diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index aff4b8e1fb9d0fe59aa656e79a48f0e70b2bd5e5..92f1fc4782f5c5be6830cfff374f1a2419e5187d 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -21,16 +21,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ - "data_url = \"https://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + "data_url = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -79,390 +79,390 @@ " \n", " 0\n", " 202122\n", + " 7\n", + " 4507\n", + " 2068\n", + " 6946\n", + " 7\n", " 3\n", - 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" 1906\n", - " 198447\n", - " 3\n", - " 72029\n", - " 54274.0\n", - " 89784.0\n", - " 131\n", - " 99.0\n", - " 163.0\n", + " 1588\n", + " 199052\n", + " 7\n", + " 19375\n", + " 13295\n", + " 25455\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 1907\n", - " 198446\n", - " 3\n", - " 87330\n", - " 67686.0\n", - " 106974.0\n", - " 159\n", - " 123.0\n", - " 195.0\n", + " 1589\n", + " 199051\n", + " 7\n", + " 19080\n", + " 13807\n", + " 24353\n", + " 34\n", + " 25\n", + " 43\n", " FR\n", " France\n", " \n", " \n", - " 1908\n", - " 198445\n", - " 3\n", - " 135223\n", - " 101414.0\n", - " 169032.0\n", - " 246\n", - " 184.0\n", - " 308.0\n", + " 1590\n", + " 199050\n", + " 7\n", + " 11079\n", + " 6660\n", + " 15498\n", + " 20\n", + " 12\n", + " 28\n", " FR\n", " France\n", " \n", " \n", - " 1909\n", - " 198444\n", - " 3\n", - " 68422\n", - " 20056.0\n", - " 116788.0\n", - " 125\n", - " 37.0\n", - " 213.0\n", + " 1591\n", + " 199049\n", + " 7\n", + " 1143\n", + " 0\n", + " 2610\n", + " 2\n", + " 0\n", + " 5\n", " FR\n", " France\n", " \n", " \n", "\n", - "

1910 rows × 10 columns

\n", + "

1592 rows × 10 columns

\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202122 3 10316 7102.0 13530.0 16 11.0 \n", - "1 202121 3 11057 8221.0 13893.0 17 13.0 \n", - "2 202120 3 10278 7540.0 13016.0 16 12.0 \n", - "3 202119 3 9539 6860.0 12218.0 14 10.0 \n", - "4 202118 3 12135 9165.0 15105.0 18 14.0 \n", - "5 202117 3 12058 8891.0 15225.0 18 13.0 \n", - "6 202116 3 16505 12735.0 20275.0 25 19.0 \n", - "7 202115 3 19306 15398.0 23214.0 29 23.0 \n", - "8 202114 3 21073 17099.0 25047.0 32 26.0 \n", - "9 202113 3 26413 22094.0 30732.0 40 33.0 \n", - "10 202112 3 30658 25919.0 35397.0 46 39.0 \n", - "11 202111 3 24988 20718.0 29258.0 38 32.0 \n", - "12 202110 3 19539 15951.0 23127.0 30 25.0 \n", - "13 202109 3 17572 13926.0 21218.0 27 21.0 \n", - "14 202108 3 20882 16907.0 24857.0 32 26.0 \n", - "15 202107 3 22393 18303.0 26483.0 34 28.0 \n", - "16 202106 3 23183 19134.0 27232.0 35 29.0 \n", - "17 202105 3 22426 18445.0 26407.0 34 28.0 \n", - "18 202104 3 25804 21491.0 30117.0 39 32.0 \n", - "19 202103 3 21810 17894.0 25726.0 33 27.0 \n", - "20 202102 3 17320 13906.0 20734.0 26 21.0 \n", - "21 202101 3 21799 17778.0 25820.0 33 27.0 \n", - "22 202053 3 21220 16498.0 25942.0 32 25.0 \n", - "23 202052 3 16428 12285.0 20571.0 25 19.0 \n", - "24 202051 3 21619 17370.0 25868.0 33 27.0 \n", - "25 202050 3 16845 13220.0 20470.0 26 20.0 \n", - "26 202049 3 12939 9923.0 15955.0 20 15.0 \n", - "27 202048 3 13804 10641.0 16967.0 21 16.0 \n", - "28 202047 3 19085 15285.0 22885.0 29 23.0 \n", - "29 202046 3 24801 20503.0 29099.0 38 31.0 \n", - "... ... ... ... ... ... ... ... \n", - "1880 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "1881 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "1882 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "1883 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "1884 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "1885 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "1886 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "1887 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "1888 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "1889 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "1890 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "1891 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "1892 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "1893 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "1894 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "1895 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "1896 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "1897 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "1898 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "1899 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "1900 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "1901 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "1902 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "1903 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "1904 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "1905 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "1906 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "1907 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "1908 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "1909 198444 3 68422 20056.0 116788.0 125 37.0 \n", + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202122 7 4507 2068 6946 7 3 \n", + "1 202121 7 6110 3459 8761 9 5 \n", + "2 202120 7 7485 4601 10369 11 7 \n", + "3 202119 7 6654 4370 8938 10 7 \n", + "4 202118 7 3912 2110 5714 6 3 \n", + "5 202117 7 4686 2878 6494 7 4 \n", + "6 202116 7 4780 2891 6669 7 4 \n", + "7 202115 7 11215 7627 14803 17 12 \n", + "8 202114 7 11197 7994 14400 17 12 \n", + "9 202113 7 9714 6289 13139 15 10 \n", + "10 202112 7 11520 8415 14625 17 12 \n", + "11 202111 7 9386 6678 12094 14 10 \n", + "12 202110 7 9056 6452 11660 14 10 \n", + "13 202109 7 10988 7938 14038 17 12 \n", + "14 202108 7 11281 8361 14201 17 13 \n", + "15 202107 7 13561 10315 16807 21 16 \n", + "16 202106 7 13401 9810 16992 20 15 \n", + "17 202105 7 12210 8988 15432 18 13 \n", + "18 202104 7 12026 8826 15226 18 13 \n", + "19 202103 7 8913 6375 11451 13 9 \n", + "20 202102 7 7795 5430 10160 12 8 \n", + "21 202101 7 10525 7750 13300 16 12 \n", + "22 202053 7 11978 8406 15550 18 13 \n", + "23 202052 7 12012 8285 15739 18 12 \n", + "24 202051 7 10564 7574 13554 16 11 \n", + "25 202050 7 7063 4744 9382 11 7 \n", + "26 202049 7 5026 3145 6907 8 5 \n", + "27 202048 7 6683 4312 9054 10 6 \n", + "28 202047 7 4999 2963 7035 8 5 \n", + "29 202046 7 3752 1963 5541 6 3 \n", + "... ... ... ... ... ... ... ... \n", + "1562 199126 7 17608 11304 23912 31 20 \n", + "1563 199125 7 16169 10700 21638 28 18 \n", + "1564 199124 7 16171 10071 22271 28 17 \n", + "1565 199123 7 11947 7671 16223 21 13 \n", + "1566 199122 7 15452 9953 20951 27 17 \n", + "1567 199121 7 14903 8975 20831 26 16 \n", + "1568 199120 7 19053 12742 25364 34 23 \n", + "1569 199119 7 16739 11246 22232 29 19 \n", + "1570 199118 7 21385 13882 28888 38 25 \n", + "1571 199117 7 13462 8877 18047 24 16 \n", + "1572 199116 7 14857 10068 19646 26 18 \n", + "1573 199115 7 13975 9781 18169 25 18 \n", + "1574 199114 7 12265 7684 16846 22 14 \n", + "1575 199113 7 9567 6041 13093 17 11 \n", + "1576 199112 7 10864 7331 14397 19 13 \n", + "1577 199111 7 15574 11184 19964 27 19 \n", + "1578 199110 7 16643 11372 21914 29 20 \n", + "1579 199109 7 13741 8780 18702 24 15 \n", + "1580 199108 7 13289 8813 17765 23 15 \n", + "1581 199107 7 12337 8077 16597 22 15 \n", + "1582 199106 7 10877 7013 