diff --git a/module3/exo3/exercice_fr-Copy1.ipynb b/module3/exo3/exercice_fr-Copy1.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..c6f02f6f7b4b693b04a99b716e995581b4d8254d --- /dev/null +++ b/module3/exo3/exercice_fr-Copy1.ipynb @@ -0,0 +1,32 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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 +} diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..d5bfc1ac26649710ddf602586f25c37c1fd65de6 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -1,5 +1,3196 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#

Evaluation par les pairs : Concentration de CO2 dans l'atmosphère depuis 1958

" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Téléchargemet des données le 02/09/2025**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv\"\n", + "data_file = \"monthly_in_situ_co2_mlo.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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315.41 MLO \n", + "1958 313.33 315.21 MLO \n", + "1958 314.67 315.43 MLO \n", + "1959 315.58 315.52 MLO \n", + "1959 316.49 315.83 MLO \n", + "1959 316.65 315.37 MLO \n", + "1959 317.72 315.41 MLO \n", + "1959 318.29 315.46 MLO \n", + "1959 318.15 316.00 MLO \n", + "1959 316.54 315.87 MLO \n", + "1959 314.79 316.10 MLO \n", + "1959 313.84 316.76 MLO \n", + "1959 313.33 316.35 MLO \n", + "1959 314.81 316.69 MLO \n", + "1959 315.58 316.35 MLO \n", + "1960 316.43 316.37 MLO \n", + "1960 316.98 316.33 MLO \n", + "1960 317.58 316.27 MLO \n", + "1960 319.03 316.69 MLO \n", + "1960 320.03 317.19 MLO \n", + "1960 319.58 317.44 MLO \n", + "... ... ... ... \n", + "2023 421.62 420.83 MLO \n", + "2023 419.56 421.12 MLO \n", + "2023 418.06 421.56 MLO \n", + "2023 418.41 422.01 MLO \n", + "2023 420.11 422.37 MLO \n", + "2023 421.65 422.57 MLO \n", + "2024 422.62 422.55 MLO \n", + "2024 424.34 423.56 MLO \n", + "2024 425.22 423.65 MLO \n", + "2024 426.30 423.50 MLO \n", + "2024 426.70 423.30 MLO \n", 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moisdate decimaldate?CO2(ppm)seasonally adjusted(ppm)fit(ppm)seasonally adjusted fit(ppm)CO2 filled(ppm)seasonally adjusted filled(ppm)institut qui fait les mesures
19581212001958.0411-99.99-99.99-99.99-99.99-99.99-99.99MLO
19582212311958.1260-99.99-99.99-99.99-99.99-99.99-99.99MLO
19583212591958.2027315.71314.43316.20314.91315.71314.43MLO
19584212901958.2877317.45315.15317.31314.99317.45315.15MLO
19585213201958.3699317.51314.68317.89315.07317.51314.68MLO
19586213511958.4548-99.99-99.99317.27315.14317.27315.14MLO
19587213811958.5370315.87315.20315.85315.22315.87315.20MLO
19588214121958.6219314.93316.23313.95315.29314.93316.23MLO
19589214431958.7068313.21316.12312.42315.35313.21316.12MLO
195810214731958.7890-99.99-99.99312.41315.41312.41315.41MLO
195811215041958.8740313.33315.21313.60315.46313.33315.21MLO
195812215341958.9562314.67315.43314.77315.52314.67315.43MLO
19591215651959.0411315.58315.52315.64315.57315.58315.52MLO
19592215961959.1260316.49315.83316.30315.64316.49315.83MLO
19593216241959.2027316.65315.37317.00315.70316.65315.37MLO
19594216551959.2877317.72315.41318.10315.77317.72315.41MLO
19595216851959.3699318.29315.46318.69315.85318.29315.46MLO
19596217161959.4548318.15316.00318.08315.94318.15316.00MLO
19597217461959.5370316.54315.87316.67316.03316.54315.87MLO
19598217771959.6219314.79316.10314.79316.13314.79316.10MLO
19599218081959.7068313.84316.76313.28316.22313.84316.76MLO
195910218381959.7890313.33316.35313.31316.31313.33316.35MLO
195911218691959.8740314.81316.69314.53316.40314.81316.69MLO
195912218991959.9562315.58316.35315.72316.48315.58316.35MLO
19601219301960.0410316.43316.37316.63316.56316.43316.37MLO
19602219611960.1257316.98316.33317.30316.64316.98316.33MLO
19603219901960.2049317.58316.27318.04316.71317.58316.27MLO
19604220211960.2896319.03316.69319.14316.79319.03316.69MLO
19605220511960.3716320.03317.19319.70316.86320.03317.19MLO
19606220821960.4563319.58317.44319.05316.92319.58317.44MLO
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20237451222023.5370421.62420.83421.72420.96421.62420.83MLO
20238451532023.6219419.56421.12419.67421.27419.56421.12MLO
20239451842023.7068418.06421.56418.07421.58418.06421.56MLO
202310452142023.7890418.41422.01418.30421.89418.41422.01MLO
202311452452023.8740420.11422.37419.97422.20420.11422.37MLO
202312452752023.9562421.65422.57421.60422.50421.65422.57MLO
20241453062024.0410422.62422.55422.88422.80422.62422.55MLO
20242453372024.1257424.34423.56423.89423.10424.34423.56MLO
20243453662024.2049425.22423.65424.95423.37425.22423.65MLO
20244453972024.2896426.30423.50426.47423.66426.30423.50MLO
