From 5520f2314625675b86a34267d6d02276d7a0111b Mon Sep 17 00:00:00 2001 From: f969076062e7e87452e3220760453367 Date: Tue, 28 Apr 2020 14:44:59 +0000 Subject: [PATCH] no commit message --- ...ces_analyse-syndrome-grippal-jupyter.ipynb | 1604 ++++++++--------- 1 file changed, 791 insertions(+), 813 deletions(-) diff --git a/module3/exo1/module3_ressources_analyse-syndrome-grippal-jupyter.ipynb b/module3/exo1/module3_ressources_analyse-syndrome-grippal-jupyter.ipynb index 01e5fc8..547aeab 100644 --- a/module3/exo1/module3_ressources_analyse-syndrome-grippal-jupyter.ipynb +++ b/module3/exo1/module3_ressources_analyse-syndrome-grippal-jupyter.ipynb @@ -10,9 +10,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -31,9 +29,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" @@ -64,26 +60,24 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" \n", + " \n", " \n", " \n", " \n", @@ -688,7 +682,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -701,7 +695,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -714,7 +708,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -727,7 +721,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -740,7 +734,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -753,7 +747,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -766,7 +760,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -779,7 +773,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -792,7 +786,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -805,7 +799,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -818,7 +812,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -831,7 +825,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -844,7 +838,7 @@ " \n", " \n", " \n", - 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142018282020023165452.03256.031.05.05361447654.059574.08172.090.0FRFrance
15201827202001332691145.05393.052.08.03685031608.042092.05648.064.0FRFrance
16201826201952337581493.06023.063.09.02813523220.033050.04336.050.0FRFrance
17201825201951345802220.06940.073.011.02978625042.034530.04538.052.0FRFrance
18201824201950332231351.05095.052.08.03422329156.039290.05244.060.0FRFrance
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26201816201942348182724.06912.074.010.077475243.010251.0128.016.0FRFrance
2720181520194131631112168.020454.02519.031.071224720.09524.0117.015.0FRFrance
2820181420194032266618092.027240.03528.042.085055784.011226.0139.017.0FRFrance
2920181320193933268025536.039824.05039.061.070914462.09720.0117.015.0FRFrance
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1773 rows × 10 columns

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1851 rows × 10 columns

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" ], "text/plain": [ " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 201842 3 7832 5145.0 10519.0 12 8.0 \n", - "1 201841 3 8048 5098.0 10998.0 12 8.0 \n", - "2 201840 3 7409 4717.0 10101.0 11 7.0 \n", - "3 201839 3 7174 4235.0 10113.0 11 7.0 \n", - "4 201838 3 6127 3482.0 8772.0 9 5.0 \n", - "5 201837 3 4644 2200.0 7088.0 7 3.0 \n", - "6 201836 3 3215 1349.0 5081.0 5 2.0 \n", - "7 201835 3 1506 239.0 2773.0 2 0.0 \n", - "8 201834 3 1368 116.0 2620.0 2 0.0 \n", - "9 201833 3 1962 5.0 3919.0 3 0.0 \n", - "10 201832 3 1839 183.0 3495.0 3 0.0 \n", - "11 201831 3 2048 242.0 3854.0 3 0.0 \n", - "12 201830 3 1951 202.0 3700.0 3 0.0 \n", - "13 201829 3 1951 252.0 3650.0 3 0.0 \n", - "14 201828 3 1654 52.0 3256.0 3 1.0 \n", - "15 201827 3 3269 1145.0 5393.0 5 2.0 \n", - "16 201826 3 3758 1493.0 6023.0 6 3.0 \n", - "17 201825 3 4580 2220.0 6940.0 7 3.0 \n", - "18 201824 3 3223 1351.0 5095.0 5 2.0 \n", - "19 201823 3 1207 136.0 2278.0 2 0.0 \n", - "20 201822 3 3202 1330.0 5074.0 5 2.0 \n", - 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"[1773 rows x 10 columns]" + "[1851 rows x 10 columns]" ] }, "execution_count": 3, @@ -1036,7 +1030,7 @@ } ], "source": [ - "raw_data = pd.read_csv(data_url, skiprows=1)\n", + "raw_data = pd.read_csv(\"incidence-PAY-3.csv\", skiprows=1)\n", "raw_data" ] }, @@ -1050,26 +1044,24 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1574,7 +1564,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1587,7 +1577,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1600,7 +1590,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1613,7 +1603,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1626,7 +1616,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1639,7 +1629,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1652,7 +1642,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1665,7 +1655,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1678,7 +1668,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1691,7 +1681,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1704,7 +1694,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1717,7 +1707,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1730,7 +1720,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1743,7 +1733,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1756,7 +1746,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1769,7 +1759,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1782,7 +1772,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1795,7 +1785,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1808,7 +1798,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1821,7 +1811,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1834,7 +1824,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1847,7 +1837,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1860,7 +1850,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1873,7 +1863,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1886,7 +1876,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1899,7 +1889,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1912,7 +1902,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1925,7 +1915,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1938,7 +1928,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1951,7 +1941,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -1965,137 +1955,137 @@ " \n", " \n", "
0201842202016378325145.010519.0128.016.000.00.000.00.0FRFrance
1201841202015380485098.010998.0128.016.000.00.000.00.0FRFrance
2201840202014374094717.010101.0117.015.000.00.000.00.0FRFrance
3201839202013371744235.010113.0117.015.000.00.000.00.0FRFrance
4201838202012361273482.08772.095.013.083215873.010769.0139.017.0FRFrance
5201837202011346442200.07088.073.011.010170493652.0109756.0154142.0166.0FRFrance
6201836202010332151349.05081.052.08.010497796650.0113304.0159146.0172.0FRFrance
720183520200931506239.02773.020.04.0110696102066.0119326.0168155.0181.0FRFrance
820183420200831368116.02620.020.04.0143753133984.0153522.0218203.0233.0FRFrance
9201833319625.03919.020200730.06.0183610172812.0194408.0279263.0295.0FRFrance
1020183231839183.03495.020200630.06.0206669195481.0217857.0314297.0331.0FRFrance
1120183132048242.03854.020200530.06.0187957177445.0198469.0285269.0301.0FRFrance
1220183031951202.03700.020200430.06.0122331113492.0131170.0186173.0199.0FRFrance
1320182931951252.03650.020200330.06.07841371330.085496.0119108.0130.0FRFrance
142018282020023165452.03256.031.05.05361447654.059574.08172.090.0FRFrance
15201827202001332691145.05393.052.08.03685031608.042092.05648.064.0FRFrance
16201826201952337581493.06023.063.09.02813523220.033050.04336.050.0FRFrance
17201825201951345802220.06940.073.011.02978625042.034530.04538.052.0FRFrance
18201824201950332231351.05095.052.08.03422329156.039290.05244.060.0FRFrance
1920182320194931207136.02278.020.04.02566221414.029910.03933.045.0FRFrance
20201822201948332021330.05074.052.08.02236718055.026679.03427.041.0FRFrance
2120182120194732537763.04311.041.07.01866914759.022579.02822.034.0FRFrance
2220182020194632694967.04421.041.07.01603012567.019493.02419.029.0FRFrance
23201819201945310250.02098.020.04.0101387160.013116.01510.020.0FRFrance
24201818201944335411416.05666.052.078225010.010634.0128.016.0FRFrance
25201817201943325731003.04143.042.06.094876448.012526.0149.019.0FRFrance
26201816201942348182724.06912.074.010.077475243.010251.0128.016.0FRFrance
2720181520194131631112168.020454.02519.031.071224720.09524.0117.015.0FRFrance
2820181420194032266618092.027240.03528.042.085055784.011226.0139.017.0FRFrance
2920181320193933268025536.039824.05039.061.070914462.09720.0117.015.0FRFrance
...
