diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..a0bb94dc7880d9f8e0ec6dde815c49321fddc4c2 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -1,5 +1,3755 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Concentration de CO2 dans l'atmosphère depuis 1958" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "import scipy.optimize as opt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Chargement des données" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vérifie si le fichier contenant les données est présent. S'il ne l'est pas, télécharge le fichier." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "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 = \"montly_co2.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": "markdown", + "metadata": {}, + "source": [ + "Nous chargeons les données depuis le fichier CSV." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
YrMnDateDate.1CO2seasonallyfitseasonally.1CO2.1seasonally.2Sta
0NaNNaNNaNNaNNaNadjustedNaNadjusted fitfilledadjusted filledNaN
1NaNNaNExcelNaN[ppm][ppm][ppm][ppm][ppm][ppm]NaN
21958.01.0212001958.0411-99.99-99.99-99.99-99.99-99.99-99.99MLO
31958.02.0212311958.1260-99.99-99.99-99.99-99.99-99.99-99.99MLO
41958.03.0212591958.2027315.71314.43316.20314.90315.71314.43MLO
51958.04.0212901958.2877317.45315.15317.30314.98317.45315.15MLO
61958.05.0213201958.3699317.51314.68317.89315.06317.51314.68MLO
71958.06.0213511958.4548-99.99-99.99317.27315.14317.27315.14MLO
81958.07.0213811958.5370315.87315.20315.85315.21315.87315.20MLO
91958.08.0214121958.6219314.93316.23313.95315.28314.93316.23MLO
101958.09.0214431958.7068313.21316.13312.42315.35313.21316.13MLO
111958.010.0214731958.7890-99.99-99.99312.41315.40312.41315.40MLO
121958.011.0215041958.8740313.33315.21313.60315.46313.33315.21MLO
131958.012.0215341958.9562314.67315.43314.76315.51314.67315.43MLO
141959.01.0215651959.0411315.58315.52315.64315.57315.58315.52MLO
151959.02.0215961959.1260316.49315.83316.29315.63316.49315.83MLO
161959.03.0216241959.2027316.65315.37316.99315.69316.65315.37MLO
171959.04.0216551959.2877317.72315.41318.09315.77317.72315.41MLO
181959.05.0216851959.3699318.29315.46318.68315.85318.29315.46MLO
191959.06.0217161959.4548318.15316.00318.08315.94318.15316.00MLO
201959.07.0217461959.5370316.54315.87316.67316.03316.54315.87MLO
211959.08.0217771959.6219314.79316.10314.79316.12314.79316.10MLO
221959.09.0218081959.7068313.84316.76313.28316.22313.84316.76MLO
231959.010.0218381959.7890313.33316.35313.30316.31313.33316.35MLO
241959.011.0218691959.8740314.81316.70314.53316.39314.81316.70MLO
251959.012.0218991959.9562315.58316.35315.72316.47315.58316.35MLO
261960.01.0219301960.0410316.43316.37316.62316.55316.43316.37MLO
271960.02.0219611960.1257316.98316.33317.30316.64316.98316.33MLO
281960.03.0219901960.2049317.58316.27318.04316.71317.58316.27MLO
291960.04.0220211960.2896319.03316.69319.14316.79319.03316.69MLO
....................................
7882023.07.0451222023.5370421.62420.82421.71420.95421.62420.82MLO
7892023.08.0451532023.6219419.56421.11419.66421.26419.56421.11MLO
7902023.09.0451842023.7068418.06421.56418.06421.57418.06421.56MLO
7912023.010.0452142023.7890418.41422.01418.29421.88418.41422.01MLO
7922023.011.0452452023.8740420.11422.37419.96422.19420.11422.37MLO
7932023.012.0452752023.9562421.65422.57421.59422.49421.65422.57MLO
7942024.01.0453062024.0410422.62422.55422.87422.79422.62422.55MLO
7952024.02.0453372024.1257424.34423.56423.87423.08424.34423.56MLO
7962024.03.0453662024.2049425.22423.66424.93423.35425.22423.66MLO
7972024.04.0453972024.2896426.30423.51426.45423.64426.30423.51MLO
7982024.05.0454272024.3716426.70423.31427.30423.91426.70423.31MLO
7992024.06.0454582024.4563426.62424.07426.72424.19426.62424.07MLO
8002024.07.0454882024.5383425.40424.63425.20424.46425.40424.63MLO
8012024.08.0455192024.6230422.70424.29423.11424.74422.70424.29MLO
8022024.09.0455502024.7077421.60425.11421.49425.02421.60425.11MLO
8032024.010.0455802024.7896422.05425.65421.69425.28422.05425.65MLO
8042024.011.0456112024.8743423.61425.86423.31425.53423.61425.86MLO
8052024.012.0456412024.9563425.01425.93424.87425.77425.01425.93MLO
8062025.01.0456722025.0411426.42426.35426.09426.01426.42426.35MLO
8072025.02.0457032025.1260427.00426.21427.03426.24427.00426.21MLO
8082025.03.0457312025.2027427.73426.19427.99426.44427.73426.19MLO
8092025.04.0457622025.2877429.24426.47429.44426.65429.24426.47MLO
8102025.05.0457922025.3699430.20426.80-99.99-99.99430.20426.80MLO