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21838 1959.7890 313.33 316.35 \n", + "1959 11 21869 1959.8740 314.81 316.69 \n", + "1959 12 21899 1959.9562 315.58 316.35 \n", + "1960 1 21930 1960.0410 316.43 316.37 \n", + "1960 2 21961 1960.1257 316.98 316.33 \n", + "1960 3 21990 1960.2049 317.58 316.27 \n", + "1960 4 22021 1960.2896 319.03 316.69 \n", + "1960 5 22051 1960.3716 320.03 317.19 \n", + "1960 6 22082 1960.4563 319.58 317.44 \n", + "... ... ... ... ... ... \n", + "2023 7 45122 2023.5370 421.62 420.83 \n", + "2023 8 45153 2023.6219 419.56 421.12 \n", + "2023 9 45184 2023.7068 418.06 421.56 \n", + "2023 10 45214 2023.7890 418.41 422.01 \n", + "2023 11 45245 2023.8740 420.11 422.37 \n", + "2023 12 45275 2023.9562 421.65 422.57 \n", + "2024 1 45306 2024.0410 422.62 422.55 \n", + "2024 2 45337 2024.1257 424.34 423.56 \n", + "2024 3 45366 2024.2049 425.22 423.65 \n", + "2024 4 45397 2024.2896 426.30 423.50 \n", + "2024 5 45427 2024.3716 426.70 423.30 \n", + "2024 6 45458 2024.4563 426.62 424.07 \n", + "2024 7 45488 2024.5383 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mesures \n", + "1958 -99.99 MLO \n", + "1958 -99.99 MLO \n", + "1958 314.43 MLO \n", + "1958 315.15 MLO \n", + "1958 314.68 MLO \n", + "1958 315.14 MLO \n", + "1958 315.20 MLO \n", + "1958 316.23 MLO \n", + "1958 316.12 MLO \n", + "1958 315.41 MLO \n", + "1958 315.21 MLO \n", + "1958 315.43 MLO \n", + "1959 315.52 MLO \n", + "1959 315.83 MLO \n", + "1959 315.37 MLO \n", + "1959 315.41 MLO \n", + "1959 315.46 MLO \n", + "1959 316.00 MLO \n", + "1959 315.87 MLO \n", + "1959 316.10 MLO \n", + "1959 316.76 MLO \n", + "1959 316.35 MLO \n", + "1959 316.69 MLO \n", + "1959 316.35 MLO \n", + "1960 316.37 MLO \n", + "1960 316.33 MLO \n", + "1960 316.27 MLO \n", + "1960 316.69 MLO \n", + "1960 317.19 MLO \n", + "1960 317.44 MLO \n", + "... ... ... \n", + "2023 420.83 MLO \n", + "2023 421.12 MLO \n", + "2023 421.56 MLO \n", + "2023 422.01 MLO \n", + "2023 422.37 MLO \n", + "2023 422.57 MLO \n", + "2024 422.55 MLO \n", + "2024 423.56 MLO \n", + "2024 423.65 MLO \n", + "2024 423.50 MLO \n", + "2024 423.30 MLO \n", + "2024 424.07 MLO \n", + "2024 424.63 MLO \n", + "2024 424.30 MLO \n", + "2024 425.11 MLO \n", + "2024 425.66 MLO \n", + "2024 425.87 MLO \n", + "2024 425.93 MLO \n", + "2025 426.35 MLO \n", + "2025 426.21 MLO \n", + "2025 426.19 MLO \n", + "2025 426.47 MLO \n", + "2025 426.80 MLO \n", + "2025 426.93 MLO \n", + "2025 426.76 MLO \n", + "2025 -99.99 MLO \n", + "2025 -99.99 MLO \n", + "2025 -99.99 MLO \n", + "2025 -99.99 MLO \n", + "2025 -99.99 MLO \n", + "\n", + "[816 rows x 10 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.columns = \"mois\", \"date decimal\", \"date?\", \"CO2(ppm)\", \"seasonally adjusted(ppm)\", \"fit(ppm)\",\"seasonally adjusted fit(ppm)\",\"CO2 filled(ppm)\",\"seasonally adjusted filled(ppm)\", \"institut qui fait les mesures\"\n", + "\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On décale ensuite les années afin qu'elles ne soit plus en indice" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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yearmoisdate decimaldate?CO2(ppm)seasonally adjusted(ppm)fit(ppm)seasonally adjusted fit(ppm)CO2 filled(ppm)seasonally adjusted filled(ppm)institut qui fait les mesures
019581212001958.0411-99.99-99.99-99.99-99.99-99.99-99.99MLO
119582212311958.1260-99.99-99.99-99.99-99.99-99.99-99.99MLO
219583212591958.2027315.71314.43316.20314.91315.71314.43MLO
319584212901958.2877317.45315.15317.31314.99317.45315.15MLO
419585213201958.3699317.51314.68317.89315.07317.51314.68MLO
519586213511958.4548-99.99-99.99317.27315.14317.27315.14MLO
619587213811958.5370315.87315.20315.85315.22315.87315.20MLO
719588214121958.6219314.93316.23313.95315.29314.93316.23MLO
819589214431958.7068313.21316.12312.42315.35313.21316.12MLO
9195810214731958.7890-99.99-99.99312.41315.41312.41315.41MLO
10195811215041958.8740313.33315.21313.60315.46313.33315.21MLO
11195812215341958.9562314.67315.43314.77315.52314.67315.43MLO
1219591215651959.0411315.58315.52315.64315.57315.58315.52MLO
1319592215961959.1260316.49315.83316.30315.64316.49315.83MLO
1419593216241959.2027316.65315.37317.00315.70316.65315.37MLO
1519594216551959.2877317.72315.41318.10315.77317.72315.41MLO
1619595216851959.3699318.29315.46318.69315.85318.29315.46MLO
1719596217161959.4548318.15316.00318.08315.94318.15316.00MLO
1819597217461959.5370316.54315.87316.67316.03316.54315.87MLO
1919598217771959.6219314.79316.10314.79316.13314.79316.10MLO
2019599218081959.7068313.84316.76313.28316.22313.84316.76MLO
21195910218381959.7890313.33316.35313.31316.31313.33316.35MLO
22195911218691959.8740314.81316.69314.53316.40314.81316.69MLO
23195912218991959.9562315.58316.35315.72316.48315.58316.35MLO
2419601219301960.0410316.43316.37316.63316.56316.43316.37MLO
2519602219611960.1257316.98316.33317.30316.64316.98316.33MLO
2619603219901960.2049317.58316.27318.04316.71317.58316.27MLO
2719604220211960.2896319.03316.69319.14316.79319.03316.69MLO
2819605220511960.3716320.03317.19319.70316.86320.03317.19MLO
2919606220821960.4563319.58317.44319.05316.92319.58317.44MLO
....................................