14741 19 12 \n", + "1583 199105 7 10442 6544 14340 18 11 \n", + "1584 199104 7 7913 4563 11263 14 8 \n", + "1585 199103 7 15387 10484 20290 27 18 \n", + "1586 199102 7 16277 11046 21508 29 20 \n", + "1587 199101 7 15565 10271 20859 27 18 \n", + "1588 199052 7 19375 13295 25455 34 23 \n", + "1589 199051 7 19080 13807 24353 34 25 \n", + "1590 199050 7 11079 6660 15498 20 12 \n", + "1591 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 21.0 FR France \n", - "1 21.0 FR France \n", - "2 20.0 FR France \n", - "3 18.0 FR France \n", - "4 22.0 FR France \n", - "5 23.0 FR France \n", - "6 31.0 FR France \n", - "7 35.0 FR France \n", - "8 38.0 FR France \n", - "9 47.0 FR France \n", - "10 53.0 FR France \n", - "11 44.0 FR France \n", - "12 35.0 FR France \n", - "13 33.0 FR France \n", - "14 38.0 FR France \n", - "15 40.0 FR France \n", - "16 41.0 FR France \n", - "17 40.0 FR France \n", - "18 46.0 FR France \n", - "19 39.0 FR France \n", - "20 31.0 FR France \n", - "21 39.0 FR France \n", - "22 39.0 FR France \n", - "23 31.0 FR France \n", - "24 39.0 FR France \n", - "25 32.0 FR France \n", - "26 25.0 FR France \n", - "27 26.0 FR France \n", - "28 35.0 FR France \n", - "29 45.0 FR France \n", + "0 11 FR France \n", + "1 13 FR France \n", + "2 15 FR France \n", + "3 13 FR France \n", + "4 9 FR France \n", + "5 10 FR France \n", + "6 10 FR France \n", + "7 22 FR France \n", + "8 22 FR France \n", + "9 20 FR France \n", + "10 22 FR France \n", + "11 18 FR France \n", + "12 18 FR France \n", + "13 22 FR France \n", + "14 21 FR France \n", + "15 26 FR France \n", + "16 25 FR France \n", + "17 23 FR France \n", + "18 23 FR France \n", + "19 17 FR France \n", + "20 16 FR France \n", + "21 20 FR France \n", + "22 23 FR France \n", + "23 24 FR France \n", + "24 21 FR France \n", + "25 15 FR France \n", + "26 11 FR France \n", + "27 14 FR France \n", + "28 11 FR France \n", + "29 9 FR France \n", "... ... ... ... \n", - "1880 59.0 FR France \n", - "1881 64.0 FR France \n", - "1882 97.0 FR France \n", - "1883 93.0 FR France \n", - "1884 80.0 FR France \n", - "1885 116.0 FR France \n", - "1886 149.0 FR France \n", - "1887 281.0 FR France \n", - "1888 395.0 FR France \n", - "1889 485.0 FR France \n", - "1890 544.0 FR France \n", - "1891 689.0 FR France \n", - "1892 722.0 FR France \n", - "1893 762.0 FR France \n", - "1894 926.0 FR France \n", - "1895 1113.0 FR France \n", - "1896 1236.0 FR France \n", - "1897 832.0 FR France \n", - "1898 459.0 FR France \n", - "1899 207.0 FR France \n", - "1900 190.0 FR France \n", - "1901 198.0 FR France \n", - "1902 224.0 FR France \n", - "1903 266.0 FR France \n", - "1904 219.0 FR France \n", - "1905 176.0 FR France \n", - "1906 163.0 FR France \n", - "1907 195.0 FR France \n", - "1908 308.0 FR France \n", - "1909 213.0 FR France \n", + "1562 42 FR France \n", + "1563 38 FR France \n", + "1564 39 FR France \n", + "1565 29 FR France \n", + "1566 37 FR France \n", + "1567 36 FR France \n", + "1568 45 FR France \n", + "1569 39 FR France \n", + "1570 51 FR France \n", + "1571 32 FR France \n", + "1572 34 FR France \n", + "1573 32 FR France \n", + "1574 30 FR France \n", + "1575 23 FR France \n", + "1576 25 FR France \n", + "1577 35 FR France \n", + "1578 38 FR France \n", + "1579 33 FR France \n", + "1580 31 FR France \n", + "1581 29 FR France \n", + "1582 26 FR France \n", + "1583 25 FR France \n", + "1584 20 FR France \n", + "1585 36 FR France \n", + "1586 38 FR France \n", + "1587 36 FR France \n", + "1588 45 FR France \n", + "1589 43 FR France \n", + "1590 28 FR France \n", + "1591 5 FR France \n", "\n", - "[1910 rows x 10 columns]" + "[1592 rows x 10 columns]" ] }, - "execution_count": 9, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1015,7 +1015,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1052,32 +1052,17 @@ " \n", " \n", " \n", - " \n", - " 1673\n", - " 198919\n", - " 3\n", - " 0\n", - " NaN\n", - " NaN\n", - " 0\n", - " NaN\n", - " NaN\n", - " FR\n", - " France\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", - "1673 198919 3 0 NaN NaN 0 NaN NaN \n", - "\n", - " geo_insee geo_name \n", - "1673 FR France " + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" ] }, - "execution_count": 11, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1088,7 +1073,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1128,390 +1113,390 @@ " \n", " 0\n", " 202122\n", + " 7\n", + " 4507\n", + " 2068\n", + " 6946\n", + " 7\n", " 3\n", - 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" 3\n", - " 16428\n", - " 12285.0\n", - " 20571.0\n", - " 25\n", - " 19.0\n", - " 31.0\n", + " 7\n", + " 12012\n", + " 8285\n", + " 15739\n", + " 18\n", + " 12\n", + " 24\n", " FR\n", " France\n", " \n", " \n", " 24\n", " 202051\n", - " 3\n", - " 21619\n", - " 17370.0\n", - " 25868.0\n", - " 33\n", - " 27.0\n", - " 39.0\n", + " 7\n", + " 10564\n", + " 7574\n", + " 13554\n", + " 16\n", + " 11\n", + " 21\n", " FR\n", " France\n", " \n", " \n", " 25\n", " 202050\n", - " 3\n", - " 16845\n", - " 13220.0\n", - " 20470.0\n", - " 26\n", - " 20.0\n", - " 32.0\n", + " 7\n", + " 7063\n", + " 4744\n", + " 9382\n", + " 11\n", + " 7\n", + " 15\n", " FR\n", " France\n", " \n", " \n", " 26\n", " 202049\n", - " 3\n", - " 12939\n", - " 9923.0\n", - " 15955.0\n", - " 20\n", - " 15.0\n", - " 25.0\n", + " 7\n", + " 5026\n", + " 3145\n", + " 6907\n", + " 8\n", + " 5\n", + " 11\n", " FR\n", " France\n", " \n", " \n", " 27\n", " 202048\n", - " 3\n", - " 13804\n", - " 10641.0\n", - " 16967.0\n", - " 21\n", - " 16.0\n", - " 26.0\n", + " 7\n", + " 6683\n", + " 4312\n", + " 9054\n", + " 10\n", + " 6\n", + " 14\n", " FR\n", " France\n", " \n", " \n", " 28\n", " 202047\n", - " 3\n", - " 19085\n", - " 15285.0\n", - " 22885.0\n", - " 29\n", - " 23.0\n", - " 35.0\n", + " 7\n", + " 4999\n", + " 2963\n", + " 7035\n", + " 8\n", + " 5\n", + " 11\n", " FR\n", " France\n", " \n", " \n", " 29\n", " 202046\n", + " 7\n", + " 3752\n", + " 1963\n", + " 5541\n", + " 6\n", " 3\n", - " 24801\n", - " 20503.0\n", - " 29099.0\n", - " 38\n", - " 31.0\n", - " 45.0\n", + " 9\n", " FR\n", " France\n", " \n", @@ -1529,531 +1514,531 @@ " ...\n", " \n", " \n", - " 1880\n", - " 198521\n", - " 3\n", - " 26096\n", - " 19621.0\n", - " 32571.0\n", - " 47\n", - " 35.0\n", - " 59.0\n", + " 1562\n", + " 199126\n", + " 7\n", + " 17608\n", + " 11304\n", + " 23912\n", + " 31\n", + " 20\n", + " 42\n", " FR\n", " France\n", " \n", " \n", - " 1881\n", - " 198520\n", - " 3\n", - " 27896\n", - " 20885.0\n", - " 34907.0\n", - " 51\n", - " 38.0\n", - " 64.0\n", + " 1563\n", + " 199125\n", + " 7\n", + " 16169\n", + " 10700\n", + " 21638\n", + " 28\n", + " 18\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1882\n", - " 198519\n", - " 3\n", - " 43154\n", - " 32821.0\n", - " 53487.0\n", - " 78\n", - " 59.0\n", - " 97.0\n", + " 1564\n", + " 199124\n", + " 7\n", + " 16171\n", + " 10071\n", + " 22271\n", + " 28\n", + " 17\n", + " 39\n", " FR\n", " France\n", " \n", " \n", - " 1883\n", - " 198518\n", - " 3\n", - " 40555\n", - " 29935.0\n", - " 51175.0\n", - " 74\n", - " 55.0\n", - " 93.0\n", + " 1565\n", + " 199123\n", + " 7\n", + " 11947\n", + " 7671\n", + " 16223\n", + " 21\n", + " 13\n", + " 29\n", " FR\n", " France\n", " \n", " \n", - " 1884\n", - " 198517\n", - " 3\n", - " 34053\n", - " 24366.0\n", - " 43740.0\n", - " 