diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..893e4612c36a5c477a0b67f9c810f93fbe676b8a 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,2145 @@ { - "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": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202444723544894219417FRFrance
1202443721306253635315FRFrance
22024427262112463996426FRFrance
3202441720353813689315FRFrance
4202440721257253525315FRFrance
52024397289813334463426FRFrance
6202438775101513102FRFrance
72024377916281804102FRFrance
8202436722358703600315FRFrance
9202435716202852955204FRFrance
10202434725606224498417FRFrance
11202433719715363406315FRFrance
1220243274399194468547311FRFrance
1320243174500221367877410FRFrance
14202430770044278973011715FRFrance
1520242979270630312237141018FRFrance
1620242879364649812230141018FRFrance
17202427710247709013404151020FRFrance
182024267143681039918337221628FRFrance
19202425711174803914309171222FRFrance
20202424712621935715885191424FRFrance
212024237146571133917975221727FRFrance
22202422711628836114895171222FRFrance
2320242179701685112551151119FRFrance
242024207136611020917113201525FRFrance
2520241971008364131375315921FRFrance
26202418713438951417362201426FRFrance
272024177153031121919387231729FRFrance
282024167181381354022736272034FRFrance
292024157249291731532543372648FRFrance
.................................
17401991267176081130423912312042FRFrance
17411991257161691070021638281838FRFrance
17421991247161711007122271281739FRFrance
1743199123711947767116223211329FRFrance
1744199122715452995320951271737FRFrance
1745199121714903897520831261636FRFrance
17461991207190531274225364342345FRFrance
17471991197167391124622232291939FRFrance
17481991187213851388228888382551FRFrance
1749199117713462887718047241632FRFrance
17501991167148571006819646261834FRFrance
1751199115713975978118169251832FRFrance
1752199114712265768416846221430FRFrance
175319911379567604113093171123FRFrance
1754199112710864733114397191325FRFrance
17551991117155741118419964271935FRFrance
17561991107166431137221914292038FRFrance
1757199109713741878018702241533FRFrance
1758199108713289881317765231531FRFrance
1759199107712337807716597221529FRFrance
1760199106710877701314741191226FRFrance
1761199105710442654414340181125FRFrance
17621991047791345631126314820FRFrance
17631991037153871048420290271836FRFrance
17641991027162771104621508292038FRFrance
17651991017155651027120859271836FRFrance
17661990527193751329525455342345FRFrance
17671990517190801380724353342543FRFrance
1768199050711079666015498201228FRFrance
17691990497114302610205FRFrance
\n", + "

1770 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202444 7 2354 489 4219 4 1 \n", + "1 202443 7 2130 625 3635 3 1 \n", + "2 202442 7 2621 1246 3996 4 2 \n", + "3 202441 7 2035 381 3689 3 1 \n", + "4 202440 7 2125 725 3525 3 1 \n", + "5 202439 7 2898 1333 4463 4 2 \n", + "6 202438 7 751 0 1513 1 0 \n", + "7 202437 7 916 28 1804 1 0 \n", + "8 202436 7 2235 870 3600 3 1 \n", + "9 202435 7 1620 285 2955 2 0 \n", + "10 202434 7 2560 622 4498 4 1 \n", + "11 202433 7 1971 536 3406 3 1 \n", + "12 202432 7 4399 1944 6854 7 3 \n", + "13 202431 7 4500 2213 6787 7 4 \n", + "14 202430 7 7004 4278 9730 11 7 \n", + "15 202429 7 9270 6303 12237 14 10 \n", + "16 202428 7 9364 6498 12230 14 10 \n", + "17 202427 7 10247 7090 13404 15 10 \n", + "18 202426 7 14368 10399 18337 22 16 \n", + "19 202425 7 11174 8039 14309 17 12 \n", + "20 202424 7 12621 9357 15885 19 14 \n", + "21 202423 7 14657 11339 17975 22 17 \n", + "22 202422 7 11628 8361 14895 17 12 \n", + "23 202421 7 9701 6851 12551 15 11 \n", + "24 202420 7 13661 10209 17113 20 15 \n", + "25 202419 7 10083 6413 13753 15 9 \n", + "26 202418 7 13438 9514 17362 20 14 \n", + "27 202417 7 15303 11219 19387 23 17 \n", + "28 202416 7 18138 13540 22736 27 20 \n", + "29 202415 7 24929 17315 32543 37 26 \n", + "... ... ... ... ... ... ... ... \n", + "1740 199126 7 17608 11304 23912 31 20 \n", + "1741 199125 7 16169 10700 21638 28 18 \n", + "1742 199124 7 16171 10071 22271 28 17 \n", + "1743 199123 7 11947 7671 16223 21 13 \n", + "1744 199122 7 15452 9953 20951 27 17 \n", + "1745 199121 7 14903 8975 20831 26 16 \n", + "1746 199120 7 19053 12742 25364 34 23 \n", + "1747 199119 7 16739 11246 22232 29 19 \n", + "1748 199118 7 21385 13882 28888 38 25 \n", + "1749 199117 7 13462 8877 18047 24 16 \n", + "1750 199116 7 14857 10068 19646 26 18 \n", + "1751 199115 7 13975 9781 18169 25 18 \n", + "1752 199114 7 12265 7684 16846 22 14 \n", + "1753 199113 7 9567 6041 13093 17 11 \n", + "1754 199112 7 10864 7331 14397 19 13 \n", + "1755 199111 7 15574 11184 19964 27 19 \n", + "1756 199110 7 16643 11372 21914 29 20 \n", + "1757 199109 7 13741 8780 18702 24 15 \n", + "1758 199108 7 13289 8813 17765 23 15 \n", + "1759 199107 7 12337 8077 16597 22 15 \n", + "1760 199106 7 10877 7013 14741 19 12 \n", + "1761 199105 7 10442 6544 14340 18 11 \n", + "1762 199104 7 7913 4563 11263 14 8 \n", + "1763 199103 7 15387 10484 20290 27 18 \n", + "1764 199102 7 16277 11046 21508 29 20 \n", + "1765 199101 7 15565 10271 20859 27 18 \n", + "1766 199052 7 19375 13295 25455 34 23 \n", + "1767 199051 7 19080 13807 24353 34 25 \n", + "1768 199050 7 11079 6660 15498 20 12 \n", + "1769 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 7 FR France \n", + "1 5 FR France \n", + "2 6 FR France \n", + "3 5 FR France \n", + "4 5 FR France \n", + "5 6 FR France \n", + "6 2 FR France \n", + "7 2 FR France \n", + "8 5 FR France \n", + "9 4 FR France \n", + "10 7 FR France \n", + "11 5 FR France \n", + "12 11 FR France \n", + "13 10 FR France \n", + "14 15 FR France \n", + "15 18 FR France \n", + "16 18 FR France \n", + "17 20 FR France \n", + "18 28 FR France \n", + "19 22 FR France \n", + "20 24 FR France \n", + "21 27 FR France \n", + "22 22 FR France \n", + "23 19 FR France \n", + "24 25 FR France \n", + "25 21 FR France \n", + "26 26 FR France \n", + "27 29 FR France \n", + "28 34 FR France \n", + "29 48 FR France \n", + "... ... ... ... \n", + "1740 42 FR France \n", + "1741 38 FR France \n", + "1742 39 FR France \n", + "1743 29 FR France \n", + "1744 37 FR France \n", + "1745 36 FR France \n", + "1746 45 FR France \n", + "1747 39 FR France \n", + "1748 51 FR France \n", + "1749 32 FR France \n", + "1750 34 FR France \n", + "1751 32 FR France \n", + "1752 30 FR France \n", + "1753 23 FR France \n", + "1754 25 FR France \n", + "1755 35 FR France \n", + "1756 38 FR France \n", + "1757 33 FR France \n", + "1758 31 FR France \n", + "1759 29 FR France \n", + "1760 26 FR France \n", + "1761 25 FR France \n", + "1762 20 FR France \n", + "1763 36 FR France \n", + "1764 38 FR France \n", + "1765 36 FR France \n", + "1766 45 FR France \n", + "1767 43 FR France \n", + "1768 28 FR France \n", + "1769 5 FR France \n", + "\n", + "[1770 rows x 10 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + " sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "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": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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Ohpb1Pjxozt1WQnkIiuGcNCm7mPLwKggL41EVwngIGsr+M9ao+r2blqc83IoVZPeyDrxCeQiKkXQoD0XOuq1SRkYsOqpAGA9BQ3nxzCy29wfQ4ajtWAqaIsGjSnY1ujAegmI4DYTC4mxBj3X9CfVROcJ4CBqGmaF45ew89i7TZQUAbtlSHRpzX4kiQUExnAsLZ7YVABH3qAJhPAQNYyKcRDRlYNe64LLfy82VhyyUh6A0TuXhrPMAhPGoBpGqK2gY5+YTAID1nZ5lv9fVW7oxuOCFIhEQIgLmguIk9QwIASiFXWEujEf1COMhaBjn5izjMRBavvH48I0X2N9rsuhTJChOUjfRH3Dn9LYSxqN6hNtK0DC48lhXA+XhxK1IIuYhKAilFCkjYy9YRMxj6QjjIWgY5+YT6PKp8Kq1FcCa7BKNEQUF4Yp0fZ7xCLqta1AYj8oRxkPQMM7NJWoS78jHrUiiMaKgILxAkF93CnNbyZILfk0WxqMKhPEQNIxz8/UxHiLmISgGX1Ss7XBDlVzwOFRv0C2MRzWIgLmgIVBKcW4ugTdf2Fvz99ZkSWRbCXKYi6UxGUnBw4pIPaqMh+7Zh619fnufoEdBOCFmelSKUB6ChjAX15HQzZoHywGrz5VQHu1LyjDx8UcO2QkZAPC/fz6E3/rK83ZrEk124eot3ejxa/Y+HR7R36oahPEQNISxGtZ45COUR3tzejqGR18exc9fn7S3Dc/EMBNLI5G2rgu3snjImJjpUR3CeAgawmgNazzyETGP9ibODASvIwKAsYUkKAVmYtbUSufoYo4wHtUhjIegIdSyujwfK9tKGI92JcmNh8NtdX7B+n4qwo2HUB7LRRgPQUMYmY3Dq0roXGY33UL4NRkz0RQyGVrz9xY0P1x5cNdoIm1iLm4ZBW48NLmw8kjoJtJi4VERZY0HIeSrhJBJQshrjm1/Rgg5Rwg5yL7e5njtk4SQIULIcULIbY7tewghh9lrnyeEELZdI4Q8zLa/QAgZrO2vKGhG9g/P4rKBTrDLoKZctaULc3Edh88t1Py9m4mZaArPn5pp9Gk0HQk91201vpBVICWVh1dUmVdDJcrjawBuL7D9s5TSy9nXjwCAELILwJ0ALmLHfJEQwv9KXwJwL4Bt7Iu/5z0A5iilWwF8FsBnlvi7CFYJC3EdR8bCuHpLd13e/6btfXAR4IljE3V5/2bhn585gw985QWRHJAHNx4TkSTSRgbnF5L2a1NRZjzkxcaj22dlXk2zfQSlKWs8KKVPA5it8