{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \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", " \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", " \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", " \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", " \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", "
weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202426713051880617296201426FRFrance
1202425711008792414092171222FRFrance
2202424712621935715885191424FRFrance
32024237146571133917975221727FRFrance
4202422711628836114895171222FRFrance
520242179701685112551151119FRFrance
62024207136611020917113201525FRFrance
720241971008364131375315921FRFrance
8202418713438951417362201426FRFrance
92024177153031121919387231729FRFrance
102024167181381354022736272034FRFrance
112024157249291731532543372648FRFrance
122024147161811254419818241929FRFrance
132024137183221420622438272133FRFrance
14202412712818912816508191325FRFrance
152024117159731240019546241929FRFrance
162024107143011076117841211626FRFrance
172024097143371087117803211626FRFrance
182024087158991199119807241830FRFrance
19202407711294822614362171222FRFrance
20202406712174902015328181323FRFrance
212024057881461101151813917FRFrance
2220240479504656612442141018FRFrance
23202403769484633926310713FRFrance
24202402771254852939811814FRFrance
25202401713305921417396201426FRFrance
26202352711636735415918181224FRFrance
27202351769124227959710614FRFrance
282023507879962151138313917FRFrance
292023497781753621027212816FRFrance
.................................
17221991267176081130423912312042FRFrance
17231991257161691070021638281838FRFrance
17241991247161711007122271281739FRFrance
1725199123711947767116223211329FRFrance
1726199122715452995320951271737FRFrance
1727199121714903897520831261636FRFrance
17281991207190531274225364342345FRFrance
17291991197167391124622232291939FRFrance
17301991187213851388228888382551FRFrance
1731199117713462887718047241632FRFrance
17321991167148571006819646261834FRFrance
1733199115713975978118169251832FRFrance
1734199114712265768416846221430FRFrance
173519911379567604113093171123FRFrance
1736199112710864733114397191325FRFrance
17371991117155741118419964271935FRFrance
17381991107166431137221914292038FRFrance
1739199109713741878018702241533FRFrance
1740199108713289881317765231531FRFrance
1741199107712337807716597221529FRFrance
1742199106710877701314741191226FRFrance
1743199105710442654414340181125FRFrance
17441991047791345631126314820FRFrance
17451991037153871048420290271836FRFrance
17461991027162771104621508292038FRFrance
17471991017155651027120859271836FRFrance
17481990527193751329525455342345FRFrance
17491990517190801380724353342543FRFrance
1750199050711079666015498201228FRFrance
17511990497114302610205FRFrance
\n", "

1752 rows × 10 columns

\n", "
" ], "text/plain": [ " week indicator inc inc_low inc_up inc100 inc100_low \\\n", "0 202426 7 13051 8806 17296 20 14 \n", "1 202425 7 11008 7924 14092 17 12 \n", "2 202424 7 12621 9357 15885 19 14 \n", "3 202423 7 14657 11339 17975 22 17 \n", "4 202422 7 11628 8361 14895 17 12 \n", "5 202421 7 9701 6851 12551 15 11 \n", "6 202420 7 13661 10209 17113 20 15 \n", "7 202419 7 10083 6413 13753 15 9 \n", "8 202418 7 13438 9514 17362 20 14 \n", "9 202417 7 15303 11219 19387 23 17 \n", "10 202416 7 18138 13540 22736 27 20 \n", "11 202415 7 24929 17315 32543 37 26 \n", "12 202414 7 16181 12544 19818 24 19 \n", "13 202413 7 18322 14206 22438 27 21 \n", "14 202412 7 12818 9128 16508 19 13 \n", "15 202411 7 15973 12400 19546 24 19 \n", "16 202410 7 14301 10761 17841 21 16 \n", "17 202409 7 14337 10871 17803 21 16 \n", "18 202408 7 15899 11991 19807 24 18 \n", "19 202407 7 11294 8226 14362 17 12 \n", "20 202406 7 12174 9020 15328 18 13 \n", "21 202405 7 8814 6110 11518 13 9 \n", "22 202404 7 9504 6566 12442 14 10 \n", "23 202403 7 6948 4633 9263 10 7 \n", "24 202402 7 7125 4852 9398 11 8 \n", "25 202401 7 13305 9214 17396 20 14 \n", "26 202352 7 11636 7354 15918 18 12 \n", "27 202351 7 6912 4227 9597 10 6 \n", "28 202350 7 8799 6215 11383 13 9 \n", "29 202349 7 7817 5362 10272 12 8 \n", "... ... ... ... ... ... ... ... \n", "1722 199126 7 17608 11304 23912 31 20 \n", "1723 199125 7 16169 10700 21638 28 18 \n", "1724 199124 7 16171 10071 22271 28 17 \n", "1725 199123 7 11947 7671 16223 21 13 \n", "1726 