From 6ea06b3f4915932d251e2712503e12f302e600aa Mon Sep 17 00:00:00 2001 From: 7b6ab3e907fcca64ce4257f26cd31e57 <7b6ab3e907fcca64ce4257f26cd31e57@app-learninglab.inria.fr> Date: Thu, 6 Jan 2022 18:28:01 +0000 Subject: [PATCH] =?UTF-8?q?J'ai=20ajout=C3=A9=20un=20commentaire=20pour=20?= =?UTF-8?q?expliquer=20ce=20que=20j'ai=20fait=20et=20pourquoi?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- module3/exo1/analyse-syndrome-grippal.ipynb | 2223 ++++++++++++++++++- module3/exo1/syndrome-grippal.csv | 1942 ++++++++++++++++ 2 files changed, 4122 insertions(+), 43 deletions(-) create mode 100644 module3/exo1/syndrome-grippal.csv diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 50cb612..2708eb5 100644 --- a/module3/exo1/analyse-syndrome-grippal.ipynb +++ b/module3/exo1/analyse-syndrome-grippal.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,18 +28,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour nous protéger contre une éventuelle disparition ou modification du serveur du Réseau Sentinelles, nous faisons une copie locale de ce jeux de données que nous préservons avec notre analyse. Il est inutile et même risquée de télécharger les données à chaque exécution, car dans le cas d'une panne nous pourrions remplacer nos données par un fichier défectueux. Pour cette raison, nous téléchargeons les données seulement si la copie locale n'existe pas." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -75,9 +80,976 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020215236971259393.080031.010690.0122.0FRFrance
120215134254035993.049087.06454.074.0FRFrance
220215033811732497.043737.05849.067.0FRFrance
320214934016834716.045620.06153.069.0FRFrance
420214834184236364.047320.06355.071.0FRFrance
520214733659831338.041858.05547.063.0FRFrance
620214633005925302.034816.04639.053.0FRFrance
720214532036416564.024164.03125.037.0FRFrance
820214431899915042.022956.02923.035.0FRFrance
920214332704021935.032145.04133.049.0FRFrance
1020214232834323382.033304.04335.051.0FRFrance
1120214132504320586.029500.03831.045.0FRFrance
1220214032628621842.030730.04033.047.0FRFrance
1320213932215518014.026296.03428.040.0FRFrance
1420213831561412310.018918.02419.029.0FRFrance
1520213731367310404.016942.02116.026.0FRFrance
162021363102897505.013073.01612.020.0FRFrance
172021353126099282.015936.01914.024.0FRFrance
182021343130159485.016545.02015.025.0FRFrance
192021333103927042.013742.01611.021.0FRFrance
2020213231558611009.020163.02417.031.0FRFrance
2120213131885513664.024046.02921.037.0FRFrance
222021303139919695.018287.02114.028.0FRFrance
232021293136269618.017634.02115.027.0FRFrance
24202128386365430.011842.0138.018.0FRFrance
252021273106936838.014548.01610.022.0FRFrance
26202126370864109.010063.0116.016.0FRFrance
27202125379425540.010344.0128.016.0FRFrance
28202124348553011.06699.074.010.0FRFrance
29202123367104455.08965.0107.013.0FRFrance
.................................
191019852132609619621.032571.04735.059.0FRFrance
191119852032789620885.034907.05138.064.0FRFrance
191219851934315432821.053487.07859.097.0FRFrance
191319851834055529935.051175.07455.093.0FRFrance
191419851733405324366.043740.06244.080.0FRFrance
191519851635036236451.064273.09166.0116.0FRFrance
191619851536388145538.082224.011683.0149.0FRFrance
19171985143134545114400.0154690.0244207.0281.0FRFrance
19181985133197206176080.0218332.0357319.0395.0FRFrance
19191985123245240223304.0267176.0445405.0485.0FRFrance
19201985113276205252399.0300011.0501458.0544.0FRFrance
19211985103353231326279.0380183.0640591.0689.0FRFrance
19221985093369895341109.0398681.0670618.0722.0FRFrance
19231985083389886359529.0420243.0707652.0762.0FRFrance
19241985073471852432599.0511105.0855784.0926.0FRFrance
19251985063565825518011.0613639.01026939.01113.0FRFrance
19261985053637302592795.0681809.011551074.01236.0FRFrance
19271985043424937390794.0459080.0770708.0832.0FRFrance
19281985033213901174689.0253113.0388317.0459.0FRFrance
192919850239758680949.0114223.0177147.0207.0FRFrance
193019850138548965918.0105060.0155120.0190.0FRFrance
193119845238483060602.0109058.0154110.0198.0FRFrance
1932198451310172680242.0123210.0185146.0224.0FRFrance
19331984503123680101401.0145959.0225184.0266.0FRFrance
1934198449310107381684.0120462.0184149.0219.0FRFrance
193519844837862060634.096606.0143110.0176.0FRFrance
193619844737202954274.089784.013199.0163.0FRFrance
193719844638733067686.0106974.0159123.0195.0FRFrance
19381984453135223101414.0169032.0246184.0308.0FRFrance
193919844436842220056.0116788.012537.0213.0FRFrance
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1940 rows × 10 columns

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154690.0 244 207.0 \n", + "1918 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1919 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1920 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1921 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1922 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1923 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1924 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1925 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1926 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1927 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1928 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1929 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1930 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1931 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1932 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1933 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1934 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1935 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1936 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1937 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1938 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1939 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 122.0 FR France \n", + "1 74.0 FR France \n", + "2 67.0 FR France \n", + "3 69.0 FR France \n", + "4 71.0 FR France \n", + "5 63.0 FR France \n", + "6 53.0 FR France \n", + "7 37.0 FR France \n", + "8 35.0 FR France \n", + "9 49.0 FR France \n", + "10 51.0 FR France \n", + "11 45.0 FR France \n", + "12 47.0 FR France \n", + "13 40.0 FR France \n", + "14 29.0 FR France \n", + "15 26.0 FR France \n", + "16 20.0 FR France \n", + "17 24.0 FR France \n", + "18 25.0 FR France \n", + "19 21.0 FR France \n", + "20 31.0 FR France \n", + "21 37.0 FR France \n", + "22 28.0 FR France \n", + "23 27.0 FR France \n", + "24 18.0 FR France \n", + "25 22.0 FR France \n", + "26 16.0 FR France \n", + "27 16.0 FR France \n", + "28 10.0 FR France \n", + "29 13.0 FR France \n", + "... ... ... ... \n", + "1910 59.0 FR France \n", + "1911 64.0 FR France \n", + "1912 97.0 FR France \n", + "1913 93.0 FR France \n", + "1914 80.0 FR France \n", + "1915 116.0 FR France \n", + "1916 149.0 FR France \n", + "1917 281.0 FR France \n", + "1918 395.0 FR France \n", + "1919 485.0 FR France \n", + "1920 544.0 FR France \n", + "1921 689.0 FR France \n", + "1922 722.0 FR France \n", + "1923 762.0 FR France \n", + "1924 926.0 FR France \n", + "1925 1113.0 FR France \n", + "1926 1236.0 FR France \n", + "1927 832.0 FR France \n", + "1928 459.0 FR France \n", + "1929 207.0 FR France \n", + "1930 190.0 FR France \n", + "1931 198.0 FR France \n", + "1932 224.0 FR France \n", + "1933 266.0 FR France \n", + "1934 219.0 FR France \n", + "1935 176.0 FR France \n", + "1936 163.0 FR France \n", + "1937 195.0 FR France \n", + "1938 308.0 FR France \n", + "1939 213.0 FR France \n", + "\n", + "[1940 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_data = pd.read_csv(data_url, skiprows=1)\n", "raw_data" @@ -92,9 +1064,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020215236971259393.080031.010690.0122.0FRFrance
120215134254035993.049087.06454.074.0FRFrance
220215033811732497.043737.05849.067.0FRFrance
320214934016834716.045620.06153.069.0FRFrance
420214834184236364.047320.06355.071.0FRFrance
520214733659831338.041858.05547.063.0FRFrance
620214633005925302.034816.04639.053.0FRFrance
720214532036416564.024164.03125.037.0FRFrance
820214431899915042.022956.02923.035.0FRFrance
920214332704021935.032145.04133.049.0FRFrance
1020214232834323382.033304.04335.051.0FRFrance
1120214132504320586.029500.03831.045.0FRFrance
1220214032628621842.030730.04033.047.0FRFrance
1320213932215518014.026296.03428.040.0FRFrance
1420213831561412310.018918.02419.029.0FRFrance
1520213731367310404.016942.02116.026.0FRFrance
162021363102897505.013073.01612.020.0FRFrance
172021353126099282.015936.01914.024.0FRFrance
182021343130159485.016545.02015.025.0FRFrance
192021333103927042.013742.01611.021.0FRFrance
2020213231558611009.020163.02417.031.0FRFrance
2120213131885513664.024046.02921.037.0FRFrance
222021303139919695.018287.02114.028.0FRFrance
232021293136269618.017634.02115.027.0FRFrance
24202128386365430.011842.0138.018.0FRFrance
252021273106936838.014548.01610.022.0FRFrance
26202126370864109.010063.0116.016.0FRFrance
27202125379425540.010344.0128.016.0FRFrance
28202124348553011.06699.074.010.0FRFrance
29202123367104455.08965.0107.013.0FRFrance
.................................