62\n", - " 44.0\n", - " 80.0\n", + " 1566\n", + " 199122\n", + " 7\n", + " 15452\n", + " 9953\n", + " 20951\n", + " 27\n", + " 17\n", + " 37\n", " FR\n", " France\n", " \n", " \n", - " 1885\n", - " 198516\n", - " 3\n", - " 50362\n", - " 36451.0\n", - " 64273.0\n", - " 91\n", - " 66.0\n", - " 116.0\n", + " 1567\n", + " 199121\n", + " 7\n", + " 14903\n", + " 8975\n", + " 20831\n", + " 26\n", + " 16\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1886\n", - " 198515\n", - " 3\n", - " 63881\n", - " 45538.0\n", - " 82224.0\n", - " 116\n", - " 83.0\n", - " 149.0\n", + " 1568\n", + " 199120\n", + " 7\n", + " 19053\n", + " 12742\n", + " 25364\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 1887\n", - " 198514\n", - " 3\n", - " 134545\n", - " 114400.0\n", - " 154690.0\n", - " 244\n", - " 207.0\n", - " 281.0\n", + " 1569\n", + " 199119\n", + " 7\n", + " 16739\n", + " 11246\n", + " 22232\n", + " 29\n", + " 19\n", + " 39\n", " FR\n", " France\n", " \n", " \n", - " 1888\n", - " 198513\n", - " 3\n", - " 197206\n", - " 176080.0\n", - " 218332.0\n", - " 357\n", - " 319.0\n", - " 395.0\n", + " 1570\n", + " 199118\n", + " 7\n", + " 21385\n", + " 13882\n", + " 28888\n", + " 38\n", + " 25\n", + " 51\n", " FR\n", " France\n", " \n", " \n", - " 1889\n", - " 198512\n", - " 3\n", - " 245240\n", - " 223304.0\n", - " 267176.0\n", - " 445\n", - " 405.0\n", - " 485.0\n", + " 1571\n", + " 199117\n", + " 7\n", + " 13462\n", + " 8877\n", + " 18047\n", + " 24\n", + " 16\n", + " 32\n", " FR\n", " France\n", " \n", " \n", - " 1890\n", - " 198511\n", - " 3\n", - " 276205\n", - " 252399.0\n", - " 300011.0\n", - " 501\n", - " 458.0\n", - " 544.0\n", + " 1572\n", + " 199116\n", + " 7\n", + " 14857\n", + " 10068\n", + " 19646\n", + " 26\n", + " 18\n", + " 34\n", " FR\n", " France\n", " \n", " \n", - " 1891\n", - " 198510\n", - " 3\n", - " 353231\n", - " 326279.0\n", - " 380183.0\n", - " 640\n", - " 591.0\n", - " 689.0\n", + " 1573\n", + " 199115\n", + " 7\n", + " 13975\n", + " 9781\n", + " 18169\n", + " 25\n", + " 18\n", + " 32\n", " FR\n", " France\n", " \n", " \n", - " 1892\n", - " 198509\n", - " 3\n", - " 369895\n", - " 341109.0\n", - " 398681.0\n", - " 670\n", - " 618.0\n", - " 722.0\n", + " 1574\n", + " 199114\n", + " 7\n", + " 12265\n", + " 7684\n", + " 16846\n", + " 22\n", + " 14\n", + " 30\n", " FR\n", " France\n", " \n", " \n", - " 1893\n", - " 198508\n", - " 3\n", - " 389886\n", - " 359529.0\n", - " 420243.0\n", - " 707\n", - " 652.0\n", - " 762.0\n", + " 1575\n", + " 199113\n", + " 7\n", + " 9567\n", + " 6041\n", + " 13093\n", + " 17\n", + " 11\n", + " 23\n", " FR\n", " France\n", " \n", " \n", - " 1894\n", - " 198507\n", - " 3\n", - " 471852\n", - " 432599.0\n", - " 511105.0\n", - " 855\n", - " 784.0\n", - " 926.0\n", + " 1576\n", + " 199112\n", + " 7\n", + " 10864\n", + " 7331\n", + " 14397\n", + " 19\n", + " 13\n", + " 25\n", " FR\n", " France\n", " \n", " \n", - " 1895\n", - " 198506\n", - " 3\n", - " 565825\n", - " 518011.0\n", - " 613639.0\n", - " 1026\n", - " 939.0\n", - " 1113.0\n", + " 1577\n", + " 199111\n", + " 7\n", + " 15574\n", + " 11184\n", + " 19964\n", + " 27\n", + " 19\n", + " 35\n", " FR\n", " France\n", " \n", " \n", - " 1896\n", - " 198505\n", - " 3\n", - " 637302\n", - " 592795.0\n", - " 681809.0\n", - " 1155\n", - " 1074.0\n", - " 1236.0\n", + " 1578\n", + " 199110\n", + " 7\n", + " 16643\n", + " 11372\n", + " 21914\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1897\n", - " 198504\n", - " 3\n", - " 424937\n", - " 390794.0\n", - " 459080.0\n", - " 770\n", - " 708.0\n", - " 832.0\n", + " 1579\n", + " 199109\n", + " 7\n", + " 13741\n", + " 8780\n", + " 18702\n", + " 24\n", + " 15\n", + " 33\n", " FR\n", " France\n", " \n", " \n", - " 1898\n", - " 198503\n", - " 3\n", - " 213901\n", - " 174689.0\n", - " 253113.0\n", - " 388\n", - " 317.0\n", - " 459.0\n", + " 1580\n", + " 199108\n", + " 7\n", + " 13289\n", + " 8813\n", + " 17765\n", + " 23\n", + " 15\n", + " 31\n", " FR\n", " France\n", " \n", " \n", - " 1899\n", - " 198502\n", - " 3\n", - " 97586\n", - " 80949.0\n", - " 114223.0\n", - " 177\n", - " 147.0\n", - " 207.0\n", + " 1581\n", + " 199107\n", + " 7\n", + " 12337\n", + " 8077\n", + " 16597\n", + " 22\n", + " 15\n", + " 29\n", " FR\n", " France\n", " \n", " \n", - " 1900\n", - " 198501\n", - " 3\n", - " 85489\n", - " 65918.0\n", - " 105060.0\n", - " 155\n", - " 120.0\n", - " 190.0\n", + " 1582\n", + " 199106\n", + " 7\n", + " 10877\n", + " 7013\n", + " 14741\n", + " 19\n", + " 12\n", + " 26\n", " FR\n", " France\n", " \n", " \n", - " 1901\n", - " 198452\n", - " 3\n", - " 84830\n", - " 60602.0\n", - " 109058.0\n", - " 154\n", - " 110.0\n", - " 198.0\n", + " 1583\n", + " 199105\n", + " 7\n", + " 10442\n", + " 6544\n", + " 14340\n", + " 18\n", + " 11\n", + " 25\n", " FR\n", " France\n", " \n", " \n", - " 1902\n", - " 198451\n", - " 3\n", - " 101726\n", - " 80242.0\n", - " 123210.0\n", - " 185\n", - " 146.0\n", - " 224.0\n", + " 1584\n", + " 199104\n", + " 7\n", + " 7913\n", + " 4563\n", + " 11263\n", + " 14\n", + " 8\n", + " 20\n", " FR\n", " France\n", " \n", " \n", - " 1903\n", - " 198450\n", - " 3\n", - " 123680\n", - " 101401.0\n", - " 145959.0\n", - " 225\n", - " 184.0\n", - " 266.0\n", + " 1585\n", + " 199103\n", + " 7\n", + " 15387\n", + " 10484\n", + " 20290\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1904\n", - " 198449\n", - " 3\n", - " 101073\n", - " 81684.0\n", - " 120462.0\n", - " 184\n", - " 149.0\n", - " 219.0\n", + " 1586\n", + " 199102\n", + " 7\n", + " 16277\n", + " 11046\n", + " 21508\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 1905\n", - " 198448\n", - " 3\n", - " 78620\n", - " 60634.0\n", - " 96606.0\n", - " 143\n", - " 110.0\n", - " 176.0\n", + " 1587\n", + " 199101\n", + " 7\n", + " 15565\n", + " 10271\n", + " 20859\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 1906\n", - " 198447\n", - " 3\n", - " 72029\n", - " 54274.0\n", - " 89784.0\n", - " 131\n", - " 99.0\n", - " 163.0\n", + " 1588\n", + " 199052\n", + " 7\n", + " 19375\n", + " 13295\n", + " 25455\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 1907\n", - " 198446\n", - " 3\n", - " 87330\n", - " 67686.0\n", - " 106974.0\n", - " 159\n", - " 123.0\n", - " 195.0\n", + " 1589\n", + " 199051\n", + " 7\n", + " 19080\n", + " 13807\n", + " 24353\n", + " 34\n", + " 25\n", + " 43\n", " FR\n", " France\n", " \n", " \n", - " 1908\n", - " 198445\n", - " 3\n", - " 135223\n", - " 101414.0\n", - " 169032.0\n", - " 246\n", - " 184.0\n", - " 308.0\n", + " 1590\n", + " 199050\n", + " 7\n", + " 11079\n", + " 6660\n", + " 15498\n", + " 20\n", + " 12\n", + " 28\n", " FR\n", " France\n", " \n", " \n", - " 1909\n", - " 198444\n", - " 3\n", - " 68422\n", - " 20056.0\n", - " 116788.0\n", - " 125\n", - " 37.0\n", - " 213.0\n", + " 1591\n", + " 199049\n", + " 7\n", + " 1143\n", + " 0\n", + " 2610\n", + " 2\n", + " 0\n", + " 5\n", " FR\n", " France\n", " \n", " \n", "\n", - "

1909 rows × 10 columns

\n", + "

1592 rows × 10 columns