8112025.06.0458232025.4548-99.99-99.99-99.99-99.99-99.99-99.99MLO
8122025.07.0458532025.5370-99.99-99.99-99.99-99.99-99.99-99.99MLO
8132025.08.0458842025.6219-99.99-99.99-99.99-99.99-99.99-99.99MLO
8142025.09.0459152025.7068-99.99-99.99-99.99-99.99-99.99-99.99MLO
8152025.010.0459452025.7890-99.99-99.99-99.99-99.99-99.99-99.99MLO
8162025.011.0459762025.8740-99.99-99.99-99.99-99.99-99.99-99.99MLO
8172025.012.0460062025.9562-99.99-99.99-99.99-99.99-99.99-99.99MLO
\n", + "

818 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Yr Mn Date Date.1 CO2 seasonally fit seasonally.1 \\\n", + "0 NaN NaN NaN NaN NaN adjusted NaN adjusted fit \n", + "1 NaN NaN Excel NaN [ppm] [ppm] [ppm] [ppm] \n", + "2 1958.0 1.0 21200 1958.0411 -99.99 -99.99 -99.99 -99.99 \n", + "3 1958.0 2.0 21231 1958.1260 -99.99 -99.99 -99.99 -99.99 \n", + "4 1958.0 3.0 21259 1958.2027 315.71 314.43 316.20 314.90 \n", + "5 1958.0 4.0 21290 1958.2877 317.45 315.15 317.30 314.98 \n", + "6 1958.0 5.0 21320 1958.3699 317.51 314.68 317.89 315.06 \n", + "7 1958.0 6.0 21351 1958.4548 -99.99 -99.99 317.27 315.14 \n", + "8 1958.0 7.0 21381 1958.5370 315.87 315.20 315.85 315.21 \n", + "9 1958.0 8.0 21412 1958.6219 314.93 316.23 313.95 315.28 \n", + "10 1958.0 9.0 21443 1958.7068 313.21 316.13 312.42 315.35 \n", + "11 1958.0 10.0 21473 1958.7890 -99.99 -99.99 312.41 315.40 \n", + "12 1958.0 11.0 21504 1958.8740 313.33 315.21 313.60 315.46 \n", + "13 1958.0 12.0 21534 1958.9562 314.67 315.43 314.76 315.51 \n", + "14 1959.0 1.0 21565 1959.0411 315.58 315.52 315.64 315.57 \n", + "15 1959.0 2.0 21596 1959.1260 316.49 315.83 316.29 315.63 \n", + "16 1959.0 3.0 21624 1959.2027 316.65 315.37 316.99 315.69 \n", + "17 1959.0 4.0 21655 1959.2877 317.72 315.41 318.09 315.77 \n", + "18 1959.0 5.0 21685 1959.3699 318.29 315.46 318.68 315.85 \n", + "19 1959.0 6.0 21716 1959.4548 318.15 316.00 318.08 315.94 \n", + "20 1959.0 7.0 21746 1959.5370 316.54 315.87 316.67 316.03 \n", + "21 1959.0 8.0 21777 1959.6219 314.79 316.10 314.79 316.12 \n", + "22 1959.0 9.0 21808 1959.7068 313.84 316.76 313.28 316.22 \n", + "23 1959.0 10.0 21838 1959.7890 313.33 316.35 313.30 316.31 \n", + "24 1959.0 11.0 21869 1959.8740 314.81 316.70 314.53 316.39 \n", + "25 1959.0 12.0 21899 1959.9562 315.58 316.35 315.72 316.47 \n", + "26 1960.0 1.0 21930 1960.0410 316.43 316.37 316.62 316.55 \n", + "27 1960.0 2.0 21961 1960.1257 316.98 316.33 317.30 316.64 \n", + "28 1960.0 3.0 21990 1960.2049 317.58 316.27 318.04 316.71 \n", + "29 1960.0 4.0 22021 1960.2896 319.03 316.69 319.14 316.79 \n", + ".. ... ... ... ... ... ... ... ... \n", + "788 2023.0 7.0 45122 2023.5370 421.62 420.82 421.71 420.95 \n", + "789 2023.0 8.0 45153 2023.6219 419.56 421.11 419.66 421.26 \n", + "790 2023.0 9.0 45184 2023.7068 418.06 421.56 418.06 421.57 \n", + "791 2023.0 10.0 45214 2023.7890 418.41 422.01 418.29 421.88 \n", + "792 2023.0 11.0 45245 2023.8740 420.11 422.37 419.96 422.19 \n", + "793 2023.0 12.0 45275 2023.9562 421.65 422.57 421.59 422.49 \n", + "794 2024.0 1.0 45306 2024.0410 422.62 422.55 422.87 422.79 \n", + "795 2024.0 2.0 45337 2024.1257 424.34 423.56 423.87 423.08 \n", + "796 2024.0 3.0 45366 2024.2049 425.22 423.66 424.93 423.35 \n", + "797 2024.0 4.0 45397 2024.2896 426.30 423.51 426.45 423.64 \n", + "798 2024.0 5.0 45427 2024.3716 426.70 423.31 427.30 423.91 \n", + "799 2024.0 6.0 45458 2024.4563 426.62 424.07 426.72 424.19 \n", + "800 2024.0 7.0 45488 2024.5383 425.40 424.63 425.20 424.46 \n", + "801 2024.0 8.0 45519 2024.6230 422.70 424.29 423.11 424.74 \n", + "802 2024.0 9.0 45550 2024.7077 421.60 425.11 421.49 425.02 \n", + "803 2024.0 10.0 45580 2024.7896 422.05 425.65 421.69 425.28 \n", + "804 2024.0 11.0 45611 2024.8743 423.61 425.86 423.31 425.53 \n", + "805 2024.0 12.0 45641 2024.9563 425.01 425.93 424.87 425.77 \n", + "806 2025.0 1.0 45672 2025.0411 426.42 426.35 426.09 426.01 \n", + "807 2025.0 2.0 45703 2025.1260 427.00 426.21 427.03 426.24 \n", + "808 2025.0 3.0 45731 2025.2027 427.73 426.19 427.99 426.44 \n", + "809 2025.0 4.0 45762 2025.2877 429.24 426.47 429.44 426.65 \n", + "810 2025.0 5.0 45792 2025.3699 430.20 426.80 -99.99 -99.99 \n", + "811 2025.0 6.0 45823 2025.4548 -99.99 -99.99 -99.99 -99.99 \n", + "812 2025.0 7.0 45853 2025.5370 -99.99 -99.99 -99.99 -99.99 \n", + "813 2025.0 8.0 45884 2025.6219 -99.99 -99.99 -99.99 -99.99 \n", + "814 2025.0 9.0 45915 2025.7068 -99.99 -99.99 -99.99 -99.99 \n", + "815 2025.0 10.0 45945 2025.7890 -99.99 -99.99 -99.99 -99.99 \n", + "816 