191019852132609619621.032571.04735.059.0FRFrance
191119852032789620885.034907.05138.064.0FRFrance
191219851934315432821.053487.07859.097.0FRFrance
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191419851733405324366.043740.06244.080.0FRFrance
191519851635036236451.064273.09166.0116.0FRFrance
191619851536388145538.082224.011683.0149.0FRFrance
19171985143134545114400.0154690.0244207.0281.0FRFrance
19181985133197206176080.0218332.0357319.0395.0FRFrance
19191985123245240223304.0267176.0445405.0485.0FRFrance
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19221985093369895341109.0398681.0670618.0722.0FRFrance
19231985083389886359529.0420243.0707652.0762.0FRFrance
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19251985063565825518011.0613639.01026939.01113.0FRFrance
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1932198451310172680242.0123210.0185146.0224.0FRFrance
19331984503123680101401.0145959.0225184.0266.0FRFrance
1934198449310107381684.0120462.0184149.0219.0FRFrance
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193619844737202954274.089784.013199.0163.0FRFrance
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1939 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202152 3 69712 59393.0 80031.0 106 90.0 \n", + "1 202151 3 42540 35993.0 49087.0 64 54.0 \n", + "2 202150 3 38117 32497.0 43737.0 58 49.0 \n", + "3 202149 3 40168 34716.0 45620.0 61 53.0 \n", + "4 202148 3 41842 36364.0 47320.0 63 55.0 \n", + "5 202147 3 36598 31338.0 41858.0 55 47.0 \n", + "6 202146 3 30059 25302.0 34816.0 46 39.0 \n", + "7 202145 3 20364 16564.0 24164.0 31 25.0 \n", + "8 202144 3 18999 15042.0 22956.0 29 23.0 \n", + "9 202143 3 27040 21935.0 32145.0 41 33.0 \n", + "10 202142 3 28343 23382.0 33304.0 43 35.0 \n", + "11 202141 3 25043 20586.0 29500.0 38 31.0 \n", + "12 202140 3 26286 21842.0 30730.0 40 33.0 \n", + "13 202139 3 22155 18014.0 26296.0 34 28.0 \n", + "14 202138 3 15614 12310.0 18918.0 24 19.0 \n", + "15 202137 3 13673 10404.0 16942.0 21 16.0 \n", + "16 202136 3 10289 7505.0 13073.0 16 12.0 \n", + "17 202135 3 12609 9282.0 15936.0 19 14.0 \n", + "18 202134 3 13015 9485.0 16545.0 20 15.0 \n", + "19 202133 3 10392 7042.0 13742.0 16 11.0 \n", + "20 202132 3 15586 11009.0 20163.0 24 17.0 \n", + "21 202131 3 18855 13664.0 24046.0 29 21.0 \n", + "22 202130 3 13991 9695.0 18287.0 21 14.0 \n", + "23 202129 3 13626 9618.0 17634.0 21 15.0 \n", + "24 202128 3 8636 5430.0 11842.0 13 8.0 \n", + "25 202127 3 10693 6838.0 14548.0 16 10.0 \n", + "26 202126 3 7086 4109.0 10063.0 11 6.0 \n", + "27 202125 3 7942 5540.0 10344.0 12 8.0 \n", + "28 202124 3 4855 3011.0 6699.0 7 4.0 \n", + "29 202123 3 6710 4455.0 8965.0 10 7.0 \n", + "... ... ... ... ... ... ... ... \n", + "1910 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1911 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1912 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1913 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1914 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1915 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1916 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1917 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1918 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1919 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1920 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1921 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1922 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1923 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1924 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1925 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1926 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1927 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1928 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1929 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1930 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1931 