\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202122 3 10316 7102.0 13530.0 16 11.0 \n", - "1 202121 3 11057 8221.0 13893.0 17 13.0 \n", - "2 202120 3 10278 7540.0 13016.0 16 12.0 \n", - "3 202119 3 9539 6860.0 12218.0 14 10.0 \n", - "4 202118 3 12135 9165.0 15105.0 18 14.0 \n", - "5 202117 3 12058 8891.0 15225.0 18 13.0 \n", - "6 202116 3 16505 12735.0 20275.0 25 19.0 \n", - "7 202115 3 19306 15398.0 23214.0 29 23.0 \n", - "8 202114 3 21073 17099.0 25047.0 32 26.0 \n", - "9 202113 3 26413 22094.0 30732.0 40 33.0 \n", - "10 202112 3 30658 25919.0 35397.0 46 39.0 \n", - "11 202111 3 24988 20718.0 29258.0 38 32.0 \n", - "12 202110 3 19539 15951.0 23127.0 30 25.0 \n", - "13 202109 3 17572 13926.0 21218.0 27 21.0 \n", - "14 202108 3 20882 16907.0 24857.0 32 26.0 \n", - "15 202107 3 22393 18303.0 26483.0 34 28.0 \n", - "16 202106 3 23183 19134.0 27232.0 35 29.0 \n", - "17 202105 3 22426 18445.0 26407.0 34 28.0 \n", - "18 202104 3 25804 21491.0 30117.0 39 32.0 \n", - "19 202103 3 21810 17894.0 25726.0 33 27.0 \n", - "20 202102 3 17320 13906.0 20734.0 26 21.0 \n", - "21 202101 3 21799 17778.0 25820.0 33 27.0 \n", - "22 202053 3 21220 16498.0 25942.0 32 25.0 \n", - "23 202052 3 16428 12285.0 20571.0 25 19.0 \n", - "24 202051 3 21619 17370.0 25868.0 33 27.0 \n", - "25 202050 3 16845 13220.0 20470.0 26 20.0 \n", - "26 202049 3 12939 9923.0 15955.0 20 15.0 \n", - "27 202048 3 13804 10641.0 16967.0 21 16.0 \n", - "28 202047 3 19085 15285.0 22885.0 29 23.0 \n", - "29 202046 3 24801 20503.0 29099.0 38 31.0 \n", - "... ... ... ... ... ... ... ... \n", - "1880 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "1881 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "1882 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "1883 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "1884 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "1885 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "1886 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "1887 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "1888 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "1889 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "1890 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "1891 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "1892 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "1893 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "1894 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "1895 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "1896 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "1897 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "1898 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "1899 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "1900 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "1901 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "1902 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "1903 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "1904 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "1905 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "1906 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "1907 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "1908 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "1909 198444 3 68422 20056.0 116788.0 125 37.0 \n", + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202122 7 4507 2068 6946 7 3 \n", + "1 202121 7 6110 3459 8761 9 5 \n", + "2 202120 7 7485 4601 10369 11 7 \n", + "3 202119 7 6654 4370 8938 10 7 \n", + "4 202118 7 3912 2110 5714 6 3 \n", + "5 202117 7 4686 2878 6494 7 4 \n", + "6 202116 7 4780 2891 6669 7 4 \n", + "7 202115 7 11215 7627 14803 17 12 \n", + "8 202114 7 11197 7994 14400 17 12 \n", + "9 202113 7 9714 6289 13139 15 10 \n", + "10 202112 7 11520 8415 14625 17 12 \n", + "11 202111 7 9386 6678 12094 14 10 \n", + "12 202110 7 9056 6452 11660 14 10 \n", + "13 202109 7 10988 7938 14038 17 12 \n", + "14 202108 7 11281 8361 14201 17 13 \n", + "15 202107 7 13561 10315 16807 21 16 \n", + "16 202106 7 13401 9810 16992 20 15 \n", + "17 202105 7 12210 8988 15432 18 13 \n", + "18 202104 7 12026 8826 15226 18 13 \n", + "19 202103 7 8913 6375 11451 13 9 \n", + "20 202102 7 7795 5430 10160 12 8 \n", + "21 202101 7 10525 7750 13300 16 12 \n", + "22 202053 7 11978 8406 15550 18 13 \n", + "23 202052 7 12012 8285 15739 18 12 \n", + "24 202051 7 10564 7574 13554 16 11 \n", + "25 202050 7 7063 4744 9382 11 7 \n", + "26 202049 7 5026 3145 6907 8 5 \n", + "27 202048 7 6683 4312 9054 10 6 \n", + "28 202047 7 4999 2963 7035 8 5 \n", + "29 202046 7 3752 1963 5541 6 3 \n", + "... ... ... ... ... ... ... ... \n", + "1562 199126 7 17608 11304 23912 31 20 \n", + "1563 199125 7 16169 10700 21638 28 18 \n", + "1564 199124 7 16171 10071 22271 28 17 \n", + "1565 199123 7 11947 7671 16223 21 13 \n", + "1566 199122 7 15452 9953 20951 27 17 \n", + "1567 199121 7 14903 8975 20831 26 16 \n", + "1568 199120 7 19053 12742 25364 34 23 \n", + "1569 199119 7 16739 11246 22232 29 19 \n", + "1570 199118 7 21385 13882 28888 38 25 \n", + "1571 199117 7 13462 8877 18047 24 16 \n", + "1572 199116 7 14857 10068 19646 26 18 \n", + "1573 199115 7 13975 9781 18169 25 18 \n", + "1574 199114 7 12265 7684 16846 22 14 \n", + "1575 199113 7 9567 6041 13093 17 11 \n", + "1576 199112 7 10864 7331 14397 19 13 \n", + "1577 199111 7 15574 11184 19964 27 19 \n", + "1578 199110 7 16643 11372 21914 29 20 \n", + "1579 199109 7 13741 8780 18702 24 15 \n", + "1580 199108 7 13289 8813 17765 23 15 \n", + "1581 199107 7 12337 8077 16597 22 15 \n", + "1582 199106 7 10877 7013 14741 19 12 \n", + "1583 199105 7 10442 6544 14340 18 11 \n", + "1584 199104 7 7913 4563 11263 14 8 \n", + "1585 199103 7 15387 10484 20290 27 18 \n", + "1586 199102 7 16277 11046 21508 29 20 \n", + "1587 199101 7 15565 10271 20859 27 18 \n", + "1588 199052 7 19375 13295 25455 34 23 \n", + "1589 199051 7 19080 13807 24353 34 25 \n", + "1590 199050 7 11079 6660 15498 20 12 \n", + "1591 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 21.0 FR France \n", - "1 21.0 FR France \n", - "2 20.0 FR France \n", - "3 18.0 FR France \n", - "4 22.0 FR France \n", - "5 23.0 FR France \n", - "6 31.0 FR France \n", - "7 35.0 FR France \n", - "8 38.0 FR France \n", - "9 47.0 FR France \n", - "10 53.0 FR France \n", - "11 44.0 FR France \n", - "12 35.0 FR France \n", - "13 33.0 FR France \n", - "14 38.0 FR France \n", - "15 40.0 FR France \n", - "16 41.0 FR France \n", - "17 40.0 FR France \n", - "18 46.0 FR France \n", - "19 39.0 FR France \n", - "20 31.0 FR France \n", - "21 39.0 FR France \n", - "22 39.0 FR France \n", - "23 31.0 FR France \n", - "24 39.0 FR France \n", - "25 32.0 FR France \n", - "26 25.0 FR France \n", - "27 26.0 FR France \n", - "28 35.0 FR France \n", - "29 45.0 FR France \n", + "0 11 FR France \n", + "1 13 FR France \n", + "2 15 FR France \n", + "3 13 FR France \n", + "4 9 FR France \n", + "5 10 FR France \n", + "6 10 FR France \n", + "7 22 FR France \n", + "8 22 FR France \n", + "9 20 FR France \n", + "10 22 FR France \n", + "11 18 FR France \n", + "12 18 FR France \n", + "13 22 FR France \n", + "14 21 FR France \n", + "15 26 FR France \n", + "16 25 FR France \n", + "17 23 FR France \n", + "18 23 FR France \n", + "19 17 FR France \n", + "20 16 FR France \n", + "21 20 FR France \n", + "22 23 FR France \n", + "23 24 FR France \n", + "24 21 FR France \n", + "25 15 FR France \n", + "26 11 FR France \n", + "27 14 FR France \n", + "28 11 FR France \n", + "29 9 FR France \n", "... ... ... ... \n", - "1880 59.0 FR France \n", - "1881 64.0 FR France \n", - "1882 97.0 FR France \n", - "1883 93.0 FR France \n", - "1884 80.0 FR France \n", - "1885 116.0 FR France \n", - "1886 149.0 FR France \n", - "1887 281.0 FR France \n", - "1888 395.0 FR France \n", - "1889 485.0 FR France \n", - "1890 544.0 FR France \n", - "1891 689.0 FR France \n", - "1892 722.0 FR France \n", - "1893 762.0 FR France \n", - "1894 926.0 FR France \n", - "1895 1113.0 FR France \n", - "1896 1236.0 FR France \n", - "1897 832.0 FR France \n", - "1898 459.0 FR France \n", - "1899 207.0 FR France \n", - "1900 190.0 FR France \n", - "1901 198.0 FR France \n", - "1902 224.0 FR France \n", - "1903 266.0 FR France \n", - "1904 219.0 FR France \n", - "1905 176.0 FR France \n", - "1906 163.0 FR France \n", - "1907 195.0 FR France \n", - "1908 308.0 FR France \n", - "1909 213.0 FR France \n", + "1562 42 FR France \n", + "1563 38 FR France \n", + "1564 39 FR France \n", + "1565 29 FR France \n", + "1566 37 FR France \n", + "1567 36 FR France \n", + "1568 45 FR France \n", + "1569 39 FR France \n", + "1570 51 FR France \n", + "1571 32 FR France \n", + "1572 34 FR France \n", + "1573 32 FR France \n", + "1574 30 FR France \n", + "1575 23 FR France \n", + "1576 25 FR France \n", + "1577 35 FR France \n", + "1578 38 FR France \n", + "1579 33 FR France \n", + "1580 31 FR France \n", + "1581 29 FR France \n", + "1582 26 FR France \n", + "1583 25 FR France \n", + "1584 20 FR France \n", + "1585 36 FR France \n", + "1586 38 FR France \n", + "1587 36 FR France \n", + "1588 45 FR France \n", + "1589 43 FR France \n", + "1590 28 FR France \n", + "1591 5 FR France \n", "\n", - "[1909 rows x 10 columns]" + "[1592 rows x 10 columns]" ] }, - "execution_count": 12, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -2065,7 +2050,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -2081,7 +2066,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -2090,17 +2075,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 25, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" - ] - } - ], + "outputs": [], "source": [ "periods = sorted_data.index\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", @@ -2111,22 +2088,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2143,22 +2120,22 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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oeCSVgWT5vtmCP9LtsQOl5Xa4Ppe5cDFXilM5tES2ku1WMl+HVxHLTmtzwmIOQHELjZiaa1RYiF1EmNDyigsLUcooB4XHHDhtAncrNRFLcRXfODiBgYCr6L5IKoO37OjDDTv68UtXjAAwF6KhgBuz0XTJhQ7IuU7YAqk6lAOzLGwxO3B2CVeNB/OazjUaOyDNprUpUskgcyFVKYcS71nQq4AQmMWFjvqRQlwrxBx4+wxOO1BRORBC/okQMk8IOeY49nlCyBQh5BXr3y867vssIeQ0IeQEIeRWx/FrCCFHrfu+TKwIISHERQj5N+v4AULI1vV9ia3Do4enoGWNkvMAYqkMuj0yPnXzDmzu89rHmWup3CLmc8QcANhzHrQstQvFVN3AYlzFh+9/Ad86PLl+L2gdUAtjDrJY1awKpoqAYuXgzFYqRBTM1tuLCQ1xdYWAtOgwCIXZSk3spuNwqqUat9LXAdxW4vh9lNJ91r8fAAAh5HIAdwLYY53zFUII+xZ9FcDdAHZZ/9hzfhJAmFK6E8B9AL5U42tpaSil+MaLFwGg5LCeiGUcChmzjcPKAWm2e2Y78byYg561d7sXlornGTSSUm6lpJWBtBJO41DYfG8ltxIA9PoUu4VG16qzlbhbidMeVDQOlNJnAYSqfL7bATxMKVUppecAnAZwLSFkBEAXpfR5an6rHwLwAcc5D1q3vwngFkIKS47an8MXwzi7kMD+LT0ATLcGwyzIyqCrhHFg/YHKGQevFXOw3UrWwpUXc8gYdpCXtatuFnJ1DrlsJYNWzrDSnMpBLVYOokDyKpud9PoU20iuNubAU1k57cJaAtK/Qwg5YrmdeqxjowAmHI+ZtI6NWrcLj+edQynVAUQA9JX6DwkhdxNCDhFCDi0sLKzh0puPHx6dhSIK+Mi1mwHkG4dUJotMlpZUDu/ftwm/+dZtJe8DcjGHwoC0phvQHL2VWJB3Klx6TGajKIo5WPGQSq4lp3Io7C0VT+vwKSLK7UF6vIo9LnTVMQeeysppE2o1Dl8FsAPAPgAzAP7cOl7q20ZXOL7SOcUHKb2fUrqfUrp/YGBgdVfcxFBK8cTxWdy4sw9brHjCksM4RFPm4tZVYqG6dLgL/+29l5dd6ESBwCOLtp+dpbI6lYOm55RDuRnKjULNFLuVgNKVz04yOrWrmAsfG1ezZRd9AOjzK8ga5kewnOupbLaSyFNZOe1BTcaBUjpHKc1SSg0A/wDgWuuuSQDjjoeOAZi2jo+VOJ53DiFEAtCN6t1YbcHxmSgmQincumcYPb5cKiWDxQPKqYNK+FySPdyGKQdVNxwB6aytHBbjWlV1BPWCuYecbiWgCuOQNeyZF4WdWeNqxk7xLQVLZwXKu5UkgdhpxFw5cNqRmoyDFUNg/DIAlsn0XQB3WhlI22AGng9SSmcAxAgh11vxhI8BeMxxzl3W7Q8CeJpWija2GU+8NgeBAO+6fMieGbC0rsZBLEplza9zMPIMQjOph1LZSkBlt5KWNRBwSRBI8UyHhJotqwgA2FP2gPJuJUKIrUycqb8uSUTWoNCz3EBwWpuKdQ6EkG8AuBlAPyFkEsDnANxMCNkH0/1zHsB/BgBK6WuEkEcAHAegA7iHUsq+mZ+CmfnkAfBD6x8APADgnwkhp2EqhjvX44W1Ei+eC+GKsSD6/S4YBoUokDzlELWMQ5entrIUnyLl3EqObCXDWtycMQfANA47HZ1KG4mqG1AkwXab2b2iqlAOiiTA55JKKIfyxW1AvnEol60E5AreClNZ2XVLIq8x5bQuFVcbSulHShx+YIXH3wvg3hLHDwHYW+J4GsAdla6jnUllsrYqEASCHq+8rsrB75JyAemMo7eSdb+ayeYtts2UsaTq2bzgr0dhcYSV+ytlshSyKMCnSEXKIa7q2BR0lz23x2EcytU5AKYhiKE4ldW8bgO+4lpGDqdl4FubJiCTNaCIuYByr0/JVw5WF9JSAelq8LnE4jqHArcSc9MIpLkyllTdyOtd5JHNxbqabCVZJPC6xCLlkLCm6ZWDufZYML8czK3kKhj2Y15388RtOJxa4MahCdB0A7LDBdHjVfJSWSO2W6k24+B1uFZyqazUNg66QRFLm7n/m6zpcs2CmjHylEO12UrsPXW61BjxtF6yOprBAtIBt1Q2CwzIGYKSyoFXSXNaHG4cmgDmH2f0+RUsJVT792hKR8AlQSwxdKYa/M6YQyanHDQ9F/ePpDR4ZBFjPR5MNpVyyObtzFm2UqXme+w99Votvr/wg9fxxmwUetZAXNNXNLR9/pxxWIlSyoH9HTUekOa0OLzxXhPA/OOMHq+CcDLXvC2SKl0dXS0+l1TkVsroRl6ByXIyA48iYjToxc9PL9b8f603qm7YizDgMA4VA9LmeyqLAp45MY9DF8JQRAG/dt1mUAoMd5WPOXhkES5JgL9Mu24GMwSFjfcArhw4rQ83Dk2AWuBW6vMpCCc1ZK3MpbUaB7/ld6eU5txKWSNvLnI4aSqH4W4XFuKqPXO60ZjZQM6YQ/V1DrJIIIsCrHo2TEdSmImkAQAj3eWNAyEEvT6lsnKQSsQc7IA0jzlwWhvuVmoCMtl8v3qvTwGluVhD1JplXCtel2RPRCtV5wBYykEW0edzIWtQLDdJ22k1k5+tZKoBUtGtpGVNg8vqGRRRwPRyCjMR02U2skK2EgBs7fPlTdorhe1WkkqnsnI4rQxXDk0A2+UyWCplKKGi16cgmspgc6+33OkVcbbtdvZWcgZbl5MZDHe70W/NkliKq3n5/o1C1Y2iHXw10+DMDDABV2/pwWQ4haBXxpHJCGaZcuhaeeH/+49dYw9XKociCXk1GEB7ZStRSvHlp07jvVeNYMdAc9S9tAqFc8tbEa4cmgBNLwhIWwnyoYSlHMq0664Wv9UqIqHmlIOWNdtnsM/vshWQ7reCsQtxteRz1ZvCVFbAjDuUqnOglOKbL00iqenI6GbM4UP7x/G/f/M6jPd6MRNJYTKcglcRKxYUdrnlvLnTpVAkAW4p/yvUTtlK0bSO+350Eo8fm230pbQUr04s49ovPIV/f3W68oObGG4cGoxhUOhGfkCaZct86fE38MyJ+TXHHNgil1D1onkOfoXVDRjwKiL6/Uw5FA8cagSF2UqA+XpSJRbfF8+H8V//v1fxo9fnTTUm5XZum7rdyGQpjk1FMNztXpddnUsS8uIh7Jh53a1vHBIFA6I4lTk6GcF/+scDWIipeH0m2ujLWRPcODQYlvLoNA67hwL441svwWwkjd/4+otIaNk1KQfmlommMvb/x2IOzgpgt8M4LDaLciiocwCYW6lYObx43uzXGEtn7JgDY5M19+LIVASbuld2KVXLWI+3yN1np7Jy49CR/PML50EIEHBJTRO3qxUec2gwLCjsXABFgeCed+zEJ27chru+dhAHz4XWFJBmhmU+llvwNd2AJAh5Dei8soigR4YokCZSDuXcSsUL1iHLOCRU3Y45MJhx0HQDwytkKq2GP771Eru1N8NOZW2DmEO8oDaGU5nzS0lcMhRAOKlhucS431aCK4cGk7EG7sglmrR5FBEP3LUfn7hxG9556VDN/wdruzEfM4OxokCQyVJoBcrBo4gQBDONs2mUQ0FvJcCski7MVjIMipcuhAGY8xoKa0eYcQBWTmNdDaJA8mJFQC6ttR3cSsw4VMoM4+S4uJTE5j4vgl4Fy8nWVg7cODQY5n4oXGQYAbeM//G+y7G5r/ZsJTbXYD6qWs8p5WIODuXAagj6/a6mMQ5aQddToHS20qn5OKJpczGLpTPIFsRxutyS/VpH1smtVAoec+hc0pksZqNpbO3zoccr5xWytiLcODSYTImYw3rjV8y5BnMxh3HIGtAK0kRZ9XG/X8FiE7iVzKK90m6lwt3soQumS0kUCCLWl9IZkCaE2J1Y10s5lIK5stQ2WFDZgCjuVqqOiyGzm/GWPi+6PQoi3K3EWQu5gPTG5UQLAkGXR8aC5VYKWG0hUplsUyuHwilwDG+JmMNL58Po97uwudeLsPWlVAoMLlMMlQrg1gIhBC6pPabBJQrmjnNW5sKSaRw293q5cuCsHeZWKlwA15sut2wHpFmcgVLk9Q9iHU/7fErDA9LHp6N2wVrhe+Mu4VY6PhPFlWPd8LlE+0tZqMZY3KFSAdxaUdrEOMS5W2lVXFhKADCr64NeGalMtqXfO56t1GDq4VYCzIylc4vmh9eZ+ZSXysqUQ8CFVCZrzj1YobX1RvLxrx3ENVt6AKColoAFpFkVaiZr4OxCAjdfMoiEqttGsPA9fcclA5iPpmueqFctLklsC+NQ2MmXszIXQ0kE3BKCXhlBq+17NJXJGyPbSnDl0GCYcqiHcWA7QedcZI8sgnWJYMVyzVDrsJzK4MhkBEApt5KErEFtt9OFpQS0rIFLhv3wuSTbrVToqnv3nmE88PE3b3hbA9Ot1Lo7RgYPSK+O80tJbOnzghCCoJUE0squJW4cGgxb4MplK60XziI6ZxBakQQ74MtGcLIK7UYFpQ2DQtMNe+hQKbcSkGvbfWI2DgDYNRiAzyXZDQs3+j0th0tuD7dSzJ47zo1DNVxcSmBLnw8AEPSY36FWrnXgxqHBrFTnsJ44XSnOILQiEjtVlC26Aw1WDoULa6mANJDLvz8xF4NAgJ2DfvhdIqhVl7bR72k5XJLYFr2VuFupevSsgclwClusinmuHDhrpm4B6TzlkLsti4L9fxe6lRoVlC50YxSmshaOCj05G8PWPh/cspg3G7pxxqFd3EoslbX1X8tG8+dPnoRuUFw51g0gZxwiqdZVDjwg3WDqGZBmON1KpnGw3EqWcsjtehrzwS6sYajkVjo5F8PuoQAAc3YFYyPTg1eiXVJZebaSSULV8ddPn8ZojwfvumywqIjy0cOT+OozZ/Br123GrXuGAeTmkLdylTQ3Dg0mU4c6B2AF4yA5lYO56LokAaJASrbFrgdFyqGgQpqpg6RmpgqeX0rgvVdtApBrTw4U1znUC0US7GrtVoa5lTJZak8l7ER+emoRf/eTMwCAHxzpwzfuvj7v/h+fWMBItxt/9v49drKDVxEhi4S7lTi1o1Zon7FeOI1Dl8OtVCrmQAgpWWhWLwp93EVuJTafQtNxdiEBgwK7Bs1hNM7UW7lRAWlJbKuurEBnq4dpKzHibbv67SpoJwlVR59fgeTYjJgZS0pLu5W4cWgwTDls9C7XaRD8ZdxKTDmw20m1QcbB8tczRVPoVvI55lOwbJABa4JdU8Qc5PaIOcRV3VYLnWwcZiIpuCQBV4x2YzaaLurEG0/reUkejKBHRjjBlQOnRjJ1rHMw/x8Ct2Mn7gxIO4t1fIqERKPcSpZiuWTYjCMUKgefpRySatb2i7Mvp69ZYg4tnuFDKUVCy9qjYtNtoIRqZTqSxki3G5uCHmQNioVYfhZfXC1tHHq8Cpa5cuBUSzih4f5nz0DP5sZ1AvVzK7klMa8hHTMOihVnYHhdlec0bxRMObxlRx/csoCgL3/Qka0cNN02Dj7bODQ+5tAOFdLpjIGsQdHHjEMnK4flFEa6PXbjxulIKu/+csah2yuXDEg/f2YJb/3S0/Znt1nhxqHOfPnpU/jCD97Aj08sAKhfnQMzDi5ZyFs0FYnAJYl5LiUA8MoNVA7WrvuX3zSKg3/6rjyXGJAzBAlVt/3izCj4XU3gVmqDVFa2cLG05o42DpE0RoJuDFs9uWaW03n3l2szE/SUNg5Hp5YxGU7h4lJx/KKZ4MZhgzAMilg6/4MRSmh4+OAEAOAHR2cA5ALSG+0CYRlKLknMWzRlUYBLFuw0VobX1biANFMsbkksMgyAqbJkkSChZe220swoeJVmCEi3fiorM7qsWr5TC+H0rIG5aBqbHMphpkA5xFQ9L47H6PEpCCU120vACFlxiAWryFTVs5gIJZvOAHPjsEF86/Akbvzi03mumQefO49UJotrt/biR8fnoOpZe5zlRvf7kURzJKhLFvICvLIo4EP7x3HPO3bmPd6nSI3LVrJ23R6lfMMyryLZykEguRoNfxPEHPr8CjTdwHw0XfnBTQpTDn0+Uzm0w3yKWpiPqTCo2ea92yPDI4uYdigHTTfnoviVYuNw7dZeaLqBh1+cyDsM+nxDAAAgAElEQVTOkigWYyoOXwxj7+eewNv+7x/jTx49urEvZpVw47BBnF9KIJrW7U6oAPDYK1O4afcAfvsdOxBTdfz05CIyulG3RazbI5dUDjfu7MdHr9+S91iPIiLZIJ8o26W6pfLGwe+SkLAC0j5Fso1rM8QcbtjRD8DMj29VmHLoD7CAdGcaB6YSNnV7QAjBSNCdpxzY+1RKOdxy2SCu3daL+548medFCCUs4xBXcXQygkyWot+v2EqiWeDGYYNgzd+cxmE5lcHWPi9u3NmPbo+MJ16bhZY16tYgrssj28FnRrkF1KeISDSszsFKZZXLvy9eRbSVg9Pf622CVNbLR7rQ51Pw7KmFhvz/6wGLN7GYQ0rrTLcSUwlsQNSmbg+mIznlUJgQ4YQQgv/2S5dhKaHhXw9ctI+zzgOLcRUzkTRkkWB7v99Oa28WuHHYIKIp80NzbtHsGEoptfOhZVHAjgEfZiJpZLJG3Raxbf1ejAY9+cpBKq1avC6pcdlKmSwIWbnflM9lBswTmp6nFkSB2C6mRhkHQSB4265+/PTUIoyCnPhWgcVy+v2dna3EVII9RbDbjZnlnHKw2+CXmXty5VgQfT4FFxzFc6xqeiGmYjaSwlCXGy5ZaLrCSd4+Y4PIKQfzQ6HqBnSD2vLT75YRSWWg6bRui9hffGgfgHxffLn/2yuL9pzpere+TmeycEviinEYnxUwJ4QUpRH6XBJSmWzDYg4AcNPuAXznlWm8Nh3FFVYztlYins6POXSqW2l6OQ2fItoDskaCHizEVXtTl1hBOTD6/ApCjiaWYdutpEHLGtjUbW7YNK4cOoOccTCVQyydX6wVcEmIpzPQssaGd2RluGURbtlcdJk7qaxxsK6zEeohnTHgXsGlBOQHpAu/mH6X2ddmo4P8K/G2XQMAgJ+dbs24A89WMpmJpDAS9NifpU3dblAKzFnJBrEVYg6MPp8LSwkznmAYNM+tNBtJY7jbDUUUkNGbS2Vy47BBRK0A1HkrlzlRUMnrd0mIq7oVkK7/n4GpgZViDgCQzNQ/KJ3OZCuOVvQzt1IJ4+BVpIYFoxkDARd6fQomw82dy16OwmylTnUrzUZVjHS77d9HrDnkM1bcofB7XYpef24meyytg3kaTbeSWX0tS1w5dAzRVAaEmJkJy0mtqM2D3y0hntbrGpB2wlwu5VwvLI000YD+SqlMtqjuohAzIJ0tWZ3qd0kNq3Fw0u9XGjpqdS0kVB0eWYRbFkBI56ayxtKZvFkoLAbDFvt4urJx6PflPgchSzWM93qwlDDdSiOWcmi2mEPFbxAh5J8IIfOEkGOOY72EkCcJIaesnz2O+z5LCDlNCDlBCLnVcfwaQshR674vE0unEUJchJB/s44fIIRsXd+XWH8opYimdOwYMDuFnltMFLmVzJ2v2XK6Eb5xRTK/9OXaMOfaYjdCORhwVaMcbLdSce+lRgWjnQwEXEV9eFqFxbiKXp8CQghcktCxvZWSatZW0UCugSXzDKyUrcTo87sQTevQdMNOY909GLDvH+72QGlR5fB1ALcVHPsMgKcopbsAPGX9DkLI5QDuBLDHOucrhBD2zn4VwN0Adln/2HN+EkCYUroTwH0AvlTri2kW0hkDWtbAvvEgALPmoTAfmlUsLyczDVnIZFGAvELxHWuL3YhCOFXPVhVzUHUDsXSxW8nnkiA3weyBfr+rYXO418pMJG1XBLtlEelMFl9+6hSOTC43+MrqS0LT89KjmXFgm71Cj0ApWNwmnNTsArhdQznjsCnohiKS1ktlpZQ+CyBUcPh2AA9atx8E8AHH8YcppSql9ByA0wCuJYSMAOiilD5PKaUAHio4hz3XNwHcQhoZSVwHWDB676YuCAQ4t5AoditZP0MJrSFuJUUSVvTLexuoHFJadsUCOCBX7KYbtKg69Y7947j7pu0bdn3VMuA3lQOlzRVorIaZSNpO33RLIpbiGv7iyZP4zsvTDb6y+kEpRVLL5ilTtrmLWt9x5n5baRASa164GFdt5cDmjwAwA9JSC7qVyjBEKZ0BAOvnoHV8FICzVnzSOjZq3S48nncOpVQHEAHQV+N1NQVMcvYHXBgMuDETSRdlNbCfoaTWkOCpIgorurN8DYw5pPXsiq0zgHwZX6gc3r57AB+/cduGXNtqGAi4kMpkG1ZMWCuGQe1AKWDGn96YjQJo3OjYRqDqZmdap3IQBTN12qkcVspUAky3EmDGKdj7x9rRyyJBv88FWRRaTzmsklKrDV3h+ErnFD85IXcTQg4RQg4tLDRv9SlTDt0eGT0+BeGkVjJbCUBD6ggA1rxuBeXQ9Kmsjt3cCpK+kbDq4sUmiTtQSqtyC4WSuUApYBYjsqw7tvPtBJhL1VewUQm4JbsdRlzNVvz8MeWwlFARTmYgiwRb+30AgKEuNwSBQJEEZLK0qYoma12V5ixXEayf89bxSQDjjseNAZi2jo+VOJ53DiFEAtCNYjcWAIBSej+ldD+ldP/AwECNl77xRKwKyC63jD6fgqWEhng6v0FcoGAaW71hMYdyeOXcKM56w4rgVsK/gnJoFth0umbpmXPgXAjv/5uf49hUZMXHzdgtIyy3kiza0886yTiwDZ234PMVcEu5gHQ6U9k4OJVDQkPQq8CnmJlgzACz72LGaB71UOuq9F0Ad1m37wLwmOP4nVYG0jaYgeeDluspRgi53oonfKzgHPZcHwTwNG1FJ60D9sGxlUNCs1MuWTjF78qlxzWkzkEUVlQsjQxIpzPZitlKTqlfSdY3imZTDpNhs+1DpfTaabtlBAtI5z4nnWQccsoh//PV5ZZtt1JCzRZlyxXS5ZYgiwRLCQ2hhIZer5kFtrnXi619poJghbDNFHeo+K0ihHwDwM0A+gkhkwA+B+CLAB4hhHwSwEUAdwAApfQ1QsgjAI4D0AHcQyllq8unYGY+eQD80PoHAA8A+GdCyGmYiuHOdXllDcTpVmLKIZbWESgzx7khdQ7SyjEHRRQgCaRhqayV6hycuzV/hS9no2g25bBkXUelONKsVeBlB6Qdf4tOijkw1ex1FbuV2N80puoYtRRWOQgh6PUpWIqrWE5m0GNNNvzab1xru6xs5ZBtnn1xReNAKf1ImbtuKfP4ewHcW+L4IQB7SxxPwzIu7QIzDgG3hF6fglhax3JSy896cCxuSgPqHEa63Ctm0RBC4LEKzeqNWSFdIebgeC+b1a3U61MgkOZRDkvWrr+Sq3A6koIiCrav3OniS1q1OZUq2NuBpFpGOXhknLW6LSdUvarNSZ/PhaW4hlBSszOVnEZFaULl0PhKoTYkmjJdSJIooMf6gk2EkwW73cbGHP7n7Xvwdx+9ZsXHmAN/dPz1U6cq+qnXi0zWbFBYafFxfmELv7zNgigQ9PpcTaMcmJFivvRysH4/gpWeyQz1cJfpZuoU15KtHEoGpKvPVgLMWoeJcBKzkbRd9+CErQHcOLQ5kVTGntnMdl8XQ0n4HW4lUSD2h64RbiW3LFbccXsVERdDSfz5kyfx2CtTdbku1sOnknIop8KaDbNKujkW00WmHMoYhy8/dQof/OpzmAynMOzoJ8QM9Zs2m0WdnWIcmEu18HvS5ZYRTWXMNvxl5kcX0u934eRcHHFVxwf2jRbdbyuHJkpn5cZhA4ikMnY2Uo8319WysOc7W9SaodVDKbwuES9fNFMf2U5po2HdPyv3Vmr+bCXAMg5NohxYzCFexlX4+LFZHLoQxksXwti0gnHolLhDQi2XyipDN6jdEqPcLAcnvdYm8a07+7F/a2/R/cy1zJVDmxNNO5SDQ0IWZjUwOdoI5VANrEUFUE/jwKbArWwc2FCfSllXjabfrzRPzMFq5VEqySCp6XahG5BLYwVyE/n2jZst1DpNOZRKZQVygftqNidDXWZywqfftavk/ewz3EyFcM275WphoqkMNvd6AeR2DEB++iqQmx7V6PbS5XD6WqOOGbgbSc6tVDnI53Pl8u+bFaYcKKUNnS9BKbVnCsRLuJWOTkZgUOA/37Qdf//sWfvzC5i73dlIGjsGzLTLcIcYB6YcvAWfRdallaX8VuPW/PD+zdg1FMCbS6gGwBFz4MahPaGUIpXJIpLKtfkNekqnrzp/b+TEspVwBnqjTeZWAkxlYzR5ScxgwA1NN6wUxuJAZL2IpnQ7TbJUzOHlCdN9ePdN2/GLV4zY7R0Ac3DR23YNIGtQuw19J5DUdHgV0Q7MM5hyODUXA2C2yalEt1fGOy4ZLHs/2yBmuFupPfn6c+ex53NPYCaStt1Kkigg6DVvF6a8sR2HUqEauFE4lUNsnZRDJmvg977xMk5aXywnPz4xjwlrOE6lgDRgyvlmDkYDwFiP6Z5hBWiNYjGRc22VKmx85eIyNvd60ed34arxYEnlJgoEPV7FnknQ7iS0bF5si8E6s746aWbwbbdaYawFNn9EbSLlwI3DOnJhKQlZELBvPIgbduR6BzLXUqFbif3erMqBGYft/T5EU+ujHGYjaXz31Wl878hM3vFM1sBvPngI937/dQDVuZUCbimvDUkzMt5jumcmGjwRjsUbJIGUdCu9PBG2A84r0eOVEU7Ux8XYaJIlZoUAsOdJH5lchiySikVw1dCMyqG5v1ktRlzV0e9X8J17bsw73utVcBaJIrdSoMkD0gG3DEKA67b34dHDk5VPqIKUFVM4OZuvHBZiKrIGxdSyucOu1FsJAD7znkvR5F4ljPeaC8fFUKONg6kcxno8RW6lqeUU5qKqPX9kJXp9Sse4lcoqB8srMBFKYfuAD9I6xAxdTZjKyo3DOhJPly6IYcqhXCprswakP3r9Fly9JYjj01GougFVz8K1RhcY6/Ja6FZiA9sZHqXye3L15p6Kj2k0AbeMHq+MiQYbB1bjMN7rxdmFRN59T78+B8AMPFei16fg/GJrzsVeLUlNL0pjBfKbZq6HSwlwts9oHuPQnKtSi1JqnjGQMw6FKW+5gHRz/hmGu91456VD9k5pPdJZmb/7/FIib2j9XDQ/3XOtRqiZGO/1YqLRMQcrnXa811vUPuPx12axY8CXN52sHL2+Doo5qNmiNFYAecN9tq2TceDtM9qcmKrnVUEzcjGHMsqhSd1KDLZTWg/jwAyCQYHT83H7+ELMVA6DVuZHO/XuGe/xYrLRbqWEih6vjG6PnOdWCic0vHA2hFv3DFf1PD1es8twizdOropyyoEQYscdtq6zctCaqPFec69KLUZC1UtWS9pupTIxh2ZVDoyAFThnoxHXQsqhFpyupbmoCoEAv3z1KESBVGyD3EqM93oxGU41dJDLUlxDn98Fv0tCJkuh6ubf4ak35pE1KG7bW51xGAy4oBsUC01S2LeRJNTSMQcAdofldlYOPOawjsTTpd1K77x0EKfn43Z/fAZLiasmbbORbIRbCQBO5BmHNAYCLvzuO3fh5t2DZb+Urch4rwda1sBcLDeXud4sxTX0+RQ7Ay2pmvGjZ07MY7jLjStGu6t6nss3mY87OhXBLV3uCo9ubZJa6WwlAOjymJ/P7f3+kvevFoXHHNqbch0atw/48cVfvbIoq+HGnf34Xx/YiyvHKmeJNJKcW2n9lEO/X8nLWJqLqRjqcsPvkvCWHS09QrwIO5011Li4w1JCRZ9fseNeLJ11NpLGtn5f1dXbe0e7IJBcjn87Uy5bCTDVtEcW7bYYa6UZlQM3DuuEYVTfoZGhSAI+ev0WO7jVrDDlsB4tNNKWcrhqLIhj01F7pzQfTWMw0J470fFeZhwaF3cIJzPo9Sm2smVB6VBCy2vxUgmvImHXYKCqWdStTCZrQNONkjEHANjS58UVY93r1hJFFAgEwo1DW8K+bNV0aGw11jMgzdxKd+wfw0JMxYPPnQcAzMdUDK7TLqzZGA16QEjjah2yBsVyUkOPN6ccWFA6lFydcQCAK8a6cWQy0tZBafY5LZWtBACff/8efP033ryu/6ciCdyt1I4wmd6s84zXgl+RQMj69FdKZbJQRAG37hnGOy8dxH1PnsTFpSRCCQ1DbaocFMmcqraRrbufP7OEX3/gAPQSi0s0lYFBzUwjthNOqFnoWbPn02qNw1Vj3QglNLtgsR2xZzmUUQ5uWVz3uJgsCnYXZCeUUjx5fM5OIqgX3DisE2wn1uy9fmpBEAj8LmldspXYCFBCCD7/vj3Qsga+8AOzZcZ6+W+bEY8i2i61jeDwxTB+emoRi/HiGgRWl9Dry1cO4aT59yw1mWwlWIzsSBvHHeyOrHX8PrvKKIfXpqP4rYcO4fsFLWc2Gm4c1gnmcmlH5QCYmVXr41bS4bF2Y5v7vLjl0iE8cXwWADDUxtkvHlnMS+Ndb1TruZcSxeqEtdjuccQc4qput8FYrXK4dCQAWSQ4WqfRsY2gknLYCGRRKBlzeNWK79TbLcmNwzrB3ErtGHMAzLjDegSkUxkjT45/8Joxuz9Su8YcAMCjSCW7oa4XaWtRKdX3iCmE3oKYg20cvKszDi5JRJ/PZfdrakds5VDHlOpyMQc2v326zm48bhzWiXhHKId1MA5aNq/6+e2XDNhztts1WwkAPLJQF+VQ0jjYykG26xwSWjZnHFbpVgLMEbKJDTR2jSY3P7rOyqGkcTAn9NU7xsONwzoRU5kMbU/jEHBL6+JWSmX0vDkRsijgjv3j6PbItpFoR7yKZDcd3AjYkKSlCjEHlyRAEoilHFT7+GrxKRKSJVp/twvss17P+eSKKEDT8zPANN3ACaseaHo5Xeq0DYMbhxr43y9cwGcfPZJ3jCmHZp8vUCtdHnl93EpatmjK2x+9ezee/IObiiZutRMeRSw5u3m9SOsrxxxckgCPLIIQAp9LQkLVscQUxSrdSoA566OdlQN7b+q5YZGlYuVwci4GLWtgNOjB1HJ9W7Bw41ADz55cwHdens7L82bZSvXcadST9VMORlFTPVkUMNjGwWjADEiz3f1GoGbKxxxCCbPGgRVs+V2S7Vbq9sg19fbyu6QNNXaNJpzQIArEbnFTD1yiUDTsh8Ub3r1nCJpu2EarHnDjUAPLqQxSmWxe2mBc1eGWhaZvolcrLFtprYVPKS3frdQpeOulHOIakpqOn55asP9W4YL51V5FtAPStbiUADPFkwVt24WXLoRw218+a6uqHq9cVzWrlFAOR6ciCLglvGW72VKmnnGH9lzJNhiW7+9MLYupetEY0HYi4JaQNeiaM25SmWK3Uiew8amsOeXwrcNT+PUHDuKBn50DAISTGnp9uc+mzyXZqay1GgefZWDaiQPnQnhjNobzSwmEEmrN702tyCIpylaaWk5ha58PY1Z/rnpmLHHjUAPLVmrgpGMucDytt228Aci5ywoHxayWlJa16xw6CY9iupU2ymfMlEMooeGU1e323h+8jmdOzCNsuZUYI91unF1IrE05bHBqbiNgbcjnYyrCidVXjq8VRSquc4imMuj2yBjtMbv5TtVxaBQ3DjUQYcphyWEcykyBaxdYSl9yja6EVKZDjYOlltJraIGwFFfLGhemHJYSGs4uJHDJUABber346jNnivon3bR7AFPLKZyaj9cccPW5RCS0tbsZm4l5yzgsRFUsNUQ5FBuHmLXp7HJL8Lsk7lZqZlQ9a7sHnG6leLp87/d2gBUDxdfgSshkDWSytCPdSvYchRp325FkBjd88Wl8/2jpFgrM6ERSGZyci+HyTV24de8wDl8MI5LK5CmHd1wyCMBsyFezW8klgVJsqKus3ixEmXJIr0lV1UqpmAMzDoQQO2OpXnDjsEoijv5CecahzWMOTBWtxZXARoR2onFgGVq11jrMRtNQHTnvhaiOTKj5mIpt/T7ctGsAmSwFpfm1DMPdblw20gWgthoHAHkN/NqFeWtU7UwkjeVUBr2++lbsKyWUQzSdsTOmRns8PObQzESseINLEjDp8P/F1faOOdiVtWtQDmxh7ES3ElNete60WYrqdKT04qDqWfR4c5uT7QM+XLOlx54y2FNgBN5xyQCA2o0Dez3tlM7K3Eqn5uKmQfXWd7NX2D5DzxpIall7JOlItxszkfoVwnHjsEqYcrh8UxemIynb0rd7zKFwSEwtpDpYOXgU86tWq/JatqqcZ8pUyaYzBjYFcyNIt/f74ZZFXLfNTIHsKVjobts7DEKArTXOQGYu1HZRDnFVt/82r8+a7Sp6/fVVDoUxB7tfm7XpHOpyI5TQ6ta6mxuHVcKMwxWj3aA0l3ccT5ceEdoueAuGxNQCMw6dWOfgkS3lUKNxYC0wZlZQDk7jwAbfv21XP4BihXDlWBAH/+RduHpzT03X027KYT5qGl1FFOxiz9U2JFwrpnLIBfijKfM62CTGYatQlGVVbTTcOKwSlsa61xrIfjGURDqThZY12ls5KMw41L5rYTszdwcaB2YQU5naFlPWPG8mkkY6k8V1X/gRHntlCoAZWM5kKTZ1m4vHaNBju+4+/OZxfP59l+Oy4a6i5xwI1L4zLpxF3eowl9IlwwH7WEOylbKGnQHG2tUw5cC6Fs9FuXFoSphyuMoaeHJ2IY7T83EAuVnB7YiXpbKuYafIht10pluJBaRra6HB2m6ruoHnzy5hLqri8IUwgFygf6jbDULMeAMj4Jbx8Ru3rXulr53a3Ca1Dsw4sE0fsPohSGvFJZnLMVMPsXSxWwkA5qL1iTu071Z3g1i2jMPOQT+Gulx4ZWLZzkS5aqx7pVNbGlkUoEgC4mtQDp3tVlqbcQ07euo8/fo8gFy2HBst6VMkbOv3Yd94cC2XWhU+Ze1uxmaCuZX2juYUVrDOAWlZNA24ljWgSIKtHFi2EjcOTU40lUHALUEUCK7e3IOXLy7Dq5hFKpvbWDkAZvriWpRDkiuHmrOVwknNaq9A8fQb+caBKQe3LOB7v/vWuvT3WmvdRrOxEFOhSAJ2DZpupYBLgkuq7+dUsf5uGd0AXDnlwIxDj1eGIgqt4VYihJwnhBwlhLxCCDlkHeslhDxJCDll/exxPP6zhJDThJAThJBbHcevsZ7nNCHky4S1j2xClpOavaN40+YgLoaSePbkAq4cC6KJL3td8CrSmnzMKXsR6zzjYMccag5IZ7B7yFy4WBLERNhs4cyUg0syh97XwzisVzuVZmE+pmLA77LnmNcyAGmtyJZbiRXCxQpiDoQQDHa56qYc1uNT9A5K6T5K6X7r988AeIpSugvAU9bvIIRcDuBOAHsA3AbgK4QQtkp8FcDdAHZZ/25bh+vaECKpDIIe84PDMj2mllO4oo1dSgy/S1pT+4x0B7uV3NLadtrLSQ07Bvz27tItm2mP8zE1TznUC5ckQCBt5FaKpTHY5bKnEdYy42KtsL8tS2dl2UrOLMihLndLGYdCbgfwoHX7QQAfcBx/mFKqUkrPATgN4FpCyAiALkrp89QM0z/kOKfpWLYaYQFm8Ir5Cds53sDwWv10aiXZwUVwgkDglgV7IV8trJ3DsJWR9PbdZhHbxVAyTznUi9zQoPZwK81HVQwGXPAoIgJuqSFTCZUSysGriHlKcKiFlAMF8B+EkJcIIXdbx4YopTMAYP0ctI6PAphwnDtpHRu1bhceL4IQcjch5BAh5NDCwsIaL706KKV4/sySnV4WSWXQbbmV3LKIy602BFeMbXwQsNH4rQlitcJcKu46+3KbBY8s1qQcMlkDsbSOXp+CEcs43LpnGEAulRoAXHVUDoA1KrRN3Epz0bStGt556SCut+Yn1BM75mAbh+KuC4MBN+ZbIeYA4EZK6dUA3gPgHkLITSs8tpRDnq5wvPggpfdTSvdTSvcPDAys/mpr4MhkBB/5hxfw/JklAGb7DKYcAHMHt63fZ+eYtzPmwJq1uZXcstDW40BXwqtINQWkWW1Nj1fGaNADQoBbLh2CQAqMQ52NrqkkW185RJIZRNM6xnvNIsK/uvNN+K2bttf9OuRCt1I6Y7fOYAx3uxFT9bq489ZkHCil09bPeQDfBnAtgDnLVQTr57z18EkA447TxwBMW8fHShxvClhF6nxMBaXUijnk/mCfftduPP77b2v7YDSQGxJTK8kS86M7Cbcs1BSQDlvV0T0+Bb989Sh+++Yd6PbKGOn2YMLhVqpnzAEwlUM7xBwmrLksjc427LeKEv/nvx/HybkYYmkdXQXKYcguhNt411LNnyZCiI8QEmC3AbwbwDEA3wVwl/WwuwA8Zt3+LoA7CSEuQsg2mIHng5brKUYIud7KUvqY45yGw2a2Lic1JLQsdIPmKQdRIHXfsTUK3xoHvHS6cfDW6IZhNQ49XgVv2zWAP771UgDmYtZQ5aCIa57v0QxMWCnBjS5i3TcexJd+9QqcXYjjj795pKRyGAqwWoeNdy2tpc5hCMC3rR2zBOBfKaWPE0JeBPAIIeSTAC4CuAMAKKWvEUIeAXAcgA7gHkop+2R9CsDXAXgA/ND61xSErDnRy6mMXR1d7+KYZsHrEtekHMJJrag7aCfhUWobFWorh4IMms29Xjx9Yr5hysHvkjBbp+DoRnKxSYwDAHz4zZtxfimJf3j2LAYDriI1M2gVwrH24htJzcaBUnoWwFUlji8BuKXMOfcCuLfE8UMA9tZ6LRsJUw6RVMbewXV7OnOB8ysSNN1AJmvUlEs/H0tjcA39fFodjyza3VVXA2ud0ePL35SM9niwEFPtYql61494Xa03KvQHR2dw+EIYg10u3H3TDgCmcQh6ZbvYrNHsGw9CNyimI2m8vVA5dLlwyVAAkrDxGwFeIV0B1kc/kszYt+vdc6VZ8DoG/nR7ajAOURV7Rto/5bccXkXETGT1i2koUVo59FstpdkAGNabp174FLGlYg6vTizjt//lMESBIGtQ3L5vFENdbkyEUw2PNzhxtj/p8uQv0QG3jCf+YKW8n/Wj4xrvPXp4Eu/7658hW+Wg95BDOSwlTD9fI3KgmwG/3cN/9QtC1qBYjKt2Z8lOZLWprMtJDe/5q5/i316cgEcWi5QB26SwofN1Vw4tFv6gaA0AABYMSURBVJD+2s/Pwe+S8NAnrgUAvHg+BMCMOYz3NI9xGOpy2+25G6lmOs44ZLIGjk5F7C9UJeyAdCqDJSv+0Ffn8YHNwlp6+C8lVBgUne1WUsRVFcEdmYzg9ZkoLoaSGAkWp0oz5TC1nIJAAKnOKcI+l4hkJgujyo1WI5mLpvG9IzP40P5xXLutFx5ZxKHzYWQNislwsiniDU6YemjkdMmOcyvtGPADAM4sxrG5r/IHImSpheWkhlBCgySQIqnXKfjtHv6rd42wwp2BQPvXg5Rjtcrh7ILZCv67v3NjyXYOA5ZxmAwn4ZbFuqdT+1wSKAXSetbeODQbhkHxxcffwBOvzSJLKT5+w1bIooCrtwRx8FwIc9E0MlnaVG4lALhqPIjHX5vlyqGebGfGYT6OQ+dD+JWv/NxucFUIpdThVtKxFDdbGHRCTUMpnHOkq81aevbkAh57ZcqeXrWWATOtjtfKVmLV9pU4u5hAwCXhitHukjtb5lYKJzN1jzcAZswBaO6BP5PhFO5/9iyCHhn3fWifvSHcv6UXb8xG8dq0ORKUFcA1C/u3mn3b+us8qtRJxxmHXp+CHq+MMwsJ/ODoLA5fXMbjx2ZLPjam6shkKRRJQCSlYcnqb9OpsE6c3zh4EXs/9wQ++o8HcGwqsuI5f/vj07j3+6/bqXed7FZyKyIozc1fqMTZhQS2D/jKbkZ8LsmuG2lEp1s2vjKSLL25agYWLeX/++/ajQ+8KdeV59ptvTAo8A8/PQug8QVwhbx5ay+++V/eght21L+NB6PjjANgqoczC3G8PGFO0vruq6ULslmNw9Y+LzJZ0zfZqZlKQM44PPHaLLo9Mg5fDNtfrnJMhlOYj6l4YzYGoMOVg7y6zqxnFuK20i1Hf8D8PDbCOLDY21Ji9em59WLRUqyF39t940EoooCD50K4ZksPRoPNpRwAYP/W3oa2mmlOR+EGs2PAhyePzyGhZuFVRPz89KKVg5/vD2cf+m39Ppyci+PcYsLuqd+JMDdCJkvxi1eM4NhUBNFU+V1jJmvY7UeePbmAbo/ckbMcGCPWAnTofAjvthrnlSOp6ZiJpLHDMfKzFH0+FyZCqYa4ldiCG2pi48C+w4XuGZ9Lwjc/9RZ4FQk7B1c2wJ1KRyqHHQN+hJMZaFkDv33zDhgU+N6rM0WPYx96tntTdYO7lSxuvmQAAbdkF2CVYno5BZbIcmYh0dEuJQC45dJBjPV48NWfnKkYdzi7kACAysrBWvRcDVEO5ndhKV6fLqG1wK6t1Pf2yrEgNwwr0JHGwfmFu2P/OLb0ee2cZycsU2l7f2731qk1DkBuvKckENywow/+Co34JkL56cKdXOMAAJIo4O6btuPli8s4cK748+bk7CIzDisrhwHLrdQI5cBaoTS1WymuIeCSOlqx1kpHGgcm1Td1uzHU5cZYj6dkj5ilAuUANGZ8YLMgCAQ+RcT+rT0IuGUE3PKKyoF1u2Tvd6HbrhP50P5xBL0yHjk0seLjzi7EQQiwta+yWwloTMxBFgV0e+SmdistxlW72ylndXSkcRjv9UIWCd5kjfkc7vJgNlJsHEJxDR5ZtKdvAZ1bAMf4zbdtx6du3gnALNCJlkkDBszKU0kgeMcl5rynTncrAeYifulwAOctZVBI1qD4lwMX8K3DkxgNeiou+v3+xikHwIw7sOLQZmQprnW02l8LHRmQlkUBX/jlK3CZNcVtuNuF+ZiKrEEhOrIDQkkzddU5v6GTs5UA4A9+Ybd9O+A23UqU0pLplhPhFDYFPdgzar7PnZyp5GS8x4tnTpaeZPjq5DL+9NvHsGvQj8+859KKz8V2xY1ym/T5FLutTDOyGFcruuY4pelI5QCYsYa9o2YTuOFuj937x0kooaHPr8CriHZrgk4OSBcScJsVsuWmgU2Ekhjv9eCqsSAIMbO+OKZyXYipJVtpsNTLv/jQPtxy2VDF57LdSo1SDj5XcyuHhNbQQrJWpmONg5MRq8nVTIFr6dRcHOM9XhBC7BkO/R3uVnLCBpGUqzCfDJsNzbYP+PHMf70Z77x0sOTjOo2xHjOldbJEf6/c1Lfq2ibYAek6z3Jg9PqVpo056FkD4aSGPm4caoIbB8COKTjjDgsxFVPLKbsBVpdH7ui+SqWwey2VCEonNR2Lcc1eCLf0la/07TRYKwwWsHcSSpiGtlqFynbF7gZNI+z3KQgntaq7HK+FN2ajdt1MNYSSGijNxWU4q4MbBziNQ+6D98rEMgBg32bTOAQ9Mno6uK9SKVjHyGgJ43DCqohutm6XzQBrDz0ZKjYO4aQGlyRUPU612yOjz6dgqKsxmWC9PgUGRU1DjFbLbz10CF/64RtVP565u7hbqTb4NhhAr1eBIgqYcaSzvjIRhigQ7N1kxiWGutx12R21EuXcSgsxFb/38Mvo9Sl4y/bG9YZpVgYDLiiSgIkSbqVQYnXNHQkhePIP326ruHrDXDZmfG7jFmFNNzAVTq0qWzDXYp8rh1rgxgFm/v5QtwtzkTQeeXECPpeEVyaWcdlIAB6rZcTn3rcHWpUN0zoFphwKC+E+860jWIxp+Mbd19szbzk5BIFgLOjBZAm3UjihlWzPvRKNTJJgC+9iXMOuyvHzmpmNpGFQc3ZFtbAEEx5zqA1uHCyGu9w4ORfHD4/NQjcoJIHgjv1jufu7+SJXCDMOzkK4cELDMycXcPdN2/PGHXLyGe3xFFWQA7n06VbBqRw2ksll05CyLK8vP3UKfX4XPvnWbXmP+9HxOYSTGu7YP24bhwFuHGqCxxwshrs9OD4Thaob8LskqLqBfeM9jb6spqaUW+lHr88ha1C8Z+/KjeU6nfFeb8mAdDih2W0pWgFmyEIbXOvgnNw4G0nj4Rcn8L0jxd2U//zJk7jvyZMAzDRWnkRSO9w4WIxYymBLnxcPfeJaXL05iJt29Tf4qpobryyCkPxspcePzWI06MEVVg0JpzTjPV4sJzNF8ZpwMoNeb+Omf62WHutaFze41sHpTjoyFUEooWFmOT/1PJLMmBlN0TRUPYuFmIo+P08iqRVuHCzYQO8P7BvFVeNBPPrbN3J/eQUEgcDvkuxspbiq46enFnHrnmH+hawAmzx20ZGxpGcNRFKZllIOkiigx7vx/ZWmwim7EPWZN+YBAPOxNPRsLg548HwIlAKUmjUk5xYT2FKhNxWnPNw4WFwx1o2AW8KvXj1W+cEcmy5H870Xz4WgZQ2863Je7FYJVi3OWnMDwHJqdTUOzcJgwF1UQLreTC2ncPmmLhAC/MRqPWJQYC6Wc2e9cHbJvn1xKYnT83HeknsNcONg8eatvTjyuXfbM2Y51WG27TYXNbYL5l/IymzvN98jp3EIW7vv1WYrNZotfV5cWCrdSHC9mFpOYUufD0MBd16L8BmHu+nAuSXssj57hy+GEUllsKPCPAxOebhxcMBdIavHOfBnatmcSMazQyrjUUSMBj04uxi3jzHXTKsph239PlwIJWFsUB2QYVBML6cwGvRg1Kq477aaYU5biiWazuD4dBS/eMUIvIqIp143XU98o1I73Dhw1oTTOEyGkxgNeriRrZLtA7585ZBsVeXgg6YbJWeirAfzMRWZLMVYj8ee9fzWnWayCFMOh86HYFDguu292NzrxfGZKABuHNYCNw6cNeF3y3YR3FQ4Ze/sOJXZ3u/D2YW4PTKU9VWqtules7DVcsWWm1GxFh4+eBFfe+4cALM2hH2+3rQ5iIBLsmMdB86GoIgCrt7cgy3W9XgVEZt4fVLN8ARgzpowlYO5qE2GU3j3pq4GX1HrsH3Aj4SWxen5OP791WlkLLdMyykHK7h+fimJG3au3/OGEhr+5NtH7TnkY0EPJi3lsGsogJGgG9OWcnjhXAhXjXfDLYt2htKOAT9XsWuAGwfOmghYqawpLYulhIaxHh7QrxY2hOazjx7FoQtheGQRXkVsuXnHI11uKJKw7kHpH78xD4MC/8dtlyCtZbFjwA9FEvDOSwdx9eYgRro9mImkEVd1HJuK4FNv3wEA2Gw1e+QupbXBjQNnTQTcEjTdwDnLpcB8wpzKsNnkhy6EIRAglcm25PsnCARber32Z2C9eOqNOQwGXPgvN+2AYNU4bOnz4Z8+/mYAwKagG8emInjpQhhZg+J6q8kjcytx47A2eMyBsyZYC403Zs0A4BiPOVTNSJcbbmtIz30f3gdJIC2XqcTY0ufDhaXidiCr4XtHpvHxrx1EUtOh6QaePbmIWy4bsg1DISPdHiwlNDx7cgGSQHD1FrOX1+UjXRjucuMtO3hH4LXAlQNnTbBW0UcmIwDAA9KrQBAIrhjthksScfu+USwnM5DF1tyvbe3z4menF2AYFAlNx/3PnsWnbt4BjyzimRMLuHFnP5QVRplGUhn89+8cQziZwV/+6BT2b+lBXNXxrsvKF1Syljdf+/k5XLutF17F/Cz2+V144U9uWd8X2IFw48BZE/u39kAUCB5+8SJkkWAwwLNDVsMDH3+z3Rbirhu2NvZi1sCWfh/SGTOd9ak35vHXT5/Glj4fen0yPvH1Q/j4DVvx+ffvKXv+3zx9CsupDN66sx//+NOz+NrPCUaDHty4s3x/syvHglAkAbdftQl/fOslG/GyOhpuHDhrYkufD3dcM4aHX5zA5l4vxDIuAE5putytlbZajn1jpkvnp6cW8JMTZgHaj47P2W3dv/7cebxlRx9u3VPcrTeU0PDgcxfwwavH8N9+6XL86t89h0uHA/iz2/euGJy/ZDiAk//rPRvwajgANw6cdeD3btmFRw9P8XhDB7N3tAube7149PAUjk5FIBDg2VMLUCQBv3TFCC6GkvjTbx/DTbsG8NDz53HgXAh/eec+dLllfP/oDLSsgU+8dRu6vTJ+9Idvb/TL4YAHpDnrwKagB1/+yD58+pZdjb4UToMghOC9V47gwLkQkloW/+m6LUhqWSwnM3jfVSP47++9HItxFf/n94/j/3niBJ5+Yx4fe+AgoukMHnt5CruH/Lh0ONDol8Fx0DTGgRByGyHkBCHkNCHkM42+Hs7quG3vCK7j86I7ml+6cgQAoIgC/ujdu62aDQE37R7Atdt6cePOPvzrgYvwyCK++CtX4NhUBB/++xdw6EIYt+8b5QVrTUZTuJUIISKAvwXwCwAmAbxICPkupfR4Y6+Mw+FUy+UjXdg95Mdo0IOgV8HHb9iKLKV2FtEf/sJuHDj7Av7o3btx57Wb0eNTcM+/HAYAvP+qTY28dE4JCOvr0tCLIOQtAD5PKb3V+v2zAEAp/b/KnbN//3566NChOl0hh8OphsW4ClkQ0F1mml0okT8j+9mTCzg9H8cnCmZBczYOQshLlNL9lR7XFMoBwCiACcfvkwCua9C1cDicGumv0K69sMjvpt0DuGn3wEZeEqdGmiXmUMrZWCRpCCF3E0IOEUIOLSws1OGyOBwOpzNpFuMwCWDc8fsYgOnCB1FK76eU7qeU7h8Y4LsNDofD2SiaxTi8CGAXIWQbIUQBcCeA7zb4mjgcDqdj+f/bu7dYuaY4juPfXxwh1WrpRYjSeEGJtEjcKhLSB15ISBDR4kVdgjeXSHjx0AaRtg/VUGkRQUqoW1OCuIsiraNBK422aYioaiuE+HvYa2Jy5pweM7Ome+85v0+ys+es2bPOf/0zZ/6z15lZuxL/c4iIvyXdCqwFDgJWRMRgyWGZmY1ZlSgOABHxGvBa2XGYmVl1ppXMzKxCXBzMzKyFi4OZmbWoxDekOyFpD/DNMHdNBHZn/FW5+wOYAvycqa86jDd3nznzB9XPYc7+nLvu1Dl/jdiPj4jRvwsQEbXcgM9GaF+e+fdk7W9/sVchvh6NN3eM2fJXhxzm7M+5G7v5azf2fpxWWlPx/nKrw3idw2r1l1PVx1rl3EGFx1vnaaXP4n8sHlVFdY69Cpy/zjl33alz/tqNvc5nDsvLDqALdY69Cpy/zjl33alz/tqKvbZnDmZm1jt1PnMwM7MecXHIQNJ0SW9L2iRpUNLtqf1ISeskfZf2R6T2yen4vZKWDunrakkbJW2Q9IakKWWM6UDKnL8rU+4GJS0qYzwHUge5mytpfXqOrZd0YVNfZ6T2zZIWawxctzNz/h6QtE3S3rLGk1XOj1GN1Q04Gjg93Z4AfAvMBBYBd6X2u4CF6fZhwBxgAbC0qZ8B4CdgSvp5EcUV8kofY03yNxn4AZiafl4JXFT2+CqWu9nAMen2qcCOpr4+Bc6huL7K68DFZY+vZvk7O/W3t+xx5dh85pBBROyMiM/T7T3AJoqr211K8QJF2l+WjtkXEe8DfwzpSmk7LL1rO5xhrmvRbzLm7wTg24hoXAnqTeDyHodfqg5y90VENJ5Tg8Chkg6RdDRweER8FMUr3arGY/pZrvyl+z6OiJ0HMv5ecnHITNIMincXnwBHNZ4saT9tf4+NiL+Am4CNFEVhJvB4D8OtnG7yB2wGTpI0Q9IAxR/09FEe0zc6yN3lwBcR8SfFC+L2pvu2p7Yxo8v89R0Xh4wkjQdWA3dExG8dPP5giuIwGzgG2ADcnTXICus2fxGxiyJ/zwLvAVuBv3PGWFXt5k7SKcBC4MZG0zCHjZmPMmbIX99xccgkvbCvBp6OiBdS84/pdJ20/2mUbmYBRMSWdGr/HHBuj0KulEz5IyLWRMRZEXEOxdpb3/Uq5qpoN3eSjgVeBOZFxJbUvJ3i8rwNw16qtx9lyl/fcXHIIP1/4HFgU0Q83HTXy8D8dHs+8NIoXe0AZkpqLIo1l2IOtK9lzB+SpqX9EcDNwGN5o62WdnMnaRLwKnB3RHzQODhNneyRdHbqcx7/I991lyt/fans/4j3w0bxyZmgmAb6Mm2XUHx65i2Kd69vAUc2PWYr8Auwl+Jd28zUvoCiIGygWCdlctnjq1n+ngG+TttVZY+tarkD7gX2NR37JTAt3Xcm8BWwBVhK+pJsP2+Z87coPRf/Sfv7yx5fN5u/IW1mZi08rWRmZi1cHMzMrIWLg5mZtXBxMDOzFi4OZmbWwsXBrAckLZA0r43jZ0j6qpcxmbVjoOwAzPqNpIGIWFZ2HGbdcHEwG0ZahO0NikXYZlMs5TwPOBl4GBgP/AxcFxE7Jb0DfAicB7wsaQLF0s0PSpoFLAPGUXzB7IaI2CXpDGAF8Dvw/oEbndnoPK1kNrITgeURcRrwG3ALsAS4IiIaL+wPNB0/KSIuiIiHhvSzCrgz9bMRuC+1PwHcFsU6UGaV4jMHs5Fti//Wz3kKuIfiAi/r0kXSDgKa1+9/dmgHkiZSFI13U9NK4Plh2p8ELs4/BLPOuDiYjWzo2jJ7gMH9vNPf10bfGqZ/s8rwtJLZyI6T1CgEVwMfA1MbbZIOTuv6jygidgO7JJ2fmq4F3o2IX4Hdkuak9mvyh2/WOZ85mI1sEzBf0qMUq3MuAdYCi9O00ADwCMXlIvdnPrBM0jjge+D61H49sELS76lfs8rwqqxmw0ifVnolIk4tORSzUnhayczMWvjMwczMWvjMwczMWrg4mJlZCxcHMzNr4eJgZmYtXBzMzKyFi4OZmbX4F04REYUe7cnPAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -2182,18 +2159,17 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", - " for y in range(1985,\n", - " sorted_data.index[-1].year)]" + " for y in range(1985,sorted_data.index[-1].year)]" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -2202,7 +2178,6 @@ "for week1, week2 in zip(first_august_week[:-1],\n", " first_august_week[1:]):\n", " one_year = sorted_data['inc'][week1:week2-1]\n", - " assert abs(len(one_year)-52) < 2\n", " yearly_incidence.append(one_year.sum())\n", " year.append(week2.year)\n", "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" @@ -2210,22 +2185,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2242,51 +2217,51 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2014 1600941\n", - "1991 1659249\n", - "1995 1840410\n", - "2020 2053781\n", - "2012 2175217\n", - "2003 2234584\n", - "2019 2254386\n", - "2006 2307352\n", - "2017 2321583\n", - "2001 2529279\n", - "1992 2574578\n", - "1993 2703886\n", - "2018 2705325\n", - "1988 2765617\n", - "2007 2780164\n", - "1987 2855570\n", - "2016 2856393\n", - "2011 2857040\n", - "2008 2973918\n", - "1998 3034904\n", - "2002 3125418\n", - "2009 3444020\n", - "1994 3514763\n", - "1996 3539413\n", - "2004 3567744\n", - "1997 3620066\n", - "2015 3654892\n", - "2000 3826372\n", - "2005 3835025\n", - "1999 3908112\n", - "2010 4111392\n", - "2013 4182691\n", - "1986 5115251\n", - "1990 5235827\n", - "1989 5466192\n", + "1986 0\n", + "1987 0\n", + "1988 0\n", + "1989 0\n", + "1990 0\n", + "2020 229363\n", + "2002 502271\n", + "1991 507329\n", + "2018 543281\n", + "1996 553859\n", + "2017 557449\n", + "2019 584926\n", + "2000 605096\n", + "2015 613286\n", + "2012 620315\n", + "2011 645042\n", + "1995 648598\n", + "2001 650660\n", + "1993 653058\n", + "2005 654308\n", + "2006 657482\n", + "1998 660316\n", + "2014 673458\n", + "1997 679308\n", + "1994 682920\n", + "2007 701566\n", + "2013 708874\n", + "2004 736266\n", + "2008 745701\n", + "2003 770211\n", + "2016 780645\n", + "1999 784963\n", + "1992 821558\n", + "2009 822819\n", + "2010 848236\n", "dtype: int64" ] }, - "execution_count": 21, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -2297,22 +2272,22 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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