P3eBeBblNIUpfQ0gCEA+wghawEEKaXPUUopgIcA3OE45kH2/bcB3ELqsRwVNA0vnpkFpcDVW5Y3PbAYIZ+KvZu68MSxyfI7r2LGFhIwMhSnp2ONPpWmgmdUUWq1/R9zGg/utioQMO8PWsZjMiKMRyUsJ+bxEULIq8ytxaf5rAcw4thnlG1bz77P355zDKXUALAAoOCSlBByLyFkPyFk/9TU1DJOXdBInj81A0124bINnXX7Gbfs7MOx8XBO0LTV4A/Ck1PRBp9Jc5FwKLHRuYQdLAeA6WgaQGHl0R90A7AMjqA8SzUeXwJwAYDLAYwD+Fu2vZBioCW2lzpm8UZKv0wp3Usp3dvbW/vKZMHK8NzJGezeGCrod64VN+3os39WqzIZZsZjUigPJzxgDlgZV2MLSfg1q5lGKeXRG2DKQxiPiliS8aCUTlBKTUppBsA/AdjHXhoFsMGx6wCAMbZ9oMD2nGMIITKADlTuJhOsMiJJHcfO1y/ewelllcORZOsGPycj1kPu1LRQHk6Sumk3PBybT2B8PoFN3V6okgvRlNV+pFC2lVuR0OFRSrqtdDODzz1xAvG0aGOyJOPBYhicdwPgmViPAbiTZVBthhUYf5FSOg4gQgi5msUz7gLwfccxd7Pv3wvg5ywuImhBpiIpUAps6vbW9efYs8xbNO0ybWTs9FPhtsolnjYQcCvoDWg4N5fA+EISazs8CLC265rsKprl1x/USrqtXjk7j88+8QZ+cVy4zcs2RiSEfBPAjQB6CCGjAP4UwI2EkMthuZfOAPgQAFBKjxBCHgFwFIAB4D5KKdeQH4aVueUB8GP2BQAPAPg6IWQIluK4sxa/mKA5CSetFVvQU9+enBqfZd6icz141lBAk3FyMoZMhsLlEnkmAJBIZ+BRJPQENJybt4zHlYNdOOlRMBNLl3SX9gfdmAgXVx6895UzIyuWMpDQzZw+We1A2TuYUvr+ApsfKLH//QDuL7B9P4CLC2xPAnhfufMQtAY8h55PbqsXkotAkUjLzvXgfvl9m7vw5OuTOB9O1qXJ5GokqZvwqBIGQh787MgE0mYGazvdtvIo1JqE0xvQcGqqeAwpnMwtNgSAv/7pcTx/agY/+YMbavQbrA5EhbmgKIm0WXOXCF+5Bd31NR4Ab5DYmsqD++V57KjUA6/diKcNeBQJH7lpK37jygFct7UHN17Y53BblVYek5Fk0e4E/PqdYllbgBWUb8cMLTHPQ1CU+390FI8eOIeX/+RWeNTKM6PmYmlQAF0+ddFrfOUWrLPyAHiDxBZVHnnG4+RUFNdt62nkKTUNCaY8dq4N4i/uuMTeHtCsa66U8ugPaNBNirl4Gt0F3FAR5nZ1Ko9IUs/J8GoXhPIQFCSS1PGdl88hoZs4ODJfcJ97H9qPL/770KLtn/j2IXzskYMFj+HDdlZCebRyg8SpSAqEADvXBqDJLozOxRt9Sk1DIm3aQ5+cZN1WpZUHULxQ0HZbRZ3Gw0DKyMAwW/NaK4YwHoKCfPeVc/Zqav+ZbOb0Dw6NYWgyAgA4ODKP1wr0j5oIp3CmSNVzOKlDkUjJ1V+taOXW7FORJLp9GmTJhZBXFf2YHCT0wsaDq91CBYKcPlZlXswNxRc/05Fc4wEA8TZrEyOMh2ARlFL8y/PDuHSgA9v7A3hpeA6Atdr96LdewUPPDQOw0mATBeR6PG0UX7kldATdSl0aIuajyq6W7fs0GU6hjxW1dXoVzMeF8eDE0ya8BdysdsyjxMKlL8CUB8u4OjQyjzcmIvbrTuXBKwp4LVGhe6GVEcajAKenY/izx44glmrPQqC5uI43JqJ4x6VrsWcwhFeG52BmKH7y2jgyNFvBm9TNgr7eeNraHi3w+S0k9LpnWnG0FnZbTUZS9iq5w6NgvsbK47VzC3j4pbM1fc+VIqmbcBc0HtZ1Vypg3mf3t7KUxx9/7zD+6iev269z45E2MoikDFBKbeXRbs8LYTzyeOnMLN79xWfwtWfP4FARX3+rM8P8uWs6PLhyMIRIysDx8xH88NVxANbNSSm1lEeBlT03KIXaPISTBgIrZDzcsgupVlUekWSO8liosfJ4ZP8I/uKHx2r6nitFIm3CWzLmUfyxp8kSQl7FrvWYj+u2qwrIuqgAS4kn9QwMlpnVbkFzYTzy+JPvvQZe3z4TS5feuUXhwcAev9WdFgD+4Rcn8SKLfST1jL2iL6w8rBuMu64MM4O/ffw4ZmNp5rZamSQ/TZGQbEHlkclQTEfTtoul06NiPlHbazWlZ5BusgDwE0cnCsbYnFBKEWfZVvkEK1AegJUlOMvu/VjKQMzRiiSc0NHjt7IIpyOpnPY3wni0MbqZwdBkFLdftAYA7Auo3eCdR3v8GgZCHrznivV47NAYKLVurJRh2pXb+X5e3cxANy3ry43H8YkI/vfPh/DTI+cRTuorkqYLsIB5CyqPcFKHmaF2KnQ9Yh5pMwO9yYzHp757GP/0y1Ml90kZGVBaOKMqWIHyACz3VoS5oKIpI8cohJMGtvT4AViLrLBDicTarN+VMB4Ozs7GYWQo9gyGQEj7Ko8ZW3loIITg7/7D5fjxR6/HP3xgD3asCSCpm0iy+on8BnHOG427rXgm0Ph8AuGEsSJpuoBlPFpxpCh3o/DYUYdXQcrI1DQ5IG1kkKFomvTTtJHBVDRV9nfki5nCAXNe51FaeQTcMqJJHSnDhG5SO5ZBKUU4oWNLrw/AYuUhAuZtzMlJq5p6e38AnR4Fs7H2HAozHU1BchF0OhTCzrVB3H7xGrgVq2qb38T5MQ+nMeGFVLwq99x8kimPlXFbtWqdBzfGXMF1eiwFUkv1wT83riIbzUQ4CUrLN7rk12OpOo9CHXWd+DUZ0ZSBWIovkLLXupGh2NjtheQimIqmcmIgImDexgyxVhxben05fs92YyaaRpdPLdhoz61Y6a/8Jk7qmZxWDjnKgxkP/rA7NR1F2sisqPJoxVRdnvHDlUcnm709F6/d9crjHc0S9xhjQ73KNbrk11+hmEclRYIAMx5JA1GeRZXOzarq9Kjo9qmYjqRzjIeIebQxJydj6A9qCLgVdPs0zETb03hMR1NFO4S6ZQkJ3cx5KDvVRzzlNB65bqvj5618+RVL1ZVbU3nY/cGYguMKsZbKI83cks0S9zjPXKDljFmyhPLo9Kp484W92LMptOg1JwG3gkjSsFPNKbUWSfxzD7hl9AY0pjzaN2Auels5ODkVxQW9VjCsy6e27ZyE6WjazijJR7PdVtmbOJ424WOT2rjbKuCW7UIrbjz4zbViAXOlNXtb2f3B3Fx5WH+rhQozrvafmQUhpORDNG27rZrDeIzNW8aj3N/TdlsVUB6Si+DB39m3aHs+freMaNrIMQzRlJHTl63Hr2EqkspTHsJt1ZZQSnFy0mE8/O3rtiqpPBQrgylHeThWXLxFw2C3b5HbirNSqbpuWYJuUphFOqSuVhbFPLyVK49YysB/emg//t8fHCm5n+22ahLlNr5QnduqUMC8UgKaDEpz+1vF04ajL5uMdZ0enJtPIJLUQYj182Kp1luolEIYD8ZUJIVIysDWPst4dPtUzMXTRVsztyqUUkxHU+gu0BEXsPzFScPMcQfFdcfqi91Agz0+LCR0JHUTC4ncFdlKKg+g/Gp1tRFOGJBcBD72gLSNRwVV5v/y/DDm4jrOzpZupNhsymN8gSuPMgFzZjzKxTVKwWMj5xeyRa6xlJmjPDZ0eTAbS+N82JqP7tdkJHShPNqSo+NhAMhxW2VoZTdkKxFPm0jqGfQEisc8dJPmSPQc5cG2D7Ixs1ORFBYSes5KcCUD5kDrTRMMJ61CS94fzKNIUCVXWeWRSJv48tOn4CKWSik1350bj7TRHIsnrjxKKaFXzs7ZD3CvunR162fGY9xhPCzlkXUXbghZ1/fR8TCCbkUoj3bl5FQU//3br6LLp+KS9R0AsrMo6p2u22yuMT5es7jysC4Zpysq13hk3VaAFTRfSOjYviZg77NSqbr2KNomcb3UinAit9CSEIIOr1I25vHU8UnMxNJ4/76NAICR2UTRfZtOeZSJeRwdC+PdX3wWPzxktdApFDCvFD+L3zk768bSpl0QGHDL2NBlGY83zkcRcMvwqrKIebQjf/Ctg8hQim/+p6vRwVwA3T5r5V3PjKtDI/PY8xc/w9Bk8wTm7eryYsqD3ZTOVW68gPHYzAqpzi+kEE7oGAh5EWA35UopD3eLuq0WWGdiJ52e8lXmB4bn4FZceM/uAQDASIkZIDzm0QzGI6mbdsFusYUAb6nz3KkZAMszHgFbeWSNa5wFzFXZBbciYUPIGvmbNjPMeEhtl20ljAesm+htl6zNWR1nlUf9jMfwbByUlr6JVxquPHpLBMyBPOOh57qtCAG29FjGY3whwTrpylgf8kBjN99KwJVHq42iDSeNRenOlbQoOTA8h0vXd9p/m5EScY+U0TwBc64A+oNaUePBazJK1XlUCq9Ez4l5pM2c7ghdPtV2xQbcCryajJgwHu0FL/4J5GUAdbNU1Xq2KOE+1Fp3RF0OttuqSKouf/Dnuq1yC6W8ioQOjwKfKmF0LmG3YV/X6VmxYDngiHm0mPKw3Fa512uHRy0Zn0vqJo6MLeCKTZ3o9CrwazJG58q7rZqhSJCn6Q52+2BmaMGWKdFU9neXXASKtPR5MdxtNRlJQWaFsvG0kdMdgRBixz0Cbhk+VUJcVJi3F/G0CTND7dUGJ+Stv/LgD+D5GlYGLxfupuNuu3z4at7pX893W3lUK5i7rtODockozAxFh0fBe3avx28yf/tKkM22avwDsJYUdFt5FSyUuI5eO7cA3aTYvTEEQggGQp6iyoNS6nAyeDRoAAAgAElEQVRbNT5gfj5sGTkeRytk0Jz1Fl5FWtawMR4wNzIUvcx9G0uZCCf0nOcEj3sE3DI8bei2avsiQX7R5d+MquxCwC0XNB7/+IuTODgyjy99YM+yfjZP/WuWjK4XT8/i4ZdGsCbohlqk/4/TbSW5CMwMza0wTxvwaZaBWdfpsVtoB90K3nHpujr/BvnnygLmLee2WtyZuLPMQKiXz1rTIHdvtAoDN3R5MTwTw4PPnsFCQsfv37LN3tfIUHssQTPEPPg9ygc1pfQMvGrhfQAUHARVDX5HplaPX8NEOIlYysBMNI01HW77tQ1dVtwj4FZAQETAvN3gD/B8txVgZRwVclu9cHoWvzwxvfyfbSuPxhuPhYSODz7wAmSJ4Esf2F10P6fbKuCW4SKLs614sHJdp8f+/FaqJYkT7rZqpf5WKcNKpS4U84inzaIuupeH57Gxy2uvpDd2eTE8E8enf3wM3z4wmrOvM87RDMaDX1/8dy6kJKMpA15VQtAtLytYDgAuF7FdVz5Ngk+VEWOjlfsciSROt5VXE8qj7Ygkc6t1nfT4NQxNRpHJ0JwmgTPRFKIpq/dNUjfxxNEJLCR0vHv3entATyXwitX8CuxGMBVJImVk8PG3bscVG4u3rbCzrRK6VfOhZPLcVobdqmR9Z/azaIzxaL1U3axSzr11QyzBYy6mY03H4ofn0FQUO9dmE0I2hDz255Kvrp3Goxk+u3ie8SgUxI8mrWD2jrUBzNXA1cw76/o1BV5NQjhhYCaWZzxst5UC3bAmaxpmBrLUHmvytjceztztfN63dwB/+OhhPLJ/BHc6fPU8nfX8QhIPPXcGDz03DAAgBLj3hgsq/tncaDSD8Sj1OTix6zziOtZ1umFk5EUxD75qW9fpsbevZKCc04oB8/zWJBweo5qOpnJcK5y5WBrdm7vs//MHn+wiiKYMpAzTNrbOmEIzKI+kbkKTXXYGVaG/ZySlw++W8Zlfv7QmczX8bhkIA36mPEZYZmRvMPvZXsDS0fsCmj10LK6bCLaJ8WiP37IE2arRxQ/N39i7AVdv6cL9PzpmZyHx9h2ANezo9HQMO9cGAQCJdHU3mh3zaIKAebEVbT5uxwNGkyV4VSk32yqV67biNEJ52DGPJlg91wpnlbOTnhLZgZkMxVw8nVP4uXtjCDdt78XvXLcZgKVYODluqyb47BJsrKwqFU+AiCQN+DUZ/UE3Blkq8nLgiyg/c0mdmYkBQI7y2NLrx/fvuxZv2dlvG7Z2GgjV9sajWMAcsNLxPnHbDkSSBl46bc3vtlZp1sV7PpzEubkEtvT4ILtI1StcO9uqCZRHxI79lH7IO2s03IrLLo567uQMXh2dR1x3uq0cxsMrYh61gCvERcqD1eUU6oiwkNCRodkMQsByc/3zb+/D7o2dAIAZx3GpnJhH47OtEiz9W1OKK49oanG6/XLIxjys6nHeJLE3r3j2sg2drM+YtX87DYQSbqsyD02eUcErWJ0V5+MLSYzOJ3Drrn6oSxh52kx1HtyI8pumGM75z5oiweUiSOgmPvmdV9EXdCORNu1VWH/QDUIAgtwMlpWiFVN1+TXT4SlSl1SgI8IsU7aFane6fNzoZI9zXsfNUOeR0E24VcnhhiysPNYWcNctFVt5qLLdgBLIVR5OeMFgOwXNhfJIGpBdJOeh6KTbp8FFYM+m4C4rADgytoC0kcFAlxea7KrqIUUptVeR8wkdlDZ2hRcpkXXmJFd5SPAoEsJJAyNzCbw+HkYsZa0SASvduS+gIehRCk4lrDd2wLyFUnUXiritApoMRSKYjqbxizemsOd//czelxuGUH5+Kwp3UmjGmIdHKW08osxtVSv4e/ndsq2kgcXKg8MbMQrj0cJ844VhvOnTT9o3RYTlzBcrKpJcBD1+zZ6Kx4PlLgK8dMbKnR8IeapWHjFWnNjj12BmqD21rFFEklZbEV8ZheCc/6zJlttqaCICM2MZw4Ruwuu42dZ1ehoS7wCylcbJFgqYh4tkBxJC2PTLFA4Mz2EmlsbQpDW5kRuGrgLNLgsaD6fyaALVxtO/1RJdknlmVK3gngifJtv3RKdXsRck+XhZbVOsjWo92s54GCbF2ELSXpWFE+V9pX1Ba2oYkFUeW3r99rYNIQ80WapK4nP3wybWurzRGVc84FhOIRBCbAPiViR41MU9fZzt12+8sA/Xbe2p/QlXiCZLLaU8wgnDbs6XTzcbYDbKeqWdnrb+LWU8Oj0KXCTXeOhNpjx4wDybep17vWXY4stfh5hHQJNtw1DMZQVkF13xNmrLXtZ4EEK+SgiZJIS85tjWRQj5GSHkBPs35Hjtk4SQIULIcULIbY7tewghh9lrnydsqU8I0QghD7PtLxBCBmv7K+bCB+fwh3UkubjVQz59AbcdMOM+5V0swwoABkJeqHJ1I0/5z9/IUiYbXSgYruBz4PCYhlt22S4qJ04f8Uffsg33v/uS2pzkEtCq/Ls0O9GUXtQ90+3XMB1L2z2rhlmGUCnj4XIRhLy5xbDpJgyYux1uq3w1FE1XlilYDXxB6VQepWq4sjEPoTycfA3A7Xnb/gjAk5TSbQCeZP8HIWQXgDsBXMSO+SIhhD9JvgTgXgDb2Bd/z3sAzFFKtwL4LIDPLPWXqQQu9/nDOlygKWI+fQHNNh7T0RQ6vQoGWEvmHr8GNxvGU43E58qD59s3g/KoNFuFp+taysP63q/JWMcClp4GBMeLUW0sqtlJ6Rm4i7SO6fapmImmcI4ZjzMzlvKYi6XhVaWi3Yy7fGpOYV2qyQLmdsyjSAJEtMJkj2pwGo9KlEeXTwUhwLn54s0mW42yxoNS+jSA2bzN7wLwIPv+QQB3OLZ/i1KaopSeBjAEYB8hZC2AIKX0OWpFhh/KO4a/17cB3EKW09WsDJ3MeIQdyqPcQ7M3YPmSzQzFTMwa0drPioW4EdGU6h5S3FhsahLlUcnnwOHJBc7CrcEeL3YwNbac+dG1xq1ILZWqmzQyRY1At0/FVCRlz6FwKo9CwXJOV14bnpyAeRMY3oRuwqtK0KTCdTs8XlhLt9W6Tg9cxGoDz5VHb7CE20qTsa3Pj0Mj8zU7h2ZnqTGPfkrpOACwf/vY9vUARhz7jbJt69n3+dtzjqGUGgAWAHQX+qGEkHsJIfsJIfunpqaWdOKd7CaaZ11hI0mjAreVhgy1cuGnI2n0+LVFxkOVqjMePNNqI4t5zJeZAldvLOVRmduKP7zcimS7rQa7ffY8lGYyHmqLKY+kbhZtWtntt+ZdZKi1Cj89HQOlFLPxdNEW+4BlPAoFzF2kOZSH7bYqMtyLZwrWUnlct7UHv/jETRgIee3ruVzrocsGOnFodKHhmZMrRa0D5oUUAy2xvdQxizdS+mVK6V5K6d7e3t4lnWBHvtsqr81yIXrZRTMZTmE6lmLGw1qFcLeTpkhLUh7FYh5PvzG1opku1bitNNt4ZJXH5h4fdjDj4avhTbxcqv27NDtJ3SyuPBwG4uotXYgkDczH9YqURyHj4dPkpgqY8wrz/PsiYrfWqV22FSHEvrf59VwsTZdz+cZOlrDQHq6rpRqPCeaKAvt3km0fBbDBsd8AgDG2faDA9pxjCCEygA4sdpPVDB5UW0joMMwMYmmz7Ext3gp6KpLCTNRaxW3o8kKRCC7s9wPAkmMeVszElRPzODA8h7u++iKeODZR1e+2HKpyWzmyrXh++2C3D7ddtAafetsOXL6hs27nWS2a7LL7DjU7c7F02aZ+KSNTtCapx2E8rmUZbqdnYpiNpYvOpAcsd9dcPA0zY63Z0mxlH9BkpI3GrqJ1MwPdpPCwgtRCCp+7rWpZYe6EJxpwL0MxLhuwrvtX2sR1tVTj8RiAu9n3dwP4vmP7nSyDajOswPiLzLUVIYRczeIZd+Udw9/rvQB+Tuuo+2TJhYAmYz6uOy668m4rABidt6bi9fg19Pg1PPmxG/H/XGZ536yYR+UPqXBSR0CTIbkIOj1qTpX5L09YLrl6TjF0kp2mWJ3bSpNd9uyOwR4v3IqEe2+4AEoTNYZzKxKSq0R5fOLbh/DxfztUcp9UCeXBq8VdBLjmAsvzOzwTw1wsbXfdLXycCkqzapi7qppBefB4lcdReMpTr1OGia8/P4y5eO3dVk6u2tyFh++9GleUWRRtXxOAJrvaJu5R9tMmhHwTwI0AegghowD+FMBfAniEEHIPgLMA3gcAlNIjhJBHABwFYAC4j1LKn6gfhpW55QHwY/YFAA8A+DohZAiW4rizJr9ZCTq8ChYSukPulv4YeljfoNfHwwCy7gEerwAArUrlsZDIDvTp9Co5MY9nh2YAZNVJrfgf3zsMM0Px6fdcmrM9qWdgZGj1AXNFwo0X9uG/vuVCe9XVbKwm5TG+kLRX/8VI6hk72y0fri7WdniwuccHQoDj56OIpc2CabqckF0omEKXT20qtxUfNMYHPDlTr58dmsGffO81W+nWMmDuhBCCq7YUDMPmoEguXLK+AweG50ApXdY0w9VA2U+bUvr+Ii/dUmT/+wHcX2D7fgAXF9ieBDM+K0UnMx52tW4FzQA7PAp+cMjytHHfvpNqs62cxYkdHsXuahpLGfbUt1obj9fOhXPaq3AqbYrIcQbMO7wKPvqWbWWOaBzaEnqONYpoyiib3ZQ0TDtwnA9f1KxnRasbQl7b9VnKePB27jPRNLb2WTEFQqzVfqM/uyTrVO1xqF1+TlyZH2Qr/Ub0T8vn+m29+OwTb+Dtn/8V/vGDe+y4SSvSPP6FFaTDo2A+nraHMVVSXNQX0BBOGrh5Rx/2bOpa9PpSYh48eN/j1zDNupq+eHoWBlt9cuNWK5K6ibH5xCL3WrjCduwcu86jSNZPM6HJqydgHk0aOeNUC5HUzaLKw6vK8KqS7Zu/65pNGJqMAijc14qT36IkZWagSi6osqvhyiOuW58Hz3hyZs85RxlU0h1hJbjvpgvwd79xGY6Oh/Hoy6PlD1jFNP/dXwc6PSpzWxWfIphPX1CD7CL41Nt2Fny92t5W4WQ2y6s3oGGaFSE+MzQNVXZhIOSpeeEgT+McmY3b2+Jpo+KmiByn26rZcSuuVVPnEUkaiKSMkq6rUgFzAPj0ey7BvTdsAQB88JpNtiEplarbE7Be452j00YGquyCIrmQbnCFOZ+PkVUekr34cWYo1iveUS2y5MJ7dg+g06ssmtDYarSl8Qh6uNuq8iyND91wAf7qvZdia5+/4OvOi7oS4mnTDjb3+FWEk9ZI26PjYexaG7SUTqK2rQ6475/3PHrq9Ulc+meP4weHxgEswW21CpSH3y0jkjSaPvc+ZZh2oDpaQn2UStUFgHddvh471ljFmpos4VNv2wm34rKLUQvBO0fzXm1pIwNNdkFrAuVhxzy48XC4h+fiachMbdQr3rFU8gsvW5Hm+sRXiE6vgvm4jjHWSoAHxEtxw4Wl60pU2YUMRcUzjONp05bi/OfPxNI4v5DEjrUBxNNmzVcuPOvozHQMQ5MR/P43X4GRofjBq1Ysp/o6j+ZXHj0+DWkzg3DSaFh330pwGoxwUi84PItSiqSeyelsXI63XbIWt+7qL5kBZ3eODjuUh+SCIpGGGY/Xzi3gGy+cxS07rPpjj7o45jEf17Gx2wvdzNQtTXepdPtUzBaYrdJKNNcnvkJ0eBQYGYpDI/MYCHlqUtTmnDVQifFIpA14FOvncuMxHUnhfDiJG7f3YSaWwunp2LLPywl335yeieHpH0xBlV24pKcDh88tAKhGeWTrPJod7pKZiaaa2ng4Yx0LCT2nWIrDV9zVugsrSZ3uC2bHDqTNrNuqUe1JHn15FN988ayt9J2pukk9qzxCXhUfuXlrwUrjRtLlU2t+/zYbze93qAO8v9X+4Tlc2L84c2opqEU6fhaCUoq47lAerI7k1HQU8bSJNR0agm6lptlW1qrVMh6HRubx7MkZ/MaVG/Brl6yx96m2MWI1K+BGYWcSNbkLwTnPpViiBK9vqIfR7vVnm3/aMQ/Z1bD2JEfGrLT4s6w/V7GYR6dHwU3b+3Dj9r7Cb9Qgunxay8c82lJ5ONuyb+svHMOoluysgfI3W8rIgNLsABleGXx41Lph1nR47JhMrfLFdZOCx2H5jXnbRWuQYbEAQipPdVzb4YYmu0pm8DQLPFDMExKaFafyKBbr4g/NUgHzpdIXcNvXBTce1WYQ1opMhuIYOxfeGditZptxciM6H09jp2M0QjNhVe3ryGRoU2SB1YPmXzrWAWd21YV9K688+KhK3lSQu61eG7PcR2uCbnR4FJgZumjQ0lLh0/S4ulgTdOPS9R24ZH0HvKoEv1p5quNtF63Br/7w5oJ++Wajl7sEm3wVWIny4O6aYqm6y6EvqGGadY5Om86Yx8onGozMxRFhnwfvDMzb4GgONTQX1xFq0muwy6fCzNCGj1qoJ21pPDo92RVzrd1WlWRc8YEx/IZwKxICbhlH2WprbYfbLlysleuKr9Z2skyct17UD5eLQJFc2DvYVZUhcLlI2SZxzQKvnm4G5RFJ6njs0FjR1zjhhI6nXp/Eowdy6wT4AqBYkeBycHaOTnHl0aBsK34fALCbDPLMPt6eJKmbSOhmybYrjYQr3mZ3ly6HtjQe/EFJCIqm3laLM2BeDq48PI7W5b1+zV599gU1O7hbq5ULj3fs29wFjyLh3Vest1/7n+/Yhb9676XFDl3VKJILIa+CmVjjjccPDo3j97/5Cs7OxBe9lqs8DHz56VP4658ez9mH/w3roTz4YmAynGJuKwmK5IKRocgwf+dcLL0ixuTIWBiSiyDolmFkKFTJZSeh8JgHvy86m1R5ZKv2G3/d1Yu2NB48YL4h5M15gC8H221Vwc1lu60cP5u7rrp9KjRZsl1rNVMebNV64ZoAjv75bbhioz05GFv7/HjTBY2bM15vuv2aPT64kcyximg+Y9wJj3losgvhhI5z8wmcDydzFAlfmNQlYM7GDkxFUo5U3dxr+q3//9N48NkzNf/Z+RwZW8C2Pj8GQlZtijPGwydD8s/S6UVoJvKr9luRtjQeXlWC7CLYViPVATiUh16J8ch1WwHZlFI+ZMp2W5VpV1Ep3F+uya6Wb9iWT7dPxXQ0hePnI3jgV6cbdh48ljFaYFRpJGlAlVzo8WtYSOj2NMCTU9l0T1t51MltBTDjYVq1JHx+htUWPYOpSApj88ma/2wnlFIcGQtj17qgPQrBucDTFCuIz3vBNWvMQ7itWhRCCN56UT9uv3hN+Z0rRKtCeSRKKI+1bA54vdxWq6E2o9b0BCzl8c/PnMb/+uFRHB5daMh58CyqsQLGI5rS4XfLCHoUnJyK2oFq3psKcC4A6ui2iiQd7UmsRYZuUrvSO1HnVi8vnZnDZCSFq7d0o5+pIY/jmlUlCQYbBw1kJ4M2GzwTUSiPFuSLv7UH79tbqBRradipuhXcXKXcVmuY8eADqmrltspm6rTfn7yHKY9DzGj864vDDTkPrjwKGg82yTHolnH8fMTenms86qc83IqEoFvGpMNtpbJrWjczSLJrtt59wv71hWEENBnvuHStrTycCx6eLDDBquFDvuZUHqrsQsAtC+MhKE+pmMdTxydx1f/3hO2/ThQKmLOV3xrmtgrYbqvaxjzaUXl0+62OyG9MRKBIBN8/OFbzjsWVwBcC5woqDwN+zVIePLahyq4ixqM+f8O+oNsKmJu5yiNtZOwFT6JGqeOFmIul8aPXzuPdu9fDq8roY/eCc5HFFf5E2HKfNXOtUXeL97cSxqNGlIp5PH5kAhPhlP0gKBjzyFMekosgoMk1dFvVL9ja7PDP1sxQfOiGCxBPm/ZslpWEG49CcYNwkhkPR4uYqzZ34eRU1nhk25PU57btC2iYiqayRYKOBRF3V8XrqDy+d/Ac0kYGv3nVRvt8gLyYB1NDE+EkNNnV1Ndzl08V2VaC8pRSHq+w4U5nWSt0fgM6V1Tb+vxQJRd2rctWzAY9Vlvnzz1xwg6gLpV6ujyaHWc78g9eswma7MJwgXTZesOTH87NJ+z0V06UjQHm7sqAW8blGzoxPBOzVWO9lceaoBtnZ+M5LdkBy23FjUeyjsrj2ZMzGOz22l2BefJITsyD3WfnF5JNrToAS/EKt5WgLDwzJT/mEU7qOD5h+bB5fn88ZcJFcntDDfb4cPTPb8NF6zrsbUGPgsePTOCzT7yBn7x2flnnZxeY1SHY2uxw5dEf1NAfdMOjSg2Z8RFO6JBcBGkjs8idEU3xmIelPNZ3erC1z48MBc6wFvq28qhT3OrarT12tpUzVVc3qG006hUwp5Ti5eG5nEFrXHk4jaWftfR5/XykaWs8OMJtJagI3uk0X3kcGpkHHyVhK4+0Ca8qL0qZze/GG3TL9s06F1+e+yrrtmq/PznvHXYpm7PulqW6+u4LQSlFOKnjgl4fgMVB80hSt2MegGU8Lui1UslPMddVUjdBSHahUmtuvajffu98t1W8zsbj9HQMM7E09g5m6494HNCpPG7c3odrt3ZjIaE3vfLo8qmYi6WbfpbMUmm/J0md4Dddfm+rA8NzIMSaez7MjEdCNyoqTnT24Jpb5gqmnQPmvQENmuzCvkFrVetRJXu2yUqR1DPQTWq7ZJxBc0qpFTBn2VYAsK7TY7tteLdbPoK2XnU6Qbdiz63RclJ1s26rehnd/cOWa3fvpqzxUCQXtvX5c+aAuxUJD9x9Jd67ZwC37uqvy7nUipBXhZGhNavVajbasqtuPVAkAkIWtyc5MDyH7f0B7FoXxHMnZwDkDoIqxc41AZxfsKqMZ+PLMx7OIsF2w6vKePy/3oC1HdZIVk1e+dG0PLtr59ogHjs0lqM8UoZlWALurPJY1+lBl08FIdkWF+VG0NaCd1y6Fk8cm7C76gLWgqjedR4Hzsyhw6PYaovzg/9y3aJ5JG5Fwt+877K6nEct4X235uPppp4ls1Ta70lSJwghBVtYHxkL4/INndjU5cP5cBJJ3UQ8beZI8WJ87K3b8f37rkWPX1u+8tDNtqwu52zq9tlumJWKeXz6x8fw/ClrwcAzrQZCHvhUyW74B2RbkwQc2VbrQx5ILoIur2p3BE7qZt1jVrfu6sf123pw2UBnTsA8WXflMYs9m0KLOju7FQnSKm1pzqvfl+tyblaE8aghvO8Ox8xQzMXT6Au6sbHbA0qtLqGJCpUHYHWwDfnUZWdtlJt93U645fobj0hSxz/+4hQ+9Z3DMMyMrTw6PAp2rA3aRgXINkX0u2VcOtCB39g7gOu2Wr3Guv2q3RE4qddfefg0GV+/5ypctiHXeDhjHrX24UdTBk5OxbB7Y2dN37fR8Or3uWV6DZoVYTxqiCpLOcYjktRBqfXA2NhlBUpHZuOIp42qRt92edVlX4DVzr5uZdyKq+5tNnhM49R0DN87OGa3Jgl6FLzr8nV4/XwER8fCGJqM4MXTliEJaAp8moy/eu9ldmO9Hr9mZ+ys9AJAlVmRoElzFEeygv5t1XCGjWutVYfrZoErj3lhPATlsJRH9iaz20Z7FGxkQb/hmVjFbitOyKdiLqYva8WXNITy4Fhuq/oGzEdnLePR4VHwuSffsI1/0C3jHZeugyIRfO7JN3DHF57FHz56GIClPPKxOgJnYx7Vzi9fDqrE2pMYmRylVmvDy2d9D/b4avq+jYZng/Emjq2GMB41RJNzYx7ceHR4FPT4VXhVCcOz8YoD5pwun4K0mVnWVMHUCrg8Vgv1SNU9MraAR14asf/P267fe8MWjMwm8CrrqxX0KOjyqbhxex9+esQKTP/FHRfjt68dxOUbFrttun2q3U7eyrZaub+hIi/OtgJqbzz4tMBNXa1lPIIeBYQI5SGoADUv5jEfzw6sIYRgY5cXZ2cs4+GpcF444FzBLP0iFMoji1uVKpr4WA3feOEsPvndw/b7js4l4FZcuH6bFbt46cwsgOwY4Luu2YROr4K//80r8IGrN+FP33lRwb9Pb0BDJGUgqZtIrrDycM7ziDuMba0N7+npONaw4s1WQnIRdHqUZWdKNivCeNSQUsoDADb3+HB6OoZE2qhSeSy/vTOvERDwgPnS3FbfeXkU//iLk4u2hxM6zAy1XTCjcwkMhLy4sD8AFwGOjYfhVlx2ttT123px4H/cWnYIV7cvOxcitdLKo0CqLlB743FmJobBHm/5HVchIa8qsq0E5VHzjMc8Nx7erPE4OxtHXK/ObcXzxZezgknqmbo11FtteNSlB8z/bf8oHnpucUt3Xgj2xoRVDT46H8dAyAO3ImGwx4cMRU7TQwAVpaB2+7PjTFc6YM7dnEndzOlpVQ+31WB3a7msOJ1eRbitBOXh85U54TzlMdjjg5GhoDS3o245umrhthKpujZuWYKZoUuaxz0dTeF8OAkj71jebv8E62NmKQ+rKHHHmgCA3I4BlWJPpIumV6RI0IkmS/AoEubiOhK6CZkZu1oaj0hSx3Q03XLBck7Iq4qAuaA8quzK6W01H0/nuCq2OG6QJSmPZRiPtCFSdTnct76Uh+B0NAUzQzERyW21zRcKx89HEEnqmI/r9gxu3pIkWCCbqhy9THlMNUB5AFa66Vw8jXjatK/DWrqteNPH1lUeqlAehSCEnCGEHCaEHCSE7GfbugghPyOEnGD/hhz7f5IQMkQIOU4Iuc2xfQ97nyFCyOfJKi2D1mRXzjyPhYSOTk+2eZtzdVVNcDDoliG5yLJqPYTyyMKDztUWChpmxvZf5zc25G6rE5NRu8aDK4/tNVIejajVCflUzMd1JHXTVsAJvXa9ms7M8DTdVo15KCLmUYKbKKWXU0r3sv//EYAnKaXbADzJ/g9CyC4AdwK4CMDtAL5ICOFPsy8BuBfANvZ1ew3Oa8VZrDz0nJ423T7VzrapRnkQQhDyqphdhvxNrrDLo5nhQedkujq3lVP5FeqK6yLWw5AP/eLKY6etPKo3Hl5VhkeRMB1NNSRjLsQKVBO6aY98TYg2cEwAABbjSURBVFT5uZWCD7tqtTRdTsinIqGbDRkBUG/q8TR5F4AH2fcPArjDsf1blNIUpfQ0gCEA+wghawEEKaXPUasK7iHHMasKVVqsPDocMwcIIdjM1Ec1xgOwaj2WHfMQ2VYAsqovWWW67pRjKty5nMaGJpJ6BjvWBEEp8NMjEwCyymMg5GG1PtqSzrcnoOL8QhKUrnxXZCvgqyORNu2sv1rFPE5MRPDAL0/jio2dLZemywm1cIuS5RoPCuBxQsgBQsi9bFs/pXQcANi/fWz7egAjjmNH2bb17Pv87asOTclVHgsJfVE3TW48PEp1/u+QV11ythWlVLitHHAjWu1qcDpaWHnwxoZ8FsUPDo1hW5/fTrN1uQge+dA1+MjNW5d0vt0+DaPs562428pr9VVzGo9arKJThol7HtwPtyrhC7+5e9nv16zYzRFbMGi+3CvxWkrpbgC/BuA+QsgNJfYtFMegJbYvfgNC7iWE7CeE7J+amqr+bOuMKkk5kwStmEeu8eCBQZ9WrfJQl6w8dJMiQ9tzEFQh7IB5mcDvVCSF3/vGAdtdxRsUBjQ5Zw45Nx6XDnTi5h19+NCbt+C7912b08F4+5qA/fCtlh6/iiPnrAr1anqi1YKQV0E4qSOumwi6FUgugnh6+TGPk5MxnJ2N41Nv24F1nZ4anGlzwpsjtmLQfFlPE0rpGPt3EsB3AewDMMFcUWD/TrLdRwFscBw+AGCMbR8osL3Qz/sypXQvpXRvb2/vck69LnhUF+K6iW+8MAzdzBRUHhetC4IQVO3C6PKpmIykltTfKtXGI2gLYdcvlBkIdWB4Dj86fB6PH7FGAE8zt9XF6ztylAfPtOryKfjqf7wSn/y1nfDX8CH/pgt6sLnHh4/ctBVvv3Rtzd63Ejq9Kii1OkR7VSt1txYxDx4o39YXWPZ7NTM8TtSKQfMlGw9CiI8QEuDfA3grgNcAPAbgbrbb3QC+z75/DMCdhBCNELIZVmD8RebaihBCrmZZVnc5jllV3HnlRlw20Ik//u5r+MJTQ4inzUVzlm/d1Y9//283Vr3aumygEwsJ3S5Cq4Z2HkFbCO6+K6c8uFH41dA0AMt4uBUXLuz358Q8eLv1wBIC4pXwO9dtxs8+9mb8t9u2LynovhycasmtSHArUk1iHtksq9YMlHNEzKMw/QB+RQg5BOBFAP+HUvoTAH8J4FZCyAkAt7L/g1J6BMAjAI4C+AmA+yil/Cr8MICvwAqinwTw42WcV8PY0OXFd3/vTbh0oAPfP2iJp3zlQQjBpiXktF/HeiT98kR17rp42rDbpKxkX6RmhhuPcv2t+Of27MkZZDIU09E0evwa1oc8iCQN22jY7dZX+MG+EjgXPx5VgketzRTG4ek4evxaTRVaM8I/vyNjYZiZ1pplvuS/HKX0FIBFsyAppTMAbilyzP0A7i+wfT+Ai5d6Ls0EIQRXb+nGl58+BQDo8C7Nz53Puk4Ptvb58fSJafzu9VtK7jsXS0NTXPCqMu752n5MhC3/vAiYW3gqVR7MOMzG0nj9fATT0RS6/ZqtGsfnkwiuUezq8qCn9R6EIcf161UleBW5JjGPMzMxDHa3Zm2HE02WcPOOPnzzxbM4MRHBwx+6ZtVORsxH+DHqwL7BLvv7Ws4uvn5bD144NVN25fdbX3kBn/nx6wCAU9NRnGLN+layqV4z466wSHAhodtzvJ8ZmsZ0NI1ev2obj5FZqzq63m6rRuI0Hh5FgluVkKjBLJQzM7ElKfDVyFfu2ov//OYLsH94zp7N0gqIp0kduHKwCzzRJj/bajncsK0XKSNjt/cuxvBMDKemY6CU2rMgAKE8OJUGzBcSOtZ2urG1z48nX5/AdDSFHr+G7f0B+DUZP3ptHIDltnIRwNeCtQqdvuz161YkeBRXTpPEpRBPG5gIp7C5RavK83G5CC5Z3wFgec1Nmw1hPOpAh1fB9n4ri6SWyuOqLV0IaDK+8NQQMkX8p0ndRCxtYiqSQjhhwMhQBJhfWfS2suB1HuXcVgsJHUG3gvfsXo/nT81iKmIZD58m49d3r8cPD41jJppCJKmzwT+t4Y5wEtBkuyGiR2HZVkuIeUxFUniDNY08yxRbuygPIJt1tZz+dM2GeJrUias2W66rWhoPryrjj9++E8+fmsW/vLC4LTiQHUA1HU3ZFdH33bwV77p8HXatC9bsXFYzLheBKrvKVpjzVOvfumqTrSp6WK+pD14ziLSZwbdeGkE4abRksBywYni8VsEKmEtLinl87JGDeOtnn8YdX3gGTxy1KvA3t3imlROetdZKxYLCeNSJ3752Mz5x2/ZFqbrL5T9cuQHXb+vBX//keMGaj5mYZTBmY2lMRqxA+cXrOvC5O69oSZ/8UvEoUln3CzceHR4F79+3EQDQE7Dqc7b2+XHt1m48sn8E4YRu9yxrRXiVtFXnIVc9SGshruPZkzO4Zks3RucS+JvH3wAAbGyDgDmnqwVTdoXxqBODPT7cd9PWmrsyCCF484W9iKQMRFKLV4B8ZZOhwAlWE9ITqE3GVyvhVlxlH4LhhG53wr33hi14y85+7N2UTYa4eUc/hmfieGMy0rLKA8gGzd2KtKRBWv/+xiTMDMUnbt+Of/ndfQi6ZfT41Zb+zPLprMFMnmajdZdLLYxzpnn+DegMyL1+PgzA6o0kyKWc755SinDCsN2OfUE3vnL33px9eFbdyGwCu9a2rkuQq2c75lFlwPzxoxPo8Wu4fKATLhfBv/3nN2Eq0jpZR5Wgyi74NbmlAubCeKxCnDPNedDxff/wLN5+ydocpXNsPAJCsm4HQRa3IpVM1U3qGaTNTMmY1c61AXhVCfG02dIuwZAz5sGMLqW0IlWdNjL4xfEpvOPStXCxwPv2NQF7xkk7EVpmZ+xmQ7itViF8ohv3n44vJPDSmTk8f2oWM46L842JCEJeFbIk/sz5lGuzwavLSxX+yZILuzdanXRb2QXT7VchuQjcsgQPG59cadzjmaFpRFMGbt3VX89TXBV0edWW6nElniqrEB5848OhDo3MAwBG5uKYi6XtOoZ42rSzgwS5uJXc2Sv5LOTNny/Glcx11YrV5Zy73zSIL39wD1wuYn8elQZ+H315FCGvguu3NV8j05Um5FNFwFzQWOxOnUxlHByx2nWPziUwG09jfafHHjYl4h2FcStSyVTdyo1H6yuP/qAbt+y0lEOPYyxuORYSOh4/OoF3XrYOqqgxsmejtAriL7oK8WsyFInYwbeDI3MArJt1eCaGLp9qt3zvFsqjIOUCv5Uaj92bQrj9ojW4ekt3Tc+vWelm19V0BW02fnx4HGkjg/fsHii7bzsQ8lY2k+e5kzP41YnpFTij5SGMxyqEzzSfi6VhZigOjy6gj9UfHD9vxTl62f+XOvq01amV8nArEv7hg3vapgCztwrj8X8Oj2Nzjw+XDXTU+7RWBV0+BbG0Wbab8988fhx//L3DK3RWS0cYj1VKl8+SwEOTUcTSJt52iTUkSDcpunyqfZOLmEdh3GWGGlVqPNoNrmRnKlhBHxsPY++mUEu2bVkKPNFlvkzQfCqSwvBM3O6GDQCHRxearqW7MB6rlJDXCr7xYPk7L8tOmOvyqXZhYLdQHgWxAubFV4B8EFQrp+AuBa8qwa247JG8xZiNpTEdTbdlSm4xeKLLM0PTuPeh/UVTxXnn3RdPWw1QXx2dxzv//lf41yItiRqFMB6rFK48jp0Pw6tKuGJDyO6/ZCkPNwCge4lzs1udckWCCwkdAU1umdkLtYIQgh6/VlZ58CaI2/qF8eDwKvPPPXkCjx+dwKujC4v2SaStxqZA1nj86LA1Bvnh/SMAgNfOLSxpHHWtEcZjlRLyKZiP6zgxEcXWPj9cLoKBkNUrKCfmERDKoxBuRYKRoTDMwq4rZ2sSQS7dfq1szIMbj+3CeNjw4t7hGaur8OFzlvHg82CAbG86wDIelFL89Mh5qJILr50L46u/Oo07vvCMPWyukQjjsUrpYm6r4xMRbOuzbtCBkDWkqMunYt/mLuzb3IVtff5GnmbTwqvuxxeSBV/nTREFi+n1q5guk6r7xkQEAbeM/qBYvHBCvtzr6bVzC3jy2AR2//nP7MFi/HPdvbETxycieOH0LE5Px/DRt2yDKrnw5z88ik3dXtzJGnU2EmE8Vikhn4oMtYJr2/otA7Ghy1IeXT4VW/v8eORD1wiffRF4au0zQ4VTIoXxKE63Tys7Ee+NiSgu7A+IYLkD3uZFlV24Zks3Dp9bwA8OjcHIULx+3lJq/HN99xXrAQB3f/VFEAK8b88A3nnZOoS8Ch64+8qmuDaF8VildDliGVxdOJWHoDRb+/xYE3TjlwXy6Q+OzOOVkXkR7C1Ct1/FTCxddCAZpRQnJiK4ULisclAkFzo8Cq7f2oOrtnTh5FQUT74+CQA4w0ZF8+LLm3b04av/cS8uXt+Bd1y6Dn1BNz79nkvwyz+8GYNNMgeldXsqtDjO2dL8Jv313QNwK5JtRATFIYTg+m09ePzoBMwMheQiyGQohqai+NjDB7Em6MbH3npho0+zKenxazAzFAsJ3U4/dTIVTWEuruPCfuEyzedzd16OwW4fTk5FQSkQSVpjFc7MWMaDD3Dr9mm4eYcXN+/I9gRTZVdTVeoL47FK4erCrbiwvtMyFiGfig9cvamRp7WquP7CXvzbgVEcPreAyzd04p4HX8JTx6cguwgeumdfS7ccWQ7ZWo/UIuPx7NA0/uqnxwEAO1u4Tf1SuXF7HwDY7YNU2YVNXV47iD4TTcPHJjY2O8J4rFL4TcszrQTVc93WHhAC/OL4FPoCGp46PoX379uIj9y81TbIgsXwAtSpSBpb+7LbDTOD//LNV+BWJPz5uy6yRzELFtMXdGNdhxs71gYRcMvYf8ZqMTQTS62aDElhPFYpvODowj7hV14qXT4VezaG8MNXx9DHsoJ++9pBYTjKwAtPnWmlAPDMyRnMxNL4hw/swe0Xr2nEqa0qHvydfejwKPjGC2fx2KExpAwT09HUqqnNah4HmqAqPKqEG7f34q0XiTkJy+E9uwdwYjKKf3r6FNZ1uEVqcwV0F+ms+9jBMQQ0GTduF+3XK2FbfwB9QTcGe7yg1JpIORNNr5quEMJ4rGK+9tv7cPvFa8vvKCjK2y9ZC1Vy4dR0DG/e3idSSysg5FXhIrnNEZO6icePnMdtF6+BW2l+f30zwaeBDs/EMB1Nr5pmpsJ4CNqaDq+Ct+yyHPdixVwZkovggl4/Htk/gtE5K9D7xLEJRFIG3nnZugaf3epjMzMep6ZimI2lVk0zU2E8BG3P716/BW+6oBvXbe1p9KmsGv7+N3cjkTZx11dfxP9t7+5j5KrKOI5/f+kubdpu32wLS0vZYpBA0ZS2Vhrqa9LEEomxGIUQu9YImmiU/6xGg4mSKBEEiWHdaIlvBKNoLBJbibGNYDSWWKGbUsoSk6VWLdqW0kZF+/jHPRvHdbbL7N47996d3yeZ3Jkzd86c8+zdffacuXPuyTMvM7B3mJWL5ziGk7BgdjfzZnWxf+QEZ6M+69E5eVjHW7NiIQ/cfDVzZvr8kVfqsgt6+Hr/6xn52xm23Pc4B468yIfedIkXkpwESbx2+Xx2DWULINblbCsnDzOblPUrF3HbdasYPnaaC+bN4l1rlpXdpNr68ntWc3lvdubkkpp85uF/tcxs0m56wwpe/vdZLl3aw8wuf1A+WUvnzeLBWzaw+8CfWHvxwrKb84o4eZjZpEli2zUry27GtDB3ZhfXr63P9d4rM20l6e2SDkl6VtL2sttjZmbjq0TykDQD+CqwGbgCuFHSFeW2yszMxlOJ5AGsB56NiOci4p/Ag8A7S26TmZmNoyrJYxkw0vD4+VRmZmYVVJXk0ezk8P+70oykWyTtk7Tv2LFjbWiWmZk1U5Xk8TxwUcPj5cAfx+4UEYMRsS4i1i1Z4qUkzMzKUpXk8VvgUkkrJZ0H3ADsLLlNZmY2jkp8zyMi/iXpo8BuYAawIyKGSm6WmZmNQxHNL2JfdZJOAYcm8dLFwAs5NmU+cLKi9eXdtk6KXRH1dVL88m7bqE6KYd71jcbu4oiY+rx/RNTyBuxr5+vOUd9gVesroG0dEzvHrzp1dWoMC/iZ5Bq7qnzmUWcPV7i+vNuWtyrHroj68lbl/lY9dqOqHMMi6stNnaet9kXEuna9zhy7qXL8ps4xnLy8Y1fnkcdgm19njt1UOX5T5xhOXq6xq+3Iw8zMylPnkYeZmZWk9slD0kWSfiHpoKQhSR9P5YskPSrpcNouTOWbJD0h6am0fVtDXbdLGpH0Uln9aae8YidptqRHJD2d6vlCmf1ql5yPvV2Sfp/qGUgrTU97ecawoc6dkg60uy/tlvPxtyddEmN/ui2dsAFFnE7XzhvQC6xJ93uAZ8iWdb8D2J7KtwNfTPevAi5M968EjjTUdXWq76Wy+1Wn2AGzgbem++cBvwQ2l92/usQvPZ6XtgIeAm4ou391i2Eq2wI8ABwou291ih2wB1jX0vuXHYACAvpjYBPZFwh7G4J8qMm+Av4KzBxT3hHJo4jYpefuAW4uuz91jB/QTXZ65nvL7k/dYgjMBR5Lf0CnffLIOXYtJ4/aT1s1ktRHll1/A5wfEUcB0rbZMOx64HcR8Y92tbGq8oqdpAXAdcDPi2xv1eQRP0m7gb8Ap4AfFNzkyskhhp8D7gTOFN7Yisnp9/f+NGX1GUnNVjr/X2Vnyxyz7lzgCWBLenxizPPHxzxeBQwDr25SV0eNPPKKHdlaaT8Fbi27T3WMX3puFtm01aay+1WnGAKrgYfT/T46aOSRx/EHLEvbHuBnwNaJ3ndajDwkdZP9wn03In6Yiv8sqTc930v2H93o/suBH5EFaLjd7a2SnGM3CByOiLuLb3k15H3sRcTfyVaU7pgraeYUww3AWkl/IJu6eo2kPe3pQXnyOv4i4kjaniL7zGj9RO9d++SRhlffAA5GxF0NT+0E+tP9frL5wNFplUeAT0bE4+1sa9XkGTtJnydbxO3WottdFXnFT9Lchl/2LuBa4Onie1C+vGIYEfdFxIUR0QdsBJ6JiLcU34Py5Hj8dUlanO53A+8AJj5brewhVw5Dto1kVx18EtifbtcCryKbdz+ctovS/p8GTjfsux9Ymp67g+zCVGfT9rNl968OsSO7eFcABxvKP1h2/2oUv/PJrmnzJDAE3At0ld2/OsVwTJ19dMC0VY7H3xyyaa/R4+8eYMZE7+9vmJuZWctqP21lZmbt5+RhZmYtc/IwM7OWOXmYmVnLnDzMzKxlTh5mBZD0YUlbW9i/rxNWgrXpo6vsBphNN5K6ImKg7HaYFcnJw6yJtNDcLrKF5q4iW+56K3A5cBfZekIvAO+PiKNpKYxfAdcAOyX1kK2R9iVJq4EBsqXrh4EPRMRxSWuBHWQL+T3Wvt6ZTZ2nrczGdxkwGBGvA14EPkL27e93R8ToH/7bG/ZfEBFvjog7x9TzLeATqZ6ngNtS+f3AxyJiQ5GdMCuCRx5m4xuJ/64B9B3gU2QX0Xk0rVg9AzjasP/3xlYgaT5ZUtmbir4JfL9J+beBzfl3wawYTh5m4xu7ds8pYOgcI4XTLdStJvWb1YanrczGt0LSaKK4Efg1sGS0TFK3pFXnqiAiTgLHJb0xFb0P2BsRJ4CTkjam8pvyb75ZcTzyMBvfQaBf0tfIVii9F9gNfCVNO3UBd5OtRHou/cCApNnAc8C2VL4N2CHpTKrXrDa8qq5ZE+lsq59ExJUlN8WskjxtZWZmLfPIw8zMWuaRh5mZtczJw8zMWubkYWZmLXPyMDOzljl5mJlZy5w8zMysZf8BnqJlOC3A5hwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,\n", + " sorted_data.index[-1].year)]" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +2156,9 @@ "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/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..e18974fbe4ea258e98a8c7c9ce71b43300471a44 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -1,5 +1,671 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Concentration de CO2 dans l'atmosphère depuis 1958" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "date de téléchargement des données du \"Keeling Curve\" (weekly) : 11/11/2024" + ] + }, + { + "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\n", + "from sklearn.linear_model import LinearRegression\n", + "import numpy as np\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CO2
date
1958-03-29316.19
1958-04-05317.31
1958-04-12317.69
1958-04-19317.58
1958-04-26316.48
1958-05-03316.95
1958-05-17317.56
1958-05-24317.99
1958-07-05315.85
1958-07-12315.85
1958-07-19315.46
1958-07-26315.59
1958-08-02315.64
1958-08-09315.10
1958-08-16315.09
1958-08-30314.14
1958-09-06313.54
1958-11-08313.05
1958-11-15313.26
1958-11-22313.57
1958-11-29314.01
1958-12-06314.56
1958-12-13314.41
1958-12-20314.77
1958-12-27315.21
1959-01-03315.24
1959-01-10315.50
1959-01-17315.69
1959-01-24315.86
1959-01-31315.42
......
