqCTm0EdJFO5tZpa+E6tMfe6cVxTvtkVNxlmVlHs1RXZwftA3TUd5glbeu9sSbET2GOLDlOQguIN6MoYP44uPclzi/TBCCduQ25zi4H4Eo4zi9IS8bu3Icsb6KuvPoPteDOeNUjEvUOfKTpmnZ5oiL25b7B7clyhZ7pIL7Nl+L+kNfiY3DQ4dd53d987kmzWYzS9O0NPYbjUbleycnJ8HzV6uVDYfD2njb7Xb5+sGDB8FzTk9PbTAYbBzvdDqWZVl5P2Eymdj5+XkwjizLyter1cpWq1U0T6vVys7OzmwymdhkMone6FytVmV9zOfz2nPTNLXJZGJpmpZlXi6XNpvNynNGo5Etl8tK+VA2f8/Ev+/P4XodDoeVeDqdzkab9Xo9GwwGFThgPp9bt9utpPfgwYPKPRwuT0yhvLMmk4nN5/NKXbD6/X6ZZpqmtlwubTgc2tnZWZl3s4f1ifNWq1Wlb4Tyg/pD/XAfQRxos36/b6PRyPr9vmVZZlmWWafT2ehH/3975xPjSpee9deFlE8hLIPCotokmtlEgLIapdqzGA2JQCxGQZHLd0CwAAUWo4DiNoomsIsYwcbtQQxIEFAWKEDbV6CZSPyJyArF7SyiEEQ2ESDi9iCGYYPCaPgSporF7efcp16fU21f31tldz8/6aj9p6rOe06dOm+566mndrudLZfLENdyubTlchm2vVgsQl34bD6f23Q6De3P89w2m42ZvR23+Lvb7awsy/CaY2Ywfm9ubuzVq1d2f3+/J/zgvkEfvn79OmzfzGy9Xu/V4fsPLBaL0F7el9PpNPRbbD7I8zzsy6IoQiy73a4xJ1RnoHQ7Bl3zOQFd8xHvwo+XfypMwGZvkgtPaGa65iOOR9d8hBCt3Nzc9B2CEL0jY9ETqOz3d1dX/Y3O6hIfmPh/ghp8t13Wv1BE/3ycmX1UXc4vZv3yEUII0TlKPu+J4voTVtXfsHH5Gds+/JqNy8/Y3fIrtn34NVvff9Wq+huhFNefsHH5mcbyd8uv2PTmz4X389sv9t0k0RFt4o6PqoF97e61fVQN7Jvbr9tH1WDvNZe/P/+yfVQN7NfXvxo+49ff3H49bO9rd6/tm9uv22eLTye3x+W77fc9uUyqIK4uyp8fv/rgdXzt7nXox/cRw1+f/rXQx23b/Wzx6b3PLpa+5dSXLLW2+g+GAhmmkWQV0mcvN4WcMiYT5fX99lWeZ4mZbX7bvlN/277TkMAbmVEayX9j28IY2zOhfJQWe7luKjYeuyw9ZuNOyIlj8mKMZ0iqsRxk2ZCQe0k0y8JZwu0d333bIfuGBLwoiqjxKLcJ8cIQGO2O9WHM8Z37ko9fbJfNciH/Tjm9c4wweOVt8G0DcMbHWPm2faf3sVxVMhbthGzwfZ3VpWs+z5eY2u3j7KyHvjhTzuGXkNRuQgghzhap3Trh9IciZ4NPvIc4xLlQ1f+l9fvM/l9HkYjnQnVh07l++ZwAiwjaihBt4G59IU7hHP7ldgxKPkL0TMoCRohnTd+KtktWux1arP6B2uofCKqVmLqHTSHNPWIXyiKofGLqJHs0OjRSIhmZiaYeJcxKKyh5+DHLXlXE5pxQN8HA1OgxzqwQ4nVh4onts4rISCFkpJKCcgnKQW/Eie+8Eswvh36wR9NINmrFd6gPr2E8CvWV2b4x5Xw+D4aR6H/eByGux3GAsYASUz59bB/XH9vHe49Dx36GGss/ThztxmfekJZVVzGjTl/QFxgH/JhoNm1te1y1b6N/JDSbdrIyDaowNpNNjX8/ps2aj8hGP2K7bOYZUw1yf/t9zX3BpqJFUYRjgs1/uZ+wP2DYyo+0R5wxc1FsF+vgMzMLY6Wt/7ssh87vvSeYl5R8+ODxEzMGOU8c3sUYg9ZPgPgOy75L8mF37PF43JCPttWFA4JloKnn1+OghIQWyYYnBJ7MkDywHk+kvmCC4nb7PuY2clLgdb1jOD7DxBXre1+XTwh+HPjkE5NaY0Lx/cnb9XXwZ5gg2X2b5drczlSbeGxyX6CwCzRPxL5gP3ppsh9/jUTtHM9xcvJUrCgsUee2chv45Cq2D3wcWM+fDGD/8AmXl7ejv3xdfLynHOd9//r9h7FyaN986CKp9RkhsYDwsOBgs9ns/evt97Lf6zokceF8ZB+dhbO1pNZCXAipRyUIcQznkHiO4bK0eWdGNvihA5c8XWotni/eXqfOfkcHpjiaOvu/Nqgu5zEv+uUjRM/wA/KEeDH0LSq4ZMGB1X8slKqqon5PuKiIC+q4SJi6wAlFjf+cL4rD6yoVl390L28j9rmvx3twQbFzSH1cUheYuW689xel+eKwf1z4U204tMQex9xW/IXrthJbxo8XFK9u+o7971AO7eunluH28Vg6dH074mJ2atteEHJIOWbZd1n+fZdDFWfoi6dEBodsq2289FEOnd/1y+c9MZlMwkVjPFo4y95072g0soeHB7u+vm78iyV2c+FwOLTpdGqLxcKyLGtsoyxLy7IsPIws5Ya82+1sNptZlmVWlqVNJhPLssyKorDJZGKLxcLKsrTZbNZY1uzN9Qc8Cno+n9twOLSyLO3m5iZ5M+TNzU3jcdIch9mbxwTjEcXwMdtsNqFNm82m8bhhLINtlmVpr169Co+2ns1mYV1f72QysdVqZYvFIjx+ejKZhM9Xq1V4JPF2u7Usy8IFf3yeYrfbhT71j1w2e7Pvdrtd4xHqiC+2PGj75YPHj+N16vrQaDQKjz/nxy6bmWVZZg8PD7ZarRrjNMZwOAz1YUxw7BwL2pZlWXg9HA7DsrvdLowZbKsNjBfEzvVi3KK0bQ8xYP9jn282m7APfRuZ1WrVOPYmk0mjHbGxjrh9G7COrwdeftguxg6OxdSj7LMss8ViEY6ftnF17kjtdgKHX/MRoklV/0Z4PZlMGo/VrrPfCa9f3/0bM3szWS0WC8vzfM+ElLcxmUzC9/i72+3s/v4+nLxUVRU1MzV7M7nd3d01lp1MJvb69etwQRvvp9NpOEHZ7XbheyR5xHN9fR2S5nK5DNtNtQExXF1d2Wg0sqqqbDQahbbH4gaj0cim02lIwlgWJ3XT6TQkgvl8Hk6yYv2wXq+tKIpGX6ViR/zcxvF4HPqA9y8YDoe2Xq/Diep4PLbr62ubzWZWVZXNZrO92HhbSLK/vfvN8P05XPM5VO2m5HMCSj7iXTk0+QhxDJeUfCSqOQmp2MT7J7Nv9R2CuEAq+56+QzgKXfMRQohnwDn86jkGJR8hhBDd07ec+rKl1tehsBEn/KRSvlkwIYR82B79oWIyTTbhxPcwJUytA8NByDVj0lc2zWSjQ8hw7dFHC5/jfUouCz8zrjcmFeVHDbPfFbaNuuGHBRNWeGDBwJIfR4y2xPoC68Dfjvsytm/8PmKjVy+Bh0kqlkdMMJjk+sysMV78vmhIVe2/h8Jt4Ecn+/3MhpveCDQm58Vn2L8xI9hUQT1oJ8ZhrP+9yafvWzzmGvuEP0Mb8Tk/Ipz9C2Fsi/f8+OzUPsbYs0cvRPQB2pJaj70Z4UWI/Ys+bJNPc/18bCN2PCochqP+mPKmtUVRhLHSNp67LIfO770nmOeSfFLJJjYB8/06fnDt1RExkGSTwZgDLm+Lk4jfrl8Wg50PDqyLCZgHva8TBzMOntjBwJ9xTGwoyu7LqMubdSI5eQPQVH3Yxnw+DxNHapLw9xSl9o+f/FEHbwf3fr1r8uF9wsaSfizhM554/TKp8dFm2No2tjjZIMn5cYa+5P3HE3TKyBX9G7s3jo8z3iaOBUzgqTGBwicTvB2c1PjlOQGiDeg7PoZSfY7v/bL+M06EsZM5PhbH43HjROUcyqHzu9RuJ5ANPt13COJCqepfCa9Ho5Gt1+vwfpD9jz5CEhdOXf2hvkMwMxmLCnExpG4WFuI5I6n1SVyWtFGcJ/uOA/+nlzjE5VJXn+w7hKPRLx8hhBDd07eo4LIFBz8aCn/uH5vrjRpxMRMqLr4421YfP2LYf8fCg9j3sQufqe9gXMqPufbxxS4s87qxdZ66GMuPeH4q/pTBZkxEAJFBrF/ajDpPMS6NGaGmxsu+4OC3QoEpbSoeVnq1lZQw5V2LV/6davJ6SuF9e4xw4tRyjBktP/U1dXwectz6gnHSV99HYzpwftcvnw/Abrezq6srW61Wdn19HTyYYIgILyf8uwUGgSnDSiyzXq9tNpuF9djkcLVaNYwc8RmbInrYaJHJ89yGw2EwFcX3ZVmGtsCoEXGUZWmj0ciGw2FY36+DvokZgi4WCyuKIvSPB21h0042fsRrf/1kNpvZdDq12WwWvseys9msYQDr42HzSdSbZVkwZB2NRlGTSY4TxpapffAUeZ7b7e1tNCYYUKbMRrMsa5hsctu4PSmTTja4xHYmk0kwzYRhq9++38ZqtWoYZuIvm5Myw+Ew9DFMQb3Zp2e9Xgdfu81mE4w3zd4a7W42m3AMwkAV+5GPUR6vHuyD4XDYMEBNxYVjDMbCvJ3ZbGaz2SyMjzzP98bvcDgM28bxPplMGvUjBj42LgGp3U4gG/yJvkMQF0pV/1J47b3dBtl/Dq/r6pO2WCyCM/j19XVImFWLQajZmwnp1atXwRx0uVzaZrOxm5ubkNSGw2GrUeZyuQzbgeEoto2TiOVyGYw8PWxOutvtbL1et5pzApxsoc1m1hor4oUx53g8ts1mE5zLKzI9xUke4uf3OFnYbretfbper+3m5iac2LCxaqwPeR8jnuFwaPP5vGF+6utFEsXy2+22YWCKsVJXn0wamHaNjEU7QMlHvCucfPykw8lHiEO4yv+4mVkyaXaJjEU7Qcai4nT21W4yFhXH8bD7RTN7c0f5paBrPkIIITpHyUeIntFNpuJF0rec+rKl1n86lKqq9gxFLWL6aM6fDOvBDw0GmJAbw+uM6+XlIec0J9OEQSKMC713GmKYz+fBo4w9u7x0Fr5oeZ4H/7CqqhqvEQdiY9NPLz/1BozcFtQBfzjEiJghcWW/K/Q9x+n3F4wm4amHZRCfN+Tk9fC5N9D0ppowhGyME+xzN164PxpSVfv1UGAoivpjZpnYv9hvLMk3J0Fmo07vq4b+xLjEsvDB4/HBY7soimAAm5LJT6fTIMNn6Tj2J7bJxwf/hXccG86i7dgGluXXvE+9D5sv6BNuA8YLPPr8cchjmOtlY1nv5YZ1MabZzy0WF7fXj1scbxgvXc5/qXLo/N57gnkuyce7PbPpZMykkicQPlD8QMVE3KjXTSj+gPHL8bKxejlh+GVS28Q6Ph6fXNviSsXikwI+44M71l88kfk+8+2PTUIcP9/Hwk7GfNIQa1MsOSCxv0vyYSPL2LL4jidYNmX16/FY4RMDf28anJ5j+wgTPsa5v38rdT8S7nnzy/mTI6yDCT92j4x3vebvuA+wnjemTY3v7XbbiCFm5oqC+/TY/LRtbPu28zhquz8pFTtONqbT6UUmH6ndTiAb/HjfIYgLpar/RXi9L7X+jdgqQjxJXf1Q3yHIWFSIS4FvPhTipSCp9Ul8V98BHE1V//O+Q+iVtpsy+2L/5kwZi4rnj375iBfFuSUeM3tn6x0hLhn98nlPpH5RwPPqfUx6s9nM5vP50etlWWZW73toifPg4eGh7xCE6J6+FW2XrXabhAK5KZQ70+k0PAbYOwCzasUrWSB1hbwSr9frdcOZGGokVi9BaYU6G5Lbxzj77jOV/bKvdvv3obA8mB8xjrHCY4kl0FACQqZtj48j58evs6qQ5e/mlFWQDK/X64Z0OFYgc8fyrEhE/Cz7howZasaUpBtSa6i7UrJkFF4Pf/k48Wo5xMxthswc6/q+4cePo2/5lolUbFDIcYxtt1ZwwbahrHujdHs7Xvoey1UlV+vO2Ww2dn19bTc3N2ZmNp/P7eHhwfI8jxouArZWwWssj3V3u50VRWFFUQR3Z7wvyzLcpMjrTadTXch+JlxdXdlyubT7+3tbLpd2c3NjRVHs/buOfxXzmMjz3Kqqsuvr6zCGHh4ewjJlWdpyuQyGmQzMOZfLpT08PNh6vW4dV9Pp1Ha7nd3e3lqe57bdbsOv/jzPg6oPv+JHo1GIpSgKW6/X9vr162h7yrK0sizDciknbd93aCf+rtdry/M89IOZhW2Ox+MQK9e53W6DuzhAu2azma3X62ASOp1OgxFsDBiS3t3dNeLCttrMQREnDGYv+VezpNYnkA0+33cIR/PSBQfnyL7U+ld6jEZcMnX16b5DkLHo+XAu5qNvFVTZ4Kd6jEOYmVX1l1u+ldpNPH+UfE7gkF8R2eAnOojkafSLRwhxTuiajxBCiO7pW9F2yWq3Q4rVfzEU9rxi00xW5bD5ZcyUs6reGiAa+VxheVbacd3NmP5qKOwJZhb3vEJ9UC/N5/OgOoK6iY09LaG+8gakiDVmDumVRbHt7PX1o/oH66J/2SyTFUfsCWaP/nFoDxuFQoWEmL2HF7+OKZXsURnF/c7f76vd/nUo3ruMVWdcP/oOf1kpiXakTD85TsQDNSX2Ia/v24y/UFlCaYlxvF6vG2pNHvepGDAmvdlpzEQX+xNedOxTiPjxfUopx0pA9gnkfY1YcLylfAuxDNbD+Ma2WG3HhetC3LHjn8fEeDxujJe+57uqkrHo2ZRY8sFBhckOg4gPfG+iGRuk7EyMgdqYGA9IPoglNdCxbf8aBzRes6NxLBY250Q9cKDm7bI0lycrNhlNHZDoG+5PJEq/DrbDkleeVDkp+2SDBMCy4dSJAtZ5czLwbsnHT4Kp/RH7DP2SSjwcM+LgiR59iwmVt8X9Cldr7FfeD9yH6HO+bSA11nybvZFtbD1OvByfd/BuqxtSZr8e72+Y18Yc271JK9y8+eQk1gbEndqvXAd/f6nJR2q3D8z5XPP5R+G1BAf9w4KD/cdo/9s+QhLPgLr6k32HIGNRIYQQ54vUbieQDf7GAUt93weP4xCasX5Pb3EIM7NvNd7t34T8u92FIkRP6JePEB3j7/HRY7TFS0S/fN4TVf2l8Hq327Va6nj8He4xVquVXV1dNex4jt3GOXAOjzTw11i6oO1XspKPeJH0rWi7ZLWb1T8TCqu5oIqBlBgKFUg07VFVBSWTNyeMqVv4kbkxOW/MjNEreaAy4scus3kiK+8gV2U1GlReUAx5BRSrkVhFxqUoiqjSyUjaCiUR1FMobNyI2Fhi67fJsmzEz3XhM6iWsF30c6xuyJxZmcRqJdTJcto8zxtjJdb2hlrIvhoK7w9+jTZDXQWVIGLw/coKNciN2TSTVVqsWsSYwTKQYEPdxgpO7BN8h/cYc/7x6CkZOOrlsW2kRIM83+9f3h8Yo2yairHC0n7eBo4/1IXlEQvGNI5ZjhHrsHErx4L9xX2MPuHv0V/YPo/T2DGe5/neeOm7SGrdQeEJJXY/AAall1f6Z97zoPKJhZ8Pz27GfmKOPas+NcHhtZ+U2mSpfH8LOyX7tqUkwdye2OdcJw40fy8I9x/fB5VyDucTAotIdVkmjROCtnuI+KSC1/ft8O3fbrcnJZ9Y33o5L58IsPwXiRV/kRS5v9brdWPi5uSDNmF5PlnibeCEgSdJTiLcBsTHcmWWNyNu3HLg29Q2vvx44tcsB+d4YsciL8P3p/H9NX5c4xhNjVtOIn4M+oSLbfpbAaqqapyAmtnFJh9JrU/gMMGBEE34X7Rmb563VFVVeD/IfrHrkMQzoa4+13cIMhbthnMxDRVCiMtCyUeIs0Ou1uJ46urP9B3CUUhqLYQQonv6FhVctuDgS6HggqM3fMQFy5S3FpQ+UOCwIWLs4rfZ28f3ekUWLiaz0g4x8IVSr46yxIVbXtcrlWJtgHoKMbIYILUe1GZ8Qdc/BjxlxMgCDe53vxz3FZRX3q8Mr1EvLp7zo5e9r9dT44OFITxWUv0cLtjaL4RSVW8freyNJ/mv3x4rvFgMkNrP2FcwAOV2Q9mH7XizT79P+D2rPb1QA9uA6IDf85jhx1Xjoj5ecwz8WG5WqcUKxhjiY8GDF/Pw/kQfspACgg0jQQAvF9tHOD4wrmC+yvuM6/RGpnw88lg5hyK1WweFJxQMEjYN5YOubYJnA80240F8juX8MizZ5IPcG0JCxswTb+pgw6QVU1LhQOPPvZKPDzQ/WfEk5NdjVZQ5GS3WYZWUVzHFYoSsFdvCRIU+Qp94E0mOBeun9g+3meM5Jfmg/ZhcvXFnansYK+yqnFqWJ2qWKfOJkY811geox5uT8ud80sQTNtbh+v2YaFNi+rGUSraxcevVqslj3inXsB4nO9xCwbcl+PEbayMrWrGdmELTtxVjpS3ZdlmkduuAbPC3+g5BXCBV/TON9/tqt3/WdUjiGXAu13xkLCqEEOJskdrtJCS1Fh8Cqd3E8Qyyn7O6+ksaOpk5AAAXqElEQVR9h3Ew+uUjhBCic5R8hBBCdE/firbLVrv9nVBYGmyPyh5+jnuseIPAp6ShrH5JbY99s1gaDPksm5tCocefsQkklDesfPIKuFTM2HbMNNUefayg1vFSVPaOw/IsEWeZK+ppk6azig2KwJT8G7GnjEPRJshpOQbEZ6Qsgwydx0osxoZayP5BKKgP7fNmmF7mjpgQg+9DbiP7vmEdyJxZVYZxxfuK48Jy/jPEA/k2K7nsUS0WG3teAs/KObQL7faPXYfxKCsWWZbOajEUVpSxWg7roA18rGJbKOgz9reDApPVojgOuQ1oG5Zl6TnGE+LmNqIveLz0PSdWlaTWnRSeUHDwemPPVPLxsmisn6qLHaeT8UTMG/39Fewc7bfH95KgHSxJZVlym7kmx8ATMbtHczyxpMH3H3Fijxk/ou9SbtmoOybTjRV/n4mPK3a/CvqFJzJu97smH+43LBfrA95/fjKN1eGl7X4/Ynk+Aamqdml9ypyTDWwxjvleM74vxsureb/FjD05OSFOTPD+3rlY/8XaHDuO+Lhg13I+4eSTPa7Hj03vBs7Hqb8/j+cT7mvUZ2YXm3wktT6BbPB3+w5BXCBV/Vca7/el1j/XdUjimXAOggNJrYUQQpwtklqfhKTW4niywc9bVf+FliW+1VksQvSFfvkIIYToHCUfIYQQ3dO3ou2y1W7/+G15VMKwesUONGNkqShkmF4BBlUP6mCVDaSg7Nbs1TZsKuq3G5NLxwwXY8ogX0+sn1htlFKZcXu9aSq35yn5ekx9BWdhmD2y4zC25V27uQ44LbNcFgq0WHvYyZn7kMdLqi+rqqpruw2Fx5BXk1lEBfWUio1jTPVx27rcT3BzZslw9Dgh9Rj3Dx7J/ZTpLPcnlospG3ksYR9hH7NkHPuUx6Vvv287Kz193/A+Sh3zOGZTZr68rh9bsX3K9fB4SfVJl0Vqtw7IBj/fdwjiQuFrPvtqty/3EZJ4BtTVT/UdgtRuQgghzhep3U7iu/oOQFwcv3vAMjIWFcdyecpbJR8hOiQmsc7zvIdIxHPiHP7ddiz6t5sQPaPkI14kfSvaLlvt9k9CgUoFPlZe/RMUT6RSgQIrpijjx2+zoSQrneAzZs5TjlVBvn6vpmN1HCvJuC5f2NQR773HFVRDMRUUlvf+XGzYyPF5I1E2jUS8bHLKXnAp81M2dcW24AXGHm3eaBIlZZoa24d3d3dhnMBs0i/XUAvZz9a1/WxoM/a9NytNKf+4DVBQIk58Pp/P6/l83lD/te1z3jbW57HCSraYmjDVfzAdjfVDbF8hZowB/0huKBvxHo/txrHWppb0Ywpjzx8jPLZi+92r9/z4gvGpNxdFYS889qljFR987jBWYEj6oea6Y8qh83vvCea5JB+W3LYddJCoYhkMND9w2CyRBzEfaPgMDszYbkwqypO0r4cnD0yOnChTBxf/RSw+rpgklpOOL9g+/8U2OHHzxOe3y3GnDsqYUac/OcCyvg2x+ODaHOvzN67Wj2Ml0qd+n/jkgxjZfBNjJyb15jZw8sb+4uTsTxyeGvPYlk8aWJfHA/rdx+hvBeBbDGIJiBMkJm2uH+tiuZgUPWak6wufTHG7sF8hDY+Nudj4iI1LP76QkFL7kCXxfHwggWGscL/3XSS17oBs8At9hyAujOL679l6vW58NplMbLlchveD7G92HZa4cK6Lf2XT6dTKsuw7lIOl1hIcCNEhPvGYmV1dXfUQiXhOxMbVuaPkcxKXJ298n1T1j/UdwrPg4eHBfSKptTiOQfZFq6u/3XcYRyG1mxBCiM5R8hGiZ66vr/sOQYju6VvRdtlqt38ZCtQ39ihFhYllTMGCZSCZjKlUoOqBqsWcIoYVShZRaPk6Y/XHnmUPE017lDX7RxBzm/vu/+dSvJqutp+ua/vphsILijo/FmL7vKqqYPoJaXJVNRVzWI+VmagHY4Al7l5xiO21xcDLQCaM5VnW7Q1Y8RkrL6uqaQbqC5RyUNh5BR7HGpN3s9IO24mpJDk+lrBDccrSfhxDT/UR6sdyvD6+jykS0QaMl77HcRi/Urt9eLLBV/sOoVd0zef9MJvNbD6fh/eD7Is9RiMulXO55iNjUSEuhH3BgRDHs9ls+g7hKJR8hOiRS5swxPlSFEXfIRyFpNYnoH87iVOJ+7pJai2OZ5D9pNXVV/oO42D0y0eIHtntdn2HIEQ/9K1ou2S1m4rKqQV+fPxZbV+oa/tCwwAWy7BJZsqnjM03WbXmjThRLGJqy6ox1MPb5Pqh7vTb9Z51vr6nvMj8o75jhVVxqYJtsDoN/cDmt1CqseIP/YllWB3IhqNtdbMHILcdr9m7LtaHHL83VuXxUtsXeh/PVSVjURWViyn7rtZvJxJ8B2lyykwUBUmBJyiYTqYcvmMTPD7j74xkxpgs8brNQNY7tz+VUKqqapiGti1njw7eTy3jbxtgCTjHyya5bL7q24Sk0LYvvDkwy7/ZvLTNOZ3/cvJi+filJh9JrS+QxWJh0+m07zDEe2C1WtlqtXLGoj/ZY0TikjmHaz6SWj9jTkk8UlcJIc4B/fIRomdGo1HDlXiQ/eUeoxGXTF39w75D0C8fIS4F/RoVLxElHyF6Jn6vjxDPnL4VbVK7qaTKuTyT/kMXc+qv2n4ilKp6Kw3G46/tUa3FRp1QlLWpr/BIcTbozPO8YRwK+TCrqVjue3d3FxRz8/m88YhuPDq9qprGpvx5rEDtxeaZvF07QCXHyjAjNRsrzHw7WI2HtqOP2ury+w3qQqjlzKzebrdRM1ZfsM9iMabqxHFRFMXjo7Sb46Xvcuj8rl8+4mx5Kb8IxuNx8rvdbme73c4eHh7s+vraptOpVVVlNzc3tlqtwnJFUVhZlq2PUV6v13Zzc2N5nttut7PVahUMTfEXfc59j3oRT57noW7cJFuWpS2Xy7De7e1tqOvq6spms1lrH9ze3jaue6G+siyDbUxbP202G5tMJjadTm08Hgf1IPeHH0/47vb21mazmRVFYXmeHzzuOB70aVmWdnd3Z8Ph0MqytNFolNzebrfb65c8z1vbOZ1O7ebmJix7Do/NflckOBCiZyaTiZNaS3Ag3g0JDsSzYbFY9B2CEOIZImNR0YpuZu0DGYuK46mrf9p3CEehXz5CCCG6p29Fm9RuKi+97Hu7fb6u7fNBwQXlWFU1TTyN1FZVdZg6kM0y+a+RTxnMQ/nRzvjcSInF9fHrlNGnRVRcsWX5EdtcvIebX9d7yVVV1VDxsVmof899wYUVhNg+HmfO+4FVhhz7U+ap5pR87JGXMk3lmKbTaRgvfY/jMH4PnN97TzBKPiovvaSSD94bSaE5IfkJyx5NNtskvpAes2Sat4Vt8Ppm1jDlxDps/hmTNnPhxMUu2/w+tiySBGTQVVVFpeK+H4uiaCQHLx/ntuA7dgBHHJykuM+Kogjb4n7i16i/zfjUJ588zxtu2d6wFe1uGou+GS9PJbquyqHzu9RuQvTMvtrtz/YYjbhUbuefOotrtFK7CSHEC+IcEs8xSO3WAdng3/UdgjgjqvpHn1jiW53EIUSf6JePEEKIzlHyEaJnrq6u+g5BiO7pW9H2EtRuVv9SKFDy8GOIWdIK9Q4riCzxuF6v3MGz4K3lschQNplT2bCSxquv+FHOMfNKiyiloAaKbYsVPEYmkpCW8uOeYZ4IY03eNtRJUP5w3fwI4/l83ngU8t3dXUMlhb+oB/skz/N6Pp9H+573n5EyC/ttPp8HE0gza4yBtv1YVVVd2+fq2j4X6oCB53a7DfuX2+j3BWJGO2KyZcSLtrE6DIqrlGSaxxjayOOD1V3+cdv4HPuEZdEYL9PptKFui7XPjye0E+PF9yvas91uG48Yx35C+3F8QOHGqjNW96GPY48PZ7Ugx+WX4zGJvliv13sKPj7+uW3oB4yX1P7qukhqfUbFTzx8AOGAxedV9TZBtDkB+4MLUlCWzcaWxQETm3gxyH29vO5TycceZa2p59IjsfJ73FfCscTuMeEDj92DMeF46auPzbcJn3Gy4/aybDnWDm5n7D4PtLMoindKPrGTjtjEGouNl4kt6/cjkiYmZr7Phws7Vft+9XJslgXneb53AoC+5XHLbU61EQkj1S+QZvP6fIKDiZvb4E8WfN9hvPn9HTvWfPJp2wd+X2EdJBLEir5i+fZbqfVlJh9JrTtAggPBeMHBvtT6x7oOSTwDyvFHjXHUF5JaCyHEC+IcEs8xSGp9Atng0Mcf/4EPGod4bshYVDx/9MtHCCFE9/QtKrhkwYHV61CgaOELmVA/+QuiMVNCXOSFwgYXTlEXXyDni5f+QiZf9EWduNiK7fFffs0X1/liMG8faiF/AbTNTwwqI29EyaXNlyq2zVhp89Di4h+fHKvbX7xdr9eNC79csH7bBV8eK6l4wgVb+2xd22f3+v2YvvCF+5gVZviure+O8QzjcZxq34cuh1x4xzK8LLcTj8Xmvm/bdspk1fdBzHSURQ3ch17hFtufGCt+vPRZpHbroPCEwkmEBxoSjX9GfdiGU2NBasmDLmbqaI9mk14Sm3LezfM8TDJIRlC28eTDEldOpCiQmEIVhBhZBuzjmM/njXYhNvTVocmHFXH82i8HaTK3m9VDseQd2yexxO6VTN5hmhVMkM/6seLb91Ty8epAfIbX2Gc+qaBg/PkEBiWVN9zkfY39bU4BlkqCXh0W61uf/LlATefNR/l7bxpqj7cZ+Howvn09XpLP8nA+wfCqNn/8YR0e1/aomIspVc2pXFkSz/0MM9NYe1AHlr/k5CO12wkcfs1HiLdUddF4P5vNbD6fh/eD7EfMzKyuftlms5ktFgsbj8e2XC4tyzKrqsqy7M1/zMfjsV1fX9v9/b0tl8s95RyYTCZ2e3treZ6HbUwmEzOz6Hqr1crMzMqytNVqZavVyjabjW23W5vNZnZ/f2/r9Tpaz3K5tNVqZa9evbKqqmw0GoVlUfdms7GiKPbWx/er1crKsmysC0ajkeV5Ht6/fv069ElVVbZYLGy321lRFFaWZTJG9Mn9/b2tVitbLpc2Go1ss9mE/tlsNjafz22329lisbDtdhvixD4ZDodWlqWVZWn39/c2nU739ineLxYLm06nIYbNZmO3t7ehn9GW4XBoy+XSHh4ezMxst9tZnud2dXVlRVHYbDYzM7PbxX8IddTVL++1tQ8OVbsp+ZyAko94F3zy2Zda/0jXIYlnwP36S9GE3jWHJh+p3U5CKjZxOvv2OlK7ieM5h8RzDFK7CSGE6BwlHyGEEN3Tt6LtstVu/zEUKGXY2NArXuAfxQorbwYKQ0t8D8UUFEasWIJKiZVk7KGFbbJvFdRfbMbJjyn2vlms5PFGjeyvZk7Jw/5xUAjxtr0yyEuYeV30aVEUoa8QLz6PGbaymogVTPxIZXzOCiX0IccQUy7x+6IoovsAnml+rHDxba/tU3VtnwrqOvR1mxwadbLqi30DfewxJR9UVjGfMfR9rG7EhvV5f7BZKKsFU4WNNP0+jkmYeR3EwmM9pjpDe3j/sKcb7z9WR/pHZ6NObiPGHMYdthlrt/+M6+XbNPC5953DMhgvXc9/qSKpdQfFTyg8QbMcFIXvnfGmgrHXmDxwMCK5YfDjLwan364/ILF9HuxPyY75M38vQ2q73Af+QGMzztTkznJ1Trz+vgjEw+85yWB9TKxYhuuNyY/bDDnDvqdtsHMx3zuECfCp5LMvtX4zmfgTlZQkHXX5e8dSfcwnCrH9zMatvEwqcfA447Hlx6F/HSv+NgVsi4+fWOETLh5rT9UTM4Rl01X/mseLP4nkNuIkKdYHvj6We/vbLLAf/QklXk+n08bJSlvfdlUkte6AbPCf+g5BXCBV/Ucb7yG/BYPsh7sOSTwD6upX+w7BzGQsKsTFcH9/33cIQnSOpNYnIam1+BBIai2O5fLmIv3yEaJnYnfhC3EM5/Ivt2PQL5/3RFV/v81ms8b/7s2sYQMCYJVhZsFGxOyttYh/7dfB65SVSgqu66nvY/YnPqZjiK3b1t6+OKZPF4uFXV9f28PDQ7Bn8QQ7nMF/S25ns9koAYmXR9+KtstWu/3XULyCheXTjXXs7aOb/WfmFDTYHiuAWKHG24dcFOqumDIKyh12om57/DPXAWk0njOPbUCBF3u0MdeLmCBHxbbb3JphnAoVGavZYlJotI9VhWwiCdluTMmFfoFcGO/bHJIRH/c/19mQHUfGCtfdUAvZD9a1/WBQfLHEl+tD3+C1kYrN93Oqj81JhtvUdF4dCVk32g2ZMaTzKRdwrOtNeDkOHncx1RrGnFcYIlZIs/3+Yyk54o0du95wlyXsfGtBTGHGakGMI8i+Y33MykOvEmRjU76FAzFirJwyj73vIql1ByU2obD8ty358AHF8ulY8sGgTN2Dg+UwcbJrNdft3yOx+UcL2KOE08dhj7JuPsD8BBJrLyYubmPMtdev62XTXvYa2yd8Dwcvx/sjllB8fyNhpibk2PZ9jLzdtuSzL7VuJh9vr4+ExBMS6uL6/VhKnRx4yXpyvLv1Odnxvn3qpCK2Te+SHuvDWJ+xdJ/va0qNST8G/L1r/rNYcsTxwRL+WB1I7HxvWVtfIC6/v/jeP7zHdjFWnurnLouk1h3Q9q8UIVJU9fc33vt/hw6yP9JxROLSqavf7DuEgKTWQlwIeHyBEC8JCQ5O4vLkjaJ/ssH/MjOzqv7eve8G2R/uOhwhekG/fIQQQnRP36KCyxYc/M9QvFGnkYqIC9Q5Rhe4YYIJc0Z+xK6RVxVv03s9xQxFn4yfLmjyo5Z5W1z8xVxfJ7bHJpSIn+P06+PCbfBBc6IEKNjQHynBAOrgPmSFHLcD+8CbcfIFbGwXqjaOLaaYwwVjPNocr/kCNo+Zqmqqr6qqqmu7CoUvNEPdBGEJC0K8yICNLFn1xY8vN7O9fuMS81jDa46D1+Hts6KSl/OPfsd+xt/URXnuR44J7cJrFs2weo1VZxDZ+P3IqkyMDewjHh9sHhzrN//4eS9aYDEGxij2I5aBEa9/vD0fO9vttjFW+p4PwxiW2q375MMHcuyA9o7BPDBZ9snfsWM1HyQxuTVet8mDG/HT9lBfm+lnTEUViwMTFA78WB04oFgWjgmBJcKYHDixxfqVY2CptZ8IOEbuR3Y55nh5uzzpxIwp/fK8HJY9NvmgLaib+44TfJuykRO/n+hSqjDsE/6eHZtj63BC4uTAirjYiRQn0LYTJy9t92PQG4o2kj7VxccHJ0Ycb3zM4cQEia3t+E7VHZPJ+35gaTbGM8vIeV301RtH6zdj5SmlYpdFarcOwP/uhXgXqvp7bbVa2Ww2s+12a2a65iPejXL8w7ZcLp+8kbwLpHYT4gIoyzIkHiHeFTyKve/Ecwz65XMC+uUjTkFqN/G+qKvf7juEwKG/fJR8zgj2bxNxdrudrVarPQ89IcR5oOQjhBCic3TNRwghxNmi5COEEKJzlHyEEEJ0jpKPEEKIzlHyEUII0TlKPkIIITpHyUcIIUTnKPkIIYToHCUfIYQQnaPkI4QQonOUfIQQQnSOko8QQojOUfIRT7JarfoOQQjxzJCrtRBCiPeGXK2FEEKcLUo+QgghOkfJRwghROco+QghhOgcJR8hhBCdo+QjhBCic5R8hBBCdI6SjxBCiM5R8hFCCNE5Sj5CCCE6R8lHCCFE5yj5CCGE6BwlHyGEEJ2j5COEEKJzlHyEEEJ0jpKPEEKIzlHyEUII0TlKPkIIITpHyUcIIUTnKPkIIYToHCUfIYQQnaPkI4QQonOUfIQQQnSOko8QQojOUfIRQgjROUo+QgghOkfJRwghROco+QghhOgcJR8hhBCdo+QjhBCic5R8hBBCdI6SjxBCiM4Z1HXddwxCCCFeGPrlI4QQonOUfIQQQnSOko8QQojOUfIRQgjROUo+QgghOkfJRwghROco+QghhOgcJR8hhBCdo+QjhBCic5R8hBBCdI6SjxBCiM5R8hFCCNE5Sj5CCCE6R8lHCCFE5yj5CCGE6BwlHyGEEJ2j5COEEKJzlHyEEEJ0jpKPEEKIzlHyEUII0TlKPkIIITpHyUcIIUTnKPkIIYTonP8PsPH5URRsNa4AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] @@ -377,27 +482,24 @@ } ], "source": [ - "d1.plot_textl_ordered(range_pages = [2,3], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0, flag_compute = 0)" + "d1.plot_textl_ordered(range_pages = [0], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0, flag_compute = 0)" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 169, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x720 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "(1202, 809, 3) 9 (4, 65) 1 1 (4, 1)\n" + ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x720 with 1 Axes>" ] @@ -407,7 +509,7 @@ } ], "source": [ - "d1.plot_XMLcorrect(range_pages = [0,1], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0, flag_compute = 0)" + "d1.plot_XMLcorrect(range_pages = [0], suffix_xml = '_data', flag_plot = 1, flag_save_figs = 0, flag_compute = 0)" ] }, { diff --git a/src/python/def_classes.py b/src/python/def_classes.py index c629d7f7d5699e149594c4bcf7b74935caa54c8c..be1ab0a9c53714836934d593d6f0fb537a23ab2b 100644 --- a/src/python/def_classes.py +++ b/src/python/def_classes.py @@ -1,3 +1,672 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:359feb810c9e3e0cde9890eae567f7a7228d3a4d1330dfed3cf744fa911dea0c -size 35127 +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- +""" +Created on Fri Sep 28 13:31:06 2018 + +@author: luissalamanca +""" + +import sys, os + +from colour import Color +import matplotlib.image as mpimg +from mpl_toolkits.mplot3d import Axes3D +import matplotlib.pyplot as plt +import numpy as np +import xml.etree.ElementTree as ET +import copy +import time +import tarfile +import pickle + +from pdf2image import convert_from_path, convert_from_bytes + +import utils_proc +import plot_tools +import preproc_docs + + + + + +# Definition of classes and methods associated + +class Document: + + limit_year = 1950 + flag_end_run = 1 + name_inpdf = '00_rawpdfs' + name_inmeta = '01_rawmeta' + + def __init__(self, input_file, folder_database): + self.year = int(input_file.split('/')[-2]) + self.id_doc = input_file.split('/')[-1].split('.')[0] + self.input_file = input_file + _, self.name_file = os.path.split(input_file) + self.path_file = folder_database + str(self.year) + '/' + self.name_wo_ext = os.path.splitext(self.name_file)[0] + self.folder_database = folder_database + self._meta_ext() + + def _meta_ext(self): + # Both for the correction and the extraction of the metadata information + name_file = str(self.year) + '/' + self.id_doc + '.xml' + name_file_db = str(self.year) + '/' + self.id_doc + '.db' + name_tar = self.folder_database + str(self.year) + '/' + self.name_inmeta + '.tar.gz' + self.name_meta = [name_tar, name_file, name_file_db] + + def meta_correct(self, name_outmeta = '03_correctedmeta'): + utils_proc.tar_extractfile(self.name_meta[1], self.folder_database, name_file = self.name_inmeta) + utils_proc.tar_extractfile(self.name_meta[2], self.folder_database, name_file = self.name_inmeta) + name_meta_corr = utils_proc.correct_metadata(self.year, self.id_doc, self.flag_end_run) + name_tar = utils_proc.addto_tar(name_meta_corr, self.folder_database, name_file = name_outmeta) + self.name_outmeta = name_outmeta + command = 'rm -rf ./' + str(self.year) + #print(command) + utils_proc.call_with_out(command) + + def pdf2imgobj(self, resolution = 100): + + self.resolution = resolution + utils_proc.tar_extractfile(self.input_file, self.folder_database, name_file = self.name_inpdf) + self.imgobj = convert_from_path(self.input_file, dpi = resolution) + command = 'rm -rf ./' + str(self.year) + utils_proc.call_with_out(command) + + def _get_pages(self, pages = 'all'): + if 'imgobj' not in self.__dict__.keys(): + self.pdf2imgobj() + if pages == 'all': + self.n_pages = np.arange(len(self.imgobj)) + elif isinstance(pages,str): + self.n_pages = np.array(pages.split(',')).astype(np.uint32) + else: + self.n_pages = np.array(pages) + + def pdf2xml(self, pages = 'all', suffix_xml = '_data', flag_save = 1, + name_outxml = '02_extractedxml'): + # To extract the embedded text of the pdf into an xml file + if 'imgobj' not in self.__dict__.keys(): + self.pdf2imgobj() + self._get_pages(pages = pages) + + utils_proc.tar_extractfile(self.input_file, self.folder_database, name_file = self.name_inpdf) + name_xml = utils_proc.pdf2xml(self.input_file, page_n = self.n_pages + 1, suffix_str = suffix_xml, + flag_end = self.flag_end_run) + if flag_save: + name_tar = utils_proc.addto_tar(name_xml, self.folder_database, name_file = name_outxml) + else: + print('Not saving to tar') + name_tar = self.folder_database + '/' + str(self.year) + '/' + name_outxml + '.tar.gz' + + command = 'rm -rf ./' + str(self.year) + #print(command) + utils_proc.call_with_out(command) + self.name_xml = [name_tar, name_xml] + h_xml = utils_proc.get_handlerfile(self.name_xml[1], self.folder_database, name_file = name_outxml) + self.name_outxml = name_outxml + XML_tree = ET.parse(h_xml) + self.XML_main = XML_tree.getroot() + self.n_pages = np.arange(len(self.XML_main)) + + + def _draw_textbl(self, imarray = np.array([]), XML_root = None, XML_main = None, + ind_page = 0, textb_textl = 1): + # The page refers here to the page of the imgobj, which might not correspond + # to the one of the xml. For that reason we use n_pages to obtain the index + # for the xml + # textb_textl = 1 for textboxes, and 2 for textlines + if (XML_root == None) and (XML_main == None): + return print('Not possible! - You need to provide a valid XML\n') + if np.sum(imarray.shape) == 0: + if 'imgobj' not in self.