17431821198521326096France
17441822198520327896France
17451823198519343154France
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17721850198444368422
\n", - "

1772 rows × 10 columns

\n", + "

1850 rows × 10 columns

\n", "
" ], "text/plain": [ " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 201842 3 7832 5145.0 10519.0 12 8.0 \n", - "1 201841 3 8048 5098.0 10998.0 12 8.0 \n", - "2 201840 3 7409 4717.0 10101.0 11 7.0 \n", - "3 201839 3 7174 4235.0 10113.0 11 7.0 \n", - "4 201838 3 6127 3482.0 8772.0 9 5.0 \n", - "5 201837 3 4644 2200.0 7088.0 7 3.0 \n", - "6 201836 3 3215 1349.0 5081.0 5 2.0 \n", - "7 201835 3 1506 239.0 2773.0 2 0.0 \n", - "8 201834 3 1368 116.0 2620.0 2 0.0 \n", - "9 201833 3 1962 5.0 3919.0 3 0.0 \n", - "10 201832 3 1839 183.0 3495.0 3 0.0 \n", - "11 201831 3 2048 242.0 3854.0 3 0.0 \n", - "12 201830 3 1951 202.0 3700.0 3 0.0 \n", - "13 201829 3 1951 252.0 3650.0 3 0.0 \n", - "14 201828 3 1654 52.0 3256.0 3 1.0 \n", - "15 201827 3 3269 1145.0 5393.0 5 2.0 \n", - "16 201826 3 3758 1493.0 6023.0 6 3.0 \n", - "17 201825 3 4580 2220.0 6940.0 7 3.0 \n", - "18 201824 3 3223 1351.0 5095.0 5 2.0 \n", - "19 201823 3 1207 136.0 2278.0 2 0.0 \n", - "20 201822 3 3202 1330.0 5074.0 5 2.0 \n", - "21 201821 3 2537 763.0 4311.0 4 1.0 \n", - "22 201820 3 2694 967.0 4421.0 4 1.0 \n", - "23 201819 3 1025 0.0 2098.0 2 0.0 \n", - "24 201818 3 3541 1416.0 5666.0 5 2.0 \n", - "25 201817 3 2573 1003.0 4143.0 4 2.0 \n", - "26 201816 3 4818 2724.0 6912.0 7 4.0 \n", - "27 201815 3 16311 12168.0 20454.0 25 19.0 \n", - "28 201814 3 22666 18092.0 27240.0 35 28.0 \n", - "29 201813 3 32680 25536.0 39824.0 50 39.0 \n", + "0 202016 3 0 0.0 0.0 0 0.0 \n", + "1 202015 3 0 0.0 0.0 0 0.0 \n", + "2 202014 3 0 0.0 0.0 0 0.0 \n", + "3 202013 3 0 0.0 0.0 0 0.0 \n", + "4 202012 3 8321 5873.0 10769.0 13 9.0 \n", + "5 202011 3 101704 93652.0 109756.0 154 142.0 \n", + "6 202010 3 104977 96650.0 113304.0 159 146.0 \n", + "7 202009 3 110696 102066.0 119326.0 168 155.0 \n", + "8 202008 3 143753 133984.0 153522.0 218 203.0 \n", + "9 202007 3 183610 172812.0 194408.0 279 263.0 \n", + "10 202006 3 206669 195481.0 217857.0 314 297.0 \n", + "11 202005 3 187957 177445.0 198469.0 285 269.0 \n", + "12 202004 3 122331 113492.0 131170.0 186 173.0 \n", + "13 202003 3 78413 71330.0 85496.0 119 108.0 \n", + "14 202002 3 53614 47654.0 59574.0 81 72.0 \n", + "15 202001 3 36850 31608.0 42092.0 56 48.0 \n", + "16 201952 3 28135 23220.0 33050.0 43 36.0 \n", + "17 201951 3 29786 25042.0 34530.0 45 38.0 \n", + "18 201950 3 34223 29156.0 39290.0 52 44.0 \n", + "19 201949 3 25662 21414.0 29910.0 39 33.0 \n", + "20 201948 3 22367 18055.0 26679.0 34 27.0 \n", + "21 201947 3 18669 14759.0 22579.0 28 22.0 \n", + "22 201946 3 16030 12567.0 19493.0 24 19.0 \n", + "23 201945 3 10138 7160.0 13116.0 15 10.0 \n", + "24 201944 3 7822 5010.0 10634.0 12 8.0 \n", + "25 201943 3 9487 6448.0 12526.0 14 9.0 \n", + "26 201942 3 7747 5243.0 10251.0 12 8.0 \n", + "27 201941 3 7122 4720.0 9524.0 11 7.0 \n", + "28 201940 3 8505 5784.0 11226.0 13 9.0 \n", + "29 201939 3 7091 4462.0 9720.0 11 7.0 \n", "... ... ... ... ... ... ... ... \n", - "1743 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "1744 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "1745 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "1746 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "1747 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "1748 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "1749 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "1750 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "1751 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "1752 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "1753 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "1754 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "1755 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "1756 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "1757 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "1758 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "1759 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "1760 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "1761 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "1762 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "1763 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "1764 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "1765 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "1766 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "1767 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "1768 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "1769 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "1770 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "1771 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "1772 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "1821 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1822 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1823 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1824 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1825 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1826 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1827 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1828 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1829 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1830 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1831 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1832 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1833 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1834 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1835 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1836 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1837 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1838 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1839 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1840 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1841 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1842 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1843 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1844 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1845 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1846 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1847 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1848 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1849 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1850 198444 3 68422 20056.0 116788.0 125 37.0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 16.0 FR France \n", - "1 16.0 FR France \n", - "2 15.0 FR France \n", - "3 15.0 FR France \n", - "4 13.0 FR France \n", - "5 11.0 FR France \n", - "6 8.0 FR France \n", - "7 4.0 FR France \n", - "8 4.0 FR France \n", - "9 6.0 FR France \n", - "10 6.0 FR France \n", - "11 6.0 FR France \n", - "12 6.0 FR France \n", - "13 6.0 FR France \n", - "14 5.0 FR France \n", - "15 8.0 FR France \n", - "16 9.0 FR France \n", - "17 11.0 FR France \n", - "18 8.0 FR France \n", - "19 4.0 FR France \n", - "20 8.0 FR France \n", - "21 7.0 FR France \n", - "22 7.0 FR France \n", - "23 4.0 FR France \n", - "24 8.0 FR France \n", - "25 6.0 FR France \n", - "26 10.0 FR France \n", - "27 31.0 FR France \n", - "28 42.0 FR France \n", - "29 61.0 FR France \n", + "0 0.0 FR France \n", + "1 0.0 FR France \n", + "2 0.0 FR France \n", + "3 0.0 FR France \n", + "4 17.0 FR France \n", + "5 166.0 FR France \n", + "6 172.0 FR France \n", + "7 181.0 FR France \n", + "8 233.0 FR France \n", + "9 295.0 FR France \n", + "10 331.0 FR France \n", + "11 301.0 FR France \n", + "12 199.0 FR France \n", + "13 130.0 FR France \n", + "14 90.0 FR France \n", + "15 64.0 FR France \n", + "16 50.0 FR France \n", + "17 52.0 FR France \n", + "18 60.0 FR France \n", + "19 45.0 FR France \n", + "20 41.0 FR France \n", + "21 34.0 FR France \n", + "22 29.0 FR France \n", + "23 20.0 FR France \n", + "24 16.0 FR France \n", + "25 19.0 FR France \n", + "26 16.0 FR France \n", + "27 15.0 FR France \n", + "28 17.0 FR France \n", + "29 15.0 FR France \n", "... ... ... ... \n", - "1743 59.0 FR France \n", - "1744 64.0 FR France \n", - "1745 97.0 FR France \n", - "1746 93.0 FR France \n", - "1747 80.0 FR France \n", - "1748 116.0 FR France \n", - "1749 149.0 FR France \n", - "1750 281.0 FR France \n", - "1751 395.0 FR France \n", - "1752 485.0 FR France \n", - "1753 544.0 FR France \n", - "1754 689.0 FR France \n", - "1755 722.0 FR France \n", - "1756 762.0 FR France \n", - "1757 926.0 FR France \n", - "1758 1113.0 FR France \n", - "1759 1236.0 FR France \n", - "1760 832.0 FR France \n", - "1761 459.0 FR France \n", - "1762 207.0 FR France \n", - "1763 190.0 FR France \n", - "1764 198.0 FR France \n", - "1765 224.0 FR France \n", - "1766 266.0 FR France \n", - "1767 219.0 FR France \n", - "1768 176.0 FR France \n", - "1769 163.0 FR France \n", - "1770 195.0 FR France \n", - "1771 308.0 FR France \n", - "1772 213.0 FR France \n", + "1821 59.0 FR France \n", + "1822 64.0 FR France \n", + "1823 97.0 FR France \n", + "1824 93.0 FR France \n", + "1825 80.0 FR France \n", + "1826 116.0 FR France \n", + "1827 149.0 FR France \n", + "1828 281.0 FR France \n", + "1829 395.0 FR France \n", + "1830 485.0 FR France \n", + "1831 544.0 FR France \n", + "1832 689.0 FR France \n", + "1833 722.0 FR France \n", + "1834 762.0 FR France \n", + "1835 926.0 FR France \n", + "1836 1113.0 FR France \n", + "1837 1236.0 FR France \n", + "1838 832.0 FR France \n", + "1839 459.0 FR France \n", + "1840 207.0 FR France \n", + "1841 190.0 FR France \n", + "1842 198.0 FR France \n", + "1843 224.0 FR France \n", + "1844 266.0 FR France \n", + "1845 219.0 FR France \n", + "1846 176.0 FR France \n", + "1847 163.0 FR France \n", + "1848 195.0 FR France \n", + "1849 308.0 FR France \n", + "1850 213.0 FR France \n", "\n", - "[1772 rows x 10 columns]" + "[1850 rows x 10 columns]" ] }, "execution_count": 5, @@ -2129,9 +2119,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def convert_week(year_and_week_int):\n", @@ -2161,9 +2149,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -2188,9 +2174,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -2218,14 +2202,12 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -2234,12 +2216,14 @@ }, { "data": { - "image/png": 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SMIz2YNww9z0cOFtV7xGR7+BcU/WXc5GX95AeY7dw4fkAnH8+dHZ20tnZWVyJCiB0gGyH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\nnUXRaOD2lkZHR/H3afiYQFG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\n", 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K3BztaxBwHXAScDIwOTUIZZLvB69Pn/DhW7cu923r1ebN4bj16NG1/Sg4xKPM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\n", 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fPg2jA+EmGrljrEA4mGgUIlnFNFy30YXAJrfpkyKyXUQ2JFkA84EjSd2a3bb57uvR7SP6qGoM6AZmpxmrqDl+MkzQL9SWB4faKkJ++iNxy1YZg1NjGuaeyhVjbSMCEI3Z97HQyFg0RKQS+D7waVU9ieNqOhtYCbQAX/UOTdFd07RPtE/y3G4VkS0isqWtrfCDwa09gzRUhnBDQgCUlwSIJ3RoSwdjJF7gu6HK1mnkmkgsgU+Gg9/g1AgHiCbs+1hoZCQaIhLEEYzvqeoPAFT1uKrGVTUB/DtOzAEca2BBUvcm4Jjb3pSifUQfEQkANUBnmrFGoKr3q+oqVV3V0NCQyUea0bT1hGlIck0BVIYCgLldxsLbrHBWeQl+n9h5yiGReGKEawqGrQ5zTxUemWRPCbAe2KWqX0tqn5d02IeA19zXTwJr3YyoxTgB782q2gL0iMhl7pg3A08k9fEyo64HnnPjHs8AV4tIrev+utptK2paT4ZpdH3zHuUlTq6BuV1S422LXlESoLzEP/SzMXkiscSIAkxg7qlCJpDBMVcANwE7RGSb2/Y54EYRWYnjLjoIfAJAVXeKyGPA6ziZV7erqvcfehvwHaAMeNp9gCNKD4nIXhwLY607VqeIfBF4yT3uC6raObGPWji09gyyatHIJDLP0rBgeGoGIjFEoDToozIUsHUaOSQST4wo9QrONiLee0ZhMa5oqOoLpI4tPJWmz93A3SnatwArUrQPAjeMMdYGYMN48ywWwrE4Xf1RGqtGuqfKXdGwi2Fq+iNxyoJ+RMSxNMwiyxnhaGJEEBycIkxg7qlCxFaEzzDaesIAzKke6Z6qDDnuqV5zu6SkPxqnvMQR1opQwGIaOSQci1Ma9I9o89xTMVvcV3CYaMwwWl3RaKweHdNwLQ27GKZkIBIfivs4MQ07T7kiHEsQGkM0zNIoPEw0ZhitJ13RqEqdPWUxjdT0hWNDojGrrITugeg0z6hwCMdSxDRc95TFNAoPE40ZRpu7Gtyyp7JjIBqnzD1HtRUldPbZNvK5YjAaP0U0LOW2cDHRmGG09oTxCcyuHCkaFd46DQuEp6Q/yT01u6KErv4oCdu2OyeYe6q4MNGYYRw/OcjsyhB+38iEtlDAZ4vW0jAYdbKnAOoqSogn1FxUOSIcjVM6ytIYWhFugfCCw0RjhtHac+rCPmA4ldSyp1ISiSUIBVxLwy352mEuqpyQytIw91ThYqIxw2jrCQ/t1DqaSkslHZPkYG1dhSMaFtfIDeEUMY3hFeEmGoWGicYMo7MvMrRT62jKS/wWCB+DcCw+tD/SsGiEp3NKBUM4lqA0mHpFuLmnCg8TjRmEqtLRF2G2e9EbTaXV1BiTZEtjdoUjuuaeyg1O9tToQLjtcluomGjMIHrDMSKxxNCd8mjKS2xPpbEIR4f97rUVTh2Szl4TjVyQcp2GzzYsLFRMNGYQng9+LNFwtscw91QqwrFhv3so4KcyFKCz30RjssTiCWIJPcXS8PkEv08sEF6AmGjMIDx3ylgxjYqQ39ZppCAWT5BQRtwN19kCv5zgrfgeHdMAx0VlolF4mGjMIDx3ilka2eFVMywx0cg5g1Hn3I52T4GTQWXbiBQeJhoziHHdU7YRX0o80Uh2ocyuKKHDYhqTJhxzblJGr9MAZ62G7XJbeJhozCDa3RRRb3HaaCpCAQaiceK2PcYIhi5sZmnknHB0bPdUwNxTWfOrPW15/73MpNzrAhF5XkR2ichOEfmU214nIhtFZI/7XJvU504R2Ssiu0VkTVL7xSKyw33vXrfsK25p2Efd9k0isiipzzr3d+wRkXUUMZ29EUqDvqFt0EdTUWKFmFLhXdhCSRe2ukpHNJyqwsZEGRwS5FMtDXNPZUf3QJSbN2zmO78+MN1TSUsmlkYM+IyqngdcBtwuIsuBO4BnVXUp8Kz7M+57a4HzgWuAb4qI9426D7gVp274Uvd9gFuALlVdAtwDfNkdqw64C7gUWA3clSxOxUZnX2RojUEqKoaq91lcI5lU7qm68hIi8YSta5kk4TQxjRK/zxb3ZcHe1l5U4WBH/3RPJS3jioaqtqjqy+7rHmAXMB+4DnjAPewB4IPu6+uAR1Q1rKoHgL3AahGZB1Sr6ovq3N49OKqPN9bjwFWuFbIG2KiqnaraBWxkWGiKjo6+yJiuKXCypwCLa4wi4gXC/SPdU2BbiUyWVILsEfT7bBuRLNjX2gvA4c4ZLhrJuG6jC4FNwBxVbQFHWIBG97D5wJGkbs1u23z39ej2EX1UNQZ0A7PTjFWUdPZFxgyCw7B7yjKoRjIcrB3+utumhblhMOqc25QptwEhZivCM2ZPaw8ARwpFNESkEvg+8GlVPZnu0BRtmqZ9on2S53ariGwRkS1tbW1ppjazGU80yj1Lw2IaI0idPeW4+dp7bP+pyTCepREx91TG7HEtjY6+SF67TTMSDREJ4gjG91T1B27zcdflhPvc6rY3AwuSujcBx9z2phTtI/qISACoATrTjDUCVb1fVVep6qqGhoZMPtKMQ1Vp7w2PubAPki2N/P3CTQepsqcW1pUDcCjP/cf5TiorziPoM/dUNuxt7R0qFJbP1kYm2VMCrAd2qerXkt56EvCymdYBTyS1r3UzohbjBLw3uy6sHhG5zB3z5lF9vLGuB55z4x7PAFeLSK0bAL/abSs6+iNxwmn2nYLhQHg+36VMB6myp2orSphdUcK+tt7pmlZBMJRym8rSCFjKbab0R2I0dw1wxZJ6IL/jGqlzN0dyBXATsENEtrltnwO+BDwmIrcAh4EbAFR1p4g8BryOk3l1u6p6TvbbgO8AZcDT7gMcUXpIRPbiWBhr3bE6ReSLwEvucV9Q1c4JftYZzXgL+2DYrxy2u7sReGmfo10oZzVUsL+tbzqmVDAMprM0/D56B+0GJhP2tTrfw6uWNbLx9eN5bWmMKxqq+gKpYwsAV43R527g7hTtW4AVKdoHcUUnxXsbgA3jzbPQ8QK2Y22LDsMXRRONkXh3wyWj0kLPbqhk4+vHp2NKBUO6lNugpdxmzN42Jwi+alEtVaWBvBYNWxE+Q/AKBqWzNLy7vXDUsqeSSRXTAMfS6OiLcMJ2u50w3g1K6RjbiJh7KjP2tfbh9wlnzq5gYV15XrunTDRmCD2umV9dFhzzGO+iaJbGSIYzfE61NAD2mYtqwngpt8lrYDxsG5HMOTEQoaYsSNDvM9EwcoMX3K4Mje1R9P5xIyYaIxgrLdQTjf0WDJ8w4ViCEr8Pn+9UD7a5pzKnPxwfypxaUFfOka4BEnm6h5yJxgzBS6OtSCMaIkJJwGeWxijC0TgiwyVIPZpqywj6xSyNSZBc3Go0QXNPZUx/JD6UMt9YFSISSwx5F/INE40ZQq+7yrs8he84mVDAN+TDNxzCcedu2N0fc4iA38ei2RVmaUyCcCyRclt0gBJzT2VMXyQ2tDjXi1t25WmszURjhtAfjlFe4k/pBkgmFPCbpTGKcPTUGtYey+ZV8+u97bx0sCgzuSfNYHQ8SyM/XSz5RrKlUVvu7otmomFMhr5ILK1ryiMU8A2lQRoO6e6G77x2GXNqSrlp/SZ2taTbHcdIhXNuU19GArY1esb0uTeF4Cw8BejK033RTDRmCL3heNoguEcoaO6p0aTzu58xq4yH/+QyBqMJnt/dmvIYY2zC0UTK1eBg7qls6I/Eh24K68o991R0Oqc0JiYaM4S+cGxo6/N0lPh9lj01inBsbPcUwJzqUubPKuPNt3pO46wKg3AsPqalEfT7UMWEIwP6I8OWxqwKJ63eLA1jUvSGY0M+z3SEghbTGE04mqBkjLthj3PmVPKGiUbWpIsXeQv+7Ps4Pn1JKbdVoQABn1gg3Jgc/dnENMw9NYJIPL2lAXDO3Cr2t/XZXXGWOK6/1ILs7YU2YJUk0xJPKAPR+FAZZxFhVnmJiYYxOfrC8SxEwy58yYTTZPh4nDunikg8waEOW7ORDYPRRMoCTDBsaQzatjZpGXDPT7L7ua4imLdVJU00Zgi94RiVGcQ0QgG/ZU+NIl32lMe5c6sAzEWVJektDf/QMcbY9LtF08qT3M+OpWGBcGMS9GUa0whYmuNoxguEg7OliE+wYHiWpDu3nmgMROz7mI7+cApLo7zEAuHGxEkkdERKXjospnEq4Vj8lG3RR1Ma9LOovoLdx000siEcS6Tc4RagzHNP2fcxLX0pLI3aCrM0jEnQn8LnORahoC3uG026DJ9kzp1TxW6zNLIi3YpwL9ZhMY309LuJAsmehNryIF39EZwCpvlFJuVeN4hIq4i8ltT2dyJyVES2uY/3Jb13p4jsFZHdIrImqf1iEdnhvnevW/IVtyzso277JhFZlNRnnYjscR9eOdiiI5PNCj1sG5FTcbKnxhfcpY2VHO7st4tcFqRbET4cCLfvYzq8/+/yEYHwEuIJ5WQeblqYiaXxHeCaFO33qOpK9/EUgIgsxynVer7b55si4p2J+4BbcWqGL00a8xagS1WXAPcAX3bHqgPuAi4FVgN3uXXCi45MtkX3MPfUqWSSPQWwZE4VCYWDlkGVEbF4gnhCx1wRPpRyayKcllSWxix3VXg+Fggb9z9JVX+JU7c7E64DHlHVsKoeAPYCq0VkHlCtqi+qY289CHwwqc8D7uvHgatcK2QNsFFVO1W1C9hIavEqeIYsjQwC4d7W6Plo1k4X6e6Gk1ni1tfYc9x2vc2EQa9OiaXcToohS6NkZMotkJdpt5OJaXxSRLa77ivPApgPHEk6ptltm+++Ht0+oo+qxoBuYHaasYqOvqHsiswsDVWI5WkBl9ONqjqikaKy3GjOaqhABPa2mmhkgldWeNyUWxONtHiWRrJo1A5ZGvkXDJ+oaNwHnA2sBFqAr7rtqfbt1jTtE+0zAhG5VUS2iMiWtra2dPOekQzHNDJbpwG2dYOHl3483joNcC5yC2rL2Wv1NTJirDK6HkMptyYaafGyp5JvCoe2Ry8US0NVj6tqXFUTwL/jxBzAsQYWJB3aBBxz25tStI/oIyIBoAbHHTbWWKnmc7+qrlLVVQ0NDRP5SHlNqi/VWHiuAru7c4iMc2EbzZLGSvaZpZERnhiMlXJbGvCyp+wGJh0DkTg+Gfkdrc3jQkwTEg03RuHxIcDLrHoSWOtmRC3GCXhvVtUWoEdELnPjFTcDTyT18TKjrgeec+MezwBXi0it6/662m0rOrINhINZGh7j3Q2PZkljJfvb+4ibe29cvD2lykpSi0bA7yPoF4tpjENf2CnAlFxZsro0gN8neWlpjHsVEpGHgXcB9SLSjJPR9C4RWYnjLjoIfAJAVXeKyGPA60AMuF1VvW/MbTiZWGXA0+4DYD3wkIjsxbEw1rpjdYrIF4GX3OO+oKpFWV4tm5TbEhONEQyLxvjuKXCC4ZFYgu9vbQaBP1i1YPxORYpnaZSPIRoApQG/WRrj0J9U6tVDRKirKKGjdwaKhqremKJ5fZrj7wbuTtG+BViRon0QuGGMsTYAG8abY6HTl2F9cBi+OFpNDQfPTTfeinCPsxudDKq//v52AN65tJ55NWVTM7kZTqoA7mhCQb/FNMahL6nUazINlSHae8PTMKP02IrwGUBfhvXBIdk9Zf+okL176ty5VTRWhbhqWSMAT+94a8rmNtMZcGNtZcGx7z1Lgz6Lr41Df/hUSwOgoSpEm4mGMREyrQ8Olj01mvA4awlGUxkKsOlzV7H+45ewbG4VT7/WMpXTm9FkYmmUBf2299Q49EViI/ad8qivDNHeY6JhTIBM64NDUkzD/MhAcvZUZjENYCgg+b4L5rHlUBfHTw5OydxmOpmIRmnQb0WYxqE/EqcixTn0LI18W6hrojEDyLQ+OJh7ajTeecjUPZXM+y6Yiyr89PXjuZ5WQTBe9hQ47ikLhKfHcT+nsjRKiMaV7oH8WuBnojEDGOtLlYqhdRrmngKGLa5MA+HJnN1QSVVpgD22XXpKPEujLE2CRqm5p8ZlIBJPaa01VIUA8i4YbqIxA+iLxDJ2T1n21EjGW4CWDhFhQW05hzv7cz2tgqA/GqPE7yOQZouW0qCl3I5H3xi1cjzRaM2zuIaJxgwg0/rgYO6p0fRnsZo+FQvryjliopGSgUg8rWsKPNGw72IfBoYaAAAgAElEQVQ6+iOx1JZGpSMabSYaRracHIhSXZplINwsDSBps8dxLm5jsaCujCNdAyRshfgp9I/hVkmmNOAz0UhDJJYgGte0lkZ7ni3wM9HIc1SVnsEYVaXBjI4PWfbUCPpTlNLMhoV15URiibzMl59uzNKYPKm2RfeoKQsS9ItZGkZ2hGMJIvEE1WXZrtOwf1Rw/MVBv0woEA7QVFcOYC6qFIzlVkmmrMRWhKfDy4yqKTv1plBEqK8MmWgY2XFy0PlSZWppBP2CiAXCPfqzyDxLxUJXNCwYfioD0TjlaVaDg+eesqJgY+GJxqzy1P/fDVX5t5WIiUaec3LAMV8zjWmIiFvy1UQDxl44lSnzZzn7Th3pHMjVlAqGTNxTXh0T+z6m5kQaSwOcYLhZGkZW9LiWRnWGlgZAid9Ew6M/Eqd8gplT4Pjk51aXmqWRgowC4UPV++z7mAqvBnhNWUnK9+sr82//KRONPOfkoGtpZBjTAOfuzmIaDn0Z+N3Hw8mgMtEYTX8GlkaZVe9LSybuqc6+SF7VdzHRyHN6soxpgJNBZXd2Dv3h8e+Gx2OBrdVIyUA0E0vDq95nopEKrwb4WO6pptoy4gnllcNdp3NaaTHRyHOGYxpZioa5pwB3h+BJBMIBzqyr4K2Tg7bx3ij6x9idNRnPPWVbiaSmeyBKZShAcIxV9f/r7WdQXxniK8/szptkgnFFQ0Q2iEiriLyW1FYnIhtFZI/7XJv03p0isldEdovImqT2i0Vkh/vevW7ZV9zSsI+67ZtEZFFSn3Xu79gjIl5J2KLCy57Kyj0V8JtouEw2pgGw/IxqVOH1lu4czWrmk0gog9FE2n2nYNjSMMFNzYn+6JhWBjg7GfzFVUvYfKCTn+9uO40zG5tMLI3vANeMarsDeFZVlwLPuj8jIstxyrWe7/b5poh436r7gFtx6oYvTRrzFqBLVZcA9wBfdseqwykteymwGrgrWZyKhZ7BKH6fjPvPmUxJwGcxDZe+cGxS2VMAb2uqAWB7s4mGRyalXiHJ0jB3aUq6ByJpRQNg7SULOau+gr98bBt7W6d/88xxRUNVf4lTuzuZ64AH3NcPAB9Man9EVcOqegDYC6wWkXlAtaq+qI6N9eCoPt5YjwNXuVbIGmCjqnaqahewkVPFq+A5ORCjunRk0fnxMPfUME6Gz+QsjTnVpTRWhdhhojFEfwbbooO5p8bjRH90zCC4R0nAx4aPX4Lf5+Om9ZunPT400ZjGHFVtAXCfG932+cCRpOOa3bb57uvR7SP6qGoM6AZmpxmrqOgZjGYVBAcve8pEQ1Xpj2ReiyQdb2uqYftREw2PgQy2RQco9XYosEB4SroHxhcNgEX1FfzNNefS0j3I0RPTu2Yo14HwVLfDmqZ9on1G/lKRW0Vki4hsaWvLD79frjg5GMsqngFe9pT9k4ZjCRI68X2nkrlg/iz2tfXS6+4VVOz0RzPb02sopmHfx5ScGEgf00jGu3mc7szIiYrGcdflhPvc6rY3AwuSjmsCjrntTSnaR/QRkQBQg+MOG2usU1DV+1V1laquamhomOBHyk96BqNUhbK0NAI+InGzNNJtBpctb2uqQRV2mrUBZFbqFYbdVxbTOBVVpbs/OubCvtEMF1ibme6pJwEvm2kd8ERS+1o3I2oxTsB7s+vC6hGRy9x4xc2j+nhjXQ8858Y9ngGuFpFaNwB+tdtWVJwcyN7SKLF1GkDmF7ZMWDHfguHJDGYa0wh4omGWxmgGonEi8URG7ilIPpfT+7897tVIRB4G3gXUi0gzTkbTl4DHROQW4DBwA4Cq7hSRx4DXgRhwu6p635bbcDKxyoCn3QfAeuAhEdmLY2GsdcfqFJEvAi+5x31BVUcH5AueicQ0qkuDnMyzusLTQd8kCzAl01AVoq6ihAMdfZMeqxDIVJBLbUX4mHgL+2Zl6J7KF0tj3P8mVb1xjLeuGuP4u4G7U7RvAVakaB/EFZ0U720ANow3x0Lm5GAsq4V94BSk7wnHGIzGJ1TmtFDwCjDlwtIAmFtdyvHuwZyMNdPpzzDl1qvvMt13x/nIeFuIjCZfzqWtCM9j4gmlNxyjKsMdbj3qK/OzIP3pZrKlXkczt6aUFhMNAAbcc1s2TiDc53N2XTb31Kl4lkZ1hpbG0OaPMzSmYZwGeoc2K8zW0sjPMpGnm1zGNMARjbdOmmhA0rnNwJKdVR4c2s3VGKZ7wDknszINhOdJKWcTjTxmuABTlpaGV1s4z/bhP90MWRo5SLkFxz3V2Rexu2YyX9wHUFcRorPPYmyjGYppZOyeyo81LyYaeczJCdTSACemAeaeGopp5GBxHziWBkDryeI+r+As7vPJ8N1vOuoqgnT22TkbTbYxjdKgWRrGOAztcJtlyq3FNBw8SyMXi/vAsTQAc1ExvD1LJtvb1JaX0NVvlsZoTgxECfoz31duyNIw0TDGYiJV+8AJmFWFAkUf0/AsjWw2e0zHPNfSaOm20q8D0VhGrimAuooSOvuK+7uYiq6+CDVlJRnvKxf0CyLTv+bFRCOP8ar2ZRvTAJhdWZJ3ZSJPN/2RGGVBP35f5ps9psNzT71lGVRO1b4MxbiuooTugSgx26VgBMe6BzljVmnGx4sIpXlQ9sBEI4/x/MB1FZllVyRTXxkq+kB4XySek80KPapKg1SU+M09BXT2RajN0BfvfX9P2ILTETR39dNUW5ZVn1Bw+tOXTTTymI7eCCUBH5UTWGdQXxmymEZ4/Mpy2TK3ptQsDeBo1wDzM7zg1ZY7omEuqmFU1TmHs7ITjdKAf9q3CDLRyGPaeyPUV2Tu80ymvqqEjiL/J3WCtbldEW9rNdwL3onML3iepWGiMUx7b4RwLEFTbXlW/ULB6S+wZqKRx3T2hZntZkJlS31liBP9UaJF7Efuj8RzthrcY251WdFbGt4FL1vR6DLRGMKriZGtpeGsrjdLwxiDjr4Isyuzj2fAcNptRxFnUPVFYlNgaYRo7QkTT6Qs7VIUDF3wMrxLHrI0bFX4EM1d/QA01WXpngr6zdIwxqajNzKhIDjYWg2A/nDu3VML68qJJ5SDRbzb7dGu7O6SvcVrZmkMk+059MiHUs4mGnmKqtLeGx66+GdLQ5UjNsWcdtveG6auYmLnbywuPrMWgK0Hu3I67kzi2JClkdkFLxTwUxkKFH2MLZnmrgFqyoLZl3IO+C17ykhNfyROOJZg9mQtjSJNux2MxunoizA/izz4TDirvpJZ5UG2HCq60i5DHD0xQFUokHGZUnBcVGZpDJNNIkEypUGzNIwx8GIREw2EN7ibFharpeHdDZ8xgX/MdPh8wqoza9lyqHgtjeYs0m09aitK6LStRIY42jWQ9RoNKABLQ0QOisgOEdkmIlvctjoR2Sgie9zn2qTj7xSRvSKyW0TWJLVf7I6zV0TudUvC4paNfdRt3yQiiyYz35lEu7uwb6KB8PKSAFWlgaLdXO/YCSfDKdeiAXDxmXXsb+ujo0gFeSJ3yXXlQbM0XFSV5q7+rIUXCiem8W5VXamqq9yf7wCeVdWlwLPuz4jIcpxSrucD1wDfFBEvSnkfcCtOTfGl7vsAtwBdqroEuAf4cg7mOyMYsjQm6J4CmFNdyvEiXVMwZGnU5F40LlnkxjWK1No4OoELXq3tPzVE90CUvkg86zUaAKFgYW4jch3wgPv6AeCDSe2PqGpYVQ8Ae4HVIjIPqFbVF1VVgQdH9fHGehy4Siay0m0G4t3FTtQ9BTCnOlS8otE9gAjMqcltIBxgxfwaSvy+ohSNnsEoJwdjWVsas000htjb2gvAotkTEI08qII4WdFQ4KcislVEbnXb5qhqC4D73Oi2zweOJPVtdtvmu69Ht4/oo6oxoBuYPck5zwi8TJNJWRpVpRwvWvfUAA2VoaHtpHNJadDP0jmVvPFWT87HzncOdzrrCyZiaQxE4wxErIDVLvd7c9686qz7luaBpTHZ5bJXqOoxEWkENorIG2mOTWUhaJr2dH1GDuwI1q0ACxcuTD/jGUJHb4TKUGCoLvBEaKwupbVnEFWd0FYkM5ljJwanJJ7hcXZDJS8fLj5L42XXunrb/FlZ9fMskyNd/Zwzpyrn85pJ7Go5SU1ZcGir/WwIBXxEYolp/Z+elKWhqsfc51bgh8Bq4LjrcsJ9bnUPbwYWJHVvAo657U0p2kf0EZEAUAOckuuoqver6ipVXdXQ0DCZj5Q3dPSFJxwE95hTHSIa16IsgHPsxEBW205ny9kNlRw9MVB0d86/PdDJvJpSFmS5knlJYyUAbx4vPutsNG+0nGTZ3KoJXfRDeVC9b8KiISIVIlLlvQauBl4DngTWuYetA55wXz8JrHUzohbjBLw3uy6sHhG5zI1X3DyqjzfW9cBzbtyj4JnManCPOW6luWKLa3gb6k1FENxjSWMlqrC/vXfKfke+oaps2t/JpYvrsr7gnd1QiU/gzePFc75SkUgob7zVMyHXFDi73ALTutPtZNxTc4Aful+eAPCfqvoTEXkJeExEbgEOAzcAqOpOEXkMeB2IAberqnebdhvwHaAMeNp9AKwHHhKRvTgWxtpJzHdG4SxMm9xFb061EwQ+fnJwwl/SmUhnn7Oh3pS6pxorANjX1sf5Z9RM2e/JJ/a399HeG+bSs7IPK5YG/Zw5u4I9RW5pHO7spz8S57x5E3PRDVsacSC71eS5YsKioar7gbenaO8Arhqjz93A3SnatwArUrQP4opOsdHWM8jbmyZ3MWqsciyNYlur0dI9dWs0PBbNrsAnw5kwhUwkluDhzYeHLNZLF9dNaJyljZVF7556462TwMSC4DBcJ3w6d7rN7b7RRk7o7o/S3hthcX3FpMZpTLI0iomJbjudDaVBPwvqytnXVvii8fRrLdz15E7A2Wlgot/Lc+ZU8ewbrYRj8SnJapsJvN7Sg0+YcDJA6QhLY3ow0chD3mx17sYmm2USCvipLQ9yvKe4ROP1YyfxCZxZn30efDac3VDJviKwNF7Y005NWZA/vnIxC2eXTzhrZ+mcSuIJ5UB7H8vmFo+7NJmthzo5u6FywlmR+WBp2N5TeYhnwi+dUznpsZxV4cXlntp8oJPz5lVTneUOotlydkMF+9v7Crq2hqry673tXLFkNn9+1VKuWzl//E5j4N0EFUswfPdbPVz6jz9j0/4OAFp7BnlxXwfXrJg74TFDgem3NEw08pA9x3upKPHnxL3SWF1KaxG5pyKxBK8c6WL1BP3u2bC0sYpILMH+AnZRHWjv41j3IO84u37SY53VUIHfJ0UTDH/kpcMcPxnmM//1Kr3hGE9tbyGh8IG3nzHhMT0LZUam3BpTx5vHe1gyZ2J53KOZUxUqqprWO452MxhNTDhYmw1XLHUupM+90TrOkTOXX+9tB+DKJZMXjVDAz3nzqvjNvo5Jj5XvxOIJ/ufVFpbNreLYiQH+4uFXeGxLM+fNq2bpJNzOnqUxnVuJmGjkIXtae1naOHnXFEBTbTmtPWH6I7GcjJfvbD7grP28ZNHUi8b8WWUsn1fNz3Ydn/LfNV38ak8782eVceYE9klKxTXnz2Xroa6Cr7P+m30dtPeG+fTvLeXz71/OC3vaeb3l5KSsDJjhi/uMqeFEf4S2njDn5CCeAbD8jGpUKZp9kjYf6GBJY+WkNnrMht9bPoeth7oKcpv07v4oP3+zjavOa8zZlhXXrJgHwDM738rJePmIqvLIS4epKg3wrnMb+T9XLua5v/pd/uaaZXzsssltczS0uM9iGoaHFyScjAmbjLeI6PVjJ3MyXj4TiyfYcvD0xDM83nveHBIKz+9uO22/83Tx5PZjRGIJbrh4wfgHZ8iSxkqWNlby9GstORsz37jvF/t4asdb3Hz5mUMxiKbacm5719lZl3cdjWdpWPaUAcBrR7v52sbdAJybI9GYP6uM6tIAu1oKXzS2H+2mJxzjihwEbTNlxfxq5tWU8sS2o6ftd54uHt9yhGVzq1gxP7fpsdeumMvmA51DNU8KiR+83MxXfrKb61aewWfee27Oxx/eRsQsjaJnf1svH77vN7zxVg+ff/95OVvNLCKcN6+a14tANH69px0RuPzs07d7vojwscvO5Fd72tnR3H3afu9U8sjmw9z23a282tzNDasW5Hw31T+4ZAEBn49/+dmenI473bx8uIs7vr+Dy8+azT/f8HZ8vtzvQjtkaVhMo7hRVf72h68RCvj46ad/hz9+51k5HX/5GdW80dJT0OsJAH69r53l86onvdFjttx0+ZlUlQb4f8/vPa2/dyp4ePNh7vjBDrY3d/POpfV85KKJr8sYi6bacm66/Ez+a+uRgkm/3bS/gz/69kvMm1XKN//wIoL+qbm0hvJgw0ITjWnmJ6+18CcPbuXF/R3cce0yGqtzv533efOqGYjGOdTRl/OxpxJVZeuhrozSCwcicV4+dCInqaHZUl0a5OPvWMRPdr7F4Y7+0/77c8XmA518/r9f43fPaeAXn30XD91yKbPKp0aAb3/3EipKAvztf79GLD69RYUmy+YDndy0fjP1lSV895ZLqZ3Cmxa/Twj6xQLhhc5gNM7Xf/YmH//2Zj7+7c18b9MhBqNxXj7cxZ9+92V2HD3BLVcu5sZLpqaA1HJ3c7SZVp7033+1n4/c9xs+8I0X2LS/I2WGUjSe4I++vZnrv/UbIvEE75gG0QD4yEVOSZhfvDkz12wMROJ89vFXaaot4xv/+0ICU3Sn7FFXUcLfX3c+mw908k9Pp6vdlt+oKnc/tYv6yhJ+cNsVLKib2q1rwLE2bMPCAqa7P8ofP/gSWw51sWxuNYPROH/7w9d4dlcrfeEY9ZUlPPeZd1ERmro/xdI5lTRWhfjs49t5dlcrX1+7clIVAaeaREL53ubD/ONTb3DFktnsfquHj97/WwBuXL2QL1x3/pD5/8jmwzy/u41z5lSybG4Vq0/D+oxUnDm7nPmzynhhbzs3Xb5oWuYwEfojMX60vYXn32jlUEc/D//JZZPO8MmUD1/UxPbmbta/cIBrVsw9LWtrcs2zu1p59cgJvvThC6gpPz3nLRTw2YaFhUoioXziu1vYduQE37jxIt7/tnmoKg/99hD/9wln19C/+1/Lp1QwwLkz+fFfvJMHXzzIvz63l3/48evcee15tHQPcnZDRV6Vgu0eiPLxb2/mlcMnuGLJbNavu4T+SJxN+zvYdKCT7/zmIAfb+7jvYxfh8wn3/GwPl51Vx8N/ctm0fg4R4col9Tz1WgvxhOKfgiBorlFV/vLRV/mJu2biE79z1mlNIgD4m2uW8cS2o9z/y/15KRqJhBJXHbpJOTkY5