2024-03-09425.09
2024-03-16425.71
2024-03-23425.94
2024-03-30425.02
2024-04-06425.99
2024-04-13425.43
2024-04-20426.91
2024-04-27427.13
2024-05-04426.51
2024-05-11427.20
2024-05-18426.26
2024-05-25426.68
2024-06-01426.78
2024-06-08427.01
2024-06-15427.10
2024-06-22426.54
2024-06-29425.41
2024-07-06425.73
2024-07-13426.10
2024-07-20424.36
2024-07-27424.72
2024-08-03424.42
2024-08-10422.50
2024-08-17422.80
2024-08-24421.45
2024-08-31421.57
2024-09-07421.81
2024-09-14421.39
2024-09-21421.77
2024-09-28421.51
\n", + "

3397 rows × 1 columns

\n", + "
" + ], + "text/plain": [ + " CO2\n", + "date \n", + "1958-03-29 316.19\n", + "1958-04-05 317.31\n", + "1958-04-12 317.69\n", + "1958-04-19 317.58\n", + "1958-04-26 316.48\n", + "1958-05-03 316.95\n", + "1958-05-17 317.56\n", + "1958-05-24 317.99\n", + "1958-07-05 315.85\n", + "1958-07-12 315.85\n", + "1958-07-19 315.46\n", + "1958-07-26 315.59\n", + "1958-08-02 315.64\n", + "1958-08-09 315.10\n", + "1958-08-16 315.09\n", + "1958-08-30 314.14\n", + "1958-09-06 313.54\n", + "1958-11-08 313.05\n", + "1958-11-15 313.26\n", + "1958-11-22 313.57\n", + "1958-11-29 314.01\n", + "1958-12-06 314.56\n", + "1958-12-13 314.41\n", + "1958-12-20 314.77\n", + "1958-12-27 315.21\n", + "1959-01-03 315.24\n", + "1959-01-10 315.50\n", + "1959-01-17 315.69\n", + "1959-01-24 315.86\n", + "1959-01-31 315.42\n", + "... ...\n", + "2024-03-09 425.09\n", + "2024-03-16 425.71\n", + "2024-03-23 425.94\n", + "2024-03-30 425.02\n", + "2024-04-06 425.99\n", + "2024-04-13 425.43\n", + "2024-04-20 426.91\n", + "2024-04-27 427.13\n", + "2024-05-04 426.51\n", + "2024-05-11 427.20\n", + "2024-05-18 426.26\n", + "2024-05-25 426.68\n", + "2024-06-01 426.78\n", + "2024-06-08 427.01\n", + "2024-06-15 427.10\n", + "2024-06-22 426.54\n", + "2024-06-29 425.41\n", + "2024-07-06 425.73\n", + "2024-07-13 426.10\n", + "2024-07-20 424.36\n", + "2024-07-27 424.72\n", + "2024-08-03 424.42\n", + "2024-08-10 422.50\n", + "2024-08-17 422.80\n", + "2024-08-24 421.45\n", + "2024-08-31 421.57\n", + "2024-09-07 421.81\n", + "2024-09-14 421.39\n", + "2024-09-21 421.77\n", + "2024-09-28 421.51\n", + "\n", + "[3397 rows x 1 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(\"weekly_in_situ_co2_mlo.csv\",skiprows=44,names=[\"date\", \"CO2\"], parse_dates=[\"date\"])\n", + "raw_data = raw_data.set_index(\"date\")\n", + "raw_data" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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846YTAbjzX8vdtv1V9bwy31+zZqOzK5Rv/D3f6bVPGOifLz/hGF0I1Vo6dKOUCronP1rPJ+v3Ul3feEjb0u3+Dbt/PKE/9U7p4WSnx+7b5u87OqOm1bRHr5QKKu+N1p1lNaR0Chxnn7XWXxJlUPcU99hXuCw/M4nNj5wfkTtBtRft0SulgmrTXv+N1u37axj98EcB7TPX2moqz14zkqZmfwmDVM8bgib5o6OJXinV7mauKXZr04x/YrZ7fofnRuuDFw8GYE95HXHRUZw9qCtjB/jH4Y+FuvHtRRO9UqpdvbpgGzf8bSGD7//gkLb3V+52p0t++8TedIqNpr6xmdz0TkRFCQmx0Tx+xVD+fuNoEmJ1/6KvSsfolVLt6p63Pj9s26fOQiiAqCihd0Yia3ZXuDNrAK4s7NnSU9VR0B69UqpNzVpbzDJnPvyX8a5w/caw7gBu715XtbYtTfRKqTZ1/UsLueTpuS1WnVy4ZR8AA7omMzq/i/85J+cBcGVhLgBnD+oWnGCPETp0o5RqM3PW+adGvr5wO+cMDkzYL8/bCsCNp+ZR59kUpLfTg794eA/OGdxNx+PbmPbolVJf2YqiMn72xgqanM0/Znyxx23bU17nrngd5+z6tNbZBerSEblkJye413rr12iSb3vao1dKfWUXPTUXABGYfPlQFmze57alJcby8Ro7J378wGw+XlPsbvcXFxPFcd2SAejVRcfj25smeqXU1/bawu38YHyBm8gBnvhwLTFRQmOzobC3fzz+JKeEQV5mErPvGku6s1mIaj86dKOUarXLnpnLkx+tP+T8SX0yKC6vDThXXttIdJTwP6flk+YpJzwqzz/bpndGEikJut1fe9NEr5RqlVU7D7BkWxm/m74OgLpG/1bQn20qpaymwX18Up8MuiTFUdfYTN+szu7WfgAFXZODF7QCNNErpVppza6KgMcHL4TylROe9sPT6NI5jn3Oln+FeemIiLtJSL5uDhJ0muiVUq3i2+bPd7x6ZzkAZ/S3VSXfX7mb3PRODMxJIcWzCUifTFujxleJMsvTu1fBoYleKdWify3aTt6kqdQ7890nv7/GbdtXVe/eeL3IWdW6aOt++jh7to7o6R+Hj4qylSaf/tYJPPPtE+ia4p9WqYLjiLNuRCQBmAPEO9e/YYy5X0SGA88CCUAjcJsxZoHznHuAm4Am4A5jzKHVjJRSIe2uN1YA8P6q3YwdkEVtg3+B01rP7JpMTw99eG4qYFe47jxQwyn9Mt22tMQ4zh+S095hqxa0ZnplHTDOGFMpIrHApyIyDXgA+LUxZpqInA88BowVkUHARGAw0B2YISL9jTFNh/sCSqmOt/tALV1T4hERtxcPsKusxl3R6nPzPxa7xz3SOrnHhXl2GqWI8KMJ/ds5YtVaRxy6MVal8zDW+TDOh2/7l1Rgp3N8MfCaMabOGLMZ2ACMbtOolVJtaubaYsY88hE/mWJXsvpupAKsL65k9wE7dXLBfeMDnrf2oXMD6sT3ydIbraGoVWP0IhItIsuAYmC6MWY+8CPgcRHZDvwWuMe5vAew3fP0IuecUipE/dRJ8G8v3QHAW0uLAIiOEjaWVLJsexk9u3QiOzmBE3qlAXbHp/gYW65g7IAsYqOF7qmdWvjsqqO1amWsM+wyXETSgLdF5HjgZuDHxpg3ReQq4EVgAtDSHl/m4BMicrPzOejVq9dXDF8p1RYq6gI36d5UUkXXlHjOHtSNfy/bQUNTs1tRMie1E2ATv8/fbtA/2kPZUc26McaUAbOAc4HrgLecpn/hH54pArw7BeTiH9bxfq7njDGFxpjCrKysowxbKfV1TF2xi6dnbnAfe8fkAfaU15KdnECfrCQqahupbWhmeE/bk1+9y06rTI7XFa3h4oiJXkSynJ48ItIJ22tfg03eZziXjQN866LfBSaKSLyI5AMFwIK2Dlwp9dXd/s8lPP7BWmobDp0jUVnXyCfr99IvuzM90/0Fx3qk2x78Cb3s1MnLR+YGJ1j1tbVm6CYH+LuIRGPfGKYYY94TkTLgjyISA9TiDMMYY1aJyBRgNXba5e0640ap0NHQ5O+9T3pzBbed2S+g/a0ldnx+WG4q3VL9c959s2ueuGoYd50zIKBNhbYjJnpjzApgRAvnPwVGHuY5DwMPf+3olFJtbtu+avf438t2srPMzqhJToihoraRX76zCrA99oYm/+21np5ywprkw4uujFXqGLDrQI27rd/3/7k0oG2Bs73frJ+ODTifnBDr1qcBO8tGhSdN9EpFuH/O38ZJj3zMhN/NBuAL52YqBBYYy+gcT+f4wD/yRewkumHOilcVnnTjEaUi3L1v2yqTG0uq3C3/AC4e3p13ltkJcRc4pQnSEmOprGvkupN6u9etfuAcoqNamjWtwoX26JWKMCuKygJ67b4FTgD/nG9LGcRFR5Gb7p8HX7S/2vm3BoAcT1mDxLgYd2GUCk+a6JWKMBc9NZfz/vgJAMYYlmwrc9t8N2IX3jeBHmn+m6u//+bwgM+R1VlLCUcSTfRKRZAqzwrX/VX1AcXHAFbuKCc7OZ7UxFhyPDNnfGP1L90wit4ZiVw6QquWRBJN9EqFscq6Rkoq6tzHT37s38916fb9TF+9B4C7zx0A2Bk2A7rZrfx6Z9gefa8uie5N1zMHZDP7rjPdGvIqMujNWKXCRHV9I0u2lnFqgb/G+/H3260ebj69D/eeP5C/zN7ktu0+4H8DOKlPBgBNzYYYJ4n3yerMwvsmkNk5Lhjhqw6kPXqlwsQdry7jmhfn8z//uwjAnRcP8Mn6vRyo9m/1JwJrd9sbsnefOyBgVyfvBiJZyfFub15FLk30SoWJGV/YYRjfcMzmvVVuW3JCDJv22m0jrhyZS0ZSPJ+s3wvAoJyUgH1a65sCC5ipyKeJXqkQVdvQxPsrd7mP+3f1b/Axb1Mp175oawXmpndiy94qvvX8fABO7pdBt9R4NjlvBPmZScRG+3/VfzShIBjhqxCiiV6pEHXJ03O55eUlzNtUyu4DtazbU+m2Ld66nx1lds77+OOyKa6oo8apRHnJ8B4B2/v56tL8YJwtXjbK2e5PHTs00SsVghqamlnjbMC9rbSaOetLAtrTE/03UEfl+xP3LWf0RUQYmJPinvMtdrrz7AFsmXwBCbG6+OlYo4leqRC0p7zWPV60dR/VB+0ANWWR3a3zyatHkJfhr1fj27/Vm+iV0kSvVIjYVFJJo3Oj9P2Vu93zUxYVMW+TrTD5wY9OB2DZdrva9eS+GeR5CpP5Nuce0DU5KDGr8KCJXqkQsGDzPsY9MZsnP7bb+z009YuA9iXb9nP5CbnuYieAzM7xZB5UcbKPk/TzMpN49/unsO6h84IQvQp1muiV6gCVdY2UVvoXNM1ZZ8fgvVMmAW4b2xeA4oo6+mbbJH6as2AqPzORg6V5xu6H5qYRF6O/4kpXxirVIXwrWjf+5nyio4RdB+yY/I791QGlhHM9e7b2ybTj71HOAifvfq6Lfz4hYDcopbz07V6pICurrneP526wi5o+XmMXQX2xq4JPnBk2l43oQVK8f4aMb/x9ttP7f3vZDrcto3O8bu+nDksTvVLtbNeBGkY+OJ1tpbZE8OV//q/btn1/NfM2lbLfKV9Q09DEgs32xuuk844LKFjWx3PTFeDNW09u79BVhNBEr1Q7O+mRjymtquf0x2cCdqcnn22l1Tw/xxYiG5WXDsCnG/YSEyVkdI7nOyfludfGOKtbp//4dP509QhO6JUepFegwp0meqWCJNOzmUdqp1jyM5MoKqvhozXFADx2xTAAVhQdoGtKAtFRQlxMFD+e0J/Xbx7jPregazLfGNY9uMGrsHbERC8iCSKyQESWi8gqEfm1p+0HIrLWOf+Y5/w9IrLBaTunvYJXKtQ0NxvufmM58zeVAlDX2OS2ZSXHU1NvH193ch57K+qYusJfyyYvI5HEODsm7ytvAPDDCQWc6JQZVuqraE2Pvg4YZ4wZBgwHzhWRMSJyJnAxMNQYMxj4LYCIDAImAoOBc4FnRETXXKtjwo6yGqYsKuKbz80DAhc+bSyudG+0juydToVntev93xiEiJDh1Ib3zo1X6us6YqI3lq+aUqzzYYBbgcnGmDrnumLnmouB14wxdcaYzcAGYHSbR65UCKhvbGZTib/Y2HznRirY3v1HXxT7r21qZuEW2z6kRyqXebbr85UsaHSmSN5z/nHtGrc6trRqjF5EokVkGVAMTDfGzAf6A6eJyHwRmS0io5zLewDbPU8vcs4pFVZqG5rY61nUBDBzTTGLtviT+Z9nbWTcE7PZUGwLkP3jsy1u24aSSt5dvhOA753eB4D/biwlPTGW9MRYTunn3ymqb5adI++bT6+bc6u21KpEb4xpMsYMB3KB0SJyPHaxVTowBrgLmCJ2q5qWtqs5ZCWHiNwsIotEZFFJSUkLT1GqY938j8UUPjTDfbx5bxU3/G0hVzz7mXvu9zPWAfD5jgMArC/29+6376t2j8cP7ArAqp3lDM1NQ0TIz/JPl/Rt53eiU4lyeM+0tn456hh2VAOBxpgyEZmFHXsvAt4ydj+zBSLSDGQ653t6npYL7Gzhcz0HPAdQWFioS/pUyPGVJahvbCYuJoofvLrksNf6SgpX1/tvvi7euh+ACQO70iXJX5qgwKkwme3s+jQwJ8Xdzu+57xQyb1Mp2Sm6+Em1ndbMuskSkTTnuBMwAVgD/BsY55zvD8QBe4F3gYkiEi8i+UABsKB9wleq/e12hlNO7psZcN47Nr9mVwVvLC5yH8fHRPH+Knsj9pIR3QMSfV8n0fdI68QPxvXjt1cOddtSO8VyzuBubf8i1DGtNUM3OcBMEVkBLMSO0b8H/BXoIyIrgdeA65wbt6uAKcBq4H3gdmNM02E+t1IhafXOcvd41U47LLPBMyxTXd/Im0v8iX32uhK2OAXJ/vztE6hrbGaTszDqtIIsUjvFutf6VriKCHeePYDB3VPb74UoRSuGbowxK4ARLZyvB645zHMeBh7+2tEpFSTr91Rw1u/n8MeJw7l4eA/uemO527Z6Vzmj87vw8Rr/DJq9FfU8PXMjADmpCew6UMveyjoykuI4b0iOe112cnxAkgcY1F03BVHBpStjlcLeeAW4963PAQJqzOwoq3HH4H22eW60XlnYExF7I9ZXeOzCoTbZ53vq08y+ayzLf3k2yQmBiV+p9qaJXh1zmpoNeZOmkjdpqnvOVwe+yrmZWuwk+mE90yipqOPpmXZDkKsKcwFYus3eaC3I7kx2cjzG2JuvvmmSsU5dGm89+N4ZSaQmapJXwaeJXh1zvPuxVtQ2BNxUBbATyazs5HhKKuoor7XVJX8wrgCAJ6bbaZVPXDWM3PRO7vW+Hv35zvDNqDz/xt1KdRRN9Cri1TU28cysDW6dmZ2eOjL3v7sq4KYqwM/eXAHACb3SyE6OZ9eBWvZV1nPRsO50PWjaY68uiS1uDnLmgCweu3you0OUUh1JC2qoiHfm47PYeaCWZdvKeO47hew84O3RN3Jct8DhlCmLbOI/7/gcGpsNB2oaOFDTwODuKcTFRDE6rwsLnNWxaYlxJMT6Szkd38POoImJjuKqUT1RKhRoj15FPF9i9y1muuPVpW5bWXU9i7fuJze9E2/cclLA8246NT9gjN3Xm1/gKYEABCR63eVJhSLt0auI5i1D8OmGvby6YFtAe1Oz4fOiA4zM68LQ3DSio4SmZsOEgdlERYlbmgBwa8B3SYpjX1U9PzvXX3jsqsLcgNo1SoUS7dGriGKMnVEz+JfvA/DBqt0B7b7Ef/agrlwwJIeNJVXsPFDL0B6pxMVEke7MiumdYW+q+mrUAERH2TIF147pDcBlJ/hr9T12xTAuHq61+1Ro0kSvIopv/ntVfRPGGB6a+kVA+zOz7CKnJ68eQXZKPAdq7GyaPGe++95Ku3F3N2eYJsnZCOT0/lnu57hjfAEL75twyI1ZpUKVJnoV1qrqGllRVOY+nuQseILARU2//+awgOclxEa7yRzgtILAYZcT+9hpkSLC4p9P4E9X+xeHR0cJWclaRliFDx2jV2Ft8P0fAPDBj05nQLdkvtjlr1Gzp7yOguzO9MlKokuSPzFfMdIuevL2yH03VB+65HhGkSshAAAegUlEQVRmrS1maK6/THCG1oZXYU579Cps1DU2Me63s5j2ud1n1buwybdF3y7P1Mk7/7WMbfuq6dUlkVP6+vdc7enMe89sIYFfM6Y3L1w36pDzSoUzTfQqbCzdVsamvVXc+oqtC7/KU2FyY0kV1fWNAddv31dDXWMzeZlJxET7f9QLutpFTcflJAPwx4nD2zt0pTqUDt2okLV0235KKuo426nPfueU5QHt4tnLbGdZDY+9vxaAftmd2by3iqZm2+M/uI6878ZqZud4tky+oL3CVypkaKJXIevSZ/4LwKbfnE9UlFBa5a8oaYxhzS5bUTIxLpqtpVXERtvM/+jlQ3htwXb+tbiIpLhot4LkU98awdbSajrH64+9OrboT7wKSd7x9882lXJKv0w6xUZT29AM2NWud/7L9vC7piSwbV81W0rtLJuRvbvw2cZSAHLS/AXHLhzaPVjhKxVSdIxehQRjDO8s2+FWifTeVF2zu4Lt+6rZX93A2AF22GX2Wv+G8peN6OEO0wzoasfdfQueEmL1R1wp7dGrkPDBqj388LVlnDkgi5duGM3KHQfctvV7Kli81daXiXFWp/7833a+/MCcFHp7Nvf41om9AP/G2727+NuUOlZpd0eFhAWbbSLf6Oyz+uj7awAYmpvKRk+9+IcuGUJ0lOB04HnoksGM9tR8H+xs01eY14Wfnt2fX188OBjhKxXStEevgq6+sZn+P58