__dict__.keys(): + imarray = np.array(self.imgobj[ind_page]) + else: + return print('Not possible! - You need to convert first the pdf to image\n') + + if XML_root == None: + XML_root = ET.Element('pages') + ind_abs = np.argwhere(self.n_pages == ind_page) + XML_root.append(XML_main[ind_abs]) + + bbox_page = np.array(XML_root[0].attrib['bbox'].split(',')).astype(np.float64) + + imarray_textb = np.copy(imarray) + + if textb_textl == 1: + coord_textboxes = np.array([]).reshape((4,0)) + for ind_el in range(0, len(XML_root[0])): + if XML_root[0][ind_el].tag == 'textbox': + coord_textbox_aux = np.array(XML_root[0][ind_el].attrib['bbox'].split(',')).astype(np.float64) + coord_textboxes = np.concatenate((coord_textboxes, np.array(coord_textbox_aux).reshape((4,1))), axis = 1) + imarray_textb = plot_tools.highlight_text(imarray_textb, coord_textbox_aux, + bbox_page, color_vec = 'blue', alpha = True, + filled = False, thick_line = 6) + return imarray_textb, coord_textboxes + elif textb_textl == 2: + imarray_textl = np.copy(imarray) + coord_textline = np.array([]).reshape((4,0)) + all_font_sizes = np.array([]) + for ind_el in range(0, len(XML_root[0])): + for ind_line in range(0, len(XML_root[0][ind_el])): + if XML_root[0][ind_el][ind_line].tag == 'textline': + coord_textline_aux = np.array(XML_root[0][ind_el][ind_line].attrib['bbox'].split(',')).astype(np.float64) + if len(XML_root[0][ind_el][ind_line]): + all_font_sizes = np.concatenate((all_font_sizes, + np.array([XML_root[0][ind_el][ind_line][0].attrib['size']]).astype(np.float64))) + coord_textline = np.concatenate((coord_textline, np.array(coord_textline_aux).reshape((4,1))), axis = 1) + imarray_textl = plot_tools.highlight_text(imarray_textl, coord_textline_aux, bbox_page, + color_vec = 'red', alpha = True, filled = False, thick_line = 6) + + all_font_sizes, counts_all_font_sizes = np.unique(all_font_sizes, return_counts=True) + info_font_sizes = np.concatenate((all_font_sizes.reshape((1,all_font_sizes.shape[0])), + counts_all_font_sizes.reshape((1,all_font_sizes.shape[0])).astype(np.float64))) + + return imarray_textb, coord_textline, all_font_sizes, info_font_sizes + + def correct_xml(self, flag_plots = 1, flag_parallel = 0, flag_save_figs = 1, + pages = 'all', suffix_xml = '_data', name_outxml = '02_extractedxml', + name_outcorrxml = '04_correctedxml', flag_save = 1): + + if 'name_outxml' not in self.__dict__.keys(): + self.name_outxml = name_outxml + + start_time = time.time() + if 'imgobj' not in self.__dict__.keys(): + self.pdf2imgobj() + + if 'XML_main' not in self.__dict__.keys(): + name_tar = self.folder_database + '/' + str(self.year) + '/' + self.name_outxml + '.tar.gz' + if os.path.isfile(name_tar): + name_xml = './' + str(self.year) + '/' + str(self.id_doc) + suffix_xml + '.xml' + if name_xml in utils_proc.get_list(self.year, self.folder_database, self.name_outxml)[0]: + h_xml = utils_proc.get_handlerfile(name_xml, self.folder_database, self.name_outxml) + XML_tree = ET.parse(h_xml) + self.XML_main = XML_tree.getroot() + else: + # TODO if already exists 02_extractedxml + self.pdf2xml(pages = pages, suffix_xml = suffix_xml) + + self._get_pages(pages = pages) + flag_central = 1 + if self.year > self.limit_year: + flag_central = 0 + flag_2col = 1 + + XML_new = ET.Element('pages') + + for ind_abs, ind_page in enumerate(self.n_pages): + + XML_root = ET.Element('pages') + #print(ind_abs,len(self.XML_main)) + XML_root.append(self.XML_main[ind_abs]) + imarray = np.array(self.imgobj[ind_page]) + + if XML_root[0][0].tag == 'textbox': + bbox_page = np.array(XML_root[0].attrib['bbox'].split(',')).astype(np.float64) + dim_img = imarray.shape[:2] + _, rescale_factor = plot_tools.adapt_coordtoimg(imarray, bbox_page, bbox_page) + + # Image with textboxes highlighted + imarray_textblock, coord_textboxes = self._draw_textbl(imarray = imarray, XML_root = XML_root) + + # Image with textlines highlighted, BUT also, array with all textlines + # coordinates, and the fontsizes, required for later + _, coord_textline, all_font_sizes, info_font_sizes = self._draw_textbl(imarray = imarray, XML_root = XML_root, + textb_textl = 2) + + ##### + # Central vertical line and horizontal lines, through Hough transform + coord_vert_def, coord_horz = preproc_docs.find_mainHorandCentral_Hough(np.copy(imarray), coord_textline, bbox_page, + flag_2col, flag_central) + + ##### + # Obtain lateral margins + margins = preproc_docs.lateral_margins(imarray, bbox_page, coord_vert_def.astype(np.uint32), + coord_horz.astype(np.uint32)) + + # Top and bottom line + ind_limits = preproc_docs.bottomtop_margins(imarray, bbox_page, coord_vert_def.astype(np.uint32), + coord_horz.astype(np.uint32)) + #print(info_font_sizes) + ##### + # Label the textboxes based on a set of simple rules that make use of + # the margins and the fontsizes + label_textlines, list_allcoords_textlines, relative_ref_textline, all_heights, vec_labels_textline = \ + preproc_docs.label_textblocks(np.copy(imarray), XML_root[0], bbox_page, margins, coord_vert_def, info_font_sizes) # info_font_sizes_est + + ##### + # Order the textlines, taken all them together, in order to later merge + # in a single textbox textlines that so far form different textboxes + set_of_blocks, centrall_ord = preproc_docs.order_textl(rescale_factor, coord_vert_def, coord_horz, + list_allcoords_textlines, margins) + + # Given the ordered textlines, group them in new textboxes, creating a + # XML, This uses some criteria of distance between paragraphs + XML_enrich = preproc_docs.group_textl_create_xml(XML_root, set_of_blocks, relative_ref_textline, vec_labels_textline, + rescale_factor, centrall_ord, ind_page, dim_img) + + # Append to the new XML + XML_new.append(XML_enrich[0]) + + + if flag_plots: + im_met2 = plot_tools.plot_horzvertlines(imarray_textblock, coord_horz, coord_vert_def) + im_met2 = plot_tools.plot_margins(im_met2, margins, ind_limits, gap_line = 1) + im_met3, groups, colors = plot_tools.plot_labelled_boxes(imarray,label_textlines, list_allcoords_textlines) + im_met4 = plot_tools.plot_orderedtextl(imarray,set_of_blocks,list_allcoords_textlines.shape[1]) + im_met5 = plot_tools.plot_correctedXML(imarray, XML_enrich, bbox_page) + + # Create figure with 4 subplots, for showing all results + if flag_save_figs: + path_output_img = self.path_file + '/previews' + if flag_save_figs: + if not os.path.exists(path_output_img): + os.makedirs(path_output_img) + + if flag_parallel: + if flag_save_figs: + name_pickle = path_output_img + '/' + self.name_wo_ext + '_page' + str(ind_page) + '.pkl' + with open(name_pickle, 'wb') as f: # Python 3: open(..., 'wb') + pickle.dump([im_met2, im_met3, im_met4, im_met5], f) + + else: + fig, axes = plt.subplots(1, 4, figsize=(30, 10)) + ax = axes.ravel() + ax[0].axis('off') + ax[0].imshow(im_met2) + ax[1].axis('off') + ax[1].imshow(im_met3) + ax[2].axis('off') + ax[2].imshow(im_met4) + ax[3].axis('off') + ax[3].imshow(im_met5) + + if flag_save_figs: + format_fig = 'png' + name_fig = path_output_img + '/' + self.name_wo_ext + '_page' + str(ind_page) + '.' + format_fig + fig.savefig(name_fig, format = format_fig, dpi = 200) + plt.close(fig) + + name_xml_prev = str(self.year) + '/' + self.name_wo_ext + suffix_xml + 'corrprev.xml' + + tree = ET.ElementTree(XML_new) + self.XML_main_corr = XML_new + if not os.path.exists('./' + str(self.year)): + os.makedirs('./' + str(self.year)) + tree.write(name_xml_prev, encoding = 'utf-8') + XML_new = preproc_docs.get_text_onefile(self.XML_main_corr) + name_xml = str(self.year) + '/' + self.name_wo_ext + suffix_xml + 'corr.xml' + tree = ET.ElementTree(XML_new) + tree.write(name_xml, encoding = 'utf-8') + + if flag_save: + name_tar = utils_proc.addto_tar(name_xml, self.folder_database, name_file = name_outcorrxml) + else: + print('Not saving to tar') + name_tar = self.folder_database + '/' + str(self.year) + '/' + name_outcorrxml + '.tar.gz' + + self.name_outcorrxml = name_outcorrxml + self.name_xml_corr = [name_tar, name_xml] + command = 'rm -rf ./' + str(self.year) + #print(command) + utils_proc.call_with_out(command) + + print("End of file %s - %s seconds -" % (self.input_file, (time.time() - start_time))) + + #XML_tree = ET.parse(name_xml) + #self.XML_main = XML_tree.getroot() + + def _plot_generic_open(self, ind_page, suffix_xml, level_proc = 0, + name_outxml = '02_extractedxml'): + # ind_page has to be a scalar + + if 'imgobj' not in self.__dict__.keys(): + self.pdf2imgobj() + if 'XML_main' not in self.__dict__.keys(): + name_tar = self.folder_database + '/' + str(self.year) + '/' + name_outxml + '.tar.gz' + if os.path.isfile(name_tar): + name_xml = './' + str(self.year) + '/' + str(self.id_doc) + suffix_xml + '.xml' + if name_xml in utils_proc.get_list(self.year, self.folder_database, name_outxml)[0]: + h_xml = utils_proc.get_handlerfile(name_xml, self.folder_database, name_outxml) + XML_tree = ET.parse(h_xml) + self.XML_main = XML_tree.getroot() + else: + self.pdf2xml(pages = 'all', suffix_xml = suffix_xml, flag_save = 0) + ind_abs = np.array([ind_page]).astype(int).reshape((-1,)) + else: + #print('Run this') + self._get_pages() + ind_abs = np.argwhere(self.n_pages == ind_page).reshape((-1,)) + + #print(ind_abs, type(ind_abs)) + #print(self.XML_main, len(self.imgobj)) + + if ind_page > (len(self.XML_main) - 1): + flag_error = 1 + return 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, flag_error + + XML_root = ET.Element('pages') + XML_root.append(self.XML_main[ind_abs[0]]) + imarray = np.array(self.imgobj[ind_page]) + + bbox_page = np.array(XML_root[0].attrib['bbox'].split(',')).astype(np.float64) + dim_img = imarray.shape[:2] + + _, coord_textline, all_font_sizes, info_font_sizes = self._draw_textbl(imarray = imarray, XML_root = XML_root, + textb_textl = 2) + margins = [] + ind_limits = [] + label_textlines = [] + list_allcoords_textlines = [] + set_of_blocks = [] + XML_enrich = [] + + if level_proc > 0: + coord_vert_def, coord_horz = preproc_docs.find_mainHorandCentral_Hough(np.copy(imarray), coord_textline, bbox_page, + flag_2col = 1) + + if level_proc > 1: + _, rescale_factor = preproc_docs.adapt_coordtoimg(imarray, bbox_page, bbox_page) + + if level_proc > 2: + ##### + # Obtain lateral margins + margins = preproc_docs.lateral_margins(imarray, bbox_page, coord_vert_def.astype(np.uint32), + coord_horz.astype(np.uint32)) + + if level_proc > 3: + # Top and bottom line + ind_limits = preproc_docs.bottomtop_margins(imarray, bbox_page, coord_vert_def.astype(np.uint32), + coord_horz.astype(np.uint32)) + + if level_proc > 4: + label_textlines, list_allcoords_textlines, relative_ref_textline, all_heights, vec_labels_textline = \ + preproc_docs.label_textblocks(np.copy(imarray), XML_root[0], bbox_page, margins, coord_vert_def, info_font_sizes) + + if level_proc > 5: + set_of_blocks, centrall_ord = preproc_docs.order_textl(rescale_factor, coord_vert_def, coord_horz, + list_allcoords_textlines, margins) + + if level_proc > 6: + XML_enrich = preproc_docs.group_textl_create_xml(XML_root, set_of_blocks, relative_ref_textline, vec_labels_textline, + rescale_factor, centrall_ord, ind_page, dim_img) + + # The last value returned is only to say that there was not any error during the execution. Before, if there are too many pages, we + # send a 1 instead + flag_error = 0 + return imarray, margins, ind_limits, label_textlines, list_allcoords_textlines, \ + set_of_blocks, XML_enrich, bbox_page, XML_root, ind_abs, flag_error + + def _plot_obtainfromxml(self, ind_page, suffix_xml, name_outcorrxml = '04_correctedxml'): + + if 'imgobj' not in self.