78620237451222023.5370421.62420.83421.72420.96421.62420.83MLO
78720238451532023.6219419.56421.12419.67421.27419.56421.12MLO
78820239451842023.7068418.06421.56418.07421.58418.06421.56MLO
789202310452142023.7890418.41422.01418.30421.89418.41422.01MLO
790202311452452023.8740420.11422.37419.97422.20420.11422.37MLO
791202312452752023.9562421.65422.57421.60422.50421.65422.57MLO
79220241453062024.0410422.62422.55422.88422.80422.62422.55MLO
79320242453372024.1257424.34423.56423.89423.10424.34423.56MLO
79420243453662024.2049425.22423.65424.95423.37425.22423.65MLO
79520244453972024.2896426.30423.50426.47423.66426.30423.50MLO
79620245454272024.3716426.70423.30427.33423.93426.70423.30MLO
79720246454582024.4563426.62424.07426.75424.21426.62424.07MLO
79820247454882024.5383425.40424.63425.22424.48425.40424.63MLO
79920248455192024.6230422.70424.30423.13424.76422.70424.30MLO
80020249455502024.7077421.60425.11421.50425.03421.60425.11MLO
801202410455802024.7896422.05425.66421.70425.29422.05425.66MLO
802202411456112024.8743423.61425.87423.31425.54423.61425.87MLO
803202412456412024.9563425.01425.93424.87425.76425.01425.93MLO
80420251456722025.0411426.42426.35426.07425.98426.42426.35MLO
80520252457032025.1260427.00426.21426.99426.19427.00426.21MLO
80620253457312025.2027427.73426.19427.92426.36427.73426.19MLO
80720254457622025.2877429.24426.47429.34426.55429.24426.47MLO
80820255457922025.3699430.21426.80430.13426.72430.21426.80MLO
80920256458232025.4548429.52426.93429.46426.90429.52426.93MLO
81020257458532025.5370427.56426.76427.83427.06427.56426.76MLO
81120258458842025.6219-99.99-99.99-99.99-99.99-99.99-99.99MLO
81220259459152025.7068-99.99-99.99-99.99-99.99-99.99-99.99MLO
813202510459452025.7890-99.99-99.99-99.99-99.99-99.99-99.99MLO
814202511459762025.8740-99.99-99.99-99.99-99.99-99.99-99.99MLO
815202512460062025.9562-99.99-99.99-99.99-99.99-99.99-99.99MLO
\n", + "

816 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " year mois date decimal date? CO2(ppm) seasonally adjusted(ppm) \\\n", + "0 1958 1 21200 1958.0411 -99.99 -99.99 \n", + "1 1958 2 21231 1958.1260 -99.99 -99.99 \n", + "2 1958 3 21259 1958.2027 315.71 314.43 \n", + "3 1958 4 21290 1958.2877 317.45 315.15 \n", + "4 1958 5 21320 1958.3699 317.51 314.68 \n", + "5 1958 6 21351 1958.4548 -99.99 -99.99 \n", + "6 1958 7 21381 1958.5370 315.87 315.20 \n", + "7 1958 8 21412 1958.6219 314.93 316.23 \n", + "8 1958 9 21443 1958.7068 313.21 316.12 \n", + "9 1958 10 21473 1958.7890 -99.99 -99.99 \n", + "10 1958 11 21504 1958.8740 313.33 315.21 \n", + "11 1958 12 21534 1958.9562 314.67 315.43 \n", + "12 1959 1 21565 1959.0411 315.58 315.52 \n", + "13 1959 2 21596 1959.1260 316.49 315.83 \n", + "14 1959 3 21624 1959.2027 316.65 315.37 \n", + "15 1959 4 21655 1959.2877 317.72 315.41 \n", + "16 1959 5 21685 1959.3699 318.29 315.46 \n", + "17 1959 6 21716 1959.4548 318.15 316.00 \n", + "18 1959 7 21746 1959.5370 316.54 315.87 \n", + "19 1959 8 21777 1959.6219 314.79 316.10 \n", + "20 1959 9 21808 1959.7068 313.84 316.76 \n", + "21 1959 10 21838 1959.7890 313.33 316.35 \n", + "22 1959 11 21869 1959.8740 314.81 316.69 \n", + "23 1959 12 21899 1959.9562 315.58 316.35 \n", + "24 1960 1 21930 1960.0410 316.43 316.37 \n", + "25 1960 2 21961 1960.1257 316.98 316.33 \n", + "26 1960 3 21990 1960.2049 317.58 316.27 \n", + "27 1960 4 22021 1960.2896 319.03 316.69 \n", + "28 1960 5 22051 1960.3716 320.03 317.19 \n", + "29 1960 6 22082 1960.4563 319.58 317.44 \n", + ".. ... ... ... ... ... ... \n", + "786 2023 7 45122 2023.5370 421.62 420.83 \n", + "787 2023 8 45153 2023.6219 419.56 421.12 \n", + "788 2023 9 45184 2023.7068 418.06 421.56 \n", + "789 2023 10 45214 2023.7890 418.41 422.01 \n", + "790 2023 11 45245 2023.8740 420.11 422.37 \n", + "791 2023 12 45275 2023.9562 421.65 422.57 \n", + "792 2024 1 45306 2024.0410 422.62 422.55 \n", + "793 2024 2 45337 2024.1257 424.34 423.56 \n", + "794 2024 3 45366 2024.2049 425.22 423.65 \n", + "795 2024 4 45397 2024.2896 426.30 423.50 \n", + "796 2024 5 45427 2024.3716 426.70 423.30 \n", + "797 2024 6 45458 2024.4563 426.62 424.07 \n", + "798 2024 7 45488 2024.5383 425.40 424.63 \n", + "799 2024 8 45519 2024.6230 422.70 424.30 \n", + "800 2024 9 45550 2024.7077 421.60 425.11 \n", + "801 2024 10 45580 2024.7896 422.05 425.66 \n", + "802 2024 11 45611 2024.8743 423.61 425.87 \n", + "803 2024 12 45641 2024.9563 425.01 425.93 \n", + "804 2025 1 45672 2025.0411 426.42 426.35 \n", + "805 2025 2 45703 2025.1260 427.00 426.21 \n", + "806 2025 3 45731 2025.2027 427.73 426.19 \n", + "807 2025 4 45762 2025.2877 429.24 426.47 \n", + "808 2025 5 45792 2025.3699 430.21 426.80 \n", + "809 2025 6 45823 2025.4548 429.52 426.93 \n", + "810 2025 7 45853 2025.5370 427.56 426.76 \n", + "811 2025 8 45884 2025.6219 -99.99 -99.99 \n", + "812 2025 9 45915 2025.7068 -99.99 -99.99 \n", + "813 2025 10 45945 2025.7890 -99.99 -99.99 \n", + "814 2025 11 45976 2025.8740 -99.99 -99.99 \n", + "815 2025 12 46006 2025.9562 -99.99 -99.99 \n", + "\n", + " fit(ppm) seasonally adjusted fit(ppm) CO2 filled(ppm) \\\n", + "0 -99.99 -99.99 -99.99 \n", + "1 -99.99 -99.99 -99.99 \n", + "2 316.20 314.91 315.71 \n", + "3 317.31 314.99 317.45 \n", + "4 317.89 315.07 317.51 \n", + "5 317.27 315.14 317.27 \n", + "6 315.85 315.22 315.87 \n", + "7 313.95 315.29 314.93 \n", + "8 312.42 315.35 313.21 \n", + "9 312.41 315.41 312.41 \n", + "10 313.60 315.46 313.33 \n", + "11 314.77 315.52 314.67 \n", + "12 315.64 315.57 315.58 \n", + "13 316.30 315.64 316.49 \n", + "14 317.00 315.70 316.65 \n", + "15 318.10 315.77 317.72 \n", + "16 318.69 315.85 318.29 \n", + "17 318.08 315.94 318.15 \n", + "18 316.67 316.03 316.54 \n", + "19 314.79 316.13 314.79 \n", + "20 313.28 316.22 313.84 \n", + "21 313.31 316.31 313.33 \n", + "22 314.53 316.40 314.81 \n", + "23 315.72 316.48 315.58 \n", + "24 316.63 316.56 316.43 \n", + "25 317.30 316.64 316.98 \n", + "26 318.04 316.71 317.58 \n", + "27 319.14 316.79 319.03 \n", + "28 319.70 316.86 320.03 \n", + "29 319.05 316.92 319.58 \n", + ".. ... ... ... \n", + "786 421.72 420.96 421.62 \n", + "787 419.67 421.27 419.56 \n", + "788 418.07 421.58 418.06 \n", + "789 418.30 421.89 418.41 \n", + "790 419.97 422.20 420.11 \n", + "791 421.60 422.50 421.65 \n", + "792 422.88 422.80 422.62 \n", + "793 423.89 423.10 424.34 \n", + "794 424.95 423.37 425.22 \n", + "795 426.47 423.66 426.30 \n", + "796 427.33 423.93 426.70 \n", + "797 426.75 424.21 426.62 \n", + "798 425.22 424.48 425.40 \n", + "799 423.13 424.76 422.70 \n", + "800 421.50 425.03 421.60 \n", + "801 421.70 425.29 422.05 \n", + "802 423.31 425.54 423.61 \n", + "803 424.87 425.76 425.01 \n", + "804 426.07 425.98 426.42 \n", + "805 426.99 426.19 427.00 \n", + "806 427.92 426.36 427.73 \n", + "807 429.34 426.55 429.24 \n", + "808 430.13 426.72 430.21 \n", + "809 429.46 426.90 429.52 \n", + "810 427.83 427.06 427.56 \n", + "811 -99.99 -99.99 -99.99 \n", + "812 -99.99 -99.99 -99.99 \n", + "813 -99.99 -99.99 -99.99 \n", + "814 -99.99 -99.99 -99.99 \n", + "815 -99.99 -99.99 -99.99 \n", + "\n", + " seasonally adjusted filled(ppm) institut qui fait les mesures \n", + "0 -99.99 MLO \n", + "1 -99.99 MLO \n", + "2 314.43 MLO \n", + "3 315.15 MLO \n", + "4 314.68 MLO \n", + "5 315.14 MLO \n", + "6 315.20 MLO \n", + "7 316.23 MLO \n", + "8 316.12 MLO \n", + "9 315.41 MLO \n", + "10 315.21 MLO \n", + "11 315.43 MLO \n", + "12 315.52 MLO \n", + "13 315.83 MLO \n", + "14 315.37 MLO \n", + "15 315.41 MLO \n", + "16 315.46 MLO \n", + "17 316.00 MLO \n", + "18 315.87 MLO \n", + "19 316.10 MLO \n", + "20 316.76 MLO \n", + "21 316.35 MLO \n", + "22 316.69 MLO \n", + "23 316.35 MLO \n", + "24 316.37 MLO \n", + "25 316.33 MLO \n", + "26 316.27 MLO \n", + "27 316.69 MLO \n", + "28 317.19 MLO \n", + "29 317.44 MLO \n", + ".. ... ... \n", + "786 420.83 MLO \n", + "787 421.12 MLO \n", + "788 421.56 MLO \n", + "789 422.01 MLO \n", + "790 422.37 MLO \n", + "791 422.57 MLO \n", + "792 422.55 MLO \n", + "793 423.56 MLO \n", + "794 423.65 MLO \n", + "795 423.50 MLO \n", + "796 423.30 MLO \n", + "797 424.07 MLO \n", + "798 424.63 MLO \n", + "799 424.30 MLO \n", + "800 425.11 MLO \n", + "801 425.66 MLO \n", + "802 425.87 MLO \n", + "803 425.93 MLO \n", + "804 426.35 MLO \n", + "805 426.21 MLO \n", + "806 426.19 MLO \n", + "807 426.47 MLO \n", + "808 426.80 MLO \n", + "809 426.93 MLO \n", + "810 426.76 MLO \n", + "811 -99.99 MLO \n", + "812 -99.99 MLO \n", + "813 -99.99 MLO \n", + "814 -99.99 MLO \n", + "815 -99.99 MLO \n", + "\n", + "[816 rows x 11 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.reset_index() # l'année devient une vraie colonne\n", + "data.rename(columns={'index': 'year'}, inplace=True) # renomme l'index en \"year\"\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour la suite, comme c'est demandé dans la question 1 on trace un graphique qui vous montrera une oscillation périodique superposée à une évolution systématique plus lente :" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +3207,9 @@ "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/monthly_in_situ_co2_mlo.csv b/module3/exo3/monthly_in_situ_co2_mlo.csv new file mode 100644 index 0000000000000000000000000000000000000000..f845e75c4181892629bb2ed307f045c7b9f1a4be --- /dev/null +++ b/module3/exo3/monthly_in_situ_co2_mlo.csv @@ -0,0 +1,880 @@ +"-------------------------------------------------------------------------------------------" +" 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 " +" Since December 2022 sampling has temporarily been relocated to MaunuaKea, Hawaii " +" Latitude 19.8°N Longitude 155.5°W Elevation 4145m " +" " +" 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 09-Aug-2025 from archive dated 11-Aug-2025 17:08:37 " +" " +"-------------------------------------------------------------------------------------------" +" " +" 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 10 columns. Columns 1-4 give the dates in several redundant " +" formats. Column 5 below gives monthly Mauna Loa CO2 concentrations in micro-mol CO2 per " +" mole (ppm), reported on the 2012 SIO manometric mole fraction scale. This is the " +" standard version of the data most often sought. The monthly values have been adjusted " +" to 24:00 hours on the 15th of each month. Column 6 gives the same data after a seasonal " +" adjustment to remove the quasi-regular seasonal cycle. The adjustment involves " +" subtracting from the data a 4-harmonic fit with a linear gain factor. Column 7 is a " +" smoothed version of the data generated from a stiff cubic spline function plus 4-harmonic " +" functions with linear gain. Column 8 is the same smoothed version with the seasonal " +" cycle removed. Column 9 is identical to Column 5 except that the missing values from " +" Column 5 have been filled with values from Column 7. Column 10 is identical to Column 6 " +" except missing values have been filled with values from Column 8. Missing values are " +" denoted by -99.99 " +" " +" Column 11 is the 3-digit sampling station identifier. MLO refers to the Mauna Loa Observatory." +" MKO refers the summit of nearby Maunakea. MKO data are used to a fill a gap created by the 2022" +" eruption of Mauna Loa, which led to the shutdown measurements by the Scripps CO2 program at MLO" +" from Dec 2022 through Feb 2023" +" " +" CO2 concentrations are measured on the '12' calibration scale " +" " + Yr, Mn, Date, Date, CO2,seasonally, fit, seasonally, CO2, seasonally, Sta + , , , , , adjusted, ,adjusted fit, filled,adjusted filled + , , Excel, , [ppm], [ppm] , [ppm], [ppm], [ppm], [ppm] +1958, 01, 21200, 1958.0411, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO +1958, 02, 21231, 1958.1260, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO +1958, 03, 21259, 1958.2027, 315.71, 314.43, 316.20, 314.91, 315.71, 314.43, MLO +1958, 04, 21290, 1958.2877, 317.45, 315.15, 317.31, 314.99, 317.45, 315.15, MLO +1958, 05, 21320, 1958.3699, 317.51, 314.68, 317.89, 315.07, 317.51, 314.68, MLO +1958, 06, 21351, 1958.4548, -99.99, -99.99, 317.27, 315.14, 317.27, 315.14, MLO +1958, 07, 21381, 1958.5370, 315.87, 315.20, 315.85, 315.22, 315.87, 315.20, MLO +1958, 08, 21412, 1958.6219, 314.93, 316.23, 313.95, 315.29, 314.93, 316.23, MLO +1958, 09, 21443, 1958.7068, 313.21, 316.12, 312.42, 315.35, 313.21, 316.12, MLO +1958, 10, 21473, 1958.7890, -99.99, -99.99, 312.41, 315.41, 312.41, 315.41, MLO +1958, 11, 21504, 1958.8740, 313.33, 315.21, 313.60, 315.46, 313.33, 315.21, MLO +1958, 12, 21534, 1958.9562, 314.67, 315.43, 314.77, 315.52, 314.67, 315.43, MLO +1959, 01, 21565, 1959.0411, 315.58, 315.52, 315.64, 315.57, 315.58, 315.52, MLO +1959, 02, 21596, 1959.1260, 316.49, 315.83, 316.30, 315.64, 316.49, 315.83, MLO +1959, 03, 21624, 1959.2027, 316.65, 315.37, 317.00, 315.70, 316.65, 315.37, MLO +1959, 04, 21655, 1959.2877, 317.72, 315.41, 318.10, 315.77, 317.72, 315.41, MLO +1959, 05, 21685, 1959.3699, 318.29, 315.46, 318.69, 315.85, 318.29, 315.46, MLO +1959, 06, 21716, 1959.4548, 318.15, 316.00, 318.08, 315.94, 318.15, 316.00, MLO +1959, 07, 21746, 1959.5370, 316.54, 315.87, 316.67, 316.03, 316.54, 315.87, MLO +1959, 08, 21777, 1959.6219, 314.79, 316.10, 314.79, 316.13, 314.79, 316.10, MLO +1959, 09, 21808, 1959.7068, 313.84, 316.76, 313.28, 316.22, 313.84, 316.76, MLO +1959, 10, 21838, 1959.7890, 313.33, 316.35, 313.31, 316.31, 313.33, 316.35, MLO +1959, 11, 21869, 1959.8740, 314.81, 316.69, 314.53, 316.40, 314.81, 316.69, MLO +1959, 12, 21899, 1959.9562, 315.58, 316.35, 315.72, 316.48, 315.58, 316.35, MLO +1960, 01, 21930, 1960.0410, 316.43, 316.37, 316.63, 316.56, 316.43, 316.37, MLO +1960, 02, 21961, 1960.1257, 316.98, 316.33, 317.30, 316.64, 316.98, 316.33, MLO +1960, 03, 21990, 1960.2049, 317.58, 316.27, 318.04, 316.71, 317.58, 316.27, MLO +1960, 04, 22021, 1960.2896, 319.03, 316.69, 319.14, 316.79, 319.03, 316.69, MLO +1960, 05, 22051, 1960.3716, 320.03, 317.19, 319.70, 316.86, 320.03, 317.19, MLO +1960, 06, 22082, 1960.4563, 319.58, 317.44, 319.05, 316.92, 319.58, 317.44, MLO +1960, 07, 22112, 1960.5383, 318.18, 317.54, 317.59, 316.98, 318.18, 317.54, MLO +1960, 08, 22143, 1960.6230, 315.90, 317.24, 315.65, 317.02, 315.90, 317.24, MLO +1960, 09, 22174, 1960.7077, 314.17, 317.11, 314.09, 317.05, 314.17, 317.11, MLO +1960, 10, 22204, 1960.7896, 313.83, 316.85, 314.07, 317.08, 313.83, 316.85, MLO +1960, 11, 22235, 1960.8743, 315.00, 316.89, 315.25, 317.12, 315.00, 316.89, MLO +1960, 12, 22265, 1960.9563, 316.19, 316.96, 316.40, 317.16, 316.19, 316.96, MLO +1961, 01, 22296, 1961.0411, 316.89, 316.83, 317.28, 317.21, 316.89, 316.83, MLO +1961, 02, 22327, 1961.1260, 317.70, 317.05, 317.94, 317.27, 317.70, 317.05, MLO +1961, 03, 22355, 1961.2027, 318.54, 317.25, 318.64, 317.34, 318.54, 317.25, MLO +1961, 04, 22386, 1961.2877, 319.48, 317.15, 319.76, 317.42, 319.48, 317.15, MLO +1961, 05, 22416, 1961.3699, 320.58, 317.73, 320.36, 317.50, 320.58, 317.73, MLO +1961, 06, 22447, 1961.4548, 319.77, 317.60, 319.74, 317.59, 319.77, 317.60, MLO +1961, 07, 22477, 1961.5370, 318.56, 317.89, 318.32, 317.68, 318.56, 317.89, MLO +1961, 08, 22508, 1961.6219, 316.79, 318.10, 316.42, 317.77, 316.79, 318.10, MLO +1961, 09, 22539, 1961.7068, 314.99, 317.93, 314.89, 317.85, 314.99, 317.93, MLO +1961, 10, 22569, 1961.7890, 315.31, 318.34, 314.90, 317.92, 315.31, 318.34, MLO +1961, 11, 22600, 1961.8740, 316.10, 318.00, 316.12, 317.99, 316.10, 318.00, MLO +1961, 12, 22630, 1961.9562, 317.01, 317.78, 317.30, 318.06, 317.01, 317.78, MLO +1962, 01, 22661, 1962.0411, 317.94, 317.88, 318.20, 318.13, 317.94, 317.88, MLO +1962, 02, 22692, 1962.1260, 318.55, 317.89, 318.86, 318.19, 318.55, 317.89, MLO +1962, 03, 22720, 1962.2027, 319.68, 318.39, 319.57, 318.26, 319.68, 318.39, MLO +1962, 04, 22751, 1962.2877, 320.57, 318.24, 320.67, 318.32, 320.57, 318.24, MLO +1962, 05, 22781, 1962.3699, 321.02, 318.15, 321.25, 318.39, 321.02, 318.15, MLO +1962, 06, 22812, 1962.4548, 320.62, 318.45, 320.60, 318.45, 320.62, 318.45, MLO +1962, 07, 22842, 1962.5370, 319.62, 318.94, 319.15, 318.50, 319.62, 318.94, MLO +1962, 08, 22873, 1962.6219, 317.40, 318.72, 317.21, 318.56, 317.40, 318.72, MLO +1962, 09, 22904, 1962.7068, 316.24, 319.19, 315.64, 318.60, 316.24, 319.19, MLO +1962, 10, 22934, 1962.7890, 315.42, 318.46, 315.61, 318.64, 315.42, 318.46, MLO +1962, 11, 22965, 1962.8740, 316.69, 318.59, 316.80, 318.68, 316.69, 318.59, MLO +1962, 12, 22995, 1962.9562, 317.70, 318.47, 317.96, 318.72, 317.70, 318.47, MLO +1963, 01, 23026, 1963.0411, 318.74, 318.68, 318.84, 318.77, 318.74, 318.68, MLO +1963, 02, 23057, 1963.1260, 319.07, 318.41, 319.48, 318.81, 319.07, 318.41, MLO +1963, 03, 23085, 1963.2027, 319.86, 318.56, 320.17, 318.86, 319.86, 318.56, MLO +1963, 04, 23116, 1963.2877, 321.38, 319.04, 321.26, 318.91, 321.38, 319.04, MLO +1963, 05, 23146, 1963.3699, 322.24, 319.37, 321.83, 318.96, 322.24, 319.37, MLO +1963, 06, 23177, 1963.4548, 321.49, 319.30, 321.18, 319.02, 321.49, 319.30, MLO +1963, 07, 23207, 1963.5370, 319.74, 319.07, 319.71, 319.06, 319.74, 319.07, MLO +1963, 08, 23238, 1963.6219, 317.77, 319.09, 317.75, 319.11, 317.77, 319.09, MLO +1963, 09, 23269, 1963.7068, 316.21, 319.17, 316.18, 319.15, 316.21, 319.17, MLO +1963, 10, 23299, 1963.7890, 315.99, 319.04, 316.15, 319.19, 315.99, 319.04, MLO +1963, 11, 23330, 1963.8740, 317.07, 318.98, 317.35, 319.24, 317.07, 318.98, MLO +1963, 12, 23360, 1963.9562, 318.35, 319.13, 318.52, 319.28, 318.35, 319.13, MLO +1964, 01, 23391, 1964.0410, 319.57, 319.51, 319.40, 319.33, 319.57, 319.51, MLO +1964, 02, 23422, 1964.1257, -99.99, -99.99, 320.04, 319.37, 320.04, 319.37, MLO +1964, 03, 23451, 1964.2049, -99.99, -99.99, 320.76, 319.41, 320.76, 319.41, MLO +1964, 04, 23482, 1964.2896, -99.99, -99.99, 321.84, 319.46, 321.84, 319.46, MLO +1964, 05, 23512, 1964.3716, 322.25, 319.37, 322.37, 319.49, 322.25, 319.37, MLO +1964, 06, 23543, 1964.4563, 321.90, 319.73, 321.68, 319.53, 321.90, 319.73, MLO +1964, 07, 23573, 1964.5383, 320.44, 319.79, 320.18, 319.56, 320.44, 319.79, MLO +1964, 08, 23604, 1964.6230, 318.69, 320.04, 318.20, 319.59, 318.69, 320.04, MLO +1964, 09, 23635, 1964.7077, 316.71, 319.68, 316.62, 319.61, 316.71, 319.68, MLO +1964, 10, 23665, 1964.7896, 316.87, 319.93, 316.58, 319.62, 316.87, 319.93, MLO +1964, 11, 23696, 1964.8743, 317.68, 319.59, 317.75, 319.64, 317.68, 319.59, MLO +1964, 12, 23726, 1964.9563, 318.71, 319.49, 318.90, 319.66, 318.71, 319.49, MLO +1965, 01, 23757, 1965.0411, 319.44, 319.38, 319.76, 319.69, 319.44, 319.38, MLO +1965, 02, 23788, 1965.1260, 320.44, 319.78, 320.40, 319.73, 320.44, 319.78, MLO +1965, 03, 23816, 1965.2027, 320.89, 319.58, 321.10, 319.78, 320.89, 319.58, MLO +1965, 04, 23847, 1965.2877, 322.13, 319.79, 322.21, 319.84, 322.13, 319.79, MLO +1965, 05, 23877, 1965.3699, 322.17, 319.28, 322.80, 319.91, 322.17, 319.28, MLO +1965, 06, 23908, 1965.4548, 321.88, 319.68, 322.18, 320.01, 321.88, 319.68, MLO +1965, 07, 23938, 1965.5370, 321.21, 320.53, 320.76, 320.11, 321.21, 320.53, MLO +1965, 08, 23969, 1965.6219, 318.87, 320.19, 318.85, 320.22, 318.87, 320.19, MLO +1965, 09, 24000, 1965.7068, 317.82, 320.79, 317.34, 320.33, 317.82, 320.79, MLO +1965, 10, 24030, 1965.7890, 317.30, 320.37, 317.38, 320.44, 317.30, 320.37, MLO +1965, 11, 24061, 1965.8740, 318.87, 320.79, 318.65, 320.55, 318.87, 320.79, MLO +1965, 12, 24091, 1965.9562, 319.42, 320.20, 319.90, 320.67, 319.42, 320.20, MLO +1966, 01, 24122, 1966.0411, 320.62, 320.56, 320.86, 320.78, 320.62, 320.56, MLO +1966, 02, 24153, 1966.1260, 321.60, 320.93, 321.58, 320.90, 321.60, 320.93, MLO +1966, 03, 24181, 1966.2027, 322.39, 321.08, 322.33, 321.01, 322.39, 321.08, MLO +1966, 04, 24212, 1966.2877, 323.70, 321.34, 323.49, 321.12, 323.70, 321.34, MLO +1966, 05, 24242, 1966.3699, 324.08, 321.18, 324.12, 321.22, 324.08, 321.18, MLO +1966, 06, 24273, 1966.4548, 323.75, 321.55, 323.50, 321.32, 323.75, 321.55, MLO +1966, 07, 24303, 1966.5370, 322.37, 321.69, 322.05, 321.40, 322.37, 321.69, MLO +1966, 08, 24334, 1966.6219, 320.36, 321.69, 320.12, 321.48, 320.36, 321.69, MLO +1966, 09, 24365, 1966.7068, 318.64, 321.62, 318.55, 321.55, 318.64, 321.62, MLO +1966, 10, 24395, 1966.7890, 318.10, 321.18, 318.55, 321.62, 318.10, 321.18, MLO +1966, 11, 24426, 1966.8740, 319.78, 321.71, 319.78, 321.68, 319.78, 321.71, MLO +1966, 12, 24456, 1966.9562, 321.02, 321.81, 320.98, 321.74, 321.02, 321.81, MLO +1967, 01, 24487, 1967.0411, 322.33, 322.27, 321.87, 321.80, 322.33, 322.27, MLO +1967, 02, 24518, 1967.1260, 322.50, 321.83, 322.54, 321.86, 322.50, 321.83, MLO +1967, 03, 24546, 1967.2027, 323.03, 321.72, 323.24, 321.91, 323.03, 321.72, MLO +1967, 04, 24577, 1967.2877, 324.41, 322.05, 324.34, 321.96, 324.41, 322.05, MLO +1967, 05, 24607, 1967.3699, 325.00, 322.09, 324.92, 322.02, 325.00, 322.09, MLO +1967, 06, 24638, 1967.4548, 324.09, 321.89, 324.27, 322.08, 324.09, 321.89, MLO +1967, 07, 24668, 1967.5370, 322.54, 321.86, 322.79, 322.14, 322.54, 321.86, MLO +1967, 08, 24699, 1967.6219, 320.92, 322.25, 320.84, 322.21, 320.92, 322.25, MLO +1967, 09, 24730, 1967.7068, 319.25, 322.25, 319.27, 322.28, 319.25, 322.25, MLO +1967, 10, 24760, 1967.7890, 319.39, 322.48, 319.27, 322.35, 319.39, 322.48, MLO +1967, 11, 24791, 1967.8740, 320.73, 322.66, 320.51, 322.42, 320.73, 322.66, MLO +1967, 12, 24821, 1967.9562, 321.96, 322.74, 321.73, 322.50, 321.96, 322.74, MLO +1968, 01, 24852, 1968.0410, 322.57, 322.51, 322.65, 322.57, 322.57, 322.51, MLO +1968, 02, 24883, 1968.1257, 323.15, 322.48, 323.33, 322.65, 323.15, 322.48, MLO +1968, 03, 24912, 1968.2049, 323.89, 322.55, 324.09, 322.74, 323.89, 322.55, MLO +1968, 04, 24943, 1968.2896, 325.02, 322.62, 325.24, 322.83, 325.02, 322.62, MLO +1968, 05, 24973, 1968.3716, 325.57, 322.66, 325.84, 322.93, 325.57, 322.66, MLO +1968, 06, 25004, 1968.4563, 325.36, 323.17, 325.21, 323.04, 325.36, 323.17, MLO +1968, 07, 25034, 1968.5383, 324.14, 323.48, 323.77, 323.14, 324.14, 