2025.0 11.0 45976 2025.8740 -99.99 -99.99 -99.99 -99.99 \n", + "817 2025.0 12.0 46006 2025.9562 -99.99 -99.99 -99.99 -99.99 \n", + "\n", + " CO2.1 seasonally.2 Sta \n", + "0 filled adjusted filled NaN \n", + "1 [ppm] [ppm] NaN \n", + "2 -99.99 -99.99 MLO \n", + "3 -99.99 -99.99 MLO \n", + "4 315.71 314.43 MLO \n", + "5 317.45 315.15 MLO \n", + "6 317.51 314.68 MLO \n", + "7 317.27 315.14 MLO \n", + "8 315.87 315.20 MLO \n", + "9 314.93 316.23 MLO \n", + "10 313.21 316.13 MLO \n", + "11 312.41 315.40 MLO \n", + "12 313.33 315.21 MLO \n", + "13 314.67 315.43 MLO \n", + "14 315.58 315.52 MLO \n", + "15 316.49 315.83 MLO \n", + "16 316.65 315.37 MLO \n", + "17 317.72 315.41 MLO \n", + "18 318.29 315.46 MLO \n", + "19 318.15 316.00 MLO \n", + "20 316.54 315.87 MLO \n", + "21 314.79 316.10 MLO \n", + "22 313.84 316.76 MLO \n", + "23 313.33 316.35 MLO \n", + "24 314.81 316.70 MLO \n", + "25 315.58 316.35 MLO \n", + "26 316.43 316.37 MLO \n", + "27 316.98 316.33 MLO \n", + "28 317.58 316.27 MLO \n", + "29 319.03 316.69 MLO \n", + ".. ... ... ... \n", + "788 421.62 420.82 MLO \n", + "789 419.56 421.11 MLO \n", + "790 418.06 421.56 MLO \n", + "791 418.41 422.01 MLO \n", + "792 420.11 422.37 MLO \n", + "793 421.65 422.57 MLO \n", + "794 422.62 422.55 MLO \n", + "795 424.34 423.56 MLO \n", + "796 425.22 423.66 MLO \n", + "797 426.30 423.51 MLO \n", + "798 426.70 423.31 MLO \n", + "799 426.62 424.07 MLO \n", + "800 425.40 424.63 MLO \n", + "801 422.70 424.29 MLO \n", + "802 421.60 425.11 MLO \n", + "803 422.05 425.65 MLO \n", + "804 423.61 425.86 MLO \n", + "805 425.01 425.93 MLO \n", + "806 426.42 426.35 MLO \n", + "807 427.00 426.21 MLO \n", + "808 427.73 426.19 MLO \n", + "809 429.24 426.47 MLO \n", + "810 430.20 426.80 MLO \n", + "811 -99.99 -99.99 MLO \n", + "812 -99.99 -99.99 MLO \n", + "813 -99.99 -99.99 MLO \n", + "814 -99.99 -99.99 MLO \n", + "815 -99.99 -99.99 MLO \n", + "816 -99.99 -99.99 MLO \n", + "817 -99.99 -99.99 MLO \n", + "\n", + "[818 rows x 11 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_file, encoding = 'iso-8859-1', skiprows=60, header=[1], skipinitialspace=True)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il y a un problème avec les premières colonnes. Nous renommons les colonnes et enlèvons les deux premières lignes qui ne correspondent pas à des données." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
YrMnDate excelDateCO2seasonally adjustedfitseasonally adjusted fitCO2 filledseasonally adjusted filledSta
21958.01.0212001958.0411-99.99-99.99-99.99-99.99-99.99-99.99MLO
31958.02.0212311958.1260-99.99-99.99-99.99-99.99-99.99-99.99MLO
41958.03.0212591958.2027315.71314.43316.20314.90315.71314.43MLO
51958.04.0212901958.2877317.45315.15317.30314.98317.45315.15MLO
61958.05.0213201958.3699317.51314.68317.89315.06317.51314.68MLO
71958.06.0213511958.4548-99.99-99.99317.27315.14317.27315.14MLO
81958.07.0213811958.5370315.87315.20315.85315.21315.87315.20MLO
91958.08.0214121958.6219314.93316.23313.95315.28314.93316.23MLO
101958.09.0214431958.7068313.21316.13312.42315.35313.21316.13MLO
111958.010.0214731958.7890-99.99-99.99312.41315.40312.41315.40MLO
121958.011.0215041958.8740313.33315.21313.60315.46313.33315.21MLO
131958.012.0215341958.9562314.67315.43314.76315.51314.67315.43MLO
141959.01.0215651959.0411315.58315.52315.64315.57315.58315.52MLO
151959.02.0215961959.1260316.49315.83316.29315.63316.49315.83MLO
161959.03.0216241959.2027316.65315.37316.99315.69316.65315.37MLO
171959.04.0216551959.2877317.72315.41318.09315.77317.72315.41MLO
181959.05.0216851959.3699318.29315.46318.68315.85318.29315.46MLO
191959.06.0217161959.4548318.15316.00318.08315.94318.15316.00MLO
201959.07.0217461959.5370316.54315.87316.67316.03316.54315.87MLO
211959.08.0217771959.6219314.79316.10314.79316.12314.79316.10MLO
221959.09.0218081959.7068313.84316.76313.28316.22313.84316.76MLO
231959.010.0218381959.7890313.33316.35313.30316.31313.33316.35MLO
241959.011.0218691959.8740314.81316.70314.53316.39314.81316.70MLO
251959.012.0218991959.9562315.58316.35315.72316.47315.58316.35MLO
261960.01.0219301960.0410316.43316.37316.62316.55316.43316.37MLO
271960.02.0219611960.1257316.98316.33317.30316.64316.98316.33MLO
281960.03.0219901960.2049317.58316.27318.04316.71317.58316.27MLO
291960.04.0220211960.2896319.03316.69319.14316.79319.03316.69MLO
301960.05.0220511960.3716320.03317.19319.70316.86320.03317.19MLO
311960.06.0220821960.4563319.59317.44319.04316.92319.59317.44MLO
....................................