G4M56+evczQBs319NQ1Ozm/DjoqNYuMXu5tQ7I5FuqQnuME12cjwjewdu7NErw86Rj44Svu9sEqLUsU579Cro9lfXu8fNzSagzRj4iTONsntqQsAUSu9qVYDCvHT32FeSIEtXsSp1CE30qt397I0V5E2a6g7BvDxvq9u2rriCraVVAdf/Z/lOAP56wyguGuafKePbr/XSEbZKpG83J4CF901gy+QLEO87g1IK0ESvguD1RdsBeMvZsu+FTza7bev2VPLj15cd8pyUhBiO65ZCSif/7k/9nRk1UU4y100+lGqdIyZ6EUkQkQUislxEVonIrw9q/6mIGBHJ9Jy7R0Q2iMhaETmnPQJXoam52daDz5s0FYDGpma3bWdZLTX1TdQ0NLnntu6tcsfjZ/zkDPd8Tqqd/+5N9L7aNDedmk/vjETOPb5b+70QpSJIa27G1gHjjDGVIhILfCoi04wx80SkJ3AW4G7bIyKDgInAYKA7MENE+htjmlr65Cqy/PSNwDIFby3d4R5v31fN1n3+YZpuKQlsKa12a8L3y/YPxQzuYWfP1DX43yh8G38M6p7C7LvObPvglYpQR+zRG8s3vy3W+fDdQfs9cLfnMcDFwGvGmDpjzGZgAzC67UJWoWZHWY17/NYSf2LfvLeKu99Y4T5etHU/6/bYH6VnrxlJ74xEVu208+W/e2p+wOf0DdP4pkt6d3NSSh2dVo3Ri0i0iCwDioHpxpj5InIRsMMYs/ygy3sA2z2Pi5xzB3/Om0VkkYgsKikpObhZhYm8SVM5ZfLH/HfDXsDOe/fZ5Jn/7jNrTTHxMVGMH5hNXkYSa3bbejWj8wOnSY5yZtT07JLIlskX8LurtMKkUl9VqxK9MabJGDMcyAVGi8hQ4D7gly1c3tK0B3PICWOeM8YUGmMKs7KyWniKCnW1nrH2NxbbG62bS6o4rpvtje8ur+WEXmkM65nGT8/uD8Cc9SUMzEkhNjoqYOrkwBzbc3/phlGcM7grI3r6p04qpb6eo5p1Y4wpA2Zhh2fygeUisgX7BrBERLphe/A9PU/LBXa2RbCqYzU2NZM3aSq//s8qAFYU+csUVNQ18t+Ne6moa2TN7gqiBLbsrWJF0QFO7pvBCb1s4t5bWc8gZzjmtYX+P/x6OMXHzhyQzV+uLSQqSqdJKtVWWjPrJktE0pzjTsAEYKkxJtsYk2eMycMm9xOMMbuBd4GJIhIvIvlAAbCg3V6BCprL/mzLBr80dwvGGLZ45r/XNjTx4Ht2I+7eGYl0jo/h+U8209hsGJ3fhfSkOPfagU6P//5vDHLPaWJXqv20pkefA8wUkRXAQuwY/XuHu9gYswqYAqwG3gdu1xk34WlFURkfrtrteezvwVfWNQbcaP1k/V53v9YZPzmDJKfme5RAYe90ejulCQAGdLM9+hG9dHhGqWA44vRKY8wKYMQRrsk76PHDwMNfKzLV4S56ai4AXzxwLp3iogPaiiv8m4B0jo+hsq6RzM7xDOpux98vHt6DZ2dvZFD3FJITYgOeO8Dp0ffJSiIuJoq/XDOynV+JUsc2LWqmXKWVdXRJikNE3LrwAIu37mdHWXXAtTudKZXH90jh9rH9uPWVJeytrON4Z/x9T7mtJ+9ZL+VKdRZBpSTEsu6h89rjpSilPLQEggLsnPeRD83gfz+zdWjW76lw25YXlfGzN2399284tWc+XLUHgO+MySMt0T/+7tu2LyXB9iEu98x/n/GT03nz1pPb8VUopVqiif4YVd/YTFVdo/v4zN/OAuD+d+2Mmk0l/hut2/f5e/M/Oas/cdFR/MMpTHZa/0xSOvn/MOyTZRP9PecP5JHLhnCTZyFUv+xkRvbWcXmlgk2Hbo5RB9eDP9jmvVVERwmDclLYvt+f6PMzk+iaGs/2fTXkZSSSk9rJLU1g220Zg4TYaK4e3asdX4FSqrW0R38MeHneVvImTXV78HOdVaxgx+W9PfauKfE0NjXzzKyNNDUb8jKTWLXTzqa565wBAOSk2Dnvg7vbVbDZyf4qkumJgTdelVIdTxN9BBr7+EwueupT9/HP/70SgE/W21IT3tIEq3aW8+B7q93He8rr+MAZfz+uWzJ9s5Ioq7Y3Zn31ZxZssdv+ZXb2j80/dvlQpnzvJK0Hr1QI0kQfYYr2V7OltNqd817m2c3plpeXAPDip/568DvLaoiLsT8G3zu9D+DfGOSRy4a4N1cBhvTw17EB6OaUEga4alTPQ+rVKKVCgyb6CDNzrb9A3Jrd5QEba4MtY7Cl1D9UM+mtz3lvxS7inLnvABtLKukcH8PwnmmU1/pv2Po2+lj88wnccEoeNztvDEqp0KaJPsJM+3yXe7x+TyX/+GxrQPvmvVUHPwWAq0blurNniivqyM9MQkS4cEjOIddmdI7n/m8MDrgJq5QKXZrow9ywX39I3qSp7hBNRW2jW8N9+/5qpq+24+2dnZIEry6whcT+98bRTBiY7X6eMwdku7s6AW4FyvSkOKIErhyZ2/4vRinVLjTRh5GmZsOzszeyt9JffsC3O9P64koqahtYtfMA4wd2JbNzPGt3VxAbE8UZ/bN46lu2isVf59rx+SE9UinxlDEoyE4O6KFXeubYb3rkAh6/cli7vjalVPvRRB/CPttY6pYaAFiybT+Tp62h8KEZANQ1+mvFzVxTzKIt+2k2MDqvC/27duadZTspq26ge1qCWwYYoHtqAulJcSz3FCnrke5vB+ieFvhYKRW+NNGHiOZm426rB3Z++9XPz+PkyR+753z1YwCMMe6wDMAzszYyc20xsdHCiF5pZDgbaQN0TUkISOR9nb1ZH7h4sHvO15s/o7/dBObe8we21UtTSnUwTfQh4vEP13LBk5/yzjK75+o/57v7rTNzTTEA3//nUvfcrgO1AY8Blm8vY2TvdJLiY1iydb97/pYz+pIY518E/aMJdreni4fZWTYPehL+X64dycL7JuiNVqUiiCb6EPHnWRsB+OFrywB4Yvo6t624opaVOw4EXO+tRTPM2ad15c5yhuamAXDx8O5ue0JsYIlh383a1MRYtky+gGtPygu4Nis5HqVU5NBaNx2krLqepmYTMMTSkiiBbfuqeW/FroDz17w4H4CrR/dkRM90lhetoKnZkOsM0Zw/JIdnZm3ktZvHuM/509Uj2HWg5pDEr5SKbNqjD4KK2oaAhUvGGIY/MJ2RD82gqdlQ19hEXLT/v8I3kwagZ5dENu+tchcuLf3FWQGfe9J5AwOGWU4rsGPsx/dIZfMj5zOmT4bb9o1h3bn59L5t++KUUiFPE30QDPnVh4x/YjbbnBWpS7aVuW3b91WzZW819U3NjD/OzmufPG0NYOe+9++azKy1JSzfXsY1Y3qRnhRHF8/+q6mdYmlqNu7jPM+WfVp3RikFmujbnDGGQb98nyc/Wn9I22ynqNgipygYwGebSvnBq7YGja9WTKkzT/6Ry4YwOq8L1fV2GuUpfTMByHKGe8YOsL33yzybe2hyV0odTBN9G/vLnE1U1zfxO8/NVJ/Pi2xP3rdoCaCytpF1e+ywjm9TjgVb9tElKY4Lh+aQ4Nmr9QSnvcHZn693F9t7j4mO4idn9ecJXdSklGqBJvo2trXUPxumudlwzu/nuI+nLCqitqGJPeW2x945PoblTvKPEv+ipbLqBob0SEVE+GJXufv8bGc2TJOxQzXH5aS4bXeML+ByLVOglGqBJvov8ZfZG3nk/74IOLexpNIdWgHImzSVvElT3VWqJRX+ssDb91ez1rP3akF2Z7753DzALkzKSU1gzjo7nPPHiSNI9+y96isJ/NOz7WYfl43o4Q7L/O+NoxnZO53zWyg4ppRSBztioheRBBFZICLLRWSViPzaOf+4iKwRkRUi8raIpHmec4+IbBCRtSJyTnu+gPZSVdfII9PW8Jc5m9wVqfur6hn/xGyueXEBAOW1/tkx17wwn4raBmZ8sYdMZwx9sWfR0q1j+7J5bxXLtzvDN9ePondGkjubZkSvtIBpjwVd7erVLklxbJl8Ab/75nC3rXdGEm/eejKpnXQ3J6XUkbWmR18HjDPGDAOGA+eKyBhgOnC8MWYosA64B0BEBgETgcHAucAzIhJyE7crahsCZqv87sO15E2aympn27x9Vf6eeZGzZ+pzn2wCcIdT3v98t3tNSUUd8zfZm6wTR/VEBN5cUgTAi9cVMrh7Co3O17twaA7RURJQq6a7UznyFxcOAuCcwd3a8NUqpY5lR0z0xvJNAo91Powx5kNjjK/E4TzAN0B8MfCaMabOGLMZ2ACMbuO4j9rirftpdhJtU7NhyK8+pO+9/+e2P/nxBgB3Box33ntxeR3FFbX8be4W91xjUzN3v7nCfZwYF8NKp1bNbWf2JSclgbkbSgE4oVc6XVP8+6qe7sx1/2S9f+/WKGcu/E2n5rNl8gW6qEkp1WZaNUYvItEisgwoBqYbY+YfdMmNwDTnuAew3dNW5JzrMOOemMXlf/4vP3zdlhfwFgcDqG3w96w3OqUFVntugu48UMtLc7dQ39RMjJOQZ6/z7+R0wdAcymsb+HDVHjKS4kiMi2HnAfs1spLjSU+Kc6dEgr+o2H1aOEwpFQStSvTGmCZjzHBsr320iBzvaxOR+4BG4BXfqZY+xcEnRORmEVkkIotKSkpaeMpXV1xe6/bewV8XZr1zY/Rbz89z20or69yiYT71jc38YcZ6spPjSU6IYcveKj4vOsDx3VN48fpRAGx1Fj/dMa4f6YmxFO2vYfWucko9Qz7gL/eb59l7tW+WPZ44uid9spL46/WFbfK6lVKqJUc168YYUwbMwo69IyLXARcC3zbG+DJrEdDT87RcYGcLn+s5Y0yhMaYwKyvrK4Tesi17qxj9m48Y+9tZvq/jtq3ZbRO9d8/U5UVlbu/9RxMKAHh90XbqG5s5tSCTPlmd2bS3ktW7yinomsxAZ+cl3wbbpxZkBfTubz8zsMSA7+Yr2DrxAGnO7JrkhFg+vnMs447r+vVfuFJKHUZrZt1k+WbUiEgnYAKwRkTOBX4GXGSMqfY85V1goojEi0g+UAAsaPvQrW/+5TPyJk11e/AfrLI3SLftsyH5krtXcoK/ltsD/1nNn5zx+RN62QVJH39h67zfe/5A8jMSWbh5P/uq6hmam0pWcjypnWLZ4WwIMjq/C7GeOjU3nJIPQB+n157hKVfw/HWFLP75hDZ41Uop1Xqt6dHnADNFZAWwEDtG/x7wFJAMTBeRZSLyLIAxZhUwBVgNvA/cboxpavlTfz2VdY3M32xnumx3ZsY84tSJcWLhzinLA55TXFFLRW0jN51qE7K3d1/XaFeczlxbQq8uiWR2jicrOZ56ZyVqQXYyIkJiXOCN0rdvPcU99k15nPqD07hmTC8+/PHpAW1HqlaplFJt7Yhlio0xK4ARLZzv9yXPeRh4+OuFdmT7PePha3ZXsL+6IaC9pLLOHZa5dWxf/jxrI087vffxx2W7wy8Av71yGKcVZLqPT3TqzngLkA3raRcx7XJutN4xzn4LUhP989l9vftOcdE8dMmQr/kKlVLq6wvrlbHeue4frNztbs7hK/k7e61/7HxUnh2WmbKoiIE5KZzcL5MLh/pXll4wJCdgSqOv7syZA/z3D7y7NAHc6PxVAPaN4qUbRn3t16SUUm0trBN974xE/vztEwB4a+kOfv7vlQA8dImdFHTXG3ae+x++Odyd/VLT0EShk8Q3enZp6nTQcMzwXnahr69+u3dnPd+bQJqnZMEVI3M5c0B227wwpZRqQ2Gd6NMS4zhvSI5brjc53va4Lz0hcNr+hUNz3EQPMKynTeI7nHH9bp7FTL/6hl2ZWpBtZ9fExUTxxQPnsubB89xrXr7pRObfO76tX45SSrWLsE70Pr79USvqGrnzrP4Bs2CuGJlLTHQUKQn+cXTfHqv//J8xJMRGMfWOU92260+xK1O9uzZ1iosmLiYq4LF3patSSoWyiEj0vbr4FyMVdLU98bMH2bnp3gTv089ZmXp8j1TWPHiezoRRSkW0iEj0I3qmuePuI5yx9WtP6g3A6Px097rhPdPonpqguzAppY4p4l052lEKCwvNokWLvtbnaG427Kuud0sEG2PYvq+GXp49VJVSKpKIyGJjzBFrqEREjx5s9cdMzxCMiGiSV0opIijRK6WUapkmeqWUinCa6JVSKsJpoldKqQiniV4ppSKcJnqllIpwITGPXkRKgK1B/JKZwN4jXhV6NO7gCceYQeMOto6Ou7cx5ohb9IVEog82EVnUmkUGoUbjDp5wjBk07mALl7h16EYppSKcJnqllIpwx2qif66jA/iKNO7gCceYQeMOtrCI+5gco1dKqWPJsdqjV0qpY4YmeqWUinCa6JUKQyISfeSrQk84xh2OMR8s4hK9iOQ4/4bVf47GHVzhGLeInCQiDwAYY5o6Op7WCse4wzHmLxMxiV5EOovIP4AdIjLEGNMUDr/EGndwhXHc1wF/B34uIlc552I6NqojC8e4wzHmI4mYWTcicjUwBEgARhtjTu3gkFpFRL4JDCP84g7X7/dEYCjhF/cEYA0wCHjRGNPTOS8mhH+JReRMYD1hFHe4fq+/TFgnehG5AuhqjHlaRFKBOGNMiYhsA+42xrwmIjHGmMYODjWAiFwGnGGM+aGIpAMxYRL3CUCVMWat8/2ON8YUh0Hc+cBuY0yN8/2ODfW4nTfS44Alxph3RCQKiDLGNIrIp8BMY8wvRCTWGNPQsdH6icgZQK0xZr7zWIDoUI5bRC7BJvUVxpj3nL/woowxDaEa81EzxoTdB9AZeBOYB1yN/w0ryvn3CmBbR8fZQtyDgH8CS4FmoJtzPjrE484HpgKfAfOB8WESdx4wDfjI+XkZcFB7yMUNCHCL8zNyA7DW+TfZc81g4AC2k9PhMTsxJQNvAfuAvwLpzvkoz+9nSMUNZAH/BuY43/Ni4FKnLS4UY/6qH2EzRu/0DHx6AnuMMWOMMa8a53/EGNPs/Hn1BlAkIr92npvQASHjfG1x/j0deB6YZ4wZAfwBGAP2Zk+oxu34KbDMGHMS9hfjJgibuOcbY8YDM4EHRWSwrzGU4vZxfpZPAiYbY14CbgfGA6f5XpsxZhXwL2AygIic10HhetUDHwPXADuBK8H+ThpjjIhEh2DcfYG5xpjTjTHPAncCdwEYY+pDNOavJJxuMCQANc7xUCAXQERuw74zz8L+Utc611wCrBURA+SIyC+NMXuCGzIAnYBqYDVwtjGmSkTigAInZnx/lgONIRR3AlDjJJcqwPcnayrwhYgMMMas9b3JEnpx+362VwEYY54SkZ8C3xKRPxpjip32Do9bRL6DLdP9uTFmH/AF0MMZTpohIiOBU4HPge3O6/muiDQ7ww6PisgHxpjmDop7uTGmTERewP6lmgmcKiKzjDHrnJ8hX2esQ+N2Yt4GLAAWA5ud89HY39HPncchE3NbCPkevYicJSLTgceccUuAJcAuEfkrtvdzALgHuN4zgyIbSAHGAk91wC+vN+6Jxpi9TpJPMMbUY3+gvg1ur8c3PpwVInE/LiJXOYn8U6BARJYC5wLRwMsicranBx0q329f3I3YYYQRIjJMRIYBK4HeQBfPUzvk+y1WjojMBK7D/iz8SURSsMk8G+jnXP46MBDIcJ7bR0TeAj4BTjPGTA5W4jlM3E+LSKYxptb52f4MOwxyFbh/pRgR6d0RcbcQ87ewf12nGmP2OD33Juz3ON0XszNC0CExt7mOHjv6sg/sD/p84GJgBPAK9s+rGOAJ7DtyrHPttcAz2B5nD+BZ4JshEvfLwL1Omy/eM5zzWZ7ndQ+xuP8J/NRpGwC85bn2F8DvnePcEIv7VeA27LjxL4D3sG9Whc5r+n5Hxo3/3kZ/4GXnOMb5+f07EIsd574Wm4wA/gY84BynYmcMBfv7fLi4/wS8edC1lzqvpx/2r6wo7BtqUOM+QsxvHXTN/wJXOcdZzr9pHfG9bvPvQ0cH0MJ/jG92AdjewjOetpuAMuebfzp2TPBbTttQ4G3ff1qIxX2jE3e259wE4D/YGTeh+v32xd0V2/P9IzDQaTsVeMP33BCL2/dz4vtl7eNpux34bgfFHAP8BngU+0b/DeDvB72mPdjpthOAp4B7nLa/AheEaNwC7MLOJPM+715gA7AbGBTqMWPfmEYBD2D/+uvVEd/v9vgIqaEbEbkBKAIedE59DlwtInnO4xjsmNpjxpg52Buad4rIz4DXgLnYPxG9N+RCIe5YYCPwW99zjDEzsD3Mk4MW6EFaGfcmp70CO+Rxh4j8EPgLMIPQ/H7HYL/fv3ce+8Zhb8a+CSwJVqw+YqcdLsYODWzAxt4AnCkio8EO4WGTzKPOz8dz2LHu+c7zZoVo3MaJ+1ee510J3Ie9CT7UGLM6lGN2hnxvxHZeUoAzjTHbghVzu+vodxrPu2ln7IyOH2J/EY9zzv8B+6f4XOxQxxDg//BPTRwFfA84KQzinuqJOxa4GcgLg7inAUnYMcwfYIcXxoRB3FNxpsUBPwIWAqM6KO7TgGs9j58BbgWuBxY756KAbthZHnnOuTSgR0fE/BXingLke553WpjE3Bs7A+cPwAkd9b1u1+9JRwdw0H9QL+ffycDrznE0tid5qvO4J3a8MqGj4/0Kcb+EXWTU4TEfZdx/x5lXHAofR/lzEu88TuzgmBOBePzjwd8GHnGOlwE/cI4LgVc7+nscznEfZcyvdXS8wfgIqaEb4/9T6Q9AvoicY+zd8APGmE+dtluw0xVDZoXaUcRdg51CGRKOIu4qIGQKOx3lz0mj85zq4EfqZ4ypNsbUGX+BrLOAEuf4BmCgiLyH/ask6ENLhxOOcR9lzIvhkPUXkaej32m+5F35e8Bsz+PRwDt4hm1C8UPj1riPEG80dthgGtDPOdcPO0RzKh04TBNpcYdjzO31EZK1bkQkytg5rG9g74zXYW/8rTfGbOzY6A5P4w6ucIzb6TnGAS9gZ4ndCJRihxPKOzK2LxOOcYdjzO0lJFfGOr+8idhFI2Ox84ff79iojkzjDq5wjNsYY0RkBHbcOB94yRjzYgeHdUThGHc4xtxeQjLRO27DjvmdZYyp6+hgjoLGHVzhGHcRdurh78IoZgjPuMMx5jYXkkM34P+zvKPjOFoad3CFa9xKBVPIJnqllFJtI6SmVyqllGp7muiVUirCaaJXSqkIp4leKaUinCZ6pQAR+ZXYHagO136JiAwKZkxKtRVN9Eq1ziXYzd2VCjs6vVIds0TkPuA72K37SrAFrg5gy0fHYWuZXwsMx+5SdcD5uNz5FE9jN2SpBv7HGLMmmPEr1Vqa6NUxSeyG238DTsSuEF+C3VbwJWNMqXPNQ8AeY8yfRORvwHvGmDecto+AW4wx60XkRGwZ3HHBfyVKHVkol0BQqj2dBrxtnPLFIvKuc/54J8GnYTc5+eDgJ4pIZ+zOYP/yVLeNb/eIlfqKNNGrY1lLf87+DbjEGLNcRK7HFks7WBRQZowZ3n6hKdV29GasOlbNAS4VkU4ikozdPBogGdglIrHYqoc+FU4bTonbzc6+qIg1LHihK3V0dIxeHbM8N2O3YqscrsbupnW3c+5zINkYc72InAI8j615fwXQDPwZyMHu//uaMeaBoL8IpVpBE71SSkU4HbpRSqkIp4leKaUinCZ6pZSKcJrolVIqwmmiV0qpCKeJXimlIpwmeqWUinCa6JVSKsL9Py8pYktZL8ThAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "raw_data['evolLente'] = raw_data['CO2'].rolling(window=52, center=True).mean()\n", + "raw_data['evolLente'].plot()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Caractérisation de l'évolution lente en faisant une moyenne mobile sur 25 semaines." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "raw_data['OscilPer'] = raw_data['CO2'] - raw_data['evolLente']\n", + "raw_data['OscilPer'].plot()" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Caractérisation de l'oscillation periodique en soustrayant la tendance lente des données d'origine." + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "On enlève les données CO2 qui valent Naan." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data_trend = raw_data.dropna(subset=['evolLente'])" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "On convertit la date en jours pour la régression." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "X = np.array((data_trend.index - data_trend.index[0]).days).reshape(-1, 1) \n", + "y = data_trend['evolLente'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = LinearRegression()\n", + "model.fit(X, y)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "On met en place les prédictions jusqu'à fin 2025." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "future_dates = pd.date_range(start=data_trend.index[0], end='2025-12-31', freq='W')\n", + "X_future = np.array((future_dates - data_trend.index[0]).days).reshape(-1, 1)\n", + "trend_future = model.predict(X_future)" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "On ajoute à raw_data les nouvelles données." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "trend_df = pd.DataFrame({'Tendance_Prédite': trend_future}, index=future_dates)\n", + "projec_data = raw_data.join(trend_df, how='outer')\n" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "Mis en place de l'affichage." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14, 10))\n", + "\n", + "\n", + "plt.subplot(3, 1, 1)\n", + "plt.plot(raw_data.index, raw_data['CO2'], color='blue', label='Données CO2')\n", + "plt.title('Concentration de CO2')\n", + "plt.legend()\n", + "\n", + "\n", + "plt.subplot(3, 1, 2)\n", + "plt.plot(data_trend.index, data_trend['evolLente'], color='red', label='evolLente')\n", + "plt.plot(trend_df.index, trend_df['Tendance_Prédite'], color='orange', linestyle='--', label='Extrapolation (2025)')\n", + "plt.title('Tendance Lente et Extrapolation')\n", + "plt.legend()\n", + "\n", + "\n", + "plt.subplot(3, 1, 3)\n", + "plt.plot(raw_data.index, raw_data['OscilPer'], color='green', label='OscilPer')\n", + "plt.title('Oscillation Périodique autour de la Tendance Lente')\n", + "plt.legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +682,9 @@ "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/weekly_in_situ_co2_mlo.csv b/module3/exo3/weekly_in_situ_co2_mlo.csv new file mode 100644 index 0000000000000000000000000000000000000000..38d73b3be393d1753e6320bff2013e9cc6b1d728 --- /dev/null +++ b/module3/exo3/weekly_in_situ_co2_mlo.csv @@ -0,0 +1,3441 @@ +"-------------------------------------------------------------------------------------------" +" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements " +" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m " +" " +" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher " +" Scripps CO2 Program ( http://scrippsco2.ucsd.edu ) " +" Scripps Institution of Oceanography (SIO) " +" University of California " +" La Jolla, California USA 92093-0244 " +" " +" Status of data and correspondence: " +" " +" These data are subject to revision based on recalibration of standard gases. Questions " +" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker" +" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program. " +" " +" Baseline data in this file through 03-Oct-2024 from archive dated 04-Oct-2024 10:30:32 " +" " +"-------------------------------------------------------------------------------------------" +" " +" Please cite as: " +" " +" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and " +" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and " +" oceans from 1978 to 2000. I. Global aspects, SIO Reference Series, No. 01-06, Scripps " +" Institution of Oceanography, San Diego, 88 pages, 2001. " +" " +" If it is necessary to cite a peer-reviewed article, please cite as: " +" " +" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and " +" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and " +" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113, " +" in "A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems", " +" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag, " +" New York, 2005. " +" " +"-------------------------------------------------------------------------------------------" +" " +" " +" The data file below contains 2 columns indicaing the date and CO2 " +" concentrations in micro-mol CO2 per mole (ppm), reported on the 2012 " +" SIO manometric mole fraction scale. These weekly values have been " +" adjusted to 12:00 hours at middle day of each weekly period as " +" indicated by the date in the first column. " +1958-03-29, 316.19 +1958-04-05, 317.31 +1958-04-12, 317.69 +1958-04-19, 317.58 +1958-04-26, 316.48 +1958-05-03, 316.95 +1958-05-17, 317.56 +1958-05-24, 317.99 +1958-07-05, 315.85 +1958-07-12, 315.85 +1958-07-19, 315.46 +1958-07-26, 315.59 +1958-08-02, 315.64 +1958-08-09, 315.10 +1958-08-16, 315.09 +1958-08-30, 314.14 +1958-09-06, 313.54 +1958-11-08, 313.05 +1958-11-15, 313.26 +1958-11-22, 313.57 +1958-11-29, 314.01 +1958-12-06, 314.56 +1958-12-13, 314.41 +1958-12-20, 314.77 +1958-12-27, 315.21 +1959-01-03, 315.24 +1959-01-10, 315.50 +1959-01-17, 315.69 +1959-01-24, 315.86 +1959-01-31, 315.42 +1959-02-14, 316.94 +1959-02-21, 316.61 +1959-02-28, 316.62 +1959-03-07, 316.81 +1959-03-21, 316.73 +1959-03-28, 316.71 +1959-04-04, 317.72 +1959-04-11, 317.12 +1959-04-18, 317.64 +1959-04-25, 318.32 +1959-05-02, 318.27 +1959-05-09, 318.78 +1959-05-16, 318.05 +1959-05-23, 318.43 +1959-06-06, 318.53 +1959-06-13, 318.14 +1959-06-20, 317.88 +1959-06-27, 317.76 +1959-07-04, 316.86 +1959-07-11, 316.83 +1959-07-18, 316.45 +1959-07-25, 316.16 +1959-08-01, 315.62 +1959-08-08, 314.91 +1959-08-22, 315.00 +1959-08-29, 314.15 +1959-09-05, 314.45 +1959-09-12, 313.93 +1959-09-19, 313.57 +1959-09-26, 313.54 +1959-10-03, 313.04 +1959-10-10, 313.15 +1959-10-17, 313.43 +1959-10-24, 313.46 +1959-10-31, 314.12 +1959-11-07, 314.42 +1959-11-14, 314.88 +1959-11-21, 315.20 +1959-11-28, 315.11 +1959-12-05, 315.06 +1959-12-12, 315.64 +1959-12-19, 315.86 +1959-12-26, 315.77 +1960-01-02, 315.72 +1960-01-09, 316.40 +1960-01-16, 316.73 +1960-01-23, 316.57 +1960-01-30, 316.68 +1960-02-06, 316.61 +1960-02-13, 316.98 +1960-02-20, 317.42 +1960-02-27, 317.00 +1960-03-05, 316.96 +1960-03-12, 317.76 +1960-03-19, 318.07 +1960-03-26, 317.77 +1960-04-02, 318.61 +1960-04-09, 319.34 +1960-04-16, 319.01 +1960-04-23, 319.03 +1960-04-30, 319.77 +1960-05-07, 319.96 +1960-05-14, 319.82 +1960-05-21, 320.04 +1960-05-28, 320.06 +1960-06-04, 319.46 +1960-06-11, 320.08 +1960-06-18, 319.42 +1960-06-25, 319.09 +1960-07-02, 318.18 +1960-07-09, 318.64 +1960-07-16, 318.41 +1960-07-23, 317.91 +1960-07-30, 317.33 +1960-08-06, 316.62 +1960-08-13, 316.70 +1960-08-20, 315.10 +1960-08-27, 314.78 +1960-09-03, 314.72 +1960-09-10, 314.58 +1960-09-17, 314.28 +1960-09-24, 313.33 +1960-10-01, 313.66 +1960-10-08, 313.32 +1960-10-15, 313.92 +1960-10-22, 314.21 +1960-10-29, 314.29 +1960-11-05, 314.50 +1960-11-12, 315.10 +1960-11-19, 315.10 +1960-11-26, 315.41 +1960-12-03, 315.84 +1960-12-10, 316.07 +1960-12-17, 316.21 +1960-12-24, 316.40 +1960-12-31, 316.67 +1961-01-07, 316.73 +1961-01-14, 317.02 +1961-01-21, 317.03 +1961-01-28, 317.01 +1961-02-04, 317.06 +1961-02-11, 317.75 +1961-02-18, 317.94 +1961-02-25, 318.00 +1961-03-04, 318.04 +1961-03-11, 318.51 +1961-03-18, 318.92 +1961-03-25, 318.71 +1961-04-01, 319.41 +1961-04-08, 319.55 +1961-04-15, 318.90 +1961-04-22, 319.74 +1961-04-29, 319.67 +1961-05-06, 320.67 +1961-05-13, 320.46 +1961-05-20, 320.61 +1961-05-27, 320.36 +1961-06-03, 320.09 +1961-06-10, 320.02 +1961-06-17, 319.62 +1961-06-24, 319.49 +1961-07-01, 319.26 +1961-07-08, 319.07 +1961-07-15, 318.49 +1961-07-22, 317.16 +1961-07-29, 317.97 +1961-08-05, 317.91 +1961-08-12, 317.33 +1961-08-19, 316.76 +1961-08-26, 315.26 +1961-09-02, 315.28 +1961-09-09, 314.97 +1961-09-16, 314.53 +1961-09-23, 315.06 +1961-09-30, 315.61 +1961-10-07, 314.97 +1961-10-14, 315.43 +1961-10-21, 315.48 +1961-10-28, 315.72 +1961-11-04, 315.82 +1961-11-11, 315.70 +1961-11-18, 316.21 +1961-11-25, 316.55 +1961-12-02, 316.52 +1961-12-09, 317.02 +1961-12-16, 316.94 +1961-12-23, 317.18 +1961-12-30, 317.46 +1962-01-06, 317.99 +1962-01-13, 318.12 +1962-01-20, 318.07 +1962-01-27, 317.78 +1962-02-03, 318.08 +1962-02-10, 318.35 +1962-02-17, 318.92 +1962-02-24, 319.38 +1962-03-03, 