__dict__.keys(): + self.pdf2imgobj() + if 'XML_main' not in self.__dict__.keys(): + name_tar = self.folder_database + '/' + str(self.year) + '/' + name_outcorrxml + '.tar.gz' + if os.path.isfile(name_tar): + name_xml = './' + str(self.year) + '/' + str(self.id_doc) + suffix_xml + 'corr.xml' + #print(name_xml) + if name_xml in utils_proc.get_list(self.year, self.folder_database, name_outcorrxml)[0]: + #print('Run this') + h_xml = utils_proc.get_handlerfile(name_xml, self.folder_database, name_outcorrxml) + XML_tree = ET.parse(h_xml) + self.XML_main = XML_tree.getroot() + else: + self.pdf2xml(pages = 'all', suffix_xml = suffix_xml, flag_save = 0) + else: + self.pdf2xml(pages = 'all', suffix_xml = suffix_xml, flag_save = 0) + ind_abs = np.array([ind_page]).astype(int).reshape((-1,)) + else: + #print('Run this') + self._get_pages() + ind_abs = np.argwhere(self.n_pages == ind_page).reshape((-1,)) + + #print(ind_abs, type(ind_abs)) + #print(self.XML_main, len(self.imgobj)) + + if ind_page > (len(self.XML_main) - 1): + flag_error = 1 + return 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, flag_error + + XML_root = ET.Element('pages') + XML_root.append(self.XML_main[ind_abs[0]]) + imarray = np.array(self.imgobj[ind_page]) + + bbox_page = np.array(XML_root[0].attrib['bbox'].split(',')).astype(np.float64) + dim_img = imarray.shape[:2] + + ###### + # For obtaining label_textlines, list_allcoords_textlines + coord_textline = np.array([]).reshape((4,0)) + label_textlines = dict() + count = 0 + count_l = 0 + vec_textline_lines = list() + for ind_el in range(0, len(XML_root[0])): + for ind_line in range(0, len(XML_root[0][ind_el])): + if XML_root[0][ind_el][ind_line].tag == 'textline': + if 'type' in XML_root[0][ind_el][ind_line].attrib: + coord_textline_aux = np.array(XML_root[0][ind_el][ind_line].attrib['bbox'].split(',')).astype(np.float64) + coord_textline = np.concatenate((coord_textline, np.array(coord_textline_aux).reshape((4,1))), axis = 1) + + type_textl = XML_root[0][ind_el][ind_line].attrib['type'] + #print(ind_el) + if XML_root[0][ind_el].attrib['type_textbox'] == 'line': + vec_textline_lines.append(-1) + else: + vec_textline_lines.append(count_l) + count_l += 1 + #print(type_textl) + if type_textl in label_textlines.keys(): + aux_type = label_textlines[type_textl] + aux_type = np.concatenate((aux_type, np.array([count]))).reshape((-1,)) + label_textlines[type_textl] = aux_type + else: + aux_type = np.array([count]) + label_textlines[type_textl] = aux_type + count += 1 + + coord_textline, rescale_factor = preproc_docs.adapt_coordtoimg(imarray, coord_textline, bbox_page) + + ##### + # To obtain set_of_blocks. This variable simply contains the coordinates, and + # then a final row indicating the order (here are already ordered), and if it + # is a line, which is indicated with a -1 + set_of_blocks_aux = np.concatenate((coord_textline, np.array(vec_textline_lines).reshape((1,-1))), axis = 0) + set_of_blocks = dict() + set_of_blocks[0] = set_of_blocks_aux + #print(set_of_blocks.shape) + + # The last is the flag_error + #print(imarray.shape, len(label_textlines), coord_textline.shape, len(set_of_blocks), + # len(XML_root), bbox_page.shape) + flag_error = 0 + return imarray, label_textlines, coord_textline, set_of_blocks, XML_root, bbox_page, flag_error +# imarray, _, _, _, list_allcoords_textlines, set_of_blocks, _, _, _, _, flag_error +# imarray, _, _, _, _, _, XML_enrich, bbox_page, _, _, flag_error + + + def plot_orig_textb(self, range_pages = range(1), suffix_xml = '_data', + flag_plot = 1, flag_save_figs = 0, name_outxml = '02_extractedxml'): + + if 'name_outxml' not in self.__dict__.keys(): + self.name_outxml = name_outxml + + for ind_page in range_pages: + imarray, margins, ind_limits, _, _, \ + _, _, _, XML_root, _, flag_error = self._plot_generic_open(ind_page, suffix_xml, level_proc = 0, + name_outxml = self.name_outxml) + + if flag_error: + print(str(ind_page) + ': non existing page!') + else: + imarray_textblock, _ = self._draw_textbl(imarray = imarray, XML_root = XML_root) + + self._plot_save(imarray_textblock, 'Textboxes original', 'OrigTextb', ind_page, self.path_file, + flag_plot, flag_save_figs) + + def plot_margins_doc(self, range_pages = range(1), suffix_xml = '_data', + flag_plot = 1, flag_save_figs = 0, name_outxml = '02_extractedxml'): + + if 'name_outxml' not in self.__dict__.keys(): + self.name_outxml = name_outxml + + for ind_page in range_pages: + imarray, margins, ind_limits, _, _, \ + _, _, _, _, _, flag_error= self._plot_generic_open(ind_page, suffix_xml, level_proc = 4, + name_outxml = self.name_outxml) + + if flag_error: + print(str(ind_page) + ': non existing page!') + else: + im_met = plot_tools.plot_margins(imarray, margins, ind_limits, gap_line = 1) + + self._plot_save(im_met, 'Page margins', 'Margins', ind_page, self.path_file, + flag_plot, flag_save_figs) + + def plot_boxes_labels(self, range_pages = range(1), suffix_xml = '_data', + flag_plot = 1, flag_save_figs = 0, name_outxml = '02_extractedxml', + name_outcorrxml = '04_correctedxml', flag_compute = 0, flag_legend = 1): + + if 'name_outxml' not in self.__dict__.keys(): + self.name_outxml = name_outxml + if 'name_outcorrxml' not in self.