7882023.07.0451222023.5370421.62420.82421.71420.95421.62420.82MLO
7892023.08.0451532023.6219419.56421.11419.66421.26419.56421.11MLO
7902023.09.0451842023.7068418.06421.56418.06421.57418.06421.56MLO
7912023.010.0452142023.7890418.41422.01418.29421.88418.41422.01MLO
7922023.011.0452452023.8740420.11422.37419.96422.19420.11422.37MLO
7932023.012.0452752023.9562421.65422.57421.59422.49421.65422.57MLO
7942024.01.0453062024.0410422.62422.55422.87422.79422.62422.55MLO
7952024.02.0453372024.1257424.34423.56423.87423.08424.34423.56MLO
7962024.03.0453662024.2049425.22423.66424.93423.35425.22423.66MLO
7972024.04.0453972024.2896426.30423.51426.45423.64426.30423.51MLO
7982024.05.0454272024.3716426.70423.31427.30423.91426.70423.31MLO
7992024.06.0454582024.4563426.62424.07426.72424.19426.62424.07MLO
8002024.07.0454882024.5383425.40424.63425.20424.46425.40424.63MLO
8012024.08.0455192024.6230422.70424.29423.11424.74422.70424.29MLO
8022024.09.0455502024.7077421.60425.11421.49425.02421.60425.11MLO
8032024.010.0455802024.7896422.05425.65421.69425.28422.05425.65MLO
8042024.011.0456112024.8743423.61425.86423.31425.53423.61425.86MLO
8052024.012.0456412024.9563425.01425.93424.87425.77425.01425.93MLO
8062025.01.0456722025.0411426.42426.35426.09426.01426.42426.35MLO
8072025.02.0457032025.1260427.00426.21427.03426.24427.00426.21MLO
8082025.03.0457312025.2027427.73426.19427.99426.44427.73426.19MLO
8092025.04.0457622025.2877429.24426.47429.44426.65429.24426.47MLO
8102025.05.0457922025.3699430.20426.80-99.99-99.99430.20426.80MLO
8112025.06.0458232025.4548-99.99-99.99-99.99-99.99-99.99-99.99MLO
8122025.07.0458532025.5370-99.99-99.99-99.99-99.99-99.99-99.99MLO
8132025.08.0458842025.6219-99.99-99.99-99.99-99.99-99.99-99.99MLO
8142025.09.0459152025.7068-99.99-99.99-99.99-99.99-99.99-99.99MLO
8152025.010.0459452025.7890-99.99-99.99-99.99-99.99-99.99-99.99MLO
8162025.011.0459762025.8740-99.99-99.99-99.99-99.99-99.99-99.99MLO
8172025.012.0460062025.9562-99.99-99.99-99.99-99.99-99.99-99.99MLO
\n", + "

816 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Yr Mn Date excel Date CO2 seasonally adjusted fit \\\n", + "2 1958.0 1.0 21200 1958.0411 -99.99 -99.99 -99.99 \n", + "3 1958.0 2.0 21231 1958.1260 -99.99 -99.99 -99.99 \n", + "4 1958.0 3.0 21259 1958.2027 315.71 314.43 316.20 \n", + "5 1958.0 4.0 21290 1958.2877 317.45 315.15 317.30 \n", + "6 1958.0 5.0 21320 1958.3699 317.51 314.68 317.89 \n", + "7 1958.0 6.0 21351 1958.4548 -99.99 -99.99 317.27 \n", + "8 1958.0 7.0 21381 1958.5370 315.87 315.20 315.85 \n", + "9 1958.0 8.0 21412 1958.6219 314.93 316.23 313.95 \n", + "10 1958.0 9.0 21443 1958.7068 313.21 316.13 312.42 \n", + "11 1958.0 10.0 21473 1958.7890 -99.99 -99.99 312.41 \n", + "12 1958.0 11.0 21504 1958.8740 313.33 315.21 313.60 \n", + "13 1958.0 12.0 21534 1958.9562 314.67 315.43 314.76 \n", + "14 1959.0 1.0 21565 1959.0411 315.58 315.52 315.64 \n", + "15 1959.0 2.0 21596 1959.1260 316.49 315.83 316.29 \n", + "16 1959.0 3.0 21624 1959.2027 316.65 315.37 316.99 \n", + "17 1959.0 4.0 21655 1959.2877 317.72 315.41 318.09 \n", + "18 1959.0 5.0 21685 1959.3699 318.29 315.46 318.68 \n", + "19 1959.0 6.0 21716 1959.4548 318.15 316.00 318.08 \n", + "20 1959.0 7.0 21746 1959.5370 316.54 315.87 316.67 \n", + "21 1959.0 8.0 21777 1959.6219 314.79 316.10 314.79 \n", + "22 1959.0 9.0 21808 1959.7068 313.84 316.76 313.28 \n", + "23 1959.0 10.0 21838 1959.7890 313.33 316.35 313.30 \n", + "24 1959.0 11.0 21869 1959.8740 314.81 316.70 314.53 \n", + "25 1959.0 12.0 21899 1959.9562 315.58 316.35 315.72 \n", + "26 1960.0 1.0 21930 1960.0410 316.43 316.37 