319.28 +1962-03-10, 319.46 +1962-03-17, 319.95 +1962-03-24, 319.78 +1962-03-31, 320.27 +1962-04-07, 320.26 +1962-04-14, 321.03 +1962-04-21, 320.78 +1962-04-28, 320.36 +1962-05-05, 320.89 +1962-05-12, 320.78 +1962-05-19, 321.05 +1962-05-26, 321.16 +1962-06-02, 320.91 +1962-06-09, 320.87 +1962-06-16, 320.52 +1962-06-23, 320.15 +1962-06-30, 320.23 +1962-07-07, 320.10 +1962-07-14, 319.95 +1962-07-21, 319.01 +1962-07-28, 318.75 +1962-08-04, 318.68 +1962-08-11, 317.24 +1962-08-18, 317.48 +1962-09-15, 316.65 +1962-09-22, 315.72 +1962-09-29, 315.92 +1962-10-06, 315.10 +1962-10-13, 315.40 +1962-10-20, 315.72 +1962-10-27, 315.78 +1962-11-03, 315.94 +1962-11-10, 316.49 +1962-11-17, 316.92 +1962-11-24, 317.08 +1962-12-01, 317.19 +1962-12-08, 317.31 +1962-12-15, 317.66 +1962-12-22, 318.18 +1963-01-05, 318.54 +1963-01-12, 318.73 +1963-01-19, 318.90 +1963-01-26, 318.82 +1963-02-02, 318.77 +1963-02-09, 318.95 +1963-02-23, 319.37 +1963-03-02, 319.35 +1963-03-09, 319.70 +1963-03-16, 319.80 +1963-03-23, 320.34 +1963-03-30, 320.29 +1963-04-06, 320.38 +1963-04-13, 320.96 +1963-04-20, 322.05 +1963-04-27, 321.92 +1963-05-11, 321.97 +1963-05-18, 322.28 +1963-05-25, 322.27 +1963-06-01, 322.32 +1963-06-08, 322.09 +1963-06-15, 321.83 +1963-06-22, 320.88 +1963-06-29, 320.49 +1963-07-06, 320.12 +1963-07-13, 319.82 +1963-07-20, 319.56 +1963-07-27, 319.06 +1963-08-03, 318.60 +1963-08-10, 318.27 +1963-08-17, 317.73 +1963-08-24, 317.12 +1963-08-31, 316.44 +1963-09-07, 316.81 +1963-09-14, 315.99 +1963-09-21, 316.03 +1963-09-28, 315.93 +1963-10-05, 316.28 +1963-10-12, 315.65 +1963-10-19, 316.14 +1963-10-26, 316.36 +1963-11-02, 316.63 +1963-11-09, 316.83 +1963-11-16, 317.13 +1963-11-30, 317.56 +1963-12-07, 318.07 +1963-12-14, 318.27 +1963-12-21, 318.59 +1963-12-28, 318.74 +1964-01-04, 319.04 +1964-01-11, 319.49 +1964-01-18, 319.88 +1964-05-30, 322.07 +1964-06-06, 322.06 +1964-06-27, 321.57 +1964-07-04, 321.14 +1964-07-11, 319.95 +1964-07-18, 320.28 +1964-07-25, 320.02 +1964-08-01, 319.14 +1964-08-15, 318.61 +1964-08-22, 318.23 +1964-08-29, 318.11 +1964-09-05, 317.48 +1964-09-12, 316.57 +1964-09-19, 315.59 +1964-09-26, 317.01 +1964-10-03, 316.93 +1964-10-10, 316.51 +1964-10-17, 316.86 +1964-10-24, 317.05 +1964-10-31, 317.65 +1964-11-07, 317.77 +1964-11-14, 317.65 +1964-11-21, 317.52 +1964-11-28, 318.11 +1964-12-05, 318.42 +1964-12-12, 318.58 +1964-12-19, 318.93 +1964-12-26, 318.91 +1965-01-02, 319.08 +1965-01-09, 319.17 +1965-01-16, 319.16 +1965-01-23, 319.79 +1965-01-30, 320.12 +1965-02-06, 320.20 +1965-02-13, 320.16 +1965-02-20, 320.70 +1965-02-27, 320.89 +1965-03-06, 321.07 +1965-03-13, 320.98 +1965-03-20, 320.49 +1965-03-27, 321.40 +1965-04-03, 321.95 +1965-04-10, 322.27 +1965-04-17, 322.17 +1965-04-24, 321.86 +1965-05-01, 322.46 +1965-05-08, 322.22 +1965-05-15, 321.94 +1965-05-22, 321.69 +1965-05-29, 322.26 +1965-06-05, 321.87 +1965-06-12, 321.77 +1965-06-19, 321.77 +1965-06-26, 321.99 +1965-07-03, 321.97 +1965-07-10, 321.85 +1965-07-17, 321.76 +1965-07-24, 320.47 +1965-07-31, 319.49 +1965-08-07, 319.47 +1965-08-14, 318.02 +1965-08-21, 318.82 +1965-08-28, 318.73 +1965-09-04, 318.39 +1965-09-11, 318.05 +1965-09-18, 318.26 +1965-09-25, 316.85 +1965-10-02, 316.60 +1965-10-09, 317.26 +1965-10-16, 317.86 +1965-10-23, 317.56 +1965-10-30, 317.63 +1965-11-06, 318.30 +1965-11-13, 319.26 +1965-11-20, 318.99 +1965-11-27, 319.17 +1965-12-04, 319.09 +1965-12-11, 319.37 +1965-12-18, 319.39 +1965-12-25, 319.70 +1966-01-01, 319.69 +1966-01-08, 320.49 +1966-01-15, 320.63 +1966-01-22, 321.09 +1966-01-29, 321.16 +1966-02-05, 321.26 +1966-02-12, 321.75 +1966-02-19, 321.67 +1966-02-26, 321.80 +1966-03-05, 322.10 +1966-03-12, 322.14 +1966-03-19, 322.57 +1966-03-26, 322.86 +1966-04-02, 323.55 +1966-04-09, 323.62 +1966-04-16, 323.88 +1966-04-23, 323.91 +1966-04-30, 323.53 +1966-05-07, 324.00 +1966-05-14, 324.10 +1966-05-21, 323.72 +1966-05-28, 324.31 +1966-06-04, 324.02 +1966-06-11, 323.88 +1966-06-18, 323.75 +1966-06-25, 323.32 +1966-07-02, 322.82 +1966-07-09, 322.90 +1966-08-06, 321.31 +1966-08-13, 320.85 +1966-08-20, 319.16 +1966-08-27, 319.64 +1966-09-03, 319.94 +1966-09-10, 318.22 +1966-09-17, 318.46 +1966-09-24, 318.31 +1966-10-01, 317.90 +1966-10-08, 317.90 +1966-10-15, 318.21 +1966-10-22, 318.61 +1966-10-29, 318.39 +1966-11-12, 319.59 +1966-11-19, 320.03 +1966-11-26, 320.24 +1966-12-03, 320.80 +1966-12-10, 320.87 +1966-12-17, 321.16 +1966-12-24, 321.31 +1966-12-31, 321.37 +1967-01-07, 321.92 +1967-01-14, 322.93 +1967-02-04, 322.19 +1967-02-11, 322.23 +1967-02-18, 322.86 +1967-02-25, 322.60 +1967-03-04, 322.94 +1967-03-11, 322.60 +1967-03-18, 323.33 +1967-03-25, 323.24 +1967-04-01, 323.15 +1967-04-08, 324.21 +1967-04-15, 324.41 +1967-04-22, 324.60 +1967-04-29, 325.16 +1967-05-06, 325.26 +1967-05-13, 324.78 +1967-05-20, 325.09 +1967-05-27, 324.94 +1967-06-03, 324.95 +1967-06-10, 324.65 +1967-06-17, 323.31 +1967-06-24, 323.50 +1967-07-01, 322.89 +1967-07-08, 322.85 +1967-07-15, 322.45 +1967-07-22, 322.40 +1967-07-29, 322.04 +1967-08-05, 321.65 +1967-08-12, 321.40 +1967-08-19, 320.48 +1967-08-26, 320.01 +1967-09-02, 320.07 +1967-09-09, 319.43 +1967-09-16, 319.35 +1967-09-23, 319.03 +1967-09-30, 318.81 +1967-10-07, 318.88 +1967-10-14, 319.86 +1967-10-21, 319.47 +1967-10-28, 319.86 +1967-11-04, 320.01 +1967-11-11, 320.34 +1967-11-18, 320.91 +1967-11-25, 321.54 +1967-12-02, 321.40 +1967-12-09, 321.89 +1967-12-16, 322.29 +1967-12-23, 321.98 +1967-12-30, 322.30 +1968-01-06, 322.46 +1968-01-13, 322.50 +1968-01-20, 322.59 +1968-01-27, 322.83 +1968-02-03, 322.66 +1968-02-10, 323.17 +1968-02-17, 323.46 +1968-02-24, 323.18 +1968-03-02, 323.15 +1968-03-09, 323.85 +1968-03-16, 323.85 +1968-03-23, 324.21 +1968-03-30, 324.77 +1968-04-06, 324.79 +1968-04-13, 325.04 +1968-04-20, 324.84 +1968-04-27, 325.45 +1968-05-04, 325.63 +1968-05-11, 325.09 +1968-05-18, 325.52 +1968-05-25, 325.86 +1968-06-01, 325.67 +1968-06-08, 325.71 +1968-06-15, 325.56 +1968-06-22, 324.99 +1968-06-29, 324.63 +1968-07-06, 324.70 +1968-07-13, 324.13 +1968-07-20, 323.94 +1968-07-27, 323.40 +1968-08-03, 322.49 +1968-08-10, 322.27 +1968-08-17, 322.02 +1968-08-24, 321.74 +1968-08-31, 321.42 +1968-09-07, 320.44 +1968-09-14, 321.18 +1968-09-21, 319.78 +1968-09-28, 319.89 +1968-10-05, 320.57 +1968-10-12, 320.52 +1968-10-19, 320.26 +1968-10-26, 319.92 +1968-11-02, 320.70 +1968-11-09, 320.89 +1968-11-16, 321.40 +1968-11-23, 321.78 +1968-11-30, 322.06 +1968-12-07, 322.44 +1968-12-14, 322.91 +1968-12-21, 323.33 +1968-12-28, 323.19 +1969-01-04, 323.39 +1969-01-11, 324.06 +1969-01-18, 324.36 +1969-01-25, 324.14 +1969-02-01, 324.16 +1969-02-08, 323.92 +1969-02-15, 324.37 +1969-02-22, 324.86 +1969-03-01, 325.14 +1969-03-08, 325.58 +1969-03-15, 325.72 +1969-03-22, 325.96 +1969-03-29, 325.89 +1969-04-05, 326.27 +1969-04-12, 327.13 +1969-04-19, 326.58 +1969-04-26, 326.57 +1969-05-03, 327.52 +1969-05-10, 327.82 +1969-05-17, 326.86 +1969-05-24, 326.92 +1969-05-31, 327.43 +1969-06-07, 326.51 +1969-06-14, 326.78 +1969-06-21, 326.73 +1969-06-28, 326.37 +1969-07-05, 326.16 +1969-07-12, 326.07 +1969-07-19, 325.72 +1969-07-26, 325.47 +1969-08-02, 324.50 +1969-08-09, 324.56 +1969-08-16, 323.14 +1969-08-23, 322.56 +1969-08-30, 323.14 +1969-09-06, 322.21 +1969-09-13, 322.79 +1969-09-20, 322.84 +1969-09-27, 321.96 +1969-10-04, 321.50 +1969-10-11, 321.82 +1969-10-18, 322.00 +1969-10-25, 321.93 +1969-11-01, 322.21 +1969-11-08, 322.64 +1969-11-15, 322.78 +1969-11-22, 323.10 +1969-11-29, 323.52 +1969-12-06, 323.91 +1969-12-13, 323.99 +1969-12-20, 324.22 +1969-12-27, 324.50 +1970-01-03, 324.70 +1970-01-10, 325.40 +1970-01-17, 325.05 +1970-01-24, 324.80 +1970-01-31, 325.55 +1970-02-07, 325.70 +1970-02-14, 326.02 +1970-02-21, 326.32 +1970-02-28, 326.17 +1970-03-07, 326.85 +1970-03-14, 326.80 +1970-03-21, 327.51 +1970-03-28, 326.95 +1970-04-04, 328.20 +1970-04-11, 327.84 +1970-04-18, 327.81 +1970-04-25, 328.55 +1970-05-02, 327.99 +1970-05-09, 327.56 +1970-05-16, 328.03 +1970-05-23, 328.33 +1970-05-30, 327.98 +1970-06-06, 327.55 +1970-06-13, 327.86 +1970-06-20, 327.71 +1970-06-27, 327.23 +1970-07-04, 327.29 +1970-07-11, 326.24 +1970-07-18, 326.28 +1970-07-25, 325.63 +1970-08-01, 325.24 +1970-08-08, 325.21 +1970-08-15, 324.86 +1970-08-22, 324.84 +1970-08-29, 323.33 +1970-09-05, 322.97 +1970-09-12, 323.58 +1970-09-19, 323.18 +1970-09-26, 323.15 +1970-10-03, 323.21 +1970-10-10, 323.56 +1970-10-17, 322.92 +1970-10-24, 323.02 +1970-10-31, 323.18 +1970-11-07, 323.69 +1970-11-14, 323.76 +1970-11-21, 324.23 +1970-11-28, 324.71 +1970-12-05, 324.73 +1970-12-12, 325.00 +1970-12-19, 325.29 +1970-12-26, 325.58 +1971-01-02, 325.77 +1971-01-09, 325.89 +1971-01-16, 325.90 +1971-01-23, 326.72 +1971-01-30, 326.68 +1971-02-06, 326.55 +1971-02-13, 326.49 +1971-02-20, 326.79 +1971-02-27, 327.05 +1971-03-06, 327.15 +1971-03-13, 327.34 +1971-03-20, 327.08 +1971-03-27, 327.45 +1971-04-03, 327.44 +1971-04-10, 327.10 +1971-04-17, 327.71 +1971-04-24, 328.56 +1971-05-01, 328.20 +1971-05-08, 329.07 +1971-05-15, 329.28 +1971-05-22, 328.92 +1971-05-29, 328.81 +1971-06-05, 328.56 +1971-06-12, 328.80 +1971-06-19, 328.18 +1971-06-26, 328.52 +1971-07-03, 327.92 +1971-07-10, 327.88 +1971-07-17, 327.55 +1971-07-24, 326.21 +1971-07-31, 326.74 +1971-08-07, 326.12 +1971-08-14, 325.61 +1971-08-21, 325.39 +1971-08-28, 324.04 +1971-09-04, 323.65 +1971-09-11, 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