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1932 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1933 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1934 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1935 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1936 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1937 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1938 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1939 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 122.0 FR France \n", + "1 74.0 FR France \n", + "2 67.0 FR France \n", + "3 69.0 FR France \n", + "4 71.0 FR France \n", + "5 63.0 FR France \n", + "6 53.0 FR France \n", + "7 37.0 FR France \n", + "8 35.0 FR France \n", + "9 49.0 FR France \n", + "10 51.0 FR France \n", + "11 45.0 FR France \n", + "12 47.0 FR France \n", + "13 40.0 FR France \n", + "14 29.0 FR France \n", + "15 26.0 FR France \n", + "16 20.0 FR France \n", + "17 24.0 FR France \n", + "18 25.0 FR France \n", + "19 21.0 FR France \n", + "20 31.0 FR France \n", + "21 37.0 FR France \n", + "22 28.0 FR France \n", + "23 27.0 FR France \n", + "24 18.0 FR France \n", + "25 22.0 FR France \n", + "26 16.0 FR France \n", + "27 16.0 FR France \n", + "28 10.0 FR France \n", + "29 13.0 FR France \n", + "... ... ... ... \n", + "1910 59.0 FR France \n", + "1911 64.0 FR France \n", + "1912 97.0 FR France \n", + "1913 93.0 FR France \n", + "1914 80.0 FR France \n", + "1915 116.0 FR France \n", + "1916 149.0 FR France \n", + "1917 281.0 FR France \n", + "1918 395.0 FR France \n", + "1919 485.0 FR France \n", + "1920 544.0 FR France \n", + "1921 689.0 FR France \n", + "1922 722.0 FR France \n", + "1923 762.0 FR France \n", + "1924 926.0 FR France \n", + "1925 1113.0 FR France \n", + "1926 1236.0 FR France \n", + "1927 832.0 FR France \n", + "1928 459.0 FR France \n", + "1929 207.0 FR France \n", + "1930 190.0 FR France \n", + "1931 198.0 FR France \n", + "1932 224.0 FR France \n", + "1933 266.0 FR France \n", + "1934 219.0 FR France \n", + "1935 176.0 FR France \n", + "1936 163.0 FR France \n", + "1937 195.0 FR France \n", + "1938 308.0 FR France \n", + "1939 213.0 FR France \n", + "\n", + "[1939 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -136,7 +2139,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -166,10 +2169,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -193,9 +2194,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" + ] + } + ], "source": [ "periods = sorted_data.index\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", @@ -213,9 +2222,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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CrXnKmFSUMGio6mvE7lt4Os45twG3xSivAk6LUd4GXNNNXcuAZYmu0wycWB3hkZ9tKRFjUovNCDcJ+QIhstI9ncrSveHPEbZooTGpxYKGSaitPdhpAyaw0VPGpCoLGiYhXyBEZnqXPo00a54yJhVZ0DAJ+QJBsrydm6cyXPOUzQo3JrVY0DAJtbUfn2lEmqcClmkYk1IsaJiEfO1BMrtkGuk2esqYlGRBwyQUq0/jWEe4NU8Zk0osaJi4VDUcNI7LNGxGuDGpyIKGiSuy1asNuTXGgAUNk0DCoGELFhqTUixomLh8gfCyYV1nhEeWEbHmKWNSiwUNE5evPXam4Y30aVjzlDEpxYKGiSuSaWR2XXvK+jSMSUkWNExcbS7TyPLGXuXWhtwak1osaJi4OjrCu1nl1jINY1KLBQ0Tl6/dNU/ZkNt+UdPQQnhTSmNGpmS2ex0vIi+KyCYR2Sgi33TlRSKySkS2uu+FUefcLCLVIrJFRBZGlc8WkQ3uuXvdtq+4rWEfd+VrRGRS1DmL3e/YKiKLMYMqkml0HT3lTQtnGn5rnkpaTUMLn/jxS/zlvf1DfSnG9FoymUYA+JaqzgDOBm4UkZnATcBqVZ0KrHY/455bBJwKXAr8QkQi7zj3AUsJ7xs+1T0PsARoUNUpwD3AHa6uIuAWYB4wF7glOjiZgdfREd4l0xAR0j1imUYPvL/3CMGQsnl/01BfijG9ljBoqOo+Vf2be9wEbAIqgCuA5e6w5cCV7vEVwGOq6lPV7UA1MFdEyoFRqvqGhvPzh7ucE6nrCWC+y0IWAqtUtV5VG4BVHAs0ZhB0N7kPwk1Utspt8qrrjgKwu75liK/EmN7rUZ+GazY6E1gDlKnqPggHFqDUHVYB7I46rcaVVbjHXcs7naOqAaARKI5Tlxkkbe2xh9xCOGjY6KnkVR8IB41dFjTMCJZ00BCRPOBJ4J9U9Ui8Q2OUaZzy3p4TfW1LRaRKRKrq6uriXJrpqY4+jZiZhtjS6D2wtdaChhn5kgoaIpJOOGD8WlV/54oPuCYn3PdaV14DjI86vRLY68orY5R3OkdEvEABUB+nrk5U9X5VnaOqc0pKSpJ5SSZJHTPCu8s0bBmRpIRCSnXtUTxpQm2TryODM2akSWb0lAAPAptU9e6op1YCkdFMi4GnosoXuRFRkwl3eK91TVhNInK2q/P6LudE6roaeMH1ezwLLBCRQtcBvsCVmUHS1s2QW3B9GrZgYVL2NrbS2h5k9sTwOI6aBss2zMjkTeKYc4HPAxtE5B1X9q/A7cAKEVkC7AKuAVDVjSKyAnif8MirG1U18rHqBuAhIBt4xn1BOCg9IiLVhDOMRa6uehG5FXjLHfcDVa3v5Ws1veALhPCkSce8jGjWPJW8SNPU/OmlrN1ez676FqaU5g/xVRnTcwmDhqq+Ruy+BYD53ZxzG3BbjPIq4LQY5W24oBPjuWXAskTXaQaGLxCMmWWANU/1RKQT/KLppfzwmc3sOmSZhhmZbEa4iSu8a1+coGGZRlKqa49SnJvBlNI8stM97G5oHepLMqZXLGiYuNrag8dt9RoRntxnfRrJONTso2xUFiLChKIcG0FlRiwLGiYuXyBEVrplGn3V7AuSmxkOvuOLcmyCnxmxLGiYuHztoW4zjQyvBY1ktfgD5GSEuxDHjc5iX2PbEF+RMb1jQcPE5QsEyewm0/CmWfNUslr8xzKN0TkZHGlrJ2jDlc0IZEHDxNXWHiKr2z4NyzSS1eIPdmQaRTnpqEJja/sQX5UxPWdBw8QVL9NIt+appDX7A+RmhINvYW4GAPXN/qG8JGN6xYKGiSvekNsMW7AwaS2+IDmZ4UyjMCccNA63WNAwI48FDRNXW3sw5rpT4GaE2+S+hPyBEP5g6FimkWOZhhm5LGiYuOJlGpleT8cmTaZ7rf7wPcp2fRqFuekAHG6xPg0z8ljQMHGFg0bsTCMrPY22dss0Emn2BwCOzzSsecqMQBY0TFy+9u7XnspK99DaHiS8ILHpTosLGpE+jZwMDxneNBqsecqMQBY0TFxtgRBZ3fRpRMp91q8RV4trnopkGiJCYU46DZZpmBHIgobplqrij9On0RE0rIkqrmZfOGhE5mlAuImqvtn6NMzIY0HDdCuSQXQ3TyOyJlWbdYbHFWmeiswIByjKzbAht2ZEsqBhuhXJILqbEZ7tMo3I6CATW7O/m0zDgoYZgZLZ7nWZiNSKyHtRZd8TkT0i8o77ujzquZtFpFpEtojIwqjy2SKywT13r9vyFbct7OOufI2ITIo6Z7GIbHVfke1gzSCJDKftPtMIBw3LNOJr8R2faRTmptuQWzMiJZNpPARcGqP8HlWd5b6eBhCRmYS3aj3VnfMLEYn8T7kPWEp4z/CpUXUuARpUdQpwD3CHq6sIuAWYB8wFbnH7hJtB0tE8FWfILWDDbhPoyDTSO2cah1v8hGzRQjPCJAwaqvoK4X27k3EF8Jiq+lR1O1ANzBWRcmCUqr6h4fGZDwNXRp2z3D1+ApjvspCFwCpVrVfVBmAVsYOXGSCRTKO7/TQizVZt7ZZpxBPJNLIzojKNnAxCCkfaLNswI0tf+jS+LiLrXfNVJAOoAHZHHVPjyirc467lnc5R1QDQCBTHqcsMkkgG0W2m4d4EWy1oxNXSHiTDk0ZG1Ci0yKxwW0rEjDS9DRr3AScDs4B9wF2uXGIcq3HKe3tOJyKyVESqRKSqrq4u3nWbHujo0+huyK03MuTWgkY8Lb4AOZmdA29kVrjN1TAjTa+ChqoeUNWgqoaAXxHuc4BwNjA+6tBKYK8rr4xR3ukcEfECBYSbw7qrK9b13K+qc1R1TklJSW9ekonhWKaRYMit9WnE1ewPkhs1cgqigobN1TAjTK+ChuujiPgMEBlZtRJY5EZETSbc4b1WVfcBTSJytuuvuB54KuqcyMioq4EXXL/Hs8ACESl0zV8LXJkZJC0xhopG6xg9ZZlGXOGtXjtnGkW5tv6UGZlivxtEEZHfABcAY0SkhvCIpgtEZBbh5qIdwFcAVHWjiKwA3gcCwI2qGnlHuYHwSKxs4Bn3BfAg8IiIVBPOMBa5uupF5FbgLXfcD1Q12Q550w8ik9KyM+LP07CgEV9z1F4aEZGgceioBQ0zsiQMGqp6XYziB+McfxtwW4zyKuC0GOVtwDXd1LUMWJboGs3AiASDrp+SIyKZRqs1T8XV4g+Q02X9rtxML9npHg4e9Q3RVRnTOzYj3HTrWPNU7KAR6euwTCO+Zl+w08S+iJL8TAsaZsSxoGG61dKxeVDsoJGWJmR402xGeAKt7cGY/UJj8jKoa7KgYUYWCxqmW63+IJ40IcPT/Z9JdrrHVrlNoNkXsEzDnDAsaJhutfiDZKd7cMuExZSVnmYLFibQ4o+daZTkZ1qmYUYcCxqmW63tgW6bpiKy0j3WPBWHqtLsD3RswBRtTF4mDS3ttActUzMjhwUN063wJ+QEQcPrsY7wONraQ6hy3JBbCGcaYMNuzchiQcN0K9I8FU9WhsdmhMfRHNmAqZtMA7AmKjOiWNAw3WpNKtNIswUL42jxRUagdZ9pWGe4GUksaJhuhZe/iD//MyvdYwsWxtHSHs40YgXfEss0zAhkQcN0q8UfTKIjPM2ap+I40hoOGqOy0o97LpJp1FmmYUYQCxqmW+FJafGDRraNnorrsFuQcHTO8UEjK91DfqbXMg0zoljQMN1Kqk8j3WPzNOI43Bpe+rwg+/igATAmP9MyDTOiWNAw3Wr1B8lOT9ynYUNuu3fEBY1YmQaE+zUOukwjFFKabPtXM8xZ0DAxqSot7UGyM+L/iWSmp9EWsD6N7hxuaceTJuTFmKcBbla4yzTue/lDPnb7C9QeaRvMSzSmRyxomJj8wRDBkCYcPZWd7sEfCBEKxdyJN+UdbvVTkJ3e7VIsJfmZ7G9s46gvwKNv7qSpLcBPVm8d5Ks0JnkWNExMkX6KhJP7IhsxWWd4TIdb2hndTX8GwCdPL6fFH+Qrj1Sxr7GNaWV5PP7Wbn758of8z5pdg3ilxiQnYdAQkWUiUisi70WVFYnIKhHZ6r4XRj13s4hUi8gWEVkYVT5bRDa45+51277itoZ93JWvEZFJUecsdr9jq4hEtoQ1gyDRXhoRWV7bJzyextZ2CrrpzwD46KQiLplZxuvVhyjOzeDhL84jJ93D7c9s5l9/v8FGVplhJ5lM4yHg0i5lNwGrVXUqsNr9jIjMJLxd66nunF+ISORd5z5gKeF9w6dG1bkEaFDVKcA9wB2uriLCW8vOA+YCt0QHJzOwEu2lEWH7hMfX2Nre7cipiO9eOh1vmnD1nErGFmSx+luf4NYrw5tc2mxxM9wkDBqq+grhvbujXQEsd4+XA1dGlT+mqj5V3Q5UA3NFpBwYpapvqKoCD3c5J1LXE8B8l4UsBFapar2qNgCrOD54mQHS2pFpJOjTyLCgEU+i5imAKaV5PPfPH+efL54GQOmoLKaV5gFQ32yLGZrhJeEe4d0oU9V9AKq6T0RKXXkF8GbUcTWurN097loeOWe3qysgIo1AcXR5jHPMAGvxd7/8RbRMb2SfcAsasRxu8TM6JyPhcSeV5HX6uTjP1qUyw1N/d4THGiKiccp7e07nXyqyVESqRKSqrq4uqQs18bW0J9s8ZX0a3QmGlCZfIGHzVCzFueFAY8umm+Gmt0HjgGtywn2vdeU1wPio4yqBva68MkZ5p3NExAsUEG4O666u46jq/ao6R1XnlJSU9PIlmWityXaEuz4NW7TweE1t7ah2Pxs8noLsdDxpYs1TZtjpbdBYCURGMy0GnooqX+RGRE0m3OG91jVlNYnI2a6/4vou50Tquhp4wfV7PAssEJFC1wG+wJUNiGZfgCfW1VBd2zRQv2JE6Rg9lWBGeLYNue3W4Zb4s8HjSUsTinIzONRszVNmeElmyO1vgDeAU0SkRkSWALcDl4jIVuAS9zOquhFYAbwP/AW4UVUj7yY3AA8Q7hz/EHjGlT8IFItINfB/cCOxVLUeuBV4y339wJUNCH8gxLd/+y6vfHBwoH7FiBLpo8hKMCM8kmm0+q15qqvDCZYQSaQ4N4OD1jxlhpmEHeGqel03T83v5vjbgNtilFcBp8UobwOu6aauZcCyRNfYH0bnpJPpTWO/LeEAQGtHR3iitacifRqWaXTV2LFYYeKO8FiK8zKsecoMOzYj3BERxhZksb/RggZEzdOwGeG9FlkWvTd9GgBFuZkcstFTZpixoBFl7CgLGhGt/iCZ3jQ8abHXTIrIzwpnIk1tgcG4rBGlsR+apw5ZpmGGGQsaUcYWZFnzlNOSxF4aEG6+ykpPs2aUGCId4b3NNMbkZdDUFsBnWZwZRixoRIkEjfDgrdQWDhrJzf0syrG291gaW9vJy/SS7undf7Oi3PAEP7u3ZjixoBFl7Kgs/IEQDS22EU5reyDhxL6IwtwMGuyN7TiHWxKvOxVPcZ5N8DPDjwWNKOUFWQDsa2wd4isZesk2TwEU5WZQ32JvbF01ur00emtMJGhYQDbDiAWNKGWjwkHjgPVr0OIPJhw5FVGYY5lGLAeO+CjJz+z1+ZHmKRtBZYYTCxpRxnZkGhY0mtoC3W5R2lWRjfKJqaahhcrC7F6fH2mesj4NM5xY0IhSkpdJmsABCxrsPdxK+eispI4tyg2P8mkP2qzwiGZfgIaWdir6EDTyM71keNJsVrgZVixoRPF60sJ7Nqd489RRX4DG1nYqRuckdXyhW5G1wfo1Ouw5HO4Xqxjd+6AhIhTnZdjy6CYpz23czzMb9g3477Gg0cXYguyUb57a0+De8JL8lFzk9otoaLZRZxGRe1hZmFzg7U5pfia1tuWrScKy17fz4GvbB/z3WNDoYuyozJTvCN/bw0/JhbnhEULW9n5MzeFI0Oh9pgFQkp9FbYr/PZrk7G9so7wPmW2yLGh0UV6QzZ6GVkKh1J3g19M3vGKbhHacmoYWMjxplOT1fvQUQNkoyzRMYqrKvsa2jmkDA8mCRhcfqSig2R9ka+3Rob6UIbOnoZV0jyT9hteRaVifRoc9Da2MG51FWoK1uxIpzc+ivtmPP2CDDEz36pv9+AIhCxpDYc6kQgCqdg7Y1h3D3p7DrZQXZCf9hlfY0adiJ2UZAAAdBklEQVRhQSOipqG1z/0ZAKWjwoG7zjrDTRyRftjyAmueGnQTinIYk5dJ1Y6Gob6UIbOnoaVHo37SPWnkZ3mteSrKnsOtfRo5FVHmgob1a5h4jgUNyzQGnYjw0UmFKZ9p9HR+QXFuhg25ddrag9Q1+fo0RyOiND+ySoFlGqZ7kaWPkp1b1Rd9ChoiskNENojIOyJS5cqKRGSViGx13wujjr9ZRKpFZIuILIwqn+3qqRaRe90+4ri9xh935WtEZFJfrjdZsycWsru+NSVHUfkDIWqbfD3+lFyYayvdRuztp5FTENU81ZR6f4smeXsPt5HuEcbk9m3gRTL6I9O4UFVnqeoc9/NNwGpVnQqsdj8jIjOBRcCpwKXAL0QksrjRfcBSYKr7utSVLwEaVHUKcA9wRz9cb0IfnVQEkJJNVPsb21Dt+aQ0Wx79mJ2HWoC+z9GA8Mi0NLFMw8S3v7GVslF9H3iRjIFonroCWO4eLweujCp/TFV9qrodqAbmikg5MEpV39DwRhYPdzknUtcTwPxIFjKQZo4bRYYnjfV7Dg/0rxp2ag6H3/B62rRiy6Mfs3l/EwCnlOX3uS5PmlCSn0mtZRomjr2NbYwbhE5w6HvQUOA5EVknIktdWZmq7gNw30tdeQWwO+rcGldW4R53Le90jqoGgEaguOtFiMhSEakSkaq6uro+vqRwx+6kMTlsq2vuc10jzft7jwBwcklej84ryc+k7qiPgK0/xaZ9R6gYnU1BL7d57ao0P8syDRPXvsbk14rrq74GjXNV9SzgMuBGEfl4nGNjZQgapzzeOZ0LVO9X1TmqOqekpCTRNSfl5JI8PqxLvbkaa7bXM7E4p2PF32SdXJJHe1DZWd8yQFc2cmzef4TpY/ueZUTYUiImnlBIOdDoG5ThttDHoKGqe933WuD3wFzggGtywn2vdYfXAOOjTq8E9rryyhjlnc4RES9QAAzKsKaTS/LYeaglpSZVhULKWzvqmTe5qMfnTisLZyZbD6ReoI3W1h7kw7pmZpSP6rc6S0eNnKVEGpr93L3qA77w32tZ/tcdKb2ywmA51OzHHxyciX3Qh6AhIrkikh95DCwA3gNWAovdYYuBp9zjlcAiNyJqMuEO77WuCatJRM52/RXXdzknUtfVwAs6SBt4n1yaSzCk7KpPnSaqLQeaONzSzrzJx7UAJhRpztp6oKm/L2tEqa49SjCkTC/v30zjULN/RCw9/70/buRnL2yluvYot6zcyJcermKQ/sumjHd3H+a9PY0dP0feowYraCS3y05sZcDvXb+0F/gfVf2LiLwFrBCRJcAu4BoAVd0oIiuA94EAcKOqBl1dNwAPAdnAM+4L4EHgERGpJpxhLOrD9fZI5E2wuraZKaX99wYwXLX6g6zZdgiAeSf1PNPIzfRSWZjNBym8/AqE+zMApo/tv0wjsqNkb4ZCD6ZmX4DnNh7gurkT+L9Xnsbtz2zmv17Zxv4jbYPWdHKi29/YxnW/epMWf5BPnTGOf7t8Bnc8s4X8TC9nTihMXEE/6HXQUNVtwBkxyg8B87s55zbgthjlVcBpMcrbcEFnsEWCRir0azy7cT9ffXQdBdnpVIzO7vVQ0Wll+SmfaWze30SmN43JY3L7rc6TSsJ1bT3QNKyDxvObDtDaHuSKWRWICBdNL+W/XtnGlv1NFjT6yR1/2UwgqCw5bzKPvLmTZ9/bjz8Y4q5rzujT1sI9YTPCu5Gb6aW8ICs1gsZ7+8lJ95AmwqWnje11PVPL8thW15zSI6g27m3klLH5ePpxvHykUz0ylHe4+sPbe6gYnc2cieFPvNPckOMPUvyDRH95e1cDv397D186fzL/8Xczefob53PWxNFcM7uSq86qSFxBP+lL89QJ7+SSPD48wZtbVJXXqg9y0YwyfnrdmX2qa2ppPv5giB2HWphS2rMhuyNR7ZE2VlTtZunHTybDm8ahoz7e2tHAl88/qV9/z+icDMoLstjsmr6Go7omH69uPciS8yd3TDArzM2gND+TLftP7P9Dg+XnL1YzOiedr104BYAppXk8tvScQb8OyzTiOLkklw/rmk/oESAf1h2ltsnHuSf3vPO7q2MjqFLjk+UDr23nzuc+4D9XfwDA0+/tJxhSPn3GuH7/XTPKRw3rTGNF1W4CIeXaOeM7lZ8yNt8yjX7wwYEmnt9Uyxc+Nom8zKH9rG9BI45ZE0Zz1BdgQ9RIhRPNa1sPAnDulDF9rmtKaR6eNGH9CXy/IoIhZeU7e/GmCfe99CFrth1i5Tt7mFqax4x+HDkVMX1sPtW1R4flEPBgSPn1mzs5b8qY4yaFTivLZ2ttE8FB/OClqvzgj+/z+7drEh88QvzXy9vITvew+JxJQ30pFjTiufCUUjxpwvObDgz1pQyY16oPMbE4h/FFfV8nKSfDy7zJRTy7cf8JP8xyzfZD7D/Sxq1XnkZFYTbX/epN3trRwBWzxjEQK91MLx9FIKTDso/thc217G1s43NnTzjuuVPK8mlrD7F7ECd9Pr+plmWvb+c7T6zvNDR1uGsPhrj7uS38tmo3be3BjvJmX4A/rt/L1bMrKczNGMIrDLOgEcfonAzmTCxk1fsnZtBo9gX464cHOa8fsoyIy04by7a65hN+58OV7+wlN8PDlbMq+MPXzmXxxyYxsTiHz5xVmfjkXpjR0Rk+9P0aOw42d/pQ8OibOykblcnFM8qOO3aau+4tfWiiUg1POo1+I+1OIBji9mc2MXlMLsW5mXzjsbeTOm+oBIIh7l29lac37OM7T6zn3heq+Zcn1rPwJ690XPcrH9ThD4T45OnlQ3y1YRY0ErhkZhmb9zcN6ielwfL0hn20+IN85sz+G3mx8NSxiMAzG/b3W53DzZvbDvG7t/dw6WnlZGd4KM7L5JZPncrL/3LhgA2JnTwmlwxPGpv2DW3/wJvbDnHBnS/x+FvhZeR2Hmrm5Q/q+Ie5E/F6jn87meoGRPTlE/+ja3ZxzS/f4KuPrqM9GIrb1LWiqoYP65q56bLp3HnNGWyra+aBV7f1+ncPtJ88v5