316.62 \n", + "27 1960.0 2.0 21961 1960.1257 316.98 316.33 317.30 \n", + "28 1960.0 3.0 21990 1960.2049 317.58 316.27 318.04 \n", + "29 1960.0 4.0 22021 1960.2896 319.03 316.69 319.14 \n", + "30 1960.0 5.0 22051 1960.3716 320.03 317.19 319.70 \n", + "31 1960.0 6.0 22082 1960.4563 319.59 317.44 319.04 \n", + ".. ... ... ... ... ... ... ... \n", + "788 2023.0 7.0 45122 2023.5370 421.62 420.82 421.71 \n", + "789 2023.0 8.0 45153 2023.6219 419.56 421.11 419.66 \n", + "790 2023.0 9.0 45184 2023.7068 418.06 421.56 418.06 \n", + "791 2023.0 10.0 45214 2023.7890 418.41 422.01 418.29 \n", + "792 2023.0 11.0 45245 2023.8740 420.11 422.37 419.96 \n", + "793 2023.0 12.0 45275 2023.9562 421.65 422.57 421.59 \n", + "794 2024.0 1.0 45306 2024.0410 422.62 422.55 422.87 \n", + "795 2024.0 2.0 45337 2024.1257 424.34 423.56 423.87 \n", + "796 2024.0 3.0 45366 2024.2049 425.22 423.66 424.93 \n", + "797 2024.0 4.0 45397 2024.2896 426.30 423.51 426.45 \n", + "798 2024.0 5.0 45427 2024.3716 426.70 423.31 427.30 \n", + "799 2024.0 6.0 45458 2024.4563 426.62 424.07 426.72 \n", + "800 2024.0 7.0 45488 2024.5383 425.40 424.63 425.20 \n", + "801 2024.0 8.0 45519 2024.6230 422.70 424.29 423.11 \n", + "802 2024.0 9.0 45550 2024.7077 421.60 425.11 421.49 \n", + "803 2024.0 10.0 45580 2024.7896 422.05 425.65 421.69 \n", + "804 2024.0 11.0 45611 2024.8743 423.61 425.86 423.31 \n", + "805 2024.0 12.0 45641 2024.9563 425.01 425.93 424.87 \n", + "806 2025.0 1.0 45672 2025.0411 426.42 426.35 426.09 \n", + "807 2025.0 2.0 45703 2025.1260 427.00 426.21 427.03 \n", + "808 2025.0 3.0 45731 2025.2027 427.73 426.19 427.99 \n", + "809 2025.0 4.0 45762 2025.2877 429.24 426.47 429.44 \n", + "810 2025.0 5.0 45792 2025.3699 430.20 426.80 -99.99 \n", + "811 2025.0 6.0 45823 2025.4548 -99.99 -99.99 -99.99 \n", + "812 2025.0 7.0 45853 2025.5370 -99.99 -99.99 -99.99 \n", + "813 2025.0 8.0 45884 2025.6219 -99.99 -99.99 -99.99 \n", + "814 2025.0 9.0 45915 2025.7068 -99.99 -99.99 -99.99 \n", + "815 2025.0 10.0 45945 2025.7890 -99.99 -99.99 -99.99 \n", + "816 2025.0 11.0 45976 2025.8740 -99.99 -99.99 -99.99 \n", + "817 2025.0 12.0 46006 2025.9562 -99.99 -99.99 -99.99 \n", + "\n", + " seasonally adjusted fit CO2 filled seasonally adjusted filled Sta \n", + "2 -99.99 -99.99 -99.99 MLO \n", + "3 -99.99 -99.99 -99.99 MLO \n", + "4 314.90 315.71 314.43 MLO \n", + "5 314.98 317.45 315.15 MLO \n", + "6 315.06 317.51 314.68 MLO \n", + "7 315.14 317.27 315.14 MLO \n", + "8 315.21 315.87 315.20 MLO \n", + "9 315.28 314.93 316.23 MLO \n", + "10 315.35 313.21 316.13 MLO \n", + "11 315.40 312.41 315.40 MLO \n", + "12 315.46 313.33 315.21 MLO \n", + "13 315.51 314.67 315.43 MLO \n", + "14 315.57 315.58 315.52 MLO \n", + "15 315.63 316.49 315.83 MLO \n", + "16 315.69 316.65 315.37 MLO \n", + "17 315.77 317.72 315.41 MLO \n", + "18 315.85 318.29 315.46 MLO \n", + "19 315.94 318.15 316.00 MLO \n", + "20 316.03 316.54 315.87 MLO \n", + "21 316.12 314.79 316.10 MLO \n", + "22 316.22 313.84 316.76 MLO \n", + "23 316.31 313.33 316.35 MLO \n", + "24 316.39 314.81 316.70 MLO \n", + "25 316.47 315.58 316.35 MLO \n", + "26 316.55 316.43 316.37 MLO \n", + "27 316.64 316.98 316.33 MLO \n", + "28 316.71 317.58 316.27 MLO \n", + "29 316.79 319.03 316.69 MLO \n", + "30 316.86 320.03 317.19 MLO \n", + "31 316.92 319.59 317.44 MLO \n", + ".. ... ... ... ... \n", + "788 420.95 421.62 420.82 MLO \n", + "789 421.26 419.56 421.11 MLO \n", + "790 421.57 418.06 421.56 MLO \n", + "791 421.88 418.41 422.01 MLO \n", + "792 422.19 420.11 422.37 MLO \n", + "793 422.49 421.65 422.57 MLO \n", + "794 422.79 