__dict__.keys(): + self.name_outcorrxml = name_outcorrxml + + name_tar = self.folder_database + '/' + str(self.year) + '/' + self.name_outcorrxml + '.tar.gz' + for ind_page in range_pages: + if flag_compute or not os.path.isfile(name_tar): + imarray, _, _, label_textlines, list_allcoords_textlines, _, _, _, _, _, flag_error = \ + self._plot_generic_open(ind_page, suffix_xml, level_proc = 5, + name_outxml = self.name_outxml) + #print(label_textlines,list_allcoords_textlines) + else: + imarray, label_textlines, list_allcoords_textlines, set_of_blocks, XML_root, bbox_page, flag_error = self._plot_obtainfromxml(ind_page, suffix_xml, name_outcorrxml = name_outcorrxml) + #print(len(array_elements)) + + if flag_error: + print(str(ind_page) + ': non existing page!') + else: + im_met, groups, colors = plot_tools.plot_labelled_boxes(imarray,label_textlines, list_allcoords_textlines) + self._plot_save_labels(im_met, 'Textlines labelled', 'TextlLabel', ind_page, groups, colors, self.path_file, + flag_plot, flag_save_figs, flag_legend) + + + def plot_textl_ordered(self, range_pages = range(1), suffix_xml = '_data', + flag_plot = 1, flag_save_figs = 0, name_outxml = '02_extractedxml', + name_outcorrxml = '04_correctedxml', flag_compute = 0): + + if 'name_outxml' not in self.__dict__.keys(): + self.name_outxml = name_outxml + if 'name_outcorrxml' not in self.__dict__.keys(): + self.name_outcorrxml = name_outcorrxml + + name_tar = self.folder_database + '/' + str(self.year) + '/' + self.name_outcorrxml + '.tar.gz' + for ind_page in range_pages: + if flag_compute or not os.path.isfile(name_tar): + imarray, _, _, _, list_allcoords_textlines, set_of_blocks, _, _, _, _, flag_error = \ + self._plot_generic_open(ind_page, suffix_xml, level_proc = 6, + name_outxml = self.name_outxml) + else: + imarray, label_textlines, list_allcoords_textlines, set_of_blocks, XML_root, bbox_page, flag_error \ + = self._plot_obtainfromxml(ind_page, suffix_xml, name_outcorrxml = name_outcorrxml) + + #print(set_of_blocks) + if flag_error: + print(str(ind_page) + ': non existing page!') + else: + im_met = plot_tools.plot_orderedtextl(imarray,set_of_blocks,list_allcoords_textlines.shape[1]) + + self._plot_save(im_met, 'Textlines ordered', 'TextlOrder', ind_page, self.path_file, + flag_plot, flag_save_figs) + + def plot_XMLcorrect(self, range_pages = range(1), suffix_xml = '_data', + flag_plot = 1, flag_save_figs = 0, name_outxml = '02_extractedxml', + name_outcorrxml = '04_correctedxml', flag_compute = 0): + + if 'name_outxml' not in self.__dict__.keys(): + self.name_outxml = name_outxml + if 'name_outcorrxml' not in self.__dict__.keys(): + self.name_outcorrxml = name_outcorrxml + + name_tar = self.folder_database + '/' + str(self.year) + '/' + self.name_outcorrxml + '.tar.gz' + for ind_page in range_pages: + if flag_compute or not os.path.isfile(name_tar): + imarray, _, _, _, _, _, XML_enrich, bbox_page, _, _, flag_error = \ + self._plot_generic_open(ind_page, suffix_xml, level_proc = 7, + name_outxml = self.name_outxml) + else: + imarray, label_textlines, list_allcoords_textlines, set_of_blocks, XML_enrich, bbox_page, flag_error \ + = self._plot_obtainfromxml(ind_page, suffix_xml, name_outcorrxml = name_outcorrxml) + + if flag_error: + print(str(ind_page) + ': non existing page!') + else: + im_met = plot_tools.plot_correctedXML(imarray, XML_enrich, bbox_page) + + self._plot_save(im_met, 'XML corrected', 'XMLcorrect', ind_page, self.path_file, + flag_plot, flag_save_figs) + + def _plot_save(self, im_met, str_title, str_name, ind_page, folder_save = '', + flag_plot = 1, flag_save_figs = 0, dpi = 200): + if flag_plot: + fig, axes = plt.subplots(1, 1, figsize=(8, 10)) + axes.axis('off') + axes.imshow(im_met) + plt.title(str_title) + if flag_save_figs: + format_fig = 'png' + name_fig = (folder_save + '/' + str_name + '_' + str(self.id_doc) + + '_page' + str(ind_page) + '.' + format_fig) + fig.savefig(name_fig, format = format_fig, dpi = dpi) + plt.close(fig) + + def _plot_save_labels(self, im_met, str_title, str_name, ind_page, groups, colors, folder_save = '', + flag_plot = 1, flag_save_figs = 0, flag_legend = 1, dpi = 200): + #print(groups) + if flag_legend: + in_coord = 0 + coords = in_coord + np.array([0, 0, 10, 10]) + inc_page = 20 + flag_notinto = 1 + for ind_g, i_g in enumerate(groups): + if ind_g >= int(len(groups)/2) and flag_notinto: + flag_notinto = 0 + coords[0] = in_coord + coords[1] += int(im_met.shape[1]/1.5) + coords[2] = in_coord + 10 + coords[3] += int(im_met.shape[1]/1.5) + im_met = plot_tools.lines_box(im_met, coords, colors[ind_g], thick_line = 6) + coords[0] += inc_page + coords[2] += inc_page + + if flag_plot: + fig, axes = plt.subplots(1, 1, figsize=(8, 10)) + axes.axis('off') + axes.imshow(im_met) + plt.title(str_title) + + if flag_legend: + coords = in_coord + np.array([0, 0, 10, 10]) + flag_notinto = 1 + for ind_g, i_g in enumerate(groups): + if ind_g >= int(len(groups)/2) and flag_notinto: + flag_notinto = 0 + coords[0] = in_coord + coords[1] += int(im_met.shape[1]/1.5) + coords[2] = in_coord + 10 + coords[3] += int(im_met.shape[1]/1.5) + plt.text(coords[1] + 10, coords[2], i_g, fontsize = 10, va = 'bottom', ha = 'left') + coords[0] += inc_page + coords[2] += inc_page + + if flag_save_figs: + format_fig = 'png' + name_fig = (folder_save + '/' + str_name + '_' + str(self.id_doc) + + '_page' + str(ind_page) + '.' + format_fig) + fig.savefig(name_fig, format = format_fig, dpi = dpi) + plt.close(fig) + + + \ No newline at end of file