bGXjnDm7AqWNFbyDz9+nUWzy/nIxU3jjJQ7prtOuInGFPK9TYf47f5OvvThC3j/25xFTSLCzZcvor03wov72rnx0tNT07yhKsRnrj6XSCzBv/1yP4+91EwknmBpYyVfuG7Fab9YjMV3f3uIVw6f4MsfuYAbLl6AzyeUBv1ce8E8rr1gHm9rquGO7+/gA9/4NeAUXPr8+5fnhfBdsbSeR7ccYcfRblYuyK6Gdi4ZiMT53qZDhGMJfCJ09IZ5veUkb50cpL4ixBVL6nn/2+ay6UAnP9n5Fn919TnccuVZlJWcfuuzrMTPTZedyb8+v5f9bb2c1ZCbRa2TJZFQvv9yM/f9Yh/HTgzwoQubCPiEp3a00NEXAZz4QlVpgH/72MVTFvhORSjo4+TA9JVwnhGiISLXAP8C+IH/UNUv5fp3qCq7j/ewsK6cXS093PfzfXzkovlce8G8CY311I63+NLTb/DOpfV89JJTF0f95XvPgfeek4upZ8VfrTmXnnCMUMDHotkV3P/L/Xzuhzv42V/+bk7vjvvCMX68vYWBaJwFdWVcuaSBkkD6f6xILMGDLx7kyiX1fHSM+M6HL2piQV05f/6fr7Bwdjn/9/eXs2J+flTOe4crvL/e2561aJwcjFIe9E86lnCks58//e5WdiYt5gwFfJw7t4plc6to6R7knp+9yT0/exOAi8+s5bZ3LZlWy+imyxfxrV/u5x9+vIt7b7yQyim2vMej9eQgn318O794s43zz6jmfRfM4/tbmwn6hUsW1/Gpq5ayq6WHTQc6+Otrlk1p3ZZUXHJmHT/afoz+SIzyktN/riTfS26LiB94E3gv0Ay8BNyoqq+nOn7VqlW6ZcuWrH9PZ1+Ei764cehnnzhWwTf/8CLWnD+XI539PLHtKPvb+1hxRg3/+9KFQ3GBE/0RfrS9BRFnUd7XNr7Jb/Z1cN68atavWzWlFeQmy1M7Wviz773MN//wIt6XQiAHInH+e9tRuvojXH7WbFYumDXmXb2q8uSrx3j+jVaee6OVk4PD+101VIV455J6FtdXsLihgsX1FTTNKicST9AfidEfifOrPW3841Nv8O2PX8K7lzVO2WeeSj7wjRc41NHP599/Hq09YebVlPKhC+czEI1ztGuAoN/HG2/1UBr08bvnNLCvrZev/2wPT7/2FuUlfi5ZVMe5c6t434p5XJBF5caewSj3/Xwf6184QEnAx7+sXck7zq4noUpZ0D/ib3awvY8th7rw++A9y+ZQUzY9ZUOT+Y9f7ecfn9rFvJoy1pw/l6vPn8NlZ81m25ET7DjaTUNliDnVIRqrS2moDI15A6KqROM67g1KKg53OP/j3/rFPmIJ5fO/v5yPXboQEWEwGqfE75uStRfZsml/Bx+9/7d8/aMr+eCFuUuJFpGtqrpq3ONmgGhcDvydqq5xf74TQFX/KdXxExWN/kiM59xgYInfx3Urz+BPHtrKq0dO8PYFs9jVcpJILEF9ZYj23jCzK0p4W1MNJwdj7GjuJpKUNlhTFuSvrj6HG1cvnPIslMkSTyjv/dovKA36+eofvJ2uvgi/3tfOb/Z1cLx7kO6BKH2R4aDbJYtq+fBFTbSeDNPSPUBvOEZp0M+yuVW8dLCTZ3Yep74yxDuX1vOxyxZy5uwKtjef4JHNR3jtaDfHxtmobkljJT/99O/kxT/nRDjY3scnH36Z144O3+m/+9wGXm3uptN1a3hcfGYtO5q7CQV8XL+qiYFInK2HujjY0Uc0rqxeXEcklhgz5bi+MsQ5c6qIJxL8eEcL7b0RPnThfD675ty8vlEZiy0HO/nnn+5m25ETDEYTrJhfPeI8JlNXUcLZDRW8/4J5DMYSvHm8h7aeMLtaeugeiHDtinnEVdnR3E1JwEfPYJSu/igrzqhmYV05sYSSUKW2vIQFdeX8aPuxod/13uVz+Nz7zpt05cypIpFQ3vmV5zmroYKHbrk0Z+MWkmhcD1yjqn/s/nwTcKmqfjLV8RMVjVT0hmN877eH+OErR1l+RjWfXXMu82rK+M2+dh596Qi73+qhIhRg1Zm1fGDlGfh9wiuHT7Dm/LmnfYHZZHhi21E+9ci2oZ/9PuHtTTUsrq+krMTHdSvnc1Z9BU/taOFfnt1De69z8auvLKG6NEhvOEZrTxi/T7jz2mXccuXiMa2RgUicgx19Tp2GEwOEAj7KSwKUl/gpDwU4b27VlKxVOZ2EY3HH0pxbzX9uPsy9z+7hHWfP5oZVTcTiytmNlbxy+ARf/elu3n1uI39/3fnUJ22w2DMY5d9/dYDn3jhObXkJZSky3RRo6R5gX2sfQb+wYn4Nd1y7jLc1TV8sJVcMRuOsf+EAj205wrUr5vGxyxZyoj/K8ZODtPaEh55fPtQ1tBHnvJpSGqpCLGmspCzo58ltxygt8bN6cR2JhFJeEqC6LMCrR07Q0RfBL4LPJxzvHqQnHOPcOVV89JIFvGdZI4vyVCyS+epPd/ON5/eyZFQMaNm8av71xgsnNGYhicYNwJpRorFaVf886ZhbgVsBFi5cePGhQ4emZa4zmQPtfWxvPkFlKMDqxXVjpl0OROK09YRprA6NSNs9fnKQeEJn5B3uVNPVF2FWefAUIY3FE3lvieYzqk7p2Jqy4Cm7GscTisC4FmsioRzvGWRudWleJFNkSuvJQf7p6TdOSb1dNLuCv75m2YTGLCTROC3uKcMwjGImU9GYCbc5LwFLRWSxiJQAa4Enp3lOhmEYRUnep9yqakxEPgk8g5Nyu0FVd07ztAzDMIqSvBcNAFV9CnhquudhGIZR7MwE95RhGIaRJ5hoGIZhGBljomEYhmFkjImGYRiGkTEmGoZhGEbG5P3ivmwRkR5g9ySHqQG6czCdqRqvHmjP4Xj5/nlzPR7k7hzOhM86FePm8juY7+cwn88d5GZ+9UCFqjaMe6SqFtQD2JKDMe7P8ZxyPd6kP+MM+7w5HS+X53AmfNYpmmfOvoP5fg7z+dzlan7ZzMncU6n5nzwfL9fk++fN5/M3Uz6rncP8GS/XnNb5FaJ7aotmsH/KTKYYPuNUY+dwctj5mzj5eO6ymVMhWhr3T/cETgPF8BmnGjuHk8PO38TJx3OX8ZwKztIwDMMwpo5CtDQMwzCMKcJEIw8QkQUi8ryI7BKRnSLyKbe9TkQ2isge97nWbZ/tHt8rIt9IGqdKRLYlPdpF5OvT9blOJ7k6h+57N4rIDhHZLiI/EZH66fhMp5Mcn7+Puudup4h8ZTo+z+lkAufuvSKy1f2ObRWR9ySNdbHbvldE7pV8rAyVy9Qve0w43W0ecJH7ugp4E1gOfAW4w22/A/iy+7oCuBL4U+AbacbdCvzOdH++mXQOcXZ+bgXq3Z+/glMEbNo/4ww5f7OBw0CD+/MDwFXT/fny7NxdCJzhvl4BHE0aazNwOSDA08C10/35Rj/M0sgDVLVFVV92X/cAu4D5wHU4/3S4zx90j+lT1ReAwbHGFJGlQCPwqymcet6Qw3Mo7qPCvcurBo5N/SeYXnJ4/s4C3lTVNvfnnwEfmeLpTysTOHevqKr3ndoJlIpISETmAdWq+qI6CvKg1yefMNHIM0RkEc6dyCZgjqq2gPPFxBGBTLkReNT98hUVkzmHqhoFbgN24IjFcmD9FE4375jkd5CQPBUAAAN7SURBVHAvsExEFolIAOeit2DqZptfTODcfQR4RVXDOELTnPRes9uWV5ho5BEiUgl8H/i0qp6c5HBrgYcnP6uZxWTPoYgEcUTjQuAMYDtwZ04nmcdM9vypahfO+XsUx8o9CMRyOcd8JdtzJyLnA18GPuE1pTgs7276TDTyBPdi9X3ge6r6A7f5uGuy4j63ZjjW24GAqm6dksnmKTk6hysBVHWfa6U9BrxjiqacV+TqO6iq/6Oql6rq5Tj7wO2ZqjnnC9meOxFpAn4I3Kyq+9zmZqApadgm8tA1aqKRB7i+8/XALlX9WtJbTwLr3NfrgCcyHPJGiszKyOE5PAosFxFv47b34vioC5pcfgdFpNF9rgX+DPiP3M42v8j23InILODHwJ2q+mvvYNeF1SMil7lj3kzm//Onj+mOxNtDwclCURxXyDb38T6cTJRnce7UngXqkvocBDqBXpw7lOVJ7+0Hlk3355qp5xAnI2iXO9b/ALOn+/PNsPP3MPC6+1g73Z8t384d8HmgL+nYbUCj+94q4DVgH/AN3AXY+fSwFeGGYRhGxph7yjAMw8gYEw3DMAwjY0w0DMMwjIwx0TAMwzAyxkTDMAzDyBgTDcM4zYjIn4rIzVkcv0hEXpvKORlGpgSmewKGUUyISEBVvzXd8zCMiWKiYRhZ4m5K9xOcTekuxNkK+2bgPOBrQCXQDnxcVVtE5OfAb4ArgCdFpAroVdV/FpGVwLeAcpwFXf9HVbtE5GJgA9APvHD6Pp1hpMfcU4YxMc4F7lfVtwEngduBfwWuV1Xvgn930vGzVPV3VfWro8Z5EPgbd5wdwF1u+7eBv1Bn/ybDyBvM0jCMiXFEh/cN+i7wOZyCOhvdYmt+oCXp+EdHDyAiNThi8gu36QHgv1K0PwRcm/uPYBjZY6JhGBNj9P47PcDONJZBXxZjS4rxDSMvMPeUYUyMhSLiCcSNwG+BBq9NRIJuvYQxUdVuoEtE3uk23QT8QlVPAN0icqXb/oe5n75hTAyzNAxjYuwC1onIv+HsYvqvwDPAva57KQB8HaecZzrWAd8SkXKc3Yn/yG3/I2CDiPS74xpGXmC73BpGlrjZUz9S1RXTPBXDOO2Ye8owDMPIGLM0DMMwjIwxS8MwDMPIGBMNwzAMI2NMNAzDMIyMMdEwDMMwMsZEwzAMw8gYEw3DMAwjY/4/6zFwfteeMPIAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2317,9 +2301,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", @@ -2339,9 +2321,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "year = []\n", @@ -2365,14 +2345,12 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -2381,12 +2359,14 @@ }, { "data": { - "image/png": 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FzoqamfVLTU1NNDU1dVku1zoNSauBf4mIezJ5iylOXi+W9FVgcETUponwJyhO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\nZpabg4aZmeXmoGFmZrn9f1gAJxPxoq2fAAAAAElFTkSuQmCC\n", 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\n", 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d+cp0xdwBPK3t/qHAnb2NY2Zm3SpT2K8HDpf0DEl7A68D/rE/sczMrKqOu2IiYo+kdwJfAZYAn4mIm7uY94LdNTVqcjZodj5nq67J+ZytukXP1/HBUzMze2LwladmZplxYTczy4wLu5lZZp6QhV3Sakmr684xG0nPlPQeSSfUnWWmJmeDZudztuqanK/J2aB6vidUYZe0RtLVwBXAxyW9pO5M7ST9R+BrpO/SeZukt9cc6ReanA2anc/ZqmtyviZngy7zRUSj/4B9226/FvhEcfvNwD8AQ8V91ZDtBOAZ0/MHPgCcVtx/EfAlYLiOfE3O1vR8zpZnviZn63W+Rm6xSzpA0l9JuhX4hKTDikG/A/youD0G/BA4Y/ppi5jvKEnfA/4b8FlJJ0Rq7aOAQwAi4jrgm8BbFjNfk7M1PZ+z5Zmvydn6la+RhR04EdiXtGCPAB+QtJy0W/JqgIh4GLgYeElx/7F+hZF0qKQD2h46BbgkIl5K+oB5g6TDgQun8xUuA46WtE+/8jU5W9PzOVue+ZqcbbHy1VbYlSyV9FZJX5d0lqRnFYOfDTwSEXuAPwN+CpwGfBV4iqRfK8a7FfixpOP6lPFISV8GvgF8WNL01xT/P2C/4vYXgbuAdaRP1Ce37WHcR/p2y+f9KmVrej5nyzNfk7Mtdr7aCnuxq/GbwJuAjwH7AH9TDL4LuLv4ZPoxaWGeRWqA7/P41wIvA+4tHu8JSSva7j4fuCMi1gBXAp8oHr8PeFjS/hFxH/CvwFOLHN8E3luMtzfwc2B77tmans/Z8szX5Gx15lu0wi7pOEkflXR6cV/AkcAVEfGliPgYcJikFwM7SJ9gRxZP3wYMFI/9BfAqSa8mfSgMAt/tMtuTJJ0v6Xpgo6SDinxDwLWSFBH/CNwvaR1pT2H/YjjF/YOBx0h7GAdL+hvgImBPRNydY7am53O26pqcr8nZmpJvUQq7pOcAfwk8APyepPcW814NPFAsNMD5wBtIhXoP8OLi8RtIR4wfiohrgA3A6cDxwH+PiMfaplHFS4v5vYp0UOJs4ADSl50dUuxdAFxQ5Pt2sSyvBIiIbxXTWBoR24AzgZuB/xkRb6E7Tc7W9HzOlme+JmdrRr65Tpep+kfasj6DtNuxtHjsT4Gzitst4JPAycDLga+0PfdppF0VSIX8RtKvMB0D/G/gKW3jlj4dqWjYM4GrSd05q4rHvwi8u7j9DGBjMfxYUn/YkrZl+0kxndWkPYl3Ap8FPgWs6KLdGput6fmcza+r2+7f//V0i13S80kHOH8b+CDwvmLQDtJvpkL65LkW+F3gn4FDJD1X0rJI/ek7JL0kIq4kfd3lR4FLgYsi4t+m5xVFy5R0EvAa4EPAcaS+fUhn20zvHfwY+Drwyoi4nvSJO1LMcwq4Djg2InYAbyR1Bd0FvC8iHiwbqG1P49VNyzaD266axrUbuO26yfZEaLsyP433SyS9EDgc+GpE/IS0NX5rRJwu6QXAOZJawDjwnyTtFxEPSfou8HukczQvBP4A+KSk3cAkcHsxi78CLoyIXSUyKSJC0rGk3ZyvA1sinR7568BtEXGlpNtJV6++AtgK/I6kVRFxj6R/BR6U9HTgz4HTJB1M+tWoe0m7TkTEBDBRod1apL2aB4CPA3cDz6w7m9uuWrYnQru57fJru/mU2mJXskzSmyTdSOrYPxCYLrw/B7YXW983kHYtjgMe4vFTeAAeJe2CHELaKr+J1L9+NXBPRNwBaau8YlF/KfAZ0lHllwMfKUZ5DLhV0vKIuL3I91zSi3Un6XzS6eVYQmqfS4qMpwJrgc1R8RxXSSslfbaY5u3AuRFxt6S9SJ/kdWZbUrTdb5J2BRvTdsV6NyDpfBrWdsU8Q9IwzVzn9pG0oqFtd0DD225A0r6SLqBhbbegTvprgBXAi4vbBxbBPjnLeGeRLoNdXdw/mdSffhjpKwCuLh7fl9QNs6rtuccAe3eSZ8Y89wPexuNb/suAPwLeUQx/EvC9YvqnkPq71hTDTiqWZVVxexJYSerf/3J7HmCvLrJdRLpibIDUtXRm2zjTxyHeCfyPxcrW9rqeQVrZ1pMO8DSl7aazXVqsVwc1rO32B7aQfkkM4D1NaLcZ+b4M/HVx/2PA2+puO9J74s2k9/8lTWu7tnxXAn9fPNaY9a7TvwW32CWdDdwGbJE0GBH3k/qF7iz6xl+jxy8Q+hbpAOj0hUbXkg6iPhQRFwA/lfQ50kHRW4Bf9CFFxI0R8chCeWZkOwS4HBgGPkc6QPFa0l7CnmK6PyUdeH03qe/rYB4/jfIa0rn0j0TE5cCnSVeznkc6Yv1oW75Sn6ozsv0d8PYi263AEZI2FltRv690wdUVpD2Yvmcr8q0gvblOIF0/8ArScY9jSVtKdbZde7bNpLMFXku6huE36m67wnLStRfPkrSKtM4vKaZZS7vNkm9v0rr2VFIXx9GSPlJX20laRjrGdjLw8Yj43WLQMW3TrK3tZuT7WERMb3FPAkfV2XaldfAJNkzavfhb4D3FY8eSitYdRfALgU3FsHOAD7c9/3rgmOL2PqRTgI7txacSaeV9Udv900lbJm8Gvt32+FOBO4vb7yBdtvuk4vlfAp7eNu6qPmV7E+lI968Df1/8vR74X6Rz+RctW9v0Dmy7/Z9Jb6ZT6267WbL9MemUsWc2qO3eTOprfT/wVtKBtOvrbrdZ8r2PtMezqgltR9oDO3XGY6cA1zWh7ebI9/QiQ+3rXcfL0cGCTp+acwowXtxeRtqaWlncP4y0tX4saRfwYtKW1j+RPqn26Uv41Mcl+MVvt76Ax7t77iWdMzo97tcoCi1p9+mrxTh/skjZjgG+Mb3ito23jHRw+YTi/jn9zjYj5wGk4xs7gQ8X9+8FButqu1my3VXMdwVFN19dbdf2er6F1M32WuALxWP31N1uc+QbKx5rP124lvWO1EVxK7CpmP8HivpxH3BwA9a59nxXkb6Y69C617vSy1FigZ9MulDoOcX9pTOGnw+cPL0CkboezqRPRX2OlfkCHj9f/nPAR4vbv0ba43h62wtzNG1fCbxI2d7R/lhx+5Ci7Z672NnaMvwh6XzbzaR+7W8WbzjV2XYzsp1HOq3s2U1oO9JXRi8h9aFeTdoyvgl4f93r3Cz5/pl0htkLGtJ2XyHtgT2NtBV8FmnDsCnrXHu+L5Au/T+8CW3X6d900emIpE8BP4uIDcX9vUjnXb4DeA5wSpTsJ+8VSYeS+rTeFRG3Kn2h2GiRazXwnejNVWXdZHt7RNxWPHYMqVtqXZHtD+vI1k7pOoQzSW+yI0kr66HU2HZt2Y4mvdn+nHSW1UnU1HaSBkjdHPuQ2uk3SBeenE3aUj6cGtttlnyHk45P/BbpmNfLSO1Xy3qn4rTn4vbzSO/Ta0mX1Ne+zs3IdzTpSvdzSd80W9t6V0bZ89g3A+cWBxmOJK3Ex5NelLPrKuqFYyjOgZd0Bqn//2xSF9IPIp1+WXe2HxXZbietHHtIW/E31pit3b2kg4Dvi4i/k3QacHND8t1P6ie+ifS6LqO+tttDOnviUdKW+s9J6/8k8N4GtNtc+R6W9BpSwa9tvZsumoX7Sced3h8RFzag7Wbme4C08boN+K/Uu951rOwW++tIB0ofJn3j2JURcUufspUi6VrSwbXtpHNIPxQR36s1VGFGtruADQ1qt5WkLbg3kL7/fjNwXkQ8Ou8TF8Es2T4dEZvqTfXLigtPpvuy76o7z0xFvpOBz0Y666TuPPuQfnPhjaQ96r8EPhXpa7prN0u+zRHxZ/WmKqfjwi7puaTzOS8mHSzq2VfldqvYg/ggaUv485GuWmuEJmcDkLSU1P3yMClfk17XxmaDdFEX8FiU2TpaRE3OJ+lM0mm1n2va6wrNz7eQUlvsZmbWfE39aTwzM6vIhd3MLDMu7GZmmXFhNzPLjAu7mVlmXNjNzDLjwm5mlpn/D0QBdzhJVkBDAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2498,9 +2478,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -2521,9 +2499,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.4" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } -- 2.18.1