422.62 422.55 MLO \n", + "795 423.08 424.34 423.56 MLO \n", + "796 423.35 425.22 423.66 MLO \n", + "797 423.64 426.30 423.51 MLO \n", + "798 423.91 426.70 423.31 MLO \n", + "799 424.19 426.62 424.07 MLO \n", + "800 424.46 425.40 424.63 MLO \n", + "801 424.74 422.70 424.29 MLO \n", + "802 425.02 421.60 425.11 MLO \n", + "803 425.28 422.05 425.65 MLO \n", + "804 425.53 423.61 425.86 MLO \n", + "805 425.77 425.01 425.93 MLO \n", + "806 426.01 426.42 426.35 MLO \n", + "807 426.24 427.00 426.21 MLO \n", + "808 426.44 427.73 426.19 MLO \n", + "809 426.65 429.24 426.47 MLO \n", + "810 -99.99 430.20 426.80 MLO \n", + "811 -99.99 -99.99 -99.99 MLO \n", + "812 -99.99 -99.99 -99.99 MLO \n", + "813 -99.99 -99.99 -99.99 MLO \n", + "814 -99.99 -99.99 -99.99 MLO \n", + "815 -99.99 -99.99 -99.99 MLO \n", + "816 -99.99 -99.99 -99.99 MLO \n", + "817 -99.99 -99.99 -99.99 MLO \n", + "\n", + "[816 rows x 11 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = raw_data.rename(columns={\"seasonally.1\":\"seasonally adjusted fit\", \n", + " \"seasonally.2\":\"seasonally adjusted filled\",\n", + " \"CO2.1\":\"CO2 filled\",\n", + " \"Date\":\"Date excel\",\n", + " \"Date.1\":\"Date\",\n", + " \"seasonally\":\"seasonally adjusted\"})\n", + "raw_data = raw_data[2:]\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous supprimons les lignes pour lesquelles la concentration atmosphérique en CO$_2$ est inférieure ou égale à zéro." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
YrMnDate excelDateCO2seasonally adjustedfitseasonally adjusted fitCO2 filledseasonally adjusted filledSta
41958.03.0212591958.2027315.71314.43316.20314.90315.71314.43MLO
51958.04.0212901958.2877317.45315.15317.30314.98317.45315.15MLO
61958.05.0213201958.3699317.51314.68317.89315.06317.51314.68MLO
81958.07.0213811958.5370315.87315.20315.85315.21315.87315.20MLO
91958.08.0214121958.6219314.93316.23313.95315.28314.93316.23MLO
101958.09.0214431958.7068313.21316.13312.42315.35313.21316.13MLO
121958.011.0215041958.8740313.33315.21313.60315.46313.33315.21MLO
131958.012.0215341958.9562314.67315.43314.76315.51314.67315.43MLO
141959.01.0215651959.0411315.58315.52315.64315.57315.58315.52MLO
151959.02.0215961959.1260316.49315.83316.29315.63316.49315.83MLO
161959.03.0216241959.2027316.65315.37316.99315.69316.65315.37MLO
171959.04.0216551959.2877317.72315.41318.09315.77317.72315.41MLO
181959.05.0216851959.3699318.29315.46318.68315.85318.29315.46MLO
191959.06.0217161959.4548318.15316.00318.08315.94318.15316.00MLO
201959.07.0217461959.5370316.54315.87316.67316.03316.54315.87MLO
211959.08.0217771959.6219314.79316.10314.79316.12314.79316.10MLO
221959.09.0218081959.7068313.84316.76313.28316.22313.84316.76MLO
231959.010.0218381959.7890313.33316.35313.30316.31313.33316.35MLO
241959.011.0218691959.8740314.81316.70314.53316.39314.81316.70MLO
251959.012.0218991959.9562315.58316.35315.72316.47315.58316.35MLO
261960.01.0219301960.0410316.43316.37316.62316.55316.43316.37MLO
271960.02.0219611960.1257316.98316.33317.30316.64316.98316.33MLO
281960.03.0219901960.2049317.58316.27318.04316.71317.58316.27MLO
291960.04.0220211960.2896319.03316.69319.14316.79319.03316.69MLO
301960.05.0220511960.3716320.03317.19319.70316.86320.03317.19MLO
311960.06.0220821960.4563319.59317.44319.04316.92319.59317.44MLO
321960.07.0221121960.5383318.18317.53317.59316.97318.18317.53MLO
331960.08.0221431960.6230315.90317.24315.65317.01315.90317.24MLO
341960.09.0221741960.7077314.17317.11314.09317.05314.17317.11MLO
351960.010.0222041960.7896313.83316.85314.07317.08313.83316.85MLO
....................................