199122 7 15452 9953 20951 27 17 \n", "1727 199121 7 14903 8975 20831 26 16 \n", "1728 199120 7 19053 12742 25364 34 23 \n", "1729 199119 7 16739 11246 22232 29 19 \n", "1730 199118 7 21385 13882 28888 38 25 \n", "1731 199117 7 13462 8877 18047 24 16 \n", "1732 199116 7 14857 10068 19646 26 18 \n", "1733 199115 7 13975 9781 18169 25 18 \n", "1734 199114 7 12265 7684 16846 22 14 \n", "1735 199113 7 9567 6041 13093 17 11 \n", "1736 199112 7 10864 7331 14397 19 13 \n", "1737 199111 7 15574 11184 19964 27 19 \n", "1738 199110 7 16643 11372 21914 29 20 \n", "1739 199109 7 13741 8780 18702 24 15 \n", "1740 199108 7 13289 8813 17765 23 15 \n", "1741 199107 7 12337 8077 16597 22 15 \n", "1742 199106 7 10877 7013 14741 19 12 \n", "1743 199105 7 10442 6544 14340 18 11 \n", "1744 199104 7 7913 4563 11263 14 8 \n", "1745 199103 7 15387 10484 20290 27 18 \n", "1746 199102 7 16277 11046 21508 29 20 \n", "1747 199101 7 15565 10271 20859 27 18 \n", "1748 199052 7 19375 13295 25455 34 23 \n", "1749 199051 7 19080 13807 24353 34 25 \n", "1750 199050 7 11079 6660 15498 20 12 \n", "1751 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", "0 26 FR France \n", "1 22 FR France \n", "2 24 FR France \n", "3 27 FR France \n", "4 22 FR France \n", "5 19 FR France \n", "6 25 FR France \n", "7 21 FR France \n", "8 26 FR France \n", "9 29 FR France \n", "10 34 FR France \n", "11 48 FR France \n", "12 29 FR France \n", "13 33 FR France \n", "14 25 FR France \n", "15 29 FR France \n", "16 26 FR France \n", "17 26 FR France \n", "18 30 FR France \n", "19 22 FR France \n", "20 23 FR France \n", "21 17 FR France \n", "22 18 FR France \n", "23 13 FR France \n", "24 14 FR France \n", "25 26 FR France \n", "26 24 FR France \n", "27 14 FR France \n", "28 17 FR France \n", "29 16 FR France \n", "... ... ... ... \n", "1722 42 FR France \n", "1723 38 FR France \n", "1724 39 FR France \n", "1725 29 FR France \n", "1726 37 FR France \n", "1727 36 FR France \n", "1728 45 FR France \n", "1729 39 FR France \n", "1730 51 FR France \n", "1731 32 FR France \n", "1732 34 FR France \n", "1733 32 FR France \n", "1734 30 FR France \n", "1735 23 FR France \n", "1736 25 FR France \n", "1737 35 FR France \n", "1738 38 FR France \n", "1739 33 FR France \n", "1740 31 FR France \n", "1741 29 FR France \n", "1742 26 FR France \n", "1743 25 FR France \n", "1744 20 FR France \n", "1745 36 FR France \n", "1746 38 FR France \n", "1747 36 FR France \n", "1748 45 FR France \n", "1749 43 FR France \n", "1750 28 FR France \n", "1751 5 FR France \n", "\n", "[1752 rows x 10 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = \"https://www.sentiweb.fr/datasets/all/inc-7-PAY.csv\"\n", "\n", "import pandas as pd\n", "\n", "data = pd.read_csv(url, header=1)\n", "data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "min: 1990 , max: 2009\n" ] } ], "source": [ "inc = {}\n", "week_count = {}\n", "reg = []\n", "\n", "for i in range(data.shape[0]):\n", " label = str(data.week[i])\n", " assert (label not in reg)\n", " reg.append(label)\n", "\n", "for i in range(data.shape[0]):\n", " label = str(data.week[i])\n", " assert len(label)==6\n", " year = int(label[0:4])\n", " if year not in inc:\n", " inc[year] = 0.\n", " week_count[year] = 0\n", " inc[year] += data.inc[i]\n", " week_count[year] += 1\n", "\n", "year = sorted(list(inc))\n", "incv = [inc[i] for i in year]\n", "wkct = [week_count[i] for i in year]\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "plt.plot(year, incv)\n", "plt.show()\n", "\n", "plt.plot(year, wkct)\n", "plt.show()\n", "\n", "incminyear = np.argmin(incv)\n", "incmaxyear = np.argmax(incv)\n", "\n", "print(\"min:\", year[incminyear], \", max:\", year[incmaxyear])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "the first and last years are incomplete, so let us remove those from the plotted data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "min: 2020 , max: 2009\n" ] } ], "source": [ "year = year[1:len(year)-1]\n", "incv = incv[1:len(incv)-1]\n", "wkct = wkct[1:len(wkct)-1]\n", "\n", "plt.plot(year, incv)\n", "plt.show()\n", "\n", "plt.plot(year, wkct)\n", "plt.show()\n", "\n", "incminyear = np.argmin(incv)\n", "incmaxyear = np.argmax(incv)\n", "\n", "print(\"min:\", year[incminyear], \", max:\", year[incmaxyear])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }