From 5d5129a98058249d9cbe6968bc2f885ba8100fcb Mon Sep 17 00:00:00 2001 From: f82c1c4a1227cdba8ff3317d228324d6 Date: Fri, 26 Jan 2024 11:13:48 +0000 Subject: [PATCH] Premier commit --- .../analyse-syndrome-varicelle-jupyter.ipynb | 1297 +++++++++-- module3/exo3/exercice.ipynb | 1025 ++++++++- module3/exo3/syndrome-grippal.csv | 2049 +++++++++++++++++ 3 files changed, 4211 insertions(+), 160 deletions(-) create mode 100644 module3/exo3/syndrome-grippal.csv diff --git a/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb b/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb index d3bd275..60ae15c 100644 --- a/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb +++ b/module3/exo2/analyse-syndrome-varicelle-jupyter.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -182,7 +182,7 @@ "4 FR France " ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -249,7 +249,7 @@ "Index: []" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -267,7 +267,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -1232,7 +1232,7 @@ "[1728 rows x 10 columns]" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -1262,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -1292,151 +1292,1134 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "sorted_data = data.set_index('period').sort_index()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Nous vérifions la cohérence des données. Entre la fin d'une période et\n", - "le début de la période qui suit, la différence temporelle doit être\n", - "zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n", - "d'une seconde.\n", - "\n", - "Ceci s'avère tout à fait juste sauf pour deux périodes consécutives\n", - "entre lesquelles il manque une semaine.\n", - "\n", - "Nous reconnaissons ces dates: c'est la semaine sans observations\n", - "que nous avions supprimées !" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "periods = sorted_data.index\n", - "for p1, p2 in zip(periods[:-1], periods[1:]):\n", - " delta = p2.to_timestamp() - p1.end_time\n", - " if delta > pd.Timedelta('1s'):\n", - " print(p1, p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Un premier regard sur les données !" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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UvkhoEoBZftEXiehNIrqLiAb4ZSMArFKarfbLRvjf9fJIGyFEG4AdAAalmVtXwf685NO+z7b6Zj8Ku7y6tVjCvTNXsmO4TE/Wr3TjTussVilHkK/Suco07x8+sgCPzl9XlTHSIiMUHQ9nQkFEfQA8BOCrQoid8MRI4wBMBLAOwK9kVaa5sJTb2uhzuIKI5hDRnE2bNrlOPUMZaG4t4rfPNZalSEzasirZ05IYhDtfXoEfPBymBU3PUcjIrZWhWnvbS8vc1nmloqvOFIhP11FkoqeOhxOhIKI6eETiD0KIvwCAEGKDEKIohCgB+B8AJ/jVVwMYpTQfCWCtXz6SKY+0IaICgP4AturzEELcLoSYIoSYMmRI1zSX6yphCW57YTl+8eQS/HH2uzUbw8pROMR64qCHBXl70y7ntq51XMCdgm3P3rTPX3LnbKfxKnWjcG1+58srWEfJqkIXPWWUosPhYvVEAO4EsEgIcYNSPlyp9lEAb/nfHwEw3bdkGgtPaT1bCLEOQBMRTfX7vBTAw0qby/zvFwJ4VnTSHbVzak4qw959RXz697Pxr+VbgrLtez2P5tZi9U0TQ6Mnxnku4WTLtzGPJR3S0qJi0RNTZtvvKjZvrdbCTHjrfvKPhfjtc43VGYvB5Xe/ikffjIq4MtFTx8PF4e4kAJcAmE9Eb/hl3wFwMRFNhLe0VgL4PAAIIRYQ0QMAFsKzmLpKCCGPIFcCuBtATwCP+/8AjxDdR0SN8DiJ6ZVdVnq80rgZhx3YF4P6NFjrlRNqQUVnXPKL1u/E80s2QQhg6iGeakiGyqgvVN/VptrE1jmtbHWHtYLb3GxisEpvScUcRYqwGbX0a5ixeGOsLDOP7XgkEgohxMvg1/FjljbXAriWKZ8D4CimvBnARUlzqSX+zx2zMHZwbzz3jQ905DRiaI9XRD7c7YrYRm4GaTL6pXUmtIue0rcBqqGETjmgaz+wn4wr5SgqVWbL8V0ut2d93vhba7GEtzftwuEH9qtoPioyhqLjkXlmI5SBrti8u+ZjVdMyqOpQBpMip3qFUMxZuRXLFZm/Ccl7VnVZCtc90s3hrjo3PC2hqJTLqtRqKkwWlFy3l4VQXP/4Yky76SWsrOK7lImeOh4ZoUDnXojtEfKDG2GfTyjqFNHThb+bidN/9YK5n7RE0PqbSZld2/sR677MHZybfy1FKNVScbjcXxv38/qq7QCALburF9o9rdNkhuojIxTgF+KX/vh6LIdyNVBN8Uy1IDcHdSjJUdTVICppuCkxvwWT4tvW+nbE+i/zAXA0oZbK7Ep1Z0EOiAp7kculmjRxf6MTjRubMObqR7EsZSrfjkRGKMAvxL/PWxsvRBUUsVU8dVcL8vpVzkq+6K4O8ut27MX9r65KrojKBE+13jSCREAVPmjuZG4z86xY9FQ1jiK5rq2OvG/VNGntpAaQZePv8zyrrr+/2TEOjOUgIxRoP6uKVVv3YO4721K1qfVLsmdfGy783Uzj764b2KfverWqOp405rGdETxHUUurJ3sPyzY0YebbW4y/h60ru7+SYFVTXNQ1nrg7QsOBrnNlWT4K2F/g9TuaqzbOyf/1XNX6qhbWbNsbfOdugxDAtt37kE9IAbtld5hJzv003r4vitNpuWqDxYtsm2elHEySMvuDN74IAFh53bmG8d3HshHrXMBRuPeXOF7X2U+dkEvBvXUWZIQC9kU99ecz2m8iDDpqMan7xqSfPF1V3wdyMMUs2zy20rxSNfXMNtevWBldWfMAlYie9rWVsHa7d/AwHb6eX7IRNzy9FH+58kQUHE2vO7OxSTmQRL0rKekz0RPaZyH+7oW3y2rXnqIWWwC9NLfoxaX2+EQumxp33Tv2tuLphRvcJ+LQJ1PJ9meKseKopcNd5UrouDK7rVjCxp3uHPWP/r4AK7fsAWB+p7754Jt4c/WOCAeahC60nzqBAoV/17mwjFAgHWUvV0RwXZmhJGquvDV8lyjnchevd7PmSHtpx/74KWxsqp7ZJQdJTCrduLlNwBrgrwbK8zTgNq9rH1uEE342A9u0TV0dae472zDm6kfx1podkRAwpuk0+ObWLa3usqmutKG6QBLl215Y3sEzcUdGKNC5F2LtrXzU7+1zH5yyuaWaitsmm0asUumd4Mb69kPzK+w1PTY4cgRBMill3jMWeeE09ECLKp5auB4A8NKyzejTEEqyTe+UDAlzyi+e61LmodWEqk6y3dvOhIxQoLqKtzTozKk502J/DJZYCdIS3VrcvoffWIP3/mwGXl0ZC8Qcw1J/01ZnbXqmwsCGqh7bJilbQyGs88fZUXPqciMGdzWoFmrb97iL4DoSGaFAx3EULla5NfdE7gBS5OIFXO6sbI5nLn3KOh2tM0g9HjPg7BUegVi8Ljm96bKNu/x+yps5EZBXjsomfUxBqaO/d6b3oTNz/JWiq1xaRiiQzo9i0bqdVQu93dk4ivZatGTzAk4RSqIWqNa4SZvbll3V1bXUkuDHDBsMY6lE2siNKG3jhMLAUTBljRt34bYyDUQ6GipH0VWIYEYokH6DrBqhqFql6qC9uYv2fkfa048iaazJP30GD7+xJmWfFg6M+UnuR7e96K40VftJy1WpxMHUVu1fP6CZDmzcZvqJ22bi548vxt59lSdR2tTU0q4iIFVH0TXIROZHga/e/zre2bonVZvK4+p4cDlN1HrzLtdfQUeqO1J1ZXb1UCs/Cs4jf9aKrThv4ohYeTmwTXu14lQpMW/VdhTyhCMP6q/147AmDY6ZaaHfozRrcfe+Nu+3Krwfx1/7DACzM2K1oTpHdhXv7G7PUfztjbV4/d3tqdrUMhR1OXWqNQdrkL6qjNX5X4pyni13XXpRUnh2F2OAtKbZtgPNeb/9J869+eVYOU8E3O6Jy/zUrnQjklRm6v61Xff44qqGNG8PqPfpyQXl+wW1J7o9oSgH1drv2jWkBDu+wK1lyHnnrUpHWMPxvM8wFWr1Ue2gjS7PaN7qHfFutHbl+tF4fZV3yi9vrPB7GsKkVzVNRy3XCYOJw+YCDMrx7p35Dj537xzHWXYOqKKnXzy5pOMmkgIZoSgD1VJAlcvmS/xr+RaMufpRjP+OMdkgdre04d0tvGht1oqtkSi50vIlCSu3lHeCCyyKHIKidTTzkYbgnP/bf8bK1Ge7dvte1hPZOSKW04GiOjdsWwWyevV6zKauFmW2QUfBlapjtXWxVKkV50fvAGSEogxUa106mcdaNoDpt/8LgP1F+dSds3DKL55jf7Mp5VdsNhMN7qTpsvY72sLDiTCn7PO1d/lowOoj+eaD89g6rvuFvG/lKrPT4KePLor3HRvLYPWkKmkdbuQaTXeSxjxWXYOba+ytX23UIMVLzZFIKIhoFBE9R0SLiGgBEX3FLx9IRE8T0TL/c4DS5hoiaiSiJUR0llI+mYjm+7/dTP7TJqIGIvqTXz6LiMZU/1Krh2rJ2ttDpGDTv3B9/+QfCwEAb28ycw3lrvM019KeFljqSTbt/b7gllfYcvXZVnqC7Ajy2tTciubWdBZFEY7CUEe9v7NWRB0BjeaxCbqzppY2p/l1FlQaKbgj4MJRtAH4DyHEewBMBXAVER0B4GoAM4QQEwDM8P+G/9t0AEcCmAbgFiKS7pi3ArgCwAT/3zS//HIA24QQ4wHcCOD6KlxbzVBrjkLdZGqqo2DK7nx5RWK7cte53AgCHUUnMY99/K31YR0Ia11XqM9W9UZWEfE7sJDf4L5Zbny1DQWO/tFTWOeH2Hd93M8tCWNZmX0izOImo+ip1lYW7YxvPfhmR08hNRIJhRBinRDiNf97E4BFAEYAOA/APX61ewCc738/D8D9QogWIcQKAI0ATiCi4QD6CSFmCu/J36u1kX09COAM6sRkt2ovpYs5YIeLa6qPasd6crHfd22vjzt/TVxR7Yawo+eWbCyzD78nIT87Zi3YRnXhHFToYtJWxfTJdHDirKE67eawnyKVjsIXCU0CMAvAMCHEOsAjJgCG+tVGAFCDuKz2y0b43/XySBshRBuAHQAGMeNfQURziGjOpk32UNa1RPU4CoOVRztxFOWCO/26+Jbol9tZstX1VoLZCe2zXKhrxORI5noUKteMulabKTeWzomaprxK81lqLYY1TeaxnCotKVFThurCmVAQUR8ADwH4qhDCFjyGe4LCUm5rEy0Q4nYhxBQhxJQhQ4YkTblmqJqOwlCu7isdbf1TLSUpkE6ZneayXbs1KmFT1HWFS3P3PIC+OMxax62sHMQJfBybNIWy6f6phAEAWtsUjiKF6CkjE+0LJ0JBRHXwiMQfhBB/8Ys3+OIk+J+Sv14NYJTSfCSAtX75SKY80oaICgD6A0gOedlBMLLIJYExVz+KXz+zzLEfB46ioylFFU/9wWnd0mWov6j+dZu6jIqeqjNuNS285Hrjuhzcp974W3vlgufgevmq5Z3pnnXkdWTw4GL1RADuBLBICHGD8tMjAC7zv18G4GGlfLpvyTQWntJ6ti+eaiKiqX6fl2ptZF8XAnhW1HCHnHbTi/j9P5OVtiaYRCYtbZ6VyK0vNLr146CjqMVNEEIE/5LrxsvKPc25hmyoFUzDqWKzQB9Q6VguHIUja+YWPDJep3rEKv1zMwYO1C55X5HXURw3+gC2XEK1JKt3TKmahIVrk6Psdle43OGTAFwC4HQiesP/dw6A6wB8kIiWAfig/zeEEAsAPABgIYAnAFwlhJB2dlcCuAOegvttAI/75XcCGEREjQC+Dt+CqhbY11bC4vVN+PHfF5bdh+mAI9lq11hQpg2gGOEo0s1NhUmJevuLyzH2msewy8GscDkTHqFcOwN9E+aubWezN6e/vJYmYJ7bTUplnqvU/e9nl2HM1Y8GBwEXpN2kbbc0XG/mPmvJUcx8e4vxt7Q5JPTL3NfGcxRqPm3ejyL8/pFjDzLOLw3OufklvFOmM6kruip3lBgUUAjxMsyHyDMMba4FcC1TPgfAUUx5M4CLkuZSDUjP00p0YZwsVQiB1/zAb659m5ZMUZHjlrusFqzdgc/8/lX2t7t8bmpXczKhWLs9HlCO29TcLJm0k6nl6h6YswrfOOuw5E4tuOC4ERGC43LK5Ta4Xz61FIB3vxr68KauJlSFMS6ziyoFOca2PdEsbC5GCK77YdFgHmvLW+GhNoH1tu9pxcExM5rqoVqRp9sb3c4zWy7MtE5Qpx4aKs/VdSkf/CPz1uIzd3sbs+uJ23TqbFNMBst9CbbtNqdY3NPinYxlWkob/jDr3VhZue9lGjPPjU0tGHP1o8ZUkb+5eBLfULn3+jNOJzKJV9YVsTbIZ9vSZt4YXJfgVv9wY5s/91O1RE/7LNdggtl7O3rRKkFRv6scBXcKjxB3wxz+Pm8tpt30Yqp36N//8Jpz3XKQEYouArlk0r5EOQJu+Pixkbazlm/BhO8+jtkrtqJRiZNUqdljNdjTVi00p/qyBCGay97wy2sYhKJI0eavr61OrGOaTl4nFNrvl9w5Czc8vZSNoMv1meYll+1t3s2uIsqP3zbT65P5rZDLRQdU4LqOkp7nvqK+lhz6dBo5Okf1e10CR+ESV+qrf3oDi9c3pYoFtYbhoKuJNIeNzoTuRyjK2KwA73QqT6iy7QtLPV8OPSexu9kjj2roKIraglT7ke9NuSfONOGgVTw6fx2eXKB4QTt0o16GmmrThRjHbO21AV9athk3z1jmfB9s3IEO2efelGEwOOimpyryOQIRv5Zcn1NSCIyqchTa3+q9V7+rz5rLaa8SYNNVyi627Oo8eakzjqKLwHZitG0+Of+FBMIF3dzqPfSGQq6s8Mwmu/G2iI6Cr5OkWNVPUVwvZRMhThTgUOcHDy/A5++bG+hGXIZX++3bo6CUJ99j3RjGNJ5a/oYfQp2ru7GpGdNuehGNG5sSx5btXTdZlxXDPa9C3rsT3G+m9aUjaY46gXTp1XVtRXQUSqM6VfTEdLZT0a+ZzZ69uzr15zPcJtMOyAjFfgDby5qjUOYtT0tys24o5Cr2Mm4rlnD6L5/HE2+ti7w8ppdg8Tr7ZqVv1GxynTLn7LIJvLDUHLYiDSej0tw6gxmkqbdALCPrGSqq9+Yui9n0E2+tx+L1TfjNs8nmzwHnarnUtMa3SntoAAAgAElEQVRj3DP0OAq+o/496xL7POm6Z/HfCdejE5JILDLTPTX0peuNihGOIizfpOQUT1ovpt87o1NeJnrqIrCtOZuCO0cqR+F9ypNWQyEfFe04nuTUBd7U3Iblm3fj6r/Mj3ADpp7OY3IgqGjj+HUNZesomFmt9QPISeRz5qUVbGwO46vPpM5B9KQWx5TZ/oClksDPH1+klIfoUedZNXH3pqU1vY5C72bUwJ7sXMuFtA7inskhQ3ontl+zfS/ufmWltc5Dmp7IZd2YNu/eDVGrsZKBo1Cz1iW9T65EqTMg4yj2AySJnkKOwiuTD72uQNHF6rg+l6yPcwVCwImjSEKbrqNg6pR7tnGgQWhwsKhygapmUC1h1Ft82wvL2bYnHzo48re8rX99fU2kjXpCDglF/O7o4j6bEtikB5o6Ntn28rPvH8uWc6fRfC5nFD3VyqHRKde7oUqv+qhFfsTqSfmjjxJ/K+kQbiIknTEcVDn6ns6AbkcobOIWm27BU2Z730uaWEE/ubiuzyvum6uMHZZHCEWZ27luVsrKsMvcSVxa2QhFaFDg0FPE3JWv8swiPu/wKROi8cDkhvIff44mElq6IbRYs4lrmlNxFOWLnj590hi2/Mv3vx4rK1iU2bXy7VK7NV2DUR+k3RB1rauK/4a6kPMoV/TUmTmKc44+sINnkg7dj1BY1lzBcgTJUUhIODPPap3ehBBlcxR3vLQ8ULTqKS25TbmW5rEmfQIAzPUdE13GNyXDcdkD9ComM0k1n/Vphw2JjSXRHOMozGNLE2QbWVUPJmqtkQN64fOnHhKrv5VJp/qbiyeBQLG5vLtlTyTNbTXhdMAw1NEfgS5+DZsrIqkEimf6uRPSiYArtL0fnRFda7ZVgG3J2QlFKHqSopdogqHwe6WpNFz0CzqEEPjpo4tw3n//E399fXU87HM1OYoKieK9M99xrqueCqPjpr/HbQ7yYZtVnK6jsN2G/3v3HLafguMG4XIaPm/iQRgzuDdA8YPAub95CQvX1SZ20X0Oz8+YlEubp3ooamrmnSsTOYoUubZVtBZLGHP1owm1qgvJUeiGFp0diSE89jfYTsM2Kt/cWgwIidzIZU/XProIYweHisNy6IRc67v3FSMxmFyd29T2X/sTn6NZR7mOfW4hHKrDYqW9l5EkRlpbF8crW400OgpTf6pILuo0Fq2XRr7OVW1yCM9SLvbsU3wYTATBkaNQrZ5aDHGfOPqez1GwfstZa/vaShHLqvaCdF6sL3RCdseCrkXWqgDbktqye59x88wRBS+5ble+saklkv/XdQmofgFysRdLApfcOTucr+M7kPSycD/rCm+JxevtJ9EKJA/ROslVNNGTyrU5tFUqDevX4EQYbfqTJH+CDxwWz5Gi34e6PD9xfbzU8nXDpdXlKaIYrjU+dtxI23Ri98Nkahux/GMWk0pIjY9VKdf7+OQd/8JJ1z1raFg7yPwbBw9KtkjrTOh+hEJZLxzbaYotBAANdd7tCiwXKjw0n3bY0OB7Wnv0WD2/oml/eblxc6xMD/MhMe2ml6xjuTAimx1Oay4nQZPoKe15rJDLuXEUsgoneor5E0R//9FHjoz3pxMAdYezXISL+FJ95qYrK+RymHnN6Yl9AcCYQb0qJionjfesusy3Whc9Kb8oN/Tggb3COiyhSAoaGB3pc/fOifz26sptpgnWFFJHId/9C44bYaveadDtCEXS1ivFC7r1i4BAQyHv1ykFZRxcdRTD+jWE/RtZdVfRk1fPNPLn7p0Tk9G3ttVO9HT5PXMS6zj5m/gXtLGpGau3lR+HRxVV2GC7Nj1uk16Xe+xxkZLiC8LkwQjrJUxUHRdkXD+FHDnLwwv5XMUiQxl6w1n0xPgM/c+lU3DDxyeydfRxAC8UC+tQqpQ9s2gj5q8uN/959SDF1nV5wogDeibU7jzodoQi6T3Y7UdWPWJ4v1i7+kD0VHTqK81cTHvYTY7Z8lzmop+Iy3X+qZbZZZqYUbrPSVqDgUKOnK7X5CgHJHMULr4MrrN2ET3JronMz18NPZOEQi5uPZUWSURJ39AlYSqVRJAj5vgxAzCgdz2e/OopqM/n2Dnp92czE89Jb7ZnX+30Nq6Q0oi6fM57LlV6l2qN7qfMTvh9r6+o406WgY4iwZ5efy+NyV2U72lOcnoQQqC8QH1le4lWSVHtZNxVpRepkHfjKGxVXKymdMh19MuLjsWk0QfgX8vDJEC2UNkuHIVQuEjTtPNpCEWeUvvt6LWlPYg5za/+t1eghk6RnNZhB/bFsaP6s89Nvz8eEWiIlCX5sNTKIdEGKXqqL+SQI6pqytxaIuMoNAQWTcxpUbK7clM29aW/mC4n8DQL5qLfzYyVuYlVotDDR7uiWkvb5Zq/9dCbbHlaHUXeVUcB87OVzU1j20RPfXsUMG5IH1x8/Oiwvv/Z0lbEI29EM/pVamItoZp1J6GQ40/vaSBDt7haQ8l7ulLNLKdM17SZ5jVKwT1am5l533ZU8KsIojn4HEXXIBPdkVAkPBqTLlNAxIICmvvSYgyZOAql+IE5yXkXALNcXxIK2wajE5Pf/3Ol05iuc9CRNsJtGphjPfE/5HOOxDQQPcXrVpLzW84qFvocwI1PL0tUru7dZ8lrQWaRUT7nTlTr8pWLnkKOgv/dZvUkkXMgFDrx4+roIU/Uv1z9WaqNkFB4BLyLMBTJhIKI7iKijUT0llL2IyJao+XQlr9dQ0SNRLSEiM5SyicT0Xz/t5vJ39GIqIGI/uSXzyKiMdW9xCiSHozJ6iWvxHqSL4ErR2EaUt2M7pu50j4xHyYRk9wEbZthtVJGuvaSlGrVleBUgv+9/L148Zun+S+lC6Hg6/TvWRfzTXAR08juuFO9LOLyTej1P3svn9YWkKInkzI758xR5HPpRU/ceEB8427cuAutxRIEgE9NHY0nv3oKWw+IHnbyOWKJjk5w9ecmw8Wb0FFeDPtUjgLV8zeqNVzI6t0ApjHlNwohJvr/HgMAIjoCwHQAR/ptbiEiGbTlVgBXAJjg/5N9Xg5gmxBiPIAbAVxf5rVUCQJ3vLQcszU9wNjBvWOxnhas5f0N9BfflDjFRZk9tG9U7mqW/SYvuKQT9djBvfHesQMT+3Hd35M2KI7onXXksMR+537vTGe5+/snDMboQb1AxG84OoJzglZXNZs21eG4mcAazTJfLiKAXvTPxi2xOsHwFnl7j7qc872qMyiO06Dg+4moPjqrtu7BmTe8gOseXwwhBHoU8ujpx3IKoxyEfajTJXLjBO98eWXk7/OZ6MoLDe9re0LqN+vyORTyZgOL19/dVpZOrFZIJBRCiBcBxLWnPM4DcL8QokUIsQJAI4ATiGg4gH5CiJnCI/33AjhfaXOP//1BAGdQtQS0DFxehJtnxC2NGgr5YAXLdWtLm6guAM6HQQe30R/UvwfGD+0TrWdYO5UqagFvw0rjlJaEpKfIJ0DiG6nlg/o0OKcRDduni3qqx8pi62p/jxrYM4gVpdfh7oW8fE4clcbhzlazR13eWd/hcRQVQnjXquoHtvgxquas3IqS/7ucEndYUKfrcRTxOnrRH2fHc7vr+M9/LHS4gNpib2sRDYUc8jnPEVJaWap4a80OfPSWV/Crp5d2wAx5VCKo+yIRvemLpgb4ZSMArFLqrPbLRvjf9fJIGyFEG4AdAJJjMZeJRB2FCF/cs486EJ98r6d8LOQpoqNIEpuom6A8GXzv3PdYx9XB2bWbNrt3tuyxzsfWViKfo7LTnJpgIyrcT7U6Irj6Jch79JX73zDWkV3p10ZE+N6Hj4iUhZZJZm6D4yjS3AcbIehRlzf+pqOQM/tRfOWMCWy5Xr0oBOpyuYh+ILhPRIGuL2fxt1DvVd5oGVTZOu2ogIF79rWhV733THo3FCLheiSks+pbazre70OiXEJxK4BxACYCWAfgV345d/uFpdzWJgYiuoKI5hDRnE2bNqWbsew4SUeB8DTXv2dd4GRXp8h6hUjOnxxN8eh9HjWivzYXtU58YnX5uLjEtJF/96/zrfMxjRGr48SZ6EpdkzjMfr/LjTUFwHiMNm0ArqaIaegkV1Xf9FXxkKkD3YIHcOQolAmYnkGavCA2PwpujhyKJYFCniJiE/VFL/m7QV7T96mIxuuiWKynvfuKrN8EhyGa6Fbp2al9tbFnXzHIydG7vsD6doROi+06NSvKIhRCiA1CiKIQogTgfwCc4P+0GsAopepIAGv98pFMeaQNERUA9IdB1CWEuF0IMUUIMWXIkHhcnWpAiHADqy/kAhba4yi8OiUhYl66OtpKcSKgv2zqOuAJRS5uTmjKs+2w6SZtzDly4yj0KmYLF2HdnLk5u5700r7mOaJAbDfOkvktjXKRqxp7xvIwbRmLi/801iE7neSObWaWrhs8ANh85dIQinyOtFhN3ucbq7ZjX1uJz+2i9BEVPcWJ4I//vsBpLgBw2LC+bHlHcRQtraUgFFDe4NsjDwkVHaSqjLIIha9zkPgoAGkR9QiA6b4l01h4SuvZQoh1AJqIaKqvf7gUwMNKm8v87xcCeFZUyzyHQbLVkwgUl3X5HIb08U4kQ/o2KPkooklWOHChCWKpOVVlNsOg1BdyscViWjtOOooE3RiROVCgCr2GaeySsAsI0jzmil9s4jelisCJC2O7rdzMOdGT98mljT3tsKH43MljnaZBiK6lF5aWx22TIlrV4aozaSsJNDW34e5XVoZm5LqIThmLsyBURU85im+mNt2gjs6Wk6JYEgHXqT83iYBQdCKWItHrhIj+COADAAYT0WoAPwTwASKaCO8tWAng8wAghFhARA8AWAigDcBVQgi5o14Jz4KqJ4DH/X8AcCeA+4ioER4nMb0aF2ZCko5C9S0o5Alf+MA4jB7UC+cePTyQJwohEr2ao8mHTByFXfRUn487iZk2ZZccFkmnZSJH8ZSj3kQIge17zEEWWUWmI6+Q1t4hR27WWulET17lT584Bp+aGuqyuP5YyZP/mykPii6qNIEoatZ62V1h9OE0SnHd/FuFq9uByvG2tJXQoy4fe+OIQp0Rq6NQ/SgYvZl89kP6NuBbZx2Gbz7IO2WqdWPllmuoBdZu34sD+/VAUYT+WN5ziyPgtjoRR5FIKIQQFzPFd1rqXwvgWqZ8DoCjmPJmABclzaNaSNoIXloWnsbq8znU5XM4b6Kndw9fJJHYT0RHUTIrLYM6TIec+ZxpU3axpEs6oRBcrZ70sc0cxX8/a7bcqIS1Lkf0VAxsMc31yrFrP3hQL4wf6ok4TDoK3urJ+5WzenKBSoRcfXpsMCnpAZ7r4aAG09zd0uYRCq07gpoEjDsshCjkKMblyt971ecx2KiD8OedUpdVC6zYvBun/fJ5jB3cGys278aRB3lx5HLE32t5SzoTR9ENPbPdoYsR1BNX0oainvADM0ib6Inpri6fs6aOVFF04CiSRD3up+5opXU7eFFASQirKIudToUvsKl5TvGjsIrDUoyVTkcRn5m8j2XSiQC2TY/nZPirDE75zG/1MU4pXuu2SybjxPGDg79lIEe9roxzBJiU2eFYfXvELYNCbiSZYzL9nta8uhKs2LzL/9wdmVOg3NfQmXQTEt2PUCSKX8IFVKdloZI/lYRI3FCjVk8+R6G/bAlzrWPMY82ip+TFlch1EDmJsPRbeMV9c9l6JSHwNy2GkQp9A2hpKzrv1GlPhKpYLa3Jrg6d4ERPwNFXKjCPZeZr0l2VA9O0ub5NSyVnsbbRsz8+v2ST31dY+UNHRJ0l39m6h51bQyEHigUPDGupM+7bow4797ZGnpn6jiYR2Wq4ZC1YuwNzmECcKlqLJaODnB5EVN7nHPGe8PId9DhF0SkIR/cjFAm/q8uqPs9zFEIkExzO6sPGUXDgwheY2rgspqQ6BLeIrnovyzft5usJoDkh0q5EU3MrDvveE3h0/jqn+qkd7hw5ChfRUxg4UhIBZePS3iiOmOhjmTY7903ObNbKByrkK0vDDZMFngpJ5NXAkvp8pWmu3l1DIaeYx3o/qpyn2k2fhgLaSiIyTsj5iEQia4wJppV//pRDjH2ce/PLuJAJxKnitF8+j/c5ZswLnjfx75u8F0SEH/99IcZ957Hgt+bWIn79zLIweVo7ofsRihTEWX85VCVTORyFujg9++5kUZD+UlfCUbgos9X+jzYoU13l+Gnu9bbdZqV3NZBTBPmVin6lMxmnf5B+NxKCoRQvf/s0AEo02jJPvSf44Va85vxF2aytVHzp9PHo36su/oOPes0fQ+piWi0bllxLe1ujnGOPunxM9KSuX27O0WdGSl3j8ACA5Zt2seV6s3FD+rD1XLF62142ZhcQfzKvv7vdnwM/eXkvCMDdr6z0+vBvwC3Pv40bn1nq5IleTXQ7QpEI5dl9bPLIyE/q4t662+7woyqh5TugngJctgbONNCk4HKJC5NETHKk2b8bNh/XjbaWAc/S7q1RHYVN9JQ8Z/lsTRZNnzlpTBDGOtRDhLVGDuiFIX0brAEDuX5VPP+ND+DTJ44J6hk5CqaMu/7eDYVg43IRPUldjG1NBV7uf4x6uTco8adkHZMVIXdrIlZRCQth4qgB1t8lzjrqQBwzsn8ss2U1YLpHZmV2vEwW7fE5uaTIzNVGNyQUyeIXCT1/sLq4VRNEDmpYaPliDu7jnlgF8GSZabygk5DErhKiua5NYihX/4eOiIxp9sxWdRTm9i73URLvYMPVBiWEZo8m0ZO6SZTDUIwa2Cs4eROZr0kPbgmYbPejIh0dulOg1LfZ1pTc+5s0XVRDIR8R43p1DRwRQ7xclNl9Ggo49+jh+MFHjmB/17mW+nwOx40ekMq3xxUmQxMyGI8EWf+UucTXUzuabaEbEopK1oHqkJSU9EfNLyDH7N+zDoP7NKBvj0Lk5TZbocRlz5UElEw6hejvHB8C2t0yqJo6OP21SP+aKByFZV4u6yM4/Ro4ClKIQMB1MMQkWUdhnoOpjb6WOD8W7hoJpByEzONKSHNZ23tg4n4bCrmYr4CeOyKYF0O8VCJjug8lITC8fw/0qHPNF041SyRksvwzKbM5XVp8PVVzhsnIUqFqSJIX5xwX0/VPLMaVHxgHIHwZcgT865rTAQDvv/65YJGorOkzXz8FA3s3YPOuFvz2uUZnqycXJKdwTVa268RrxqINxv6STmfD+tlt4G1I63tgYvN1OCmzi9Hnpi8ZgnoC5OvklIOCet/1sPImqOvU42C8zjbt4uXkKkwHAIjwIBRvE/1b6ihsoWxMDmMqRxHqKAynbv9TnZIeC4qDEF69vOF33bu7kCPvPpbxeiWtKyO3ZOAoZH/zlJwa+npqb2QchYYkSl1OnlvVj6KQz6Eg0yAybPf4oX0xsHc9Dh3WNyJXD/sqf6Ekpj514Si08iUbmozdJdG0SjgOm/MiB5XAWc1jAdz+4tvWvgb0rgcA3P7icgDAUwuixFJ9ttKMNM51hM9WXXMyoY/Xxu0a1fEuucMuEhWC32qKJaGc3vl2KvI5wuwVW60RCkwbpJojQ3IdhybEZFJ7iob44McWECAipxhV5xx9IIjI+TChI0n3Z+KsTJkJZZnabbh2w7btiW5IKCqjyPrmfcjgePC2oX0bMOXgUInGWT2pj9mmyEsKl3HDx481zvWUQ6OBE1vaitbr198pF9GTjUtJImrqz0knpWZNbJaao8hF53PqofGgkkTAtt378LPHFlv7kp610tFw/Y5mrZ/whH/nyyuCvvWxOEW3JEJpoHIwNsItYXougWiVeaR1mtXTi0s34eO3zcS/lpv9C0yEoqHg5chQ70EPQ5TbUEcR9pWGo3DZUA8Z3Cfot5zDS5Luz6x/SaHM1t6PdpY8dUNCkfB70gPQN++vnDkhlpVt5ICekTwAQgh20cpeTAvJi3hqFz3JLrkIpJ85aUzk75bWEua8Y87N7CJ60k9B+gauIplQuL+VX9YsZ0wchTm2T8gJCvAnUYJblFT5CKRzXasmNuGtkKL9evJp+Z0fx/XQaMuZffiB0ZO6EMkWUhzRVg8+gFtgPtNJWpraqrkmzKduOSe1LLwxtnz0rhyZvF6TzsCGYkngK/e/Hil7YM6q4IAAmHUUJp0IL46Sn7wos9bofoQiUfSUpKOIvpRCcJt3dMF5kTTj48gym/mc/pOezESeRqccnJzCtKWtZLV71y/9S2eMj9dB9OW0cRRJ9zqJkEwafQAm+Bn+4mEc0r0p6kspBE8QyFWs6NeRlj8xQs9sAJyOotJYTy6447Ipkb8FzJtrsCkzP+vmsWqdwX3q8ftPHx9rI+/LeRMPipRLRzyVO09zklcDCurzCuYHYdxMY6H75Z9lcBTrduzFM4s2Rsq+9eCb+ImSTc92EHTlKCSUqbYruh+hYGj4q989E3/+wvuc2ucorqTTN3pVUQkAO5vjyUnUuZhOHFwayO8/zMfiV5WBqnPUyRPC2DstbUUrIdR/4oiPehIG+E3nuguO9n8zDgUg+lJyOaGH9m0wnvD1cCgSv3hyCVse0VFAoH/PuIgnR/xLLUVNErKG5Cj055djjor6bDkfGR2mJ6WLFL058X2NHNArXpc7sUKxJmL60Z+Dui4PGdIHpx0+NNZGvif6eFKMpXLnSZFSo+ax4TyPPKgfDhnSGwdozoIeR5Hcl/q3aeO2wcW4xHQQ9PR93PwY0ZOIfmY6ilqDeTBeJjt/8SY013UUAvFYLKqYwwT1ORstPhhlNjcfIGpeqFp6HDc6FBl4SWPCtp8/5RDM/s4Zsb64Oapl8qVevmlXTARxzMj+GNovHgria2ceGutL/r54/U58h8nQZ7uPJmsWE3Q/Ck5UR+Dv9/uVQHfqvKX4K/7846dC/cVWDwFp1Wb3/t8TIn+TqqRIgEmZHfSDqC+NhDFzH+KhbiSkOEkfT9ZXiXeS3kTtRM6kJDyF9UnjBkfe2+WbdqGtZOYoTL5J+gHPBfqz/zYT8lzPXfNBPyYWGTmK+Dih2DQTPbULuHUgTeOA5Aeg6yiEYDgCUk8AlpXn/yQX27QjD4z8rFphrN62BxubokrTqYcMDObbysTCAYAvnzEBT33tFOTIEz1FzCqJMLRfD8u1cpupN+2dza04/VcvxNhutd1r74b6kO17GU92//pNOStaiyUs3bALyxgFbZrMbXJOqo6Cfc4Gq5fjx0Q5K1llcF+PK5kwLBr+gZM968PllfDZSaKgJMjxdlhyf0gIWDZl//OeV1YyY+j6q7APjugC4YFCHy8kFGEdk/EUqzfxC2Ub/X6f/qsXAADrtkffl2BeOkcRdFuORWO0/p/mrIrVkVFjJaRZOBkIE6/M9j8lR5FqlpWj+/lRMA8mlyPnlzKXi54CVB3Fl08fjwuOG4lvP/Rm8GBtjkR6nbOP1glFuHDff/1zsT5KQuUoFEKhbKL5HOHQYX1RX8ihReMo9IOgvhlwe7E8Bf5UkcFG+kA4p98+F5qZcjmOk17KuT6h+eEjcXFbekKhs+/x9ibR05lHDMO4Ib3xth/8UFaRJp3fPfc90bEQPynq66tOSUqV8hAbgxzvB4+8lVwZllOzP8ntex0IjtKHKVdFoKDWxqtndRR2YsmJngJrQuV39VBhMrQwcRQFP0e9TOfqApcYa3p4ncAsGnziIps4KvgpEz3VFslWDcnK7KjoKcTUcYMwZnDviIza5A2tbiZyc4oHIbSLnkolEWzmKlfDKXoLuVzEVp6rp7dirUZ8jmp3i9naKXzHwjnp4VCAZMWh1AFU452IGiHwYgmT6Mmbg2Jpg+hJWQ8EyHEU+r1W80q/8nZcPyNn5AI53i6DLkyFZ/XEX6Qp6xwnWlI3W5MFmkmsJDmQiI4igcsRTFlodh6+SxuVwHxN2v0YcUDPyLz0eco1untf8n2UcEpBbBV1MdxDJ+Qouh2hMEG+x0mbkirrBryH+n5fYdzAKOlMYbbVzUTqKPRTjKoP4HBg/x6QS0Y10WQtehDKdCUaCjphAvv34D71SplUJJrnxcXn+coZE3DrJ4/DaYeFitgkjkLOb48SN2ug72eQ1jpF11GwkifDiwto9SOcSfy+qSdcEwo5L+PejEUb8PRCz2GPsxxyAbeZmiAMT041J9VVZqMG9mTrS+jr7Xefmuz1I+J11fpST1MqiUhsNBVcHm/JqXB56dW56P5JsRhdPmQ3klC4ENygrUtmSa1OSRGZsfoIplA95Mi27YlEQkFEdxHRRiJ6SykbSERPE9Ey/3OA8ts1RNRIREuI6CylfDIRzfd/u5n8FUBEDUT0J798FhGNqe4lRmF6gd2DbMU5ii+eNh4PfuF9mHxwGPZZVpEcxfUfO1rrJYTkBvSTmWpnruOiySNx3ceOMXAUzKx90YvqHHT5+70Y/F84dRx+96nj4joJAuZ+70w8/83T8OkTx+CWTx4XEEHTfRTK+KptfI+6HM4+ejgG9AqJTtJm2uDH6ZFhmQHgBx/2grzxETbNHapiPAH+RctRPD+zhFo/PAWH7YyVfYzRHDMLeU9HsU5x1jtO81VIsxkI4ea1b6sX6o1dTsnhd51QTDvqQDQUcjHOKxzHqy+fyTcffBN/nrs6YU7K2FL3oYZQ8Suo75B+mfpzC+r5jXtLjqLFnVC4JfrSCZPkKOyxnrRJ+n15n50xKODdAKZpZVcDmCGEmABghv83iOgIANMBHOm3uYWIJF9+K4ArAEzw/8k+LwewTQgxHsCNAK4v92JckCCedbB60h688HQCUxSFpypWavE3ZtUBL2jqdyNFEAVd9MQkLpI45+jh6NNQCF66VksCGdmXEAJf+1PouNaz3pvT1WcfjmlHDWdFT4P6NKBPQwE/+rcjcc7Rw4PTsm1PkuMXFeLFmfUlbUi6SAcIT4VpRVnq6U0IEXvRHrryfUZzRR26SIWhr8E4A3vX41NTR8fmW8jlYpY5ej+96uPXz4F8k2UXPWyxZCby4byj5QcP8ojcM18/BXd9WlfQy38AACAASURBVPplhJV4nxRFJ2SZd0kAD73GEwnTnIrB/Zd1iOUo4oRCfuqiIO9Tin4TQ91E+ky+6frh48Txg7wvJo6CFT2F3DDQCTkKIcSLAHQ//fMA3ON/vwfA+Ur5/UKIFiHECgCNAE4gouEA+gkhZgpvB71XayP7ehDAGcTtdFVCkoVJsujJzfRV1tjhKwbjcuxwccvNT+codAsrFXocf1VZzJmOyk1w3Q7eEkSOp8KozDYKMKLtOEVfv57hhmnblI8d2Z+N/DnYD5o3rF8PXPa+gyO/2TgKznv5y2dMCL4P6dPDKur7+QXH4PgxA1BfyCny4vBkqELPhMjpjFZt24O572zD2xtDixi9lm6WawLBbvaqoiiEcSPS/Sj6NhTwP5dOwU3TJwLw4pAN6i1Nn8O2HKFQfRJsOpFEvwVG1CmfkTzoqCJD9V6bdANciBIAqC/IQxc/Jy5UhwtN0fUYH53k5bkhzjMTPMEPia5/OEketqooV0cxTAixDgD8T+ltMwKAah+22i8b4X/XyyNthBBtAHYAGFTmvBJhPN043vocRRdSA7OZqf4PF9zyCgDENj35cgOhVYT+wnFhxiVkOSfbtW3wNsRCYXMExz8F2d5vaXWlnqT69vAIxBdPC7295Yu8fU/cIur/fW4q6hhrGjVG01FaBj4b4VE3JSl6+voHDw0UnERRE1qJZdeeDQCYfPAA/PkLJ6JByWNuFD0p16dapql4Z4uXT/rFZZuUOcbvvx6Cg4W/37g4i4kS8Mk7ZgEAThw3CNOPH+V3QcHuE/RDns1/vx6hM5ucYpIyW+XOTNPyQtTY5xv07PexY29rsPFKJ1k1goG65vRhi8Fzi/4ifXxCB0p+Us8tiZuCl5NjXkLXd0o4mcd2No4iJbjpC0u5rU28c6IriGgOEc3ZtGkTVyUZJrY7ED3ZnwARRcQ8Hz7moHgdILY6YmIU5TAhT966PbppIQFh25OYUycXEsLFeU9vxRuzeMSL6+qoEf3wo387MpZrAAjFagN7R3UUQgh84X9fi/XVu6GQ+mWwczkeEXhrzQ5s39MaEQ8BklBwFjoagVdEKibR05x3PAZ8+ebdvgGBec4DesU34bTw1ptdDCLjkRWFCIjUVaeNRz8/oxuFdEIR6cShJxwCojoktZ4Q3qZrD1GTzJ0D4Xo79sdP4YkF63HYsL5B+lI1ZI665mK6AYM5skwBq4ueiiWB7yqOoBzBt9GJNqUf07Vxv7iYx3ZGHQWHDb44Cf6nJLWrAYxS6o0EsNYvH8mUR9oQUQFAf8RFXQAAIcTtQogpQogpQ4bEwxi4wLSZuN72XC6qDzDJZ3fvK+Lf/zA3KBvUJxoyQm0lF5Juj24Tcx10QI9gPjrqGS9zm0WPWic6R06kAJio7cNXvR/HjR4QcCJygzhkSKjIjTtumeeTZMuuN7XqTeC9gB/+zcuRecgmOSI0NbclBrtTTTFNp7tpR3n+MM2tRQgDR/HNsw5j5sgTeFfo1/8VRbQmxVjqpnXQAT1DQqmM5RKDSl2XMopudOJenfHffRwvLOUPdfrhZUjfBqy87lytG34OapgaqTcD9Fz10TY6gdchD2rSMGT+mh34w6wwNzXngG7jKL790HzreFzIkI1NzXiVy0qoXUN7y57KJRSPALjM/34ZgIeV8um+JdNYeErr2b54qomIpvr6h0u1NrKvCwE8K2qRj9CHUZGXQkdhkmEGfQFo3LgLj81fH5TpaVC9yXgfkvDEdRTki3ni4x15UP9gPjqu/9gx+MxJYyIybj08wQlj43GcYi8lcy88OT5/H+X09Waq6EKH7USZNvBfkoLdFoBNxl56a83O4DejkjYYLy4XB4CD+nvirGLJ0wdw+60MlKdubNzlutwBeaLWL+9rHwzDpshNX73fDYWcYuJLISfowFGoMOkokqCHfrc9P8mdSKiEQuXOI6In/7usaxI9SUiOQm7+SWFYbH0BwCPz1qBxYxNmrQg3/kmjD1CnHSNm5978Mp5dHBdxdXodBRH9EcBMAIcR0WoiuhzAdQA+SETLAHzQ/xtCiAUAHgCwEMATAK4SQkgh+pUA7oCn4H4bwON++Z0ABhFRI4Cvw7egqhXU5/qRYw/CvB9+yP+LlP/NyGmiJ1MdHbpYSb7cC9fuxM3PLgMQD3QnldJWfQAz1oH9euCHHzkyYkWlcyeffO/oeF/aarDrOuKTUs0ek/qR4NhseRJOK4pJIjrqz6Rvio5jReMThWWROsGmHPddUfsBQrm4CS7zkidqm7WOXEsqYWoo5CLXL8eSWeu4u8npKEwElXseP1RyWMfNv7k15X1u3b0Pv3xqaVCutlOVwpxvxYyvnwrA88dZtXWP8X0K84BLjjFakTMSsW0F+Rzh7F+/FCn72UdDM3nOR2RTE5+hMJCEBM+rfUlFYggPIcTFhp/O4AqFENcCuJYpnwPgKKa8GcBFSfOoFtRH36suj/6KjNb7TNJRmBMNqXV0cF7QQgDn/fblgEPROYqc8lIO69eADTu9RaRGhGU38wTlonHeGpk0xXpKVGY7KMUlOPmtDJqWGEZBFy1YqurycHmt0uuYm2JShj9Tzmv1uQlhXw+ROTH1XEJJSL3JXCXXyI+UDRlQDAyU+12v+DoAHhcMALP9EzBnAcbpKLjDiskQQ+VkY1EOmPqy52v+8ibmrQ5D7Kt6EY/L8xpHCIX/ddTAMILuvNXbMVnzV5HQOQp9Ptx1Fi2ip0Iuh+bWqE9GRGQm9S+GNRJBlE5ksZ5qDZV6JxzmWLiInrjHyHldC6FFfdV1FMrJVF2kF04O1T38aZWZkfbishu9YcOz9cNBn5Jtr+NkvPJak8QXcQ9b88SktZY+x/suPwEPv7EWQxjRILtxKWKO8DTOc4Il32eBuw5ZFPF/YdbNHoPHcqQvxC3aTHNSr6mhkI+InvTTrOn6gei9Zq8P/PPQuTq1jimjIhCamXOQhy69D66/+nzOuH4loZDPxOSYp8J2ZnSRTsh55hJq6+LOmsnmDeh2ITzUGxxNUC/L7O1zZXIULopizo8CiC94VVzhKh/O5aJEklv0eiteuYqYF8Wr3z0Tjb4ZKTe+zUKD4yjkNaXN55PE5aizvn+2p6Q8ZEgffO2Dhzqz8iqhNGUbCxwOhVlHIdu0KLb53BTkKd8+p+R5yyVTFALH+Qmh6gu5yDXYck4E/SinYAlTEqikzUxX5vJnF69v3XJqkGI9pxLvV1eGXBXHQTfU5fHH2e/Gf0D4/rUaovpy1luqTuS2Syaz/Zog7xsXDSBHwFNfC/Onyyp/e8OzAUob5bZSdDuOQoW6vl03ihxRYo5ck2xfh+fkFC5oXUcRddwKy9UX03UsPYQyr4zmCZVe5s0n7GBI3+hpXOfUbLeWe/kCpXgSR6Gf+KwcRVTMsdvhpM72o4yjnsZVyOcjfB2FSTQD6BxF+UjaN+R4XmBIwjA/vLwqytDnyYsqGdETc9z01ol9UrofBevsSPxv/7z6dKVKSHDU6LHc+G3FEn7zbGPwd1/FY16KhaTVkz4dLsGYKnrqyURfsMGUzwTw1quMTuzNJYWctQbofhyFQbbqylEAyaGFuRO0rgiTG666GcYd7rzPNdv3Yv3OZrYevwnF55Sj6NqyiRVMfwPhS2nXByQTHAlucwiV4pZBkM481skLWAP34svnBrjpKEqCJ3iyRBU9lqugdIkWINdMSQi0KWG0VVNYff195NjhzFjepyoyNK1Bbkq66KmpxR7SXPasv3MNmqxf/nrE8DAboTrWme/x9F6qgUev+jxm/Mepwd8hRyF1FNExOX2EKlyIhelhHqd6qJL3m9tP9LH1Gu3NUXQ7QqHe8gihkKfYhHOdi9WTi+hJzkQt1j2R5fy+97do9jdVROWqANVP1A4qCqMfRbIyW//bInpiOgpFT+4bpxB8aAoJXUfhgke+eFKsTBVhmaye5Ib/pq98tXF9KndaLkchc42oUE+jQNTqqVgqBWtI3jLSxj/8wL4RC51gjko/et+ReogTr4mjDoiklc0RYefeUNnLrklmPLVczl0OFfXMDr9/5qQxAKIHk0OH9Y0k7iok6Ci4DT3qVGp/giuvOzdiKh6InvzDgqojivuA2AlHrdHtCIWZo3AUPeXMOa6DvlhCEd9MdEWnSfSkvyRJHIVJt5DsBctzNLF5I2mh8tfBgbuXcuNJIhQfnTQi+F4SSVZP6fIh3/iJYzFhWDx8BsEcXE5CPh+Zv5snuIzoqUxK0VDIxcSh7xsXjYKj+lG0FUXwdyB60g4SA3vXx4JUevP2x1ROz5yVXY6ip+0Txw3C3646KZZUK0kcGnJeNq1x2Kd6DZzxgtrPxFGhTwMQWsCFCaU0HQWzVlXiET9oAWMGeRZXnP4iED35F37l/86N1ZF4a82OyN8ZR1FjqLf32FFhrCCT4lhHjigxuqSLCIETdfXVHNNMwfUKCYSCo3lqMiWAF8OYlLJ6HSEENhvsvdV5SwyzpFvl5LNBBrQE2ZPK6kvnNhNcQphE6hsODqoy2xTM0SSK0gYAEPo+rPj5OWWLnjiOQkdgYVPy5h1yFN41EEVP46aphDkrEjgKImxQxKVcf7p4yrYmbQmCZNdCiMi8vqV4v8s5qu/Sv39gXKQfeVBrbXPnKNR7xr2LJ40fjEG963GWluYYCN8vyUlsYnKVS+hhbkYN6GWoWRt0P0LhP9fbL5mM8yaOMP5ugh7ria3jPpvgReDCZgenQG2B5iKEwm0k7yRsP7395bU1sTZcP0IAW3bbCEW05XfOOTzy99NfOwVfPt0LDsi9fFwIkiSUhJ2lSGtBZdwoKdzQ5Ny5YI4q8oxIQjZpLZaQz1FFDlQNhXyigUVesXoqChFRuAMeASgmZEkElI07gagQhf4Ypv6IKKLrYHXZhsMSV0cIj6D0qs9j5XXn4kPK5iyvV3139ThegY7CH0sPVskFCyz6ZROG9jGLlw33ct4qzxfkG3+e580xYQ2o459yaHkhjMpF9yMU/m6iJ5Jx5yjCE4cJThyFf5qyiVf0mEkSUR1FPN+3SSaehl398unjjcEFBUTAhg/vH+cW9GvSlXwThvXFEJ/LYG3dg5zKztMNFMcmpA0HYoLKmLUVPVl/XGQX/ZuLrqrqKNLm/9bRUMgZU+7q43k6ChHTUeQojFEFmNcwd8I3eWbr1nDxOUWV+bzJdigyk/jJeUeydQQ8AmbicPR566JeIkIhR2grltC4sQlfuf+NyO88R+F9PviFE1mHVSHMQSGlaE9yXklLdGeKzHvVRvcjFIryToVJaaajPp/D3lb7S+ny2ssNR77AXJsc81IC5hPsh48Zjus/dnRMhBWMp3Qzbmgf6/y+/qF40DrAC2v+6sptQZgHLoaVi/WU6dqAUFacJHpS8dj89dbosdv32K1rdJg2SlXX0VYSrAJTfz66I6XXv/dZEkBdhYSiLp/sBBqxeiqKYE6XnngwGgo5nHb4UJx2+NAg7a1pRpzezOTLk5hMi6Km5qa0wfp4H9LEOGHojZLRyzmwMFLuk85RyDkJAI1KnhBuDhKS28/n4we2HXtb/cMgf00yrI/MP590mLE5HdYa3Y9Q+J/6M7HZNKuoV+LjmODy3ueJfJt27+8mJv2iSZmtxweS440c0AufOD4ewwkIZfTjh/bBsSP7s2EMhvWznwABz1R3U1NL4Iegx7AC4hu8zY+Au9+yz8MYZbIJ3/jzPGPeZQC4658rnPsCzBvlO1v2BE5PbUXB5szQn7+NowDimQ3TIpejyH1Uo/VKRK2eQo7iyIP6Y8lPzw70SEnOjhxHYTL/VU/gJi7X1YJQXSZ6rncZSXnN9r0oKqa/KuT1q7nl2TwaJH1f4nPh5hqIHxnO3pt3PJti2F+oHwKSCUVzwgG1luh+hCI4VvPigSRFNZeeU4eL6Gne6h14YekmqxLSlaOQ43ELP9qXQFuxFKS21PGdc96TOG8d/KksuZ2so4ZxlpDX87mTD0k1l9N/9YJz3Z9fEDf9VOEiqmorlViOQieUJtGMhO256ZBJdiL9a2LFQwbHn2/E6qkkjNyaPITYOCogSgQ4q9AYR8H0RZTsk8RBfwf7NHgc9M7mVtz3r3fYsCeBZ7oDJyQE/xvLUQR+KLwBhI2jkPcnIM4J6yDJYKGW6HaEQiLOUUS9Mk1QM9qdNJ5PxJdGkGBTQnIvJWB2zLPJuj1rLYEde1uN9t7cpp+E+kK8Tdx6yywz1sMpvPjN08J2FYpkbEjKHOei0vAc13jxhe1vILqpJNnfq+DSw+pmptwKlHN4a80ObN7VYiROiRyF/5m04YKi75KJq9y6O57dMNIN006/B3LZPuJzetyGGpoje3O6/mNHG8Rh3rVxa48jajPf3gLA84HiPNRNDpdAGCVZWkQlvX5yrzjj8KH2ijVAtyMUJh1FYBqXxFEoT/Pb0w7nK1Vpf3PxowDCa7IRCiLgxaWbsG1PKysuAcojFFwb3YLL0YIXADB6UNTsr0o66AjGD+2DSaP5CKLBuA79tBVLrOhNV6baYiYByaHGI30bDAzUZcvL6L3Pnz222NiPWm5WZsfX5Le490Agosvjupu5fAs7RmQ8yxwkAsMAW5j1QEdRYvtQ+zKFXeEOkS83bvba5SjGURRydmX2qIG90K9HIXhf1FwoEqqxiDRYuFIz620PdD9CIRN/6CaMmju9zPGsQ+UoTOKJalnYyP1Dj7CqnwbdCEXyCZbb9EyQY1370Vjk+PjYTJnrPSr3TurE6kDFl+MoxTvYOG7CwMJXCnP3Um/LiSxsjpYq1BzjXt8MYdISALncb5OVVEAoDPPhdBRq2AyJ5ZujymCX533BpLi5ussykX3bzEt17tz47uY80dO7WzhldrqIDAN610cMVvg2dkfQryvJp1p8Zb+L+Lva6HaEQkJ/dOrJuHd9Hq8oQcdUuLzg5WxuMhYNN5aupI1xFOAdv6J9hd9NnEO9A0cR5F4uCXxiyigM97O52WCKZuuCconu37/0/sjfN188KWWf9jr7/FzQHDegPx9OZOGqoxir6Ru4JRdPAMTU0cZYuXkPW68QiJ7sh6BiyS5WShpfx5EH9cMPtBwagNnxkevbNkTgvFoU1ro58nQd3394QaS8Lk8OMd6iKPlOoLbbkyPPwMZFUS1Fag2M+LHW6HaEwvQ+qQtn3NA+rIkpEF3wphdcXxg//rcj2XpJkKdH3X5al5+WXDgKtb1h5bpY35xxeEjQOP0EOzYznDNHUSZL0bsheurq1zPkMEy6j8+fGirPTePKpEpCeDJjjrjq18adRFXOwCby0+mQWfRkd4DT5/TuVp5QBObaCTqKtoTxYv0mEIrvf/gIHNCrPlaehqOwGZGEEoNSpA3XF7dp53MOhELrs82Sj0RtUxICX/7j6+zv6oj7it68dKuv9kC3JRRxW38KRC9JSmEJTpGp1wGA6SeMKmOm5lOPvjlJ1tV13ia4iJ7Ublx1GnwoEFfRU5mUQnuno2FP+CZXnhrKfk2jSrPikhBoaSuypzu9/y0Gha2rEYIKXvREaFIOE7bYUhI7DTb5kktO4iiSMvPF5phQyXTocHn6oV7FXEdXZhsJIcUTc10waQTqcrnUMd4CjsLSJkced/fUwg3WvoFQ9OR6QKsmuh+h8D/ZUOC5ZFmn+pOpXszhqsxjsd5uwtA+eOlbp8U8XuU12UVP4W+m6bhs/Oq11RXK3MThLp4rl6PQX+l8QrInbyxiv0fqyP6FJwrgTnf66flii28LkM6PgvURcLAO0+t85cwJ1nrGjVTqzRTFcTVET6ZTshMR8ptaIxprymwzIUTMefFXHz8W+Twl6yi0v4t+OH7bNRAR/vn2Zmu/EoHoqavpKIhoJRHNJ6I3iGiOXzaQiJ4momX+5wCl/jVE1EhES4joLKV8st9PIxHdTDXMHG7KSgaEYb5tbHKEo3AwM/3uOe9x3Ag4ObZ+mozm/w1aBqInyzgOd9TlpKK+8A0VOIpxL+o4xlGs3CiZejM97AkH9dpMtytIJgVf9MQRCqX/s486MBYuRsIUVNDUF2AKwGdsHrZTpnlQ/x74rMFHRfafRCgjoq7k4ROJiVmc4sLlSm7BYvWkKbNNhEv3/+hdnw9Ce7QmiJ70a/RET8LKPSddnfq7NEDoqqKn04QQE4UQU/y/rwYwQwgxAcAM/28Q0REApgM4EsA0ALcQkSSNtwK4AsAE/9+0KsyLhe1Ry+dp4wBcdBSyTt+GAj53SjqnMRV690m+SbZ920WZ7cJRuMrWk8Ddume+fmqsTJ7uzjn6QDz25ZOd+9cJjEsgRbXcLJrwPtfvaMacd7Zh0bqmWB11/bictm2EQm/Oxt+KxRiK96POw3YQSlIMy37UDIHcNeoOjUlLxXRKTiPWsvokaRaEtjWgEor//uRxADwT5mIZoiebw503nv0C1d9Dq6euSSh0nAfgHv/7PQDOV8rvF0K0CCFWAGgEcAIRDQfQTwgxU3jH/XuVNtWHQUcBhC+QzVwxInoyebdKOW8qh7Hkukn5FGwchbrgTAvNxUNY3QR7MxFvXaGfsi6YNII9eR032ssZMHpgbxzhYNYqod8p9dpMMYVcxHNyjv/07ec5hzHKqfWT52pVZmsdcI9IF4lwY6pr1SYGkmvXVIPrmydM5vE5GEVP1lbRvm1+FIF5bKCjMIsfVUIh55XPUST8BxCP6qwT7LZAR2HfT+wis/D79r2t6FGXqzjkSzmodEQB4CkimktEV/hlw4QQ6wDA/5RuhCMArFLarvbLRvjf9fIYiOgKIppDRHM2bdpU5oTNC0WW2Kh8RPRkqBeIsFLQifMnHRQre90PQyyRFNLCttEvVXIJm0RMbqKn8PtoRgzmCn2qA3vHLV6A0Bkt7buh3wl1I3pw7mpwcElk5bRxOXIUJ08Y7NV3tFYz1U3wEY3Nw0V57uoj9F8fO8YY8M/2t44BhufvAtn3w75nNocg1lNgHmu4vhywj/EoL+Qp5g+jEw6uSzWem23uEtd/LMqJqetwzba97Z6HQqJSQnGSEOI4AGcDuIqITrHU5W6XsJTHC4W4XQgxRQgxZciQ8uKxmzyzAcVxx9EfwaSjcEnlKTcJALjr01Pw4WPihEKNh/+1Mw/F9BN4pag+LofNu8K+Dh7ELzYXUVKEM6nAnlv2IwnEN87io9XKB2Uiyqcycfk/NXU0Djog6t8Ry2fMzik+bmw6FP3k+0kWc6lzsouedLFSvK7ukDlpVNzrXOWSbaJVORdXNeHHj+ct+mK6lYRTk2ntucxD7/v7H477YwTK7ETRE0UU9bJagTGPldyJzLfCSSJa2koJ5rHRvz9x/GicdeQwnD/xoNjvzW1F9Kxvf0U2UCGhEEKs9T83AvgrgBMAbPDFSfA/N/rVVwNQV9VIAGv98pFMeU1gih7rlSVv8OpLZnrBpZmpTRH7XxceE3wfO5gP+a0qHHW/AHZujizMuUcPZ8tdzGNdT6ZJkN20tpUw+eABiRu5Sax22YkHx8q+d258o3CR60Y5Cnsd25WrU7WtJWmvP2PxRmMd/RZP0tJ3AlGZ+udOHovPnjw2VqfgYPXl/SaDAprm4/bM9cdVbuZOF05SvxzpFBrtRxIKu3msrswOxNG5XCxxkawn763q/f9D33lw5ZbdVmc6bh63XTIFN02f5P8eVmgtlirSC1aCskclot5E1Fd+B/AhAG8BeATAZX61ywA87H9/BMB0ImogorHwlNazffFUExFN9a2dLlXaVB1qRi8dm/1UhM8sMts0k8NGKV82m/LZRSmu5noYwDgj2fq0wXRKS20eWwWrp33FhMQ9gUWXvR8VHNFxOZmqOqWkxD26565pTrZxuSin8fHC9iuvO5e1elN1Locf2I8dMzF9rlbP9Ehc7RH1MWy5Qmxw4nK1yXLe8rKKVHib4msRRc1jVV8XXfR0w9NLvTnKjIzKNUtOedXWvbFwJtF52W+oemmtbSJVmJ1qonxtJDAMwF/9m1MA8P+EEE8Q0asAHiCiywG8C+AiABBCLCCiBwAsBNAG4CohhHxTrgRwN4CeAB73/9UEoY6ivPaREB7G4HrJHIXKmZheBnUDNcnwVaQJV80h7UtZCUch+9lnCKwnIZ+XyTCg0uxwJpi97h1EIQ5KcYCPBKvD5fJsWdu4cjtHYeeqnTkKrd5Ly9x8BXQ4HV50fQjTRM5H+iKY7lOOCI2bdikl5M8jLnq6d+Y77PgA0K8nH9nBNC8T1APtvmIJ/erd+q02yiYUQojlAI5lyrcAOMPQ5loA1zLlcwAkR5erAmw6Chc8PC/MK2163/Q0kxwiHIXp5VbquCj7Kg3L7bLpqlVcCNMFx7F2CUE/Xux/82Yg76FprGoFYNRhdMrT/h7EPBd1Sn97fQ1+eVHsNQHgNneXy+ulyK3Nh5ew3Ga0ICO+Gq2+kqcDIH7/3tnChwxJgj5Xbl51Wh1b/K2WVplwyxRVIfp3YDKfo4hntmqByPlv9HckFEn3U73eN1Ztx6TRcdFje6DbeWZXirXb9wbfjY5beSl6snAUqgjHIRTIgF7JC69cD/A0yDtwVCp+9lE+QZB6bbZUoEFimApPuGnhSphuv3RKrI66LspJzGPqywTVy9posq2U24I/PuvrS0ypY9Xp3P2Z4439VIvR0+fKzV3XP5kSEgHArBVbAbg/X0kQCrlcxGhAjb+mEooedTkM6dvgTigS7pM+zdff3c5XrDEqET11SQSvbRVETybIjc+ZUBhCYah1etUnP6r2iAGTc+CEVJiU1C7+KED4vJLyJ1Qb5jAf0b/7GcLRu0Auj1MYy61gPId+1Ai+SU6ggJu1mok7dQ5mqN2ojxwbt+pzgT7GQ1eeGKujEwo+9ay9X4lYYD+fiyjko0puVbGt6o3e/OFZIAI2NrWw/SeNx9Rw6qfW6HaEQr6d5Qabczm1B4nsLfbtUWV2MhvsEgK8Uh2FC6pl9ZRz3HCSIuPWygjEqOzU61VhAp96UZ9UWwAAELdJREFUr9nsOe09Noa+T8kJVioW09uffnh55uzq4edLp4/HUSP6W+sA5gi7tvlJ9NGsC4tKyI89+0Ss/BNTRgUZ6tS5uL6LSdX03//w2fc69VttdDvRk808tlqQG58141Zko3R4uV1MV6tAKC4+YRRu+sRE4+/qvmgSmbnAleAkRcbVNwA90Y+Kg/xsYS5KZFssIBW9K7Brl4p6G6FMSyh6OviL2Kz60oTEP37MQONv+tIoV0SoXo+pD/0Q5XLPuGRSAGIBN4sifEZqGylSPO5gXmdQrtI/aT56fpL2QvcjFBUqs12C1K1R9BgmRALQuYizyrD+KAc/v+AYnM9kGpOIxgwqfxxXpXgQ8NCkD9LKL7aczv/hx4py2UyNhFkrriSMSaCotxwC0pogD9Y2lrQ4wEEXJpFG9FRunM/BfUJjAdfDgst7oDspSvTWRLwqR6Hqm6RIymSIUS3uftLoAZG+enVFh7uuiDB6rPlB3vN/TzD+5qKcTMq7nTQ+Bxf76VrJ61VEY0aVv2hduaW05rEjDjBn3OvXo4AhfRvw4/OSDexcleeVvLhJRBBI/0xNKXyrjTPfM9T6u05Auav48ulm7k9CFe3ZLKdknhDAvFYue1/onGlKTKaLsdQIv6peQhIa03vpyt2r6+l9hwxi65w0Pozi4BJhoBbofoTC/7Q9RtXDUsfFfhiNa85mEsrXEC6ExcW9//AD+1Y0j7RKURMioVAsrMnmJi/0iGs2QRsK+Rxe/e6Z+DcHxapxvNj45RPnosOhJa14z1a/EjGZite//0Hc8snJ1jr6O8QR3q8p+aBdsKuFt8QCgClj4mFLdKib9/ihfDQEnVDIg2FBET2t2roHc9/ZBqByIwv5uM6beBD+eMVUa19EHRM5FuiGymxThjsVNm7/+x8+Av9+2jgM7WsmJh2FcUP4xa/ib1edVNEYLlFo0/Zj45bW72wG4AVE42CSNVcKo45CueRPTDFnLhzWrwEbdrbgho/zPhRAmAvdFp4lLUdhij8GuBE1mflOV+qqcPHp0Q8tXOTftETW5snuQlAl5zblYDNR0QnFYcO8g5WXj8LjIk7+r+eC300HClfRkzSqsXGVsquedfmKDiaVoPsRCv/THvrXLgpIIhI12ruMWPSf7uk7KpWdqhuXiyWWCWmtp0z31JaDoBIYrYeUdWMTmUnLoikHmxW+u/d5tvg202c5hivBsD3fYf0asGtTG370kXgsLImzjx6OR+evw5dO5zPguULduBuvPbsq1mHvHWu+l1t2J5ujyntoi3osxamnHz4Ut18yOZh3PkdsPgqzxWI6qyeXZGkuurVaofuJnhy02ZXS7MtPGlthD0pf7x+LMw63y4N71uedo0pWqsdQm1dyulGbusWY4strRigssYAkbPOW9Wy36FtnHY5+PQoYOcCsV5EbvzuhSLagmjqOl4UDXnyx+694Xyz6blqonE218idc+QGzTuP+V1cZf5OQ6/UAS9w0ySWXhIjMmwvhAZg5OJVgf/7U/9/e+cdYUV1x/HP2Byisgiy7gCAsohAVRYGIVORXg4IaSbSmGnVBNEpEq01MFFvbJk1bbK3xZ6KkQtRa+7uK1tbYRk1saxUiKoioWKOgKbaIgloVc/rH3GFnn2/um/drZt5yPsnLm70zb+b7zpudM+fMvefGTw8QOgh/ROEcRUYPsmEfjChCfP/A1QYEg8roOVKKYiWTq6Ha0LUWXXCh/Igi7rjtbdX18okj7qFw7/EIvqg0ePf1kps/cTjzJw6PXR8cw93RJvzd0hhLk4R66PCdJ2OHDuSN9z5ixZnFKwEEnw/efd2jwyi5MKVZ2OspJLaqQkTr2VPiU5Rt7qG/L2UYHsIiihRJ0j22cOaqevGjM4+u+plB2oQXLF/vokT76VXCpPRFJe56O6HKh/NxJJlxzXenHKaoKi2vvXc/7oBJu+HWypFXS9rlsM+aHMxUsGBi8RL60PNb+HoO9YtEFFGKlRmHZB06umLmfwn2G/xeHZ4bHosoMsR3Z10LPzFzfAcnRbq1FePcEhMR5ZHQNEkGAPpI2utp73E9V9xDhuzP2ztKj11JwsjB+7Nt5yex50dTmRFFtadSeMGdM6Gykc1RfCX2a005Kc5alM6+bPY4Lpox1usEwojA1wljr6Mo8AktTV8uMw4JKyZ4tgkr1fp6I4bnXOEYjzTZ5xxFkrr4tbgZutczFqORiQ5AqoZyR537nHe1d+1RHr5iBtt3/S92fdIaVd874yiuf3ADBw+urnfc8EH78dCyEzliRPL5wkuRUceZoiTpiHHa0SN4a4e/+qyIlBxjEI5v8kU7e1NPBSdVc7PweZGTsNqilKFDKjbPyN5jh1FHlYMpq2HfcxQJUk+HddYnndEXCAcaVZuDjv5/Jfln83WDPeWo4dz99L+q0hMyZGA/79wf0a/94PptsWMB5kzo5Olr5tZE06Qis9r1FZKkU+44b7I3okzKXkfhiSjC8/tZV2U2JIwoCtNPvlP36pPHMy1mEF0hvtRieIwsHcW+94zCvefprioN7r94Wk0GCYZ3Y9U+o4he+F/fvjt2u3BucV9ZketOPaIqLeXRc+LsiMxD3ghc4EYmD/MMKM0rtRg/8Pme4Jzr54lg41KYLU3BgLt3dvaONn2yLp97uLceFvSM7Pfdd4XlQjotokiPBROHM35YW1XlJxqREw8b2qsUQKWM62jj5q8fy5wJ/i67pYh2a/WVwbjvotLVMtMoXRISvTAsnT0uteOW4p4lx+8dLRxH9/Quuqd3pSOIYCxCLZ6t1IrPvvBPgwrxgwnDCHrmT57o1T5+WHXZh5XdU/n12re9YzvCXlpZ1XmCfdBRjGkfyJj24hUY2/q3ZDYnbSPhu7tPyqcRR3FFgpo/pXhm+VcTFWyslughLsuRo5g1voNZnnktsmDV4viJjbIgvNjHFQQE6J4+hk/3fMHir3T1an+1SNR749mTqu7dNXboQK6Z74/0Rw4OnEjaPcmi5MZRiMh84BagGfiZqq5IW8Pz35mX9iH7LL9dOt0blkdr7XTWIBUyfFA66ZRowcesyikYlTHOnXO+Cb5am5u4rMjAvsKeUlt+eGpqkeylsw6lf2sTZ7ouwFmQC0chIs3AHcA8YCvwnIisUdWX09SRpcfua0wtkZsdtH8rBw1o5f2YKTfzzuwcpVSMZFw8Yywdbf1ZOKn8iLhwsFua6c79WptZOivb6DUvV8bjgddV9Q1V/Qz4JbAwY01GnXnsqpk8csWMrGWURbvLYWdVxdOonJbmJs6aMqqiQYmnH9MzkC/L3kdZkYuIAhgJRIu1bAWymfPPSI3OA/erSdopTaYd2s7lcw7j/BPGlN7Y6DNMO7SdN1ecxradn9CW4cC3rMjLNy7m4r/0ZFJELgEuARg9uvFGNRuNT3OTcPUpE7KWYWREtd3CG5W8xM9bgWjlrFHAO4UbqepKVZ2qqlM7OixHbBiGkQZ5cRTPAYeLyFgR6QecA6zJWJNhGIZBTlJPqrpHRC4HHiPoHrtKVTdmLMswDMMgJ44CQFUfBR7NWodhGIbRm7ykngzDMIycYo7CMAzD8GKOwjAMw/BijsIwDMPwIrWYECQLRGQXsDlm9WjgrRK7GAR8kKNtwHSbbtNtuuuve4KqllcfXVUb8gWs9ax7L8HnV+ZpG9Ntuk236U5Dt+/aGffqq6mnnQm2eThn24DpNt3JMN3pbQN9W3ciGjn1tFZVp5a7Ls+Y7nQx3eliutMlTncl36eRI4qVFa7LM6Y7XUx3upjudInTXfb3adiIwjAMw0iHRo4oDMMwjBRoCEchIqtEZLuIbIi0TRKRf4jISyLysIgc6Nr7ichq1/6CiMyOfGaKa39dRG6VOk96XEPdT4rIZhFZ716dddZ9iIg8ISKbRGSjiFzp2oeIyOMi8pp7PyjymeXOrptF5JRIe2o2r7Hu1Gxerm4RaXfb7xaR2wv2lVt7l9CdZ3vPE5F1zq7rRGRuZF95trdPd3n2LrebVBYvYCYwGdgQaXsOmOWWlwDfd8vLgNVuuRNYBzS5v58FphNMlPQnYEGD6H4SmJqivUcAk93yAcCrwJHAj4FrXfu1wA1u+UjgBaA/MBbYAjSnbfMa607N5hXoHgjMAJYCtxfsK8/29unOs72PAw52yxOBbQ1ib5/usuxd9x+lhkbqovcF90N6nrEcArzslu8Azo9s91eCOblHAK9E2s8F7sq77kp+1Dp8h4eAeQQDHEdETtrNbnk5sDyy/WPunycTm1erO2ubl9Id2W4xkQtu3u0dp7tR7O3aBfgvwc1FQ9i7UHcl9m6I1FMMG4Az3PLZ9MyQ9wKwUERaRGQsMMWtG0kwk17IVteWNuXqDlntQsTr6xneFiIiXQR3Jv8EhqnquwDuPQxXi815PpIMbV6l7pDUbZ5Qdxx5t3cpGsHeZwHPq+qnNJa9o7pDEtu7kR3FEmCZiKwjCMM+c+2rCH6wtcDNwN+BPSSclzsFytUNcJ6qHg2c5F4XpCFURNqA3wFXqeqHvk2LtKmnva7UQDdkYPMydMfuokhbnuztI/f2FpGjgBuAS8OmIpvlzt5FdEOZ9m5YR6Gqr6jqyao6BXiAIL+Mqu5R1W+q6rGquhAYDLxGcBEeFdlF0Xm5c6gbVd3m3ncBvyBIpdUVEWklOBnvV9Xfu+Z/i8gIt34EsN21x815nrrNa6Q7dZuXqTuOvNs7lrzbW0RGAX8AulV1i2vOvb1jdJdt74Z1FOFTehFpAr4N3On+HiAiA93yPGCPqr7sQrJdInKCC7O6CXJ8udbtUlFDXXsrcDpB+qqeGgW4G9ikqjdFVq0BFrnlRfTYbw1wjoj0d2mzw4Fn07Z5rXSnbfMKdBelAewdt59c21tEBgN/JHie9bdw47zbO053RfZO68FLlQ9tHgDeBT4n8OIXAVcSPPV/FVhBzwPiLoKHO5uAvwBjIvuZ6gyyBbg9/EyedRP0FFkHvAhsBG7B9cypo+4ZBCH0i8B69zoVaCd4yP6aex8S+cy3nF03E+n5kabNa6U7bZtXqPtNYAew251bRzaIvb+kO+/2Jrih+yiy7XqgM+/2jtNdib1tZLZhGIbhpWFTT4ZhGEY6mKMwDMMwvJijMAzDMLyYozAMwzC8mKMwDMMwvJijMIw6ICJLRaS7jO27JFJl2DDyREvWAgyjryEiLap6Z9Y6DKNWmKMwjCK4omt/Jii6dhzBAMlu4AjgJqAN+A+wWFXfFZEnCepznQisEZEDgN2qeqOIHEswAn8AwcCsJar6vohMIajx9THwdHrfzjDKw1JPhhHPBGClqh5DUB5+GXAb8DUNanWtAn4Q2X6wqs5S1Z8W7Ode4Bq3n5eA77r21cA3VHV6Pb+EYVSLRRSGEc/b2lMj5+fAdQQTwDzuqjI3E5RoCflV4Q5EZBCBA3nKNd0D/KZI+33Agtp/BcOoHnMUhhFPYX2bXcBGTwTwURn7liL7N4xcYqknw4hntIiETuFc4BmgI2wTkVZX6z8WVf0AeF9ETnJNFwBPqepO4AMRmeHaz6u9fMOoDRZRGEY8m4BFInIXQWXO2wimS73VpY5aCCaZ2lhiP4uAO0VkAPAGcKFrvxBYJSIfu/0aRi6x6rGGUQTX6+kRVZ2YsRTDyBxLPRmGYRheLKIwDMMwvFhEYRiGYXgxR2EYhmF4MUdhGIZheDFHYRiGYXgxR2EYhmF4MUdhGIZhePk/7gExvfwJidAAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sorted_data['inc'].plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été." - ] - }, - { - "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sorted_data['inc'][-200:].plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Etude de l'incidence annuelle" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Etant donné que le pic de l'épidémie se situe en hiver, à cheval\n", - "entre deux années civiles, nous définissons la période de référence\n", - "entre deux minima de l'incidence, du 1er août de l'année $N$ au\n", - "1er août de l'année $N+1$. Le 1er septembre comme début de chaque période annuelle dans le cas de la véricelle.\n", - "\n", - "Notre tâche est un peu compliquée par le fait que l'année ne comporte\n", - "pas un nombre entier de semaines. Nous modifions donc un peu nos périodes\n", - "de référence: à la place du 1er août de chaque année, nous utilisons le\n", - "premier jour de la semaine qui contient le 1er août.\n", - "\n", - "Comme l'incidence de syndrome grippal (varicelle) est très faible en été, cette\n", - "modification ne risque pas de fausser nos conclusions.\n", - "\n", - "Encore un petit détail: les données commencent an octobre 1984 (1991), ce qui\n", - "rend la première année incomplète. Nous commençons donc l'analyse en 1985." - ] - }, - { - "cell_type": "code", - "execution_count": 17, + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