7802022.011.0448802022.8740417.03419.27416.72418.94417.03419.27MLO
7812022.012.0449102022.9562418.46419.38418.25419.15418.46419.38MKO
7822023.01.0449412023.0411419.13419.06419.45419.37419.13419.06MKO
7832023.02.0449722023.1260420.33419.56420.39419.60420.33419.56MKO
7842023.03.0450002023.2027420.51418.98421.37419.83420.51418.98MLO
7852023.04.0450312023.2877422.73419.98422.87420.09422.73419.98MLO
7862023.05.0450612023.3699423.78420.39423.75420.36423.78420.39MLO
7872023.06.0450922023.4548423.39420.82423.21420.66423.39420.82MLO
7882023.07.0451222023.5370421.62420.82421.71420.95421.62420.82MLO
7892023.08.0451532023.6219419.56421.11419.66421.26419.56421.11MLO
7902023.09.0451842023.7068418.06421.56418.06421.57418.06421.56MLO
7912023.010.0452142023.7890418.41422.01418.29421.88418.41422.01MLO
7922023.011.0452452023.8740420.11422.37419.96422.19420.11422.37MLO
7932023.012.0452752023.9562421.65422.57421.59422.49421.65422.57MLO
7942024.01.0453062024.0410422.62422.55422.87422.79422.62422.55MLO
7952024.02.0453372024.1257424.34423.56423.87423.08424.34423.56MLO
7962024.03.0453662024.2049425.22423.66424.93423.35425.22423.66MLO
7972024.04.0453972024.2896426.30423.51426.45423.64426.30423.51MLO
7982024.05.0454272024.3716426.70423.31427.30423.91426.70423.31MLO
7992024.06.0454582024.4563426.62424.07426.72424.19426.62424.07MLO
8002024.07.0454882024.5383425.40424.63425.20424.46425.40424.63MLO
8012024.08.0455192024.6230422.70424.29423.11424.74422.70424.29MLO
8022024.09.0455502024.7077421.60425.11421.49425.02421.60425.11MLO
8032024.010.0455802024.7896422.05425.65421.69425.28422.05425.65MLO
8042024.011.0456112024.8743423.61425.86423.31425.53423.61425.86MLO
8052024.012.0456412024.9563425.01425.93424.87425.77425.01425.93MLO
8062025.01.0456722025.0411426.42426.35426.09426.01426.42426.35MLO
8072025.02.0457032025.1260427.00426.21427.03426.24427.00426.21MLO
8082025.03.0457312025.2027427.73426.19427.99426.44427.73426.19MLO
8092025.04.0457622025.2877429.24426.47429.44426.65429.24426.47MLO
\n", + "

801 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Yr Mn Date excel Date CO2 seasonally adjusted fit \\\n", + "4 1958.0 3.0 21259 1958.2027 315.71 314.43 316.20 \n", + "5 1958.0 4.0 21290 1958.2877 317.45 315.15 317.30 \n", + "6 1958.0 5.0 21320 1958.3699 317.51 314.68 317.89 \n", + "8 1958.0 7.0 21381 1958.5370 315.87 315.20 315.85 \n", + "9 1958.0 8.0 21412 1958.6219 314.93 316.23 313.95 \n", + "10 1958.0 9.0 21443 1958.7068 313.21 316.13 312.42 \n", + "12 1958.0 11.0 21504 1958.8740 313.33 315.21 313.60 \n", + "13 1958.0 12.0 21534 1958.9562 314.67 315.43 314.76 \n", + "14 1959.0 1.0 21565 1959.0411 315.58 315.52 315.64 \n", + "15 1959.0 2.0 21596 1959.1260 316.49 315.83 316.29 \n", + "16 1959.0 3.0 21624 1959.2027 316.65 315.37 316.99 \n", + "17 1959.0 4.0 21655 1959.2877 317.72 315.41 318.09 \n", + "18 1959.0 5.0 21685 1959.3699 318.29 315.46 318.68 \n", + "19 1959.0 6.0 21716 1959.4548 318.15 316.00 318.08 \n", + "20 1959.0 7.0 21746 1959.5370 316.54 315.87 316.67 \n", + "21 1959.0 8.0 21777 1959.6219 314.79 316.10 314.79 \n", + "22 1959.0 9.0 21808 1959.7068 313.84 316.76 313.28 \n", + "23 1959.0 10.0 21838 1959.7890 313.33 316.35 313.30 \n", + "24 1959.0 11.0 21869 1959.8740 314.81 316.70 314.53 \n", + "25 1959.0 12.0 21899 1959.9562 315.58 316.35 315.72 \n", + "26 1960.0 1.0 21930 1960.0410 316.43 316.37 316.62 \n", + "27 1960.0 2.0 21961 1960.1257 316.98 316.33 317.30 \n", + "28 1960.0 3.0 21990 1960.2049 317.58 316.27 318.04 \n", + "29 1960.0 4.0 22021 1960.2896 319.03 316.69 319.14 \n", + "30 1960.0 5.0 22051 1960.3716 320.03 317.19 319.70 \n", + "31 1960.0 6.0 22082 1960.4563 319.59 317.44 319.04 \n", + "32 1960.0 7.0 22112 1960.5383 318.18 317.53 317.59 \n", + "33 1960.0 8.0 22143 1960.6230 315.90 317.24 315.65 \n", + "34 1960.0 9.0 22174 1960.7077 314.17 317.11 314.09 \n", + "35 1960.0 10.0 22204 1960.7896 313.83 316.85 314.07 \n", + ".. ... ... ... ... ... ... ... \n", + "780 