W7V33A1379N37/9h6+vWAad197BjsPtfCc+7D67Mb9FOakd4xKG2oWNBKY7z49PXcCZhu/XVfDSWNymd2Pf4ylo7KYM7GQZ97b1291Dicb9zbypeVVTCjK4d8+OWPQfq/Xk8asCaN5esO+Ie3XePC17QDc8/wHtLUH+fWaXXjThEVzx8c8PjfTy/lTx/DImztpbG0/7nlVpabh2Aeywy1+/lp9kG2uGW5DTSO3/vF9ThqTy0tb6rjorpc45d+f4YIfv8j3/7iRPW7vEghnznev+oA5EwtZMLOM86aO4dJTx/KLlz4clnvj/LX6ID9/qZprZley7AtzuPOaM7jxwilcOauCitHZ/LZqN+3BEKs31zJ/RlnMoDwUhsdVDGOTx+RyRmUBD7+x44SZf1Db1MazG/ezdns9n51d2e9t8J+eVcHm/U28urXvKw4PJ3VNPr68vIr8LC+PLJlL0SC3L9/wiZOpaWjld38bmg7e3fUtPL/pAOdOKebAER/f+u27PLZ2FwtOLeuYtR7LTZdNp7G1nV+8VH3ccw+8up3z7niRZzfu5/Xqg8y9bTX/8MAarv7lG+yub+Ebj73NmLwMnrzhY3zvUzOpGJ3NFz42iZNL8nj0zZ1c8OMXeeTNnQD86tVtHDzq4+bLZ3T8Td98+XQCQWXpI+uGVf+GqnLrnzcxoSiH719xKhdNL+Nq938xLU347OxKXqs+yM9frKapLcCCmcc3/Q0VCxpJuOGCKew81MKfN4z8T88bahq54Mcv8ZVH1pHhSRuQSUHXzqmkYnQ2d/xl8wkzXLmxpZ0vP1xFfYufX10/Z0hmOF9wSglnjB/Nz16s5vAQbK378Bs7SBPhzmvO4OIZpfx5/T4KczP4+oVT45536rgCrjqzkv9+fUenZt5dh1q4a9UWAG790/vc/LsNVBZm85+LZnG0LcAn732V7QebufPaMyjMzeAL507msaXn8O9/N5MHv/BRXv6XCzl3yhj+4w/v8b9/8zY/faGayz8ytlPmPLE4l7uuPYPd9S18+mev8Zu1uwbk3qgqNz25njuf3ZLUIJBXth5k074j3HjBFHIyjh9Ce/VZlaiGm6+mj83n49P6Z/Xu/mBBIwkLZpYxrSyPn79YPaJHBe093MqS5W9RmJPBI0vm8sK3PzEgb36ZXg/fWjCN9/Yc4al39/R7/YNt7+FWrrrvdTbubeQnf38mp1UUDMl1iAjfWXgKew+38vEfvchT7wzevfUHQjz5tz0smFlGeUE2P/9fZ/H2f1zCy/9yITPHJV5n69sLpyHAnc+Fg0QwpHz3yfV409K4+9ozqGloZVd9Cz+86iNcMauCby2YxpG2AF/42CQ+dnLsgRrjRmfzy8/NZu7kIv747l4+c2YFP7zq9OOO+9QZ43jx2xfw8Wkl3Py7DSxzTWz96Q/v7OGxt3bzsxeruXvVBwmP/+VLH1I2KpMrzow9p2dCcQ53XXMGv/zcbP78jfPJSvfEPG4o2IzwJKSlCV88dzI3/W4Dm/c39euy14NFVfnWindp8Qd58oZ5nNKP+z3EcsWsCpa/sZP/+MNGTq8c3eNNnYaTW1ZuZH9jG48smcfZJ/V9EmRfnDtlDE9/83xu/t0GvvPEek6vHN2v61x154XNtdQ3+zsm72V6PWR6k38jKy/I5kvnT+bnL37IZ8+qZO32et7YdogfffZ0rjqrkq21R8nN8DDP3d8vn38SM8eNYm6CZfqz0j08/MW57K5vYWqcnRILstO5//NzuPF//sb/e3oTH51UxEcq+x78DxxpY93OBm790yZmjR/N9LH5/PSFamaNH93RHxqtrsnHLSvf441th/i3y2fEvYefnT0wI/H6SkbyJ+dY5syZo1VVVf1e777GVs754Qv8+ydn8KV+XiZioKkqv1m7m3/9/Qb+32c+wj/MO348/UDYc7iVT/30NYpyM3j6G+eT4R15ie27uw9zxc9f5/9cMo1vzI/fDDOYDhxp4+K7X2Zm+Sh+8+WzB3xv6C8tr2J9zWH+etNFve6QbWpr5+K7X+7YhfDv54znjquPzwwGUmNLOwt+8jK5mV6uOrOCWeMLOW9q74ac1zX5uOSelznc0k5eppfffvUcTi7J47L/fIVASPk/l0zjruc+IC/TywWnlHD9OZNYdP8b7G1s45vzp/KVj580bDq3AURknarOSXicBY3kXXTXS0woyuGhf5w7IPUPhF+9so0fP7sFfzDEOScV8z9fnjcgk8+6s+r9A3z54SruvOYMrh6mn5y6OuoLkJPuQYHFy9aycW8jr373oiFfvqGrx9/axXef3MCCmWXcee0ZjMrqn+1lo31woIlV7x/gnlUfsOT8ydx8Wd9GjB066mP1plp21bfw9YumDEmzy6tb61j68Dpa3TyIb1w0hYKcDMbkZfDpM+JPzvQFgnxv5UamlObz3p5G/rR+L8v/cS6njx/d8ffxygd1XL9sLRBe/qU4N4PXqg+S4U0jTeDXX5rH7Ik9335goCUbNIbX/4Jh7rwpY3hiXQ3+QGjIPzU3+wJ40gTV8Gio9/YcoaHFT0l+Jh87uZj8rHTe3X2Y2/+ymXNOKuaCU0q46qz+HymVyMUzSjmlLJ8HXt3GZ8+qGPTfH09jSzv/s3YXR33tLProBJr9AR56fQePV+1mxthRjMr28ua2er73qZnDLmAAXDtnPE1tAX74zGau/eUb/ObLZyc1Y/jDuqP86pVt7DncSkF2OnMnF/G5eROPy1Y+rDvKVb/4K0d9AU4ak8vn5k3s8zUX52Vy7UdjD88dLOdPLeHdWxbQHgzxb7/fwL0vHBvV9eLmWi6aUcaYvAzOnlzccU/W7awnw+Nh+Rs7eGLdsdFrX79wCh/rMjn249NKWHzORNraQ3z/ilPJSvfw9IZ93PncFv7t8hnDMmD0hGUaPfDsxv185ZF1rPjKOQnbWgdKKKT85PkP+OmL1XT3T5eT4WHu5CI272tCBP7yTx+nILv/P4Um67dVu/mXJ9bz3//4US48pXTIriNCVXliXQ3f/+P7HPUFSBOIDPJK9whXnVnJ6x8epK7Jx61XnnbcInzDzatb61iyvIrpY/N55IvzKMjp/t+62Rfg7376GgeOtDG1NI+DR/3sOdzKtxdM43NnT+TFLbW0+IP4AyEefXMnDS3t/OFr5zKhuO/LzAxHqsrbuw8zdlQWT66r4a6oTuyK0dl8/aIpHGlt54fPbO4o/+b8qUwoyuH16oPc9pmPkJ0xfDqp++KEap4SkUuB/wQ8wAOqent3xw5k0GhsbefMHzzHFbMq+PHVp9PsC5Kb6YnbLqmqvLr1IE+9s5dJxTnMO6mYaWV5jM7p+Rj/Lfub+MGfNvJ69SE+fcY4ThmbjwiMyc1kRvkoSvIz2VXfwhPrdrNhzxGy09O4+fIZfHTS0H6y8QWCXHTnyzS0+PnOwlO4/PRySvOPjetX1UHLQHYeaua2P2/iufcPMG9yEf/fp2YyOieDP767l7JRmcybXMy40dn4AyGO+gKDPhejt1ZvOsBXH13H+MIcvrXgFPY1tjJ7YiGzxo8GYH1NI2/vauC16kOs3nyA33z5bM4+qRhV5Z8ff4en3t1LboaXo75AR505GR4eWDyn29FLJ6L9jW0c9QXYvP8I//36DtbtbADgk6eXc/GMUo60Brj+nInDKmPuLydM0BARD/ABcAlQA7wFXKeq78c6fiCDBoTHkz/42nbKC7LYf6SNyWNyuf2q0/nT+r1sP9hMmgjv7ztCeUEWX7tgCg+8uo2qnQ3kZ3ppivoPefGMUq6bO4GmtgD+biYNlhdkcXJJHi3+AMte38Fja3eRl+nlu5dN5x/mThhRf7h7D7fynSfW81p1eFXdeZOLuHbOeO5/ZRs7DjVTNiqL0vxMykZlUeK+Tx+bz3lTx9DaHmR7XTN1TT7e29tIW3uIK88cR/1RP1sONJGd7qG+xU+zL8Cs8