period
1990-12-03/1990-12-091990497114302610205FRFrance
1990-12-10/1990-12-16199050711079666015498201228FRFrance
1990-12-17/1990-12-231990517190801380724353342543FRFrance
1990-12-24/1990-12-301990527193751329525455342345FRFrance
1990-12-31/1991-01-061991017155651027120859271836FRFrance
1991-01-07/1991-01-131991027162771104621508292038FRFrance
1991-01-14/1991-01-201991037153871048420290271836FRFrance
1991-01-21/1991-01-271991047791345631126314820FRFrance
1991-01-28/1991-02-03199105710442654414340181125FRFrance
1991-02-04/1991-02-10199106710877701314741191226FRFrance
1991-02-11/1991-02-17199107712337807716597221529FRFrance
1991-02-18/1991-02-24199108713289881317765231531FRFrance
1991-02-25/1991-03-03199109713741878018702241533FRFrance
1991-03-04/1991-03-101991107166431137221914292038FRFrance
1991-03-11/1991-03-171991117155741118419964271935FRFrance
1991-03-18/1991-03-24199112710864733114397191325FRFrance
1991-03-25/1991-03-3119911379567604113093171123FRFrance
1991-04-01/1991-04-07199114712265768416846221430FRFrance
1991-04-08/1991-04-14199115713975978118169251832FRFrance
1991-04-15/1991-04-211991167148571006819646261834FRFrance
1991-04-22/1991-04-28199117713462887718047241632FRFrance
1991-04-29/1991-05-051991187213851388228888382551FRFrance
1991-05-06/1991-05-121991197167391124622232291939FRFrance
1991-05-13/1991-05-191991207190531274225364342345FRFrance
1991-05-20/1991-05-26199121714903897520831261636FRFrance
1991-05-27/1991-06-02199122715452995320951271737FRFrance
1991-06-03/1991-06-09199123711947767116223211329FRFrance
1991-06-10/1991-06-161991247161711007122271281739FRFrance
1991-06-17/1991-06-231991257161691070021638281838FRFrance
1991-06-24/1991-06-301991267176081130423912312042FRFrance
.................................
2023-06-19/2023-06-25202325711498825714739171222FRFrance
2023-06-26/2023-07-0220232679192622312161141018FRFrance
2023-07-03/2023-07-09202327772534599990711715FRFrance
2023-07-10/2023-07-16202328767004043935710614FRFrance
2023-07-17/2023-07-23202329713558829718819201228FRFrance
2023-07-24/2023-07-3020233075821326983739513FRFrance
2023-07-31/2023-08-062023317331813985238528FRFrance
2023-08-07/2023-08-132023327799611201487212222FRFrance
2023-08-14/2023-08-202023337330811845432528FRFrance
2023-08-21/2023-08-272023347116892327204FRFrance
2023-08-28/2023-09-032023357961961826102FRFrance
2023-09-04/2023-09-102023367726101442102FRFrance
2023-09-11/2023-09-17202337711222232021213FRFrance
2023-09-18/2023-09-24202338716632743052315FRFrance
2023-09-25/2023-10-01202339717396292849315FRFrance
2023-10-02/2023-10-082023407284514104280426FRFrance
2023-10-09/2023-10-152023417335617644948537FRFrance
2023-10-16/2023-10-2220234273968121267246210FRFrance
2023-10-23/2023-10-292023437389116756107639FRFrance
2023-10-30/2023-11-052023447368816645712639FRFrance
2023-11-06/2023-11-1220234575007267573398412FRFrance
2023-11-13/2023-11-1920234675223296874788511FRFrance
2023-11-20/2023-11-26202347765374277879710713FRFrance
2023-11-27/2023-12-03202348773514749995311715FRFrance
2023-12-04/2023-12-102023497781753621027212816FRFrance
2023-12-11/2023-12-172023507879962151138313917FRFrance
2023-12-18/2023-12-24202351769124227959710614FRFrance
2023-12-25/2023-12-31202352711636735415918181224FRFrance
2024-01-01/2024-01-07202401713467928517649201426FRFrance
2024-01-08/2024-01-142024027802151321091012816FRFrance
\n", + "

1728 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 \\\n", + "period \n", + "1990-12-03/1990-12-09 199049 7 1143 0 2610 2 \n", + "1990-12-10/1990-12-16 199050 7 11079 6660 15498 20 \n", + "1990-12-17/1990-12-23 199051 7 19080 13807 24353 34 \n", + "1990-12-24/1990-12-30 199052 7 19375 13295 25455 34 \n", + "1990-12-31/1991-01-06 199101 7 15565 10271 20859 27 \n", + "1991-01-07/1991-01-13 199102 7 16277 11046 21508 29 \n", + "1991-01-14/1991-01-20 199103 7 15387 10484 20290 27 \n", + "1991-01-21/1991-01-27 199104 7 7913 4563 11263 14 \n", + "1991-01-28/1991-02-03 199105 7 10442 6544 14340 18 \n", + "1991-02-04/1991-02-10 199106 7 10877 7013 14741 19 \n", + "1991-02-11/1991-02-17 199107 7 12337 8077 16597 22 \n", + "1991-02-18/1991-02-24 199108 7 13289 8813 17765 23 \n", + "1991-02-25/1991-03-03 199109 7 13741 8780 18702 24 \n", + "1991-03-04/1991-03-10 199110 7 16643 11372 21914 29 \n", + "1991-03-11/1991-03-17 199111 7 15574 11184 19964 27 \n", + "1991-03-18/1991-03-24 199112 7 10864 7331 14397 19 \n", + "1991-03-25/1991-03-31 199113 7 9567 6041 13093 17 \n", + "1991-04-01/1991-04-07 199114 7 12265 7684 16846 22 \n", + "1991-04-08/1991-04-14 199115 7 13975 9781 18169 25 \n", + "1991-04-15/1991-04-21 199116 7 14857 10068 19646 26 \n", + "1991-04-22/1991-04-28 199117 7 13462 8877 18047 24 \n", + "1991-04-29/1991-05-05 199118 7 21385 13882 28888 38 \n", + "1991-05-06/1991-05-12 199119 7 16739 11246 22232 29 \n", + "1991-05-13/1991-05-19 199120 7 19053 12742 25364 34 \n", + "1991-05-20/1991-05-26 199121 7 14903 8975 20831 26 \n", + "1991-05-27/1991-06-02 199122 7 15452 9953 20951 27 \n", + "1991-06-03/1991-06-09 199123 7 11947 7671 16223 21 \n", + "1991-06-10/1991-06-16 199124 7 16171 10071 22271 28 \n", + "1991-06-17/1991-06-23 199125 7 16169 10700 21638 28 \n", + "1991-06-24/1991-06-30 199126 7 17608 11304 23912 31 \n", + "... ... ... ... ... ... ... \n", + "2023-06-19/2023-06-25 202325 7 11498 8257 14739 17 \n", + "2023-06-26/2023-07-02 202326 7 9192 6223 12161 14 \n", + "2023-07-03/2023-07-09 202327 7 7253 4599 9907 11 \n", + "2023-07-10/2023-07-16 202328 7 6700 4043 9357 10 \n", + "2023-07-17/2023-07-23 202329 7 13558 8297 18819 20 \n", + "2023-07-24/2023-07-30 202330 7 5821 3269 8373 9 \n", + "2023-07-31/2023-08-06 202331 7 3318 1398 5238 5 \n", + "2023-08-07/2023-08-13 202332 7 7996 1120 14872 12 \n", + "2023-08-14/2023-08-20 202333 7 3308 1184 5432 5 \n", + "2023-08-21/2023-08-27 202334 7 1168 9 2327 2 \n", + "2023-08-28/2023-09-03 202335 7 961 96 1826 1 \n", + "2023-09-04/2023-09-10 202336 7 726 10 1442 1 \n", + "2023-09-11/2023-09-17 202337 7 1122 223 2021 2 \n", + "2023-09-18/2023-09-24 202338 7 1663 274 3052 3 \n", + "2023-09-25/2023-10-01 202339 7 1739 629 2849 3 \n", + "2023-10-02/2023-10-08 202340 7 2845 1410 4280 4 \n", + "2023-10-09/2023-10-15 202341 7 3356 1764 4948 5 \n", + "2023-10-16/2023-10-22 202342 7 3968 1212 6724 6 \n", + "2023-10-23/2023-10-29 202343 7 3891 1675 6107 6 \n", + "2023-10-30/2023-11-05 202344 7 3688 1664 5712 6 \n", + "2023-11-06/2023-11-12 202345 7 5007 2675 7339 8 \n", + "2023-11-13/2023-11-19 202346 7 5223 2968 7478 8 \n", + "2023-11-20/2023-11-26 202347 7 6537 4277 8797 10 \n", + "2023-11-27/2023-12-03 202348 7 7351 4749 9953 11 \n", + "2023-12-04/2023-12-10 202349 7 7817 5362 10272 12 \n", + "2023-12-11/2023-12-17 202350 7 8799 6215 11383 13 \n", + "2023-12-18/2023-12-24 202351 7 6912 