323.48, MLO +1968, 08, 25065, 1968.6230, 322.11, 323.47, 321.86, 323.26, 322.11, 323.47, MLO +1968, 09, 25096, 1968.7077, 320.33, 323.34, 320.35, 323.38, 320.33, 323.34, MLO +1968, 10, 25126, 1968.7896, 320.25, 323.34, 320.41, 323.49, 320.25, 323.34, MLO +1968, 11, 25157, 1968.8743, 321.32, 323.26, 321.71, 323.62, 321.32, 323.26, MLO +1968, 12, 25187, 1968.9563, 322.89, 323.68, 322.98, 323.75, 322.89, 323.68, MLO +1969, 01, 25218, 1969.0411, 324.00, 323.94, 323.96, 323.89, 324.00, 323.94, MLO +1969, 02, 25249, 1969.1260, 324.41, 323.74, 324.71, 324.03, 324.41, 323.74, MLO +1969, 03, 25277, 1969.2027, 325.63, 324.31, 325.50, 324.16, 325.63, 324.31, MLO +1969, 04, 25308, 1969.2877, 326.66, 324.28, 326.70, 324.30, 326.66, 324.28, MLO +1969, 05, 25338, 1969.3699, 327.38, 324.46, 327.36, 324.44, 327.38, 324.46, MLO +1969, 06, 25369, 1969.4548, 326.71, 324.49, 326.77, 324.57, 326.71, 324.49, MLO +1969, 07, 25399, 1969.5370, 325.88, 325.19, 325.35, 324.69, 325.88, 325.19, MLO +1969, 08, 25430, 1969.6219, 323.66, 325.01, 323.42, 324.80, 323.66, 325.01, MLO +1969, 09, 25461, 1969.7068, 322.38, 325.39, 321.88, 324.91, 322.38, 325.39, MLO +1969, 10, 25491, 1969.7890, 321.78, 324.89, 321.90, 324.99, 321.78, 324.89, MLO +1969, 11, 25522, 1969.8740, 322.85, 324.80, 323.16, 325.08, 322.85, 324.80, MLO +1969, 12, 25552, 1969.9562, 324.11, 324.90, 324.39, 325.16, 324.11, 324.90, MLO +1970, 01, 25583, 1970.0411, 325.06, 325.00, 325.32, 325.24, 325.06, 325.00, MLO +1970, 02, 25614, 1970.1260, 325.99, 325.31, 326.01, 325.33, 325.99, 325.31, MLO +1970, 03, 25642, 1970.2027, 326.93, 325.60, 326.74, 325.40, 326.93, 325.60, MLO +1970, 04, 25673, 1970.2877, 328.13, 325.75, 327.88, 325.48, 328.13, 325.75, MLO +1970, 05, 25703, 1970.3699, 328.08, 325.15, 328.49, 325.56, 328.08, 325.15, MLO +1970, 06, 25734, 1970.4548, 327.67, 325.44, 327.84, 325.63, 327.67, 325.44, MLO +1970, 07, 25764, 1970.5370, 326.34, 325.65, 326.36, 325.70, 326.34, 325.65, MLO +1970, 08, 25795, 1970.6219, 324.68, 326.03, 324.39, 325.77, 324.68, 326.03, MLO +1970, 09, 25826, 1970.7068, 323.10, 326.12, 322.80, 325.83, 323.10, 326.12, MLO +1970, 10, 25856, 1970.7890, 323.06, 326.18, 322.78, 325.89, 323.06, 326.18, MLO +1970, 11, 25887, 1970.8740, 324.01, 325.96, 324.00, 325.93, 324.01, 325.96, MLO +1970, 12, 25917, 1970.9562, 325.13, 325.92, 325.19, 325.97, 325.13, 325.92, MLO +1971, 01, 25948, 1971.0411, 326.17, 326.11, 326.08, 326.01, 326.17, 326.11, MLO +1971, 02, 25979, 1971.1260, 326.68, 326.01, 326.74, 326.05, 326.68, 326.01, MLO +1971, 03, 26007, 1971.2027, 327.18, 325.85, 327.43, 326.09, 327.18, 325.85, MLO +1971, 04, 26038, 1971.2877, 327.78, 325.39, 328.55, 326.14, 327.78, 325.39, MLO +1971, 05, 26068, 1971.3699, 328.93, 325.99, 329.14, 326.20, 328.93, 325.99, MLO +1971, 06, 26099, 1971.4548, 328.57, 326.34, 328.48, 326.27, 328.57, 326.34, MLO +1971, 07, 26129, 1971.5370, 327.36, 326.67, 326.99, 326.33, 327.36, 326.67, MLO +1971, 08, 26160, 1971.6219, 325.43, 326.78, 325.02, 326.40, 325.43, 326.78, MLO +1971, 09, 26191, 1971.7068, 323.36, 326.39, 323.43, 326.48, 323.36, 326.39, MLO +1971, 10, 26221, 1971.7890, 323.56, 326.69, 323.44, 326.55, 323.56, 326.69, MLO +1971, 11, 26252, 1971.8740, 324.80, 326.75, 324.69, 326.62, 324.80, 326.75, MLO 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405.74, 406.57, 405.80, MLO +2017, 03, 42809, 2017.2027, 406.99, 405.48, 407.43, 405.90, 406.99, 405.48, MLO +2017, 04, 42840, 2017.2877, 408.88, 406.17, 408.81, 406.07, 408.88, 406.17, MLO +2017, 05, 42870, 2017.3699, 409.84, 406.50, 409.57, 406.23, 409.84, 406.50, MLO +2017, 06, 42901, 2017.4548, 409.04, 406.50, 408.91, 406.40, 409.04, 406.50, MLO +2017, 07, 42931, 2017.5370, 407.14, 406.36, 407.30, 406.55, 407.14, 406.36, MLO +2017, 08, 42962, 2017.6219, 405.19, 406.73, 405.13, 406.71, 405.19, 406.73, MLO +2017, 09, 42993, 2017.7068, 403.20, 406.64, 403.40, 406.86, 403.20, 406.64, MLO +2017, 10, 43023, 2017.7890, 403.56, 407.11, 403.48, 407.01, 403.56, 407.11, MLO +2017, 11, 43054, 2017.8740, 405.10, 407.32, 404.97, 407.17, 405.10, 407.32, MLO +2017, 12, 43084, 2017.9562, 406.68, 407.58, 406.43, 407.32, 406.68, 407.58, MLO +2018, 01, 43115, 2018.0411, 407.98, 407.91, 407.56, 407.48, 407.98, 407.91, MLO +2018, 02, 43146, 2018.1260, 408.35, 407.58, 408.42, 407.64, 408.35, 407.58, MLO 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