YWU5mcSVCUUUspGZVGYm8Hv397Ds+/t581th0j3pPGN+VNZ+vGT+nWzpKG2dns9X310HfXNx+ZwFOakk5XuYV/jsRnR/3zxNL558bFO/VZ/kKWPVJGX6eUrnziZsaOyyPCmkZPhGVZDPQebqvKHd/bwYW0z37x4KunDqNN6IJxIQeMc4HuqutD9fDOAqv4w1vEDHTQAnnpnD0+sq+HUcQWsqNpNfbOfdI8ws3wU7UHllLH5vF59kNomHwXZ6dx02XSuOquCo20B1tc08rddDTz01x00tQUS/zLHmyZ87uyJfHP+1GGx0mVvRJoC3tx2iAde3U59s58JRTksmFlG3VEftUd8HGhqo+6IryPA5mV6afYHOpriRMAjQiDGpEFPmsRclyjS/DS1NI+LZpTyxXMnx53BPJIdPOpjx8FmKgtzeOWDOt6pOczRtgDzTirikhllZGd4yB+ADnMz8p1IQeNq4FJV/ZL7+fPAPFX9etQxS4GlABMmTJi9c+fOQbu+3fUtrKjazdWzK5lYfGy8fGNrO394ew+XfWRsp6aYjudb2tm8/wjFeZlkpR//CUYVdtW3sONQM1leD3MmFXaqf6RrbGmnamc9504ZE/PTbHgF3kOs3nSAcaOzmT42nzH5mUwry6etPcjTG/YxdlQWZ04opD0YoiA7HU+asGFPI0da2/GkCWki7Kxvoaa+hcs+Ut7RVGOMOd6JFDSuARZ2CRpzVfV/xzp+MDINY4w50SQbNEZCI10NED18pRLYO0TXYowxKW0kBI23gKkiMllEMoBFwMohviZjjElJw2/GUheqGhCRrwPPEh5yu0xVNw7xZRljTEoa9kEDQFWfBp4e6uswxphUNxKap4wxxgwTFjSMMcYkzYKGMcaYpFnQMMYYk7RhP7mvp0SkCdgCjAEO9kOVBUB/7kjf3/UNRL39de8ihvs97O/67P71nt27vunt/RsD5Kpq4s3IVfWE+gKqor/3Q3339/P19Wt9A1Fvf927kXIPB6A+u39274aqvl7dv56cZ81Tif1xmNc30PX2h+F+D4fzvYPh/3qH8/0b7q91ON+7mE7E5qkqVZ0T+T7U1zMS2b3rG7t/vWf3rm96e/96ct6JmGnc3+W76Tm7d31j96/37N71TW/vX9LnnXCZhjHGmIFzImYaxhhjBsiICRoiMl5EXhSRTSKyUUS+6cqLRGSViGx13wtdebE7/qiI/KxLXdeJyAYRWS8ifxGRE3oT5H6+d3/v7ttGEfnRULyewdaL+3eJiKxzf2PrROSiqLpmu/JqEblXRtKevb3Qz/fuNhHZLSJHh+r1DLb+un8ikiMifxaRza6e23t9Uf053Gsgv4By4Cz3OJ/wvuEzgR8BN7nym4A73ONc4Dzgq8DPourxArXAGPfzjwhvJzvkr3EE3LtiYBdQ4n5eDswf6tc3DO/fmcA49/g0YE9UXWuBcwABngEuG+rXN4Lu3dmuvqND/bpG2v0DcoAL3eMM4NXe/u0N+U3pw818CriE8ES+8qgbvKXLcV/o8saXDtQBE91/3F8CS4f69YyQe/dR4Pmonz8P/GKoX89wvX+uXIBDQKY7ZnPUc9cB/zXUr2ck3Lsu5SkTNAbi/rnn/hP4cm+uYcQ0T0UTkUmEI+oaoExV9wG476XxzlXVduAGYAPhHQBnAg8O4OUOK325d0A1MF1EJomIF7iSzrsqnvB6cf8+C7ytqj6ggvBOlBE1riwl9PHepbz+un8iMhr4FLC6N9cx4oKGiOQBTwL/pKpHenF+OuGgcSYwDlgP3NyvFzlM9fXeqWoD4Xv3OOH0dgcQ6M9rHM56ev9E5FTgDuArkaIYh6XE8MV+uHcprb/un/uw9xvgXlXd1ptrGVFBw73hPwn8WlV/54oPiEi5e76ccH9FPLMAVPVDDedpK4CPDdAlDxv9dO9Q1T+q6jxVPYdwirx1oK55OOnp/RORSuD3wPWq+qErriG8x31ESux330/3LmX18/27H9iqqj/p7fWMmKDhRpk8CGxS1bujnloJLHaPFxNu84tnDzBTRCILc10CbOrPax1u+vHeISKl7nsh8DXggf692uGnp/fPpf9/Bm5W1dcjB7tmhCYROdvVeT1J3PORrL/uXarqz/snIv+X8AKJ/9Snixrqjp0edACdRziVXw+8474uJzyiZzXhT7yrgaKoc3YA9cBRwp/yZrryrxIOFOsJr/1SPNSvbwTdu98A77uvRUP92obj/QP+HWiOOvYdoNQ9Nwd4D/gQ+Blugu2J+tXP9+5H7m8x5L5/b6hf30i5f4SzWnXve5HyL/XmmmxGuDHGmKSNmOYpY4wxQ8+ChjHGmKRZ0DDGGJM0CxrGGGOSZkHDGGNM0ixoGDPIROSrInJ9D46fJCLvDeQ1GZMs71BfgDGpRES8qvrLob4OY3rLgoYxPeQWjvsL4YXjziS8XPX1wAzgbiAPOAh8QVX3ichLwF+Bc4GVIpJPeKXWO0VkFuGVlnMIT/j7oqo2iMhsYBnQArw2eK/OmPisecqY3jkFuF9VTweOADcCPwWuVtXIG/5tUcePVtVPqOpdXep5GPiuq2cDcIsr/2/gGxpe48uYYcMyDWN6Z7ceW9vnUeBfCW96s8ptxucB9kUd/3jXCkSkgHAwedkVLQd+G6P8EeCy/n8JxvScBQ1jeqfr+jtNwMY4mUFzD+qWGPUbMyxY85QxvTNBRCIB4jrgTaAkUiYi6W5Pg26paiPQICLnu6LPAy+r6mGgUUTOc+X/q/8v35jesUzDmN7ZBCwWkf8ivNLoT4FngXtd85IX+AmwMUE9i4FfikgOsA34R1f+j8AyEWlx9RozLNgqt8b0kBs99SdVPW2IL8WYQWfNU8YYY5JmmYYxxpikWaZhjDEmaRY0jDHGJM2ChjHGmKRZ0DDGGJM0CxrGGGOSZkHDGGNM0v5/q7GQQ1wJ9zEAAAAASUVORK5CYII=\n", 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nXBs9FWK1VdTfy2bSjH9jDig1VtQ51zxMhVjtFPX3spk049+YvwK4Dop0vynfw6l1FOn3spk089+Y11DsGF2Hjhz3Hk7+9Go2ckX8G/Maig2Lp0LMaquZ/8YcUFrQYIuB3hZpVlvN+jfmKa8W1Gr3ITKzkal2ysuL8i2kmRcD66Hr0BG+8+Qr3H/NBU0xPWGWNU95tRBfezAyzbjN0yxLHqG0kGZeDKwlj+zMquMRSotp1sXAWvLIzqw6HqG0GH8H+9B5ZGdWHQcUsyr4qnKzwXnbsJmZDchXypuZWV05oJiZWSYcUMzMLBMOKGZNqhm/wKlIWrH/HVDMmpSv7G+sVux/7/IyazL+vvjGyrL/83L/OO/yMsupWk+F+Mr+xsqy/4s2yvGFjWZ1Vv4mUYuvD/CV/Y2VRf8X9f5xDihmdVLPNwlf2d9YI+3/l2+fe9yvCc4zr6GY1UkRv0s8T/KynlAvd6zbyRPb9nLiCaP4zSdHG/qFeF5DMcsZT0WNTNHWE0aqiHcG9wjFrI5ufKyDSePGHjMVUn4HaPs871prvGpHKA4oZpZrnipsPE95mVlT8FRhcTigmFnuFXE9oV7ydIsXT3mZmRXYinU7+eG2vTXdBZbZlJekMyW9KOlNSbsk3ZrSJ0jaJKkzPY8vK7Nc0h5JuyXNL0ufLWlnem2VJKX0MZKeSulbJc0sK7M4naNT0uKy9Fkpb2cqe2K1nWNmVnTnrNjAzGXP8vjWvUSUrmuauexZzlmxoWFtqmbKqxf404j4MnARcIukc4FlwOaIOBvYnH4mvbYIOA9YAHxX0gmprgeAJcDZ6bEgpd8AHIyILwH3AfemuiYAdwIXAnOAO8sC173Afen8B1MdZmYtIY+32Bk0oETE/oj4h3R8GHgTmAYsBFanbKuBK9PxQmBNRPRExFvAHmCOpCnAKRGxJUrzbI9WlOmr62ngsjR6mQ9siojuiDgIbAIWpNcuTXkrz29m1vTyuFlhSLdeSVNRFwBbgTMiYj+Ugo6kySnbNOBnZcX2pbSP03Flel+Zd1JdvZI+BCaWp1eUmQh8EBG9/dRlZtYS8naLnaoDiqQvAH8D/ElEHErLH/1m7SctBkgfTpmB6jq2MdISStNszJgxo78sZmaFVH5R7Morv9LAlpRUtW1Y0mhKweSHEfGjlPxemsYiPXel9H3AmWXFpwPvpvTp/aQfU0ZSG3Aq0D1AXe8Dp6W8lXUdIyIeioj2iGifNGlSNf9cMzMbhmp2eQl4GHgzIv6i7KX1QN+uq8XAM2Xpi9LOrVmUFt+3pemxw5IuSnVeX1Gmr66rgBfSOstGYJ6k8Wkxfh6wMb32YspbeX4zM2uAaqa8LgauA3ZKejWl/RfgHmCtpBuAvcDVABGxS9Ja4A1KO8RuiYhPUrmbgB8AJwEb0gNKAesxSXsojUwWpbq6Jd0NbE/57oqI7nS8FFgjaSXwSqrDzMwaxBc2Ws202u3GzZqV7+VlDddqtxs3a3X+xkbLXFG/vtTMRsYjFMtcHq/gNbPac0CxzOXxCl4zqz1PeVlN5O0KXjOrPe/yMjOzAXmXVwvL0xfumFnrcEBpQt6ua2aN4DWUJuLtumbWSB6hNBFv1zUbnKeEa8cBpYl4u67Z4DwlXDue8moy3q5r1j9PCdeetw2bWUvoOnSElc+9yU92/YojHx9l7OhRzD/vi9zx9S97FD8Ibxs2MyvjKeHa85SXmbUMTwnXlqe8zMxsQJ7yMjOzunJAMTOzTDigmJlZJhxQzMwsEw4oZmaWCQcUMzPLhAOKmZllwgHFzMwy4YBiZmaZcEAxM7NMOKCYmVkmHFDMzCwTDihmZpYJBxQzM8uEA4qZmWXCAcXMzDLhgGJmZplwQDEzs0w4oJiZWSYGDSiSHpHUJen1srQJkjZJ6kzP48teWy5pj6TdkuaXpc+WtDO9tkqSUvoYSU+l9K2SZpaVWZzO0SlpcVn6rJS3M5U9ceRdYWZmI1HNCOUHwIKKtGXA5og4G9icfkbSucAi4LxU5ruSTkhlHgCWAGenR1+dNwAHI+JLwH3AvamuCcCdwIXAHODOssB1L3BfOv/BVIeZmTXQoAElIn4KdFckLwRWp+PVwJVl6Wsioici3gL2AHMkTQFOiYgtERHAoxVl+up6GrgsjV7mA5siojsiDgKbgAXptUtT3srzm5lZgwx3DeWMiNgPkJ4np/RpwDtl+faltGnpuDL9mDIR0Qt8CEwcoK6JwAcpb2VdnyNpiaQOSR0HDhwY4j/TzKzYug4d4VsPbqHr8JGanyvrRXn1kxYDpA+nzEB1ff6FiIcioj0i2idNmnS8bGZmTWnV5k62v93Nquc7a36utmGWe0/SlIjYn6azulL6PuDMsnzTgXdT+vR+0svL7JPUBpxKaYptH3BJRZmXgPeB0yS1pVFKeV1mZgacs2IDPb1HP/358a17eXzrXsa0jWL3yq/V5JzDHaGsB/p2XS0GnilLX5R2bs2itPi+LU2LHZZ0UVoDub6iTF9dVwEvpHWWjcA8SePTYvw8YGN67cWUt/L8ZmYGvHz7XK44fypjR5fe5seOHsXC86fy8tK5NTvnoCMUSU9SGimcLmkfpZ1X9wBrJd0A7AWuBoiIXZLWAm8AvcAtEfFJquomSjvGTgI2pAfAw8BjkvZQGpksSnV1S7ob2J7y3RURfZsDlgJrJK0EXkl1mJlZMvmUsYwb00ZP71HGtI2ip/co48a0MXnc2JqdU6UP/K2hvb09Ojo6Gt0MM7O6uPGxDiaNG8s1c2bwxLa9HDh8hAevax9yPZJ2RMSgBR1QzMxsQNUGFN96xczMMuGAYmZmmXBAMTOzTDigmJlZJhxQzMwsEw4oZmaWiZbaNizpAPBP/bx0OqVbuhRFkdpbpLZCsdpbpLZCsdpbpLZC7dt7VkQMejPElgooxyOpo5o91nlRpPYWqa1QrPYWqa1QrPYWqa2Qn/Z6ysvMzDLhgGJmZplwQCl5qNENGKIitbdIbYVitbdIbYVitbdIbYWctNdrKGZmlgmPUMzMLBNNG1AkPSKpS9LrZWn/StIWSTsl/W9Jp6T00ZJWp/Q3JS0vK/OSpN2SXk2PyQ1u64mSvp/SX5N0SVmZ2Sl9j6RV6cvMMpdhe+vRt2dKejH9v+6SdGtKnyBpk6TO9Dy+rMzy1Ie7Jc0vS69p/2bc1tz1raSJKf9Hku6vqCtXfTtIW/PYt5dL2pH6cIekS8vqqsv7AgAR0ZQP4N8Avwu8Xpa2Hfi36fiPgbvT8TXAmnT8W8DbwMz080tAe47aegvw/XQ8GdgBjEo/bwN+DxClLzD7Ws7bW4++nQL8bjoeB/wjcC7w58CylL4MuDcdnwu8BowBZgG/BE6oR/9m3NY89u3JwO8D3wbur6grb307UFvz2LcXAFPT8VeAf65X35Y/mnaEEhE/pfQNkOXOAX6ajjcBf9iXHThZpe+0Pwn4DXCoHu2EIbf1XGBzKtcFfAC0S5oCnBIRW6L0W/QocGVe21uLdvUnIvZHxD+k48PAm8A0YCGwOmVbzWd9tZDSh4ueiHgL2APMqUf/ZtXWLNuUZXsj4tcR8XfAkfJ68ti3x2trvQyjva9ExLspfRcwVqWvYq/b+wI08ZTXcbwOXJGOrwbOTMdPA78G9lP6SuP/GZ993TDA99PQ9r/WdLhYXVtfAxZKapM0C5idXpsG7Csrvy+l1ctQ29unbn0raSalT3JbgTMiYj+U/ngpjZ6g1GfvlBXr68e69u8I29onb317PHns28HkuW//EHglInqoc9+2WkD5Y+AWSTsoDSN/k9LnAJ8AUylNHfyppH+RXrs2Ir4K/Ov0uK7BbX2E0i9FB/CXwP8BeikNZyvVcwvfUNsLdexbSV8A/gb4k4gYaPR5vH6sW/9m0FbIZ98et4p+0hrdtwPJbd9KOg+4F7ixL6mfbDV7X2ipgBIRv4iIeRExG3iS0pwzlNZQfhwRH6dpmb8nTctExD+n58PAE9RpSuF4bY2I3oj4TxFxfkQsBE4DOim9aU8vq2I68G5lvTlqb936VtJoSn+UP4yIH6Xk99J0QN+US1dK38exI6i+fqxL/2bU1rz27fHksW+PK699K2k6sA64PiL63tvq+r7QUgGlbzeGpFHACuB76aW9wKUqORm4CPhFmqY5PZUZDXyD0tROw9oq6bdSG5F0OdAbEW+k4e9hSRelIfj1wDP1aOtw2luvvk198TDwZkT8RdlL64HF6Xgxn/XVemBRmn+eBZwNbKtH/2bV1hz3bb9y2rfHqyeXfSvpNOBZYHlE/H1f5rq/L2S9yp+XB6VPyfuBjylF6RuAWyntlvhH4B4+u7DzC8BfU1rMegP4z/HZTo8dwM/Ta/+LtIumgW2dCeymtEj3PKW7gPbV007pl/uXwP19ZfLY3jr27e9TGuL/HHg1Pf49MJHSZoHO9DyhrMwdqQ93U7Yjptb9m1Vbc963b1Pa0PFR+t05N8d9+7m25rVvKX2I+3VZ3leByfXo2/KHr5Q3M7NMtNSUl5mZ1Y4DipmZZcIBxczMMuGAYmZmmXBAMTOzTDigmJlZJhxQzMwsEw4oZmaWif8P5AS727RchlQAAAAASUVORK5CYII=\n", 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5115251\n", + "1990 5235827\n", + "1989 5466192\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -345,21 +2468,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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