4227 9597 10 \n", + "2023-12-25/2023-12-31 202352 7 11636 7354 15918 18 \n", + "2024-01-01/2024-01-07 202401 7 13467 9285 17649 20 \n", + "2024-01-08/2024-01-14 202402 7 8021 5132 10910 12 \n", + "\n", + " inc100_low inc100_up geo_insee geo_name \n", + "period \n", + "1990-12-03/1990-12-09 0 5 FR France \n", + "1990-12-10/1990-12-16 12 28 FR France \n", + "1990-12-17/1990-12-23 25 43 FR France \n", + "1990-12-24/1990-12-30 23 45 FR France \n", + "1990-12-31/1991-01-06 18 36 FR France \n", + "1991-01-07/1991-01-13 20 38 FR France \n", + "1991-01-14/1991-01-20 18 36 FR France \n", + "1991-01-21/1991-01-27 8 20 FR France \n", + "1991-01-28/1991-02-03 11 25 FR France \n", + "1991-02-04/1991-02-10 12 26 FR France \n", + "1991-02-11/1991-02-17 15 29 FR France \n", + "1991-02-18/1991-02-24 15 31 FR France \n", + "1991-02-25/1991-03-03 15 33 FR France \n", + "1991-03-04/1991-03-10 20 38 FR France \n", + "1991-03-11/1991-03-17 19 35 FR France \n", + "1991-03-18/1991-03-24 13 25 FR France \n", + "1991-03-25/1991-03-31 11 23 FR France \n", + "1991-04-01/1991-04-07 14 30 FR France \n", + "1991-04-08/1991-04-14 18 32 FR France \n", + "1991-04-15/1991-04-21 18 34 FR France \n", + "1991-04-22/1991-04-28 16 32 FR France \n", + "1991-04-29/1991-05-05 25 51 FR France \n", + "1991-05-06/1991-05-12 19 39 FR France \n", + "1991-05-13/1991-05-19 23 45 FR France \n", + "1991-05-20/1991-05-26 16 36 FR France \n", + "1991-05-27/1991-06-02 17 37 FR France \n", + "1991-06-03/1991-06-09 13 29 FR France \n", + "1991-06-10/1991-06-16 17 39 FR France \n", + "1991-06-17/1991-06-23 18 38 FR France \n", + "1991-06-24/1991-06-30 20 42 FR France \n", + "... ... ... ... ... \n", + "2023-06-19/2023-06-25 12 22 FR France \n", + "2023-06-26/2023-07-02 10 18 FR France \n", + "2023-07-03/2023-07-09 7 15 FR France \n", + "2023-07-10/2023-07-16 6 14 FR France \n", + "2023-07-17/2023-07-23 12 28 FR France \n", + "2023-07-24/2023-07-30 5 13 FR France \n", + "2023-07-31/2023-08-06 2 8 FR France \n", + "2023-08-07/2023-08-13 2 22 FR France \n", + "2023-08-14/2023-08-20 2 8 FR France \n", + "2023-08-21/2023-08-27 0 4 FR France \n", + "2023-08-28/2023-09-03 0 2 FR France \n", + "2023-09-04/2023-09-10 0 2 FR France \n", + "2023-09-11/2023-09-17 1 3 FR France \n", + "2023-09-18/2023-09-24 1 5 FR France \n", + "2023-09-25/2023-10-01 1 5 FR France \n", + "2023-10-02/2023-10-08 2 6 FR France \n", + "2023-10-09/2023-10-15 3 7 FR France \n", + "2023-10-16/2023-10-22 2 10 FR France \n", + "2023-10-23/2023-10-29 3 9 FR France \n", + "2023-10-30/2023-11-05 3 9 FR France \n", + "2023-11-06/2023-11-12 4 12 FR France \n", + "2023-11-13/2023-11-19 5 11 FR France \n", + "2023-11-20/2023-11-26 7 13 FR France \n", + "2023-11-27/2023-12-03 7 15 FR France \n", + "2023-12-04/2023-12-10 8 16 FR France \n", + "2023-12-11/2023-12-17 9 17 FR France \n", + "2023-12-18/2023-12-24 6 14 FR France \n", + "2023-12-25/2023-12-31 12 24 FR France \n", + "2024-01-01/2024-01-07 14 26 FR France \n", + "2024-01-08/2024-01-14 8 16 FR France \n", + "\n", + "[1728 rows x 10 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted_data = data.set_index('period').sort_index()\n", + "sorted_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions la cohérence des données. Entre la fin d'une période et\n", + "le début de la période qui suit, la différence temporelle doit être\n", + "zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n", + "d'une seconde.\n", + "\n", + "Ceci s'avère tout à fait juste sauf pour deux périodes consécutives\n", + "entre lesquelles il manque une semaine.\n", + "\n", + "Nous reconnaissons ces dates: c'est la semaine sans observations\n", + "que nous avions supprimées !" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Etude de l'incidence annuelle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Etant donné que le pic de l'épidémie se situe en hiver, à cheval\n", + "entre deux années civiles, nous définissons la période de référence\n", + "entre deux minima de l'incidence, du 1er août de l'année $N$ au\n", + "1er août de l'année $N+1$. Le 1er septembre comme début de chaque période annuelle dans le cas de la véricelle.\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte\n", + "pas un nombre entier de semaines. Nous modifions donc un peu nos périodes\n", + "de référence: à la place du 1er août de chaque année, nous utilisons le\n", + "premier jour de la semaine qui contient le 1er août.\n", + "\n", + "Comme l'incidence de syndrome grippal (varicelle) est très faible en été, cette\n", + "modification ne risque pas de fausser nos conclusions.\n", + "\n", + "Encore un petit détail: les données commencent an octobre 1984 (1991), ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en 1985." + ] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -1456,7 +2439,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -1480,16 +2463,16 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -1519,7 +2502,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1560,7 +2543,7 @@ "dtype: int64" ] }, - "execution_count": 20, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1580,16 +2563,16 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 0bbbe37..dbbefd3 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,5 +1,1025 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = \"syndrome-grippal.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
02024033177465164064.0190866.0266246.0286.0FRFrance
12024023130259120192.0140326.0195180.0210.0FRFrance
22024013120769109452.0132086.0181164.0198.0FRFrance
32023523115446103738.0127154.0174156.0192.0FRFrance
42023513148755136546.0160964.0224206.0242.0FRFrance
52023503147971136787.0159155.0223206.0240.0FRFrance
62023493147552136422.0158682.0222205.0239.0FRFrance
72023483124204113479.0134929.0187171.0203.0FRFrance
82023473110910100658.0121162.0167152.0182.0FRFrance
920234638385375096.092610.0126113.0139.0FRFrance
1020234537200363178.080828.010895.0121.0FRFrance
1120234434995242813.057091.07564.086.0FRFrance
1220234334498238170.051794.06858.078.0FRFrance
1320234235684249277.064407.08675.097.0FRFrance
1420234135835751032.065682.08877.099.0FRFrance
1520234036889460069.077719.010491.0117.0FRFrance
1620233937200363452.080554.010895.0121.0FRFrance
1720233836321855227.071209.09583.0107.0FRFrance
1820233734908542079.056091.07463.085.0FRFrance
1920233633824732237.044257.05849.067.0FRFrance
2020233533169526013.037377.04839.057.0FRFrance
2120233432666321057.032269.04032.048.0FRFrance
2220233331914413161.025127.02920.038.0FRFrance
2320233231464110285.018997.02215.029.0FRFrance
2420233131528610705.019867.02316.030.0FRFrance
252023303132058647.017763.02013.027.0FRFrance
262023293111227113.015131.01711.023.0FRFrance
27202328391795703.012655.0149.019.0FRFrance
28202327389995763.012235.0149.019.0FRFrance
29202326390235934.012112.0149.019.0FRFrance
.................................
201719852132609619621.032571.04735.059.0FRFrance
201819852032789620885.034907.05138.064.0FRFrance
201919851934315432821.053487.07859.097.0FRFrance
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202119851733405324366.043740.06244.080.0FRFrance
202219851635036236451.064273.09166.0116.0FRFrance
202319851536388145538.082224.011683.0149.0FRFrance
20241985143134545114400.0154690.0244207.0281.0FRFrance
20251985133197206176080.0218332.0357319.0395.0FRFrance
20261985123245240223304.0267176.0445405.0485.0FRFrance
20271985113276205252399.0300011.0501458.0544.0FRFrance
20281985103353231326279.0380183.0640591.0689.0FRFrance
20291985093369895341109.0398681.0670618.0722.0FRFrance
20301985083389886359529.0420243.0707652.0762.0FRFrance
20311985073471852432599.0511105.0855784.0926.0FRFrance
20321985063565825518011.0613639.01026939.01113.0FRFrance
20331985053637302592795.0681809.011551074.01236.0FRFrance
20341985043424937390794.0459080.0770708.0832.0FRFrance
20351985033213901174689.0253113.0388317.0459.0FRFrance
203619850239758680949.0114223.0177147.0207.0FRFrance
203719850138548965918.0105060.0155120.0190.0FRFrance
203819845238483060602.0109058.0154110.0198.0FRFrance
2039198451310172680242.0123210.0185146.0224.0FRFrance
20401984503123680101401.0145959.0225184.0266.0FRFrance
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2047 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202403 3 177465 164064.0 190866.0 266 246.0 \n", + "1 202402 3 130259 120192.0 140326.0 195 180.0 \n", + "2 202401 3 120769 109452.0 132086.0 181 164.0 \n", + "3 202352 3 115446 103738.0 127154.0 174 156.0 \n", + "4 202351 3 148755 136546.0 160964.0 224 206.0 \n", + "5 202350 3 147971 136787.0 159155.0 223 206.0 \n", + "6 202349 3 147552 136422.0 158682.0 222 205.0 \n", + "7 202348 3 124204 113479.0 134929.0 187 171.0 \n", + "8 202347 3 110910 100658.0 121162.0 167 152.0 \n", + "9 202346 3 83853 75096.0 92610.0 126 113.0 \n", + "10 202345 3 72003 63178.0 80828.0 108 95.0 \n", + "11 202344 3 49952 42813.0 57091.0 75 64.0 \n", + "12 202343 3 44982 38170.0 51794.0 68 58.0 \n", + "13 202342 3 56842 49277.0 64407.0 86 75.0 \n", + "14 202341 3 58357 51032.0 65682.0 88 77.0 \n", + "15 202340 3 68894 60069.0 77719.0 104 91.0 \n", + "16 202339 3 72003 63452.0 80554.0 108 95.0 \n", + "17 202338 3 63218 55227.0 71209.0 95 83.0 \n", + "18 202337 3 49085 42079.0 56091.0 74 63.0 \n", + "19 202336 3 38247 32237.0 44257.0 58 49.0 \n", + "20 202335 3 31695 26013.0 37377.0 48 39.0 \n", + "21 202334 3 26663 21057.0 32269.0 40 32.0 \n", + "22 202333 3 19144 13161.0 25127.0 29 20.0 \n", + "23 202332 3 14641 10285.0 18997.0 22 15.0 \n", + "24 202331 3 15286 10705.0 19867.0 23 16.0 \n", + "25 202330 3 13205 8647.0 17763.0 20 13.0 \n", + "26 202329 3 11122 7113.0 15131.0 17 11.0 \n", + "27 202328 3 9179 5703.0 12655.0 14 9.0 \n", + "28 202327 3 8999 5763.0 12235.0 14 9.0 \n", + "29 202326 3 9023 5934.0 12112.0 14 9.0 \n", + "... ... ... ... ... ... ... ... \n", + "2017 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "2018 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "2019 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "2020 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "2021 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "2022 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "2023 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "2024 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "2025 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "2026 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "2027 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "2028 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "2029 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "2030 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "2031 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "2032 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "2033 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "2034 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "2035 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "2036 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "2037 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "2038 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "2039 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "2040 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "2041 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "2042 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "2043 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "2044 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "2045 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "2046 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 286.0 FR France \n", + "1 210.0 FR France \n", + "2 198.0 FR France \n", + "3 192.0 FR France \n", + "4 242.0 FR France \n", + "5 240.0 FR France \n", + "6 239.0 FR France \n", + "7 203.0 FR France \n", + "8 182.0 FR France \n", + "9 139.0 FR France \n", + "10 121.0 FR France \n", + "11 86.0 FR France \n", + "12 78.0 FR France \n", + "13 97.0 FR France \n", + "14 99.0 FR France \n", + "15 117.0 FR France \n", + "16 121.0 FR France \n", + "17 107.0 FR France \n", + "18 85.0 FR France \n", + "19 67.0 FR France \n", + "20 57.0 FR France \n", + "21 48.0 FR France \n", + "22 38.0 FR France \n", + "23 29.0 FR France \n", + "24 30.0 FR France \n", + "25 27.0 FR France \n", + "26 23.0 FR France \n", + "27 19.0 FR France \n", + "28 19.0 FR France \n", + "29 19.0 FR France \n", + "... ... ... ... \n", + "2017 59.0 FR France \n", + "2018 64.0 FR France \n", + "2019 97.0 FR France \n", + "2020 93.0 FR France \n", + "2021 80.0 FR France \n", + "2022 116.0 FR France \n", + "2023 149.0 FR France \n", + "2024 281.0 FR France \n", + "2025 395.0 FR France \n", + "2026 485.0 FR France \n", + "2027 544.0 FR France \n", + "2028 689.0 FR France \n", + "2029 722.0 FR France \n", + "2030 762.0 FR France \n", + "2031 926.0 FR France \n", + "2032 1113.0 FR France \n", + "2033 1236.0 FR France \n", + "2034 832.0 FR France \n", + "2035 459.0 FR France \n", + "2036 207.0 FR France \n", + "2037 190.0 FR France \n", + "2038 198.0 FR France \n", + "2039 224.0 FR France \n", + "2040 266.0 FR France \n", + "2041 219.0 FR France \n", + "2042 176.0 FR France \n", + "2043 163.0 FR France \n", + "2044 195.0 FR France \n", + "2045 308.0 FR France \n", + "2046 213.0 FR France \n", + "\n", + "[2047 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_file, skiprows=1)\n", + "raw_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +1036,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo3/syndrome-grippal.csv b/module3/exo3/syndrome-grippal.csv new file mode 100644 index 0000000..a53266f --- /dev/null +++ b/module3/exo3/syndrome-grippal.csv @@ -0,0 +1,2049 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, https://www.sentiweb.fr", @meta={"period":[198444,202403],"geo":["PAY",1],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false,"age_group":false}, @date=2024-01-24T15:43:01+01:00, bundle=1706107381 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202403,3,177465,164064,190866,266,246,286,FR,France +202402,3,130259,120192,140326,195,180,210,FR,France +202401,3,120769,109452,132086,181,164,198,FR,France +202352,3,115446,103738,127154,174,156,192,FR,France +202351,3,148755,136546,160964,224,206,242,FR,France +202350,3,147971,136787,159155,223,206,240,FR,France +202349,3,147552,136422,158682,222,205,239,FR,France +202348,3,124204,113479,134929,187,171,203,FR,France +202347,3,110910,100658,121162,167,152,182,FR,France +202346,3,83853,75096,92610,126,113,139,FR,France +202345,3,72003,63178,80828,108,95,121,FR,France +202344,3,49952,42813,57091,75,64,86,FR,France +202343,3,44982,38170,51794,68,58,78,FR,France +202342,3,56842,49277,64407,86,75,97,FR,France 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