2022.0 11.0 44880 2022.8740 417.03 419.27 416.72 \n", + "781 2022.0 12.0 44910 2022.9562 418.46 419.38 418.25 \n", + "782 2023.0 1.0 44941 2023.0411 419.13 419.06 419.45 \n", + "783 2023.0 2.0 44972 2023.1260 420.33 419.56 420.39 \n", + "784 2023.0 3.0 45000 2023.2027 420.51 418.98 421.37 \n", + "785 2023.0 4.0 45031 2023.2877 422.73 419.98 422.87 \n", + "786 2023.0 5.0 45061 2023.3699 423.78 420.39 423.75 \n", + "787 2023.0 6.0 45092 2023.4548 423.39 420.82 423.21 \n", + "788 2023.0 7.0 45122 2023.5370 421.62 420.82 421.71 \n", + "789 2023.0 8.0 45153 2023.6219 419.56 421.11 419.66 \n", + "790 2023.0 9.0 45184 2023.7068 418.06 421.56 418.06 \n", + "791 2023.0 10.0 45214 2023.7890 418.41 422.01 418.29 \n", + "792 2023.0 11.0 45245 2023.8740 420.11 422.37 419.96 \n", + "793 2023.0 12.0 45275 2023.9562 421.65 422.57 421.59 \n", + "794 2024.0 1.0 45306 2024.0410 422.62 422.55 422.87 \n", + "795 2024.0 2.0 45337 2024.1257 424.34 423.56 423.87 \n", + "796 2024.0 3.0 45366 2024.2049 425.22 423.66 424.93 \n", + "797 2024.0 4.0 45397 2024.2896 426.30 423.51 426.45 \n", + "798 2024.0 5.0 45427 2024.3716 426.70 423.31 427.30 \n", + "799 2024.0 6.0 45458 2024.4563 426.62 424.07 426.72 \n", + "800 2024.0 7.0 45488 2024.5383 425.40 424.63 425.20 \n", + "801 2024.0 8.0 45519 2024.6230 422.70 424.29 423.11 \n", + "802 2024.0 9.0 45550 2024.7077 421.60 425.11 421.49 \n", + "803 2024.0 10.0 45580 2024.7896 422.05 425.65 421.69 \n", + "804 2024.0 11.0 45611 2024.8743 423.61 425.86 423.31 \n", + "805 2024.0 12.0 45641 2024.9563 425.01 425.93 424.87 \n", + "806 2025.0 1.0 45672 2025.0411 426.42 426.35 426.09 \n", + "807 2025.0 2.0 45703 2025.1260 427.00 426.21 427.03 \n", + "808 2025.0 3.0 45731 2025.2027 427.73 426.19 427.99 \n", + "809 2025.0 4.0 45762 2025.2877 429.24 426.47 429.44 \n", + "\n", + " seasonally adjusted fit CO2 filled seasonally adjusted filled Sta \n", + "4 314.90 315.71 314.43 MLO \n", + "5 314.98 317.45 315.15 MLO \n", + "6 315.06 317.51 314.68 MLO \n", + "8 315.21 315.87 315.20 MLO \n", + "9 315.28 314.93 316.23 MLO \n", + "10 315.35 313.21 316.13 MLO \n", + "12 315.46 313.33 315.21 MLO \n", + "13 315.51 314.67 315.43 MLO \n", + "14 315.57 315.58 315.52 MLO \n", + "15 315.63 316.49 315.83 MLO \n", + "16 315.69 316.65 315.37 MLO \n", + "17 315.77 317.72 315.41 MLO \n", + "18 315.85 318.29 315.46 MLO \n", + "19 315.94 318.15 316.00 MLO \n", + "20 316.03 316.54 315.87 MLO \n", + "21 316.12 314.79 316.10 MLO \n", + "22 316.22 313.84 316.76 MLO \n", + "23 316.31 313.33 316.35 MLO \n", + "24 316.39 314.81 316.70 MLO \n", + "25 316.47 315.58 316.35 MLO \n", + "26 316.55 316.43 316.37 MLO \n", + "27 316.64 316.98 316.33 MLO \n", + "28 316.71 317.58 316.27 MLO \n", + "29 316.79 319.03 316.69 MLO \n", + "30 316.86 320.03 317.19 MLO \n", + "31 316.92 319.59 317.44 MLO \n", + "32 316.97 318.18 317.53 MLO \n", + "33 317.01 315.90 317.24 MLO \n", + "34 317.05 314.17 317.11 MLO \n", + "35 317.08 313.83 316.85 MLO \n", + ".. ... ... ... ... \n", + "780 418.94 417.03 419.27 MLO \n", + "781 419.15 418.46 419.38 MKO \n", + "782 419.37 419.13 419.06 MKO \n", + "783 419.60 420.33 419.56 MKO \n", + "784 419.83 420.51 418.98 MLO \n", + "785 420.09 422.73 419.98 MLO \n", + "786 420.36 423.78 420.39 MLO \n", + "787 420.66 423.39 420.82 MLO \n", + "788 420.95 421.62 420.82 MLO \n", + "789 421.26 419.56 421.11 MLO \n", + "790 421.57 418.06 421.56 MLO \n", + "791 421.88 418.41 422.01 MLO \n", + "792 422.19 420.11 422.37 MLO \n", + "793 422.49 421.65 422.57 MLO \n", + "794 422.79 422.62 422.55 MLO \n", + "795 423.08 424.34 423.56 MLO \n", + "796 423.35 425.22 423.66 MLO \n", + "797 423.64 426.30 423.51 MLO \n", + "798 423.91 426.70 423.31 MLO \n", + "799 424.19 426.62 424.07 MLO \n", + "800 424.46 425.40 424.63 MLO \n", + "801 424.74 422.70 424.29 MLO \n", + "802 425.02 421.60 425.11 MLO \n", + "803 425.28 422.05 425.65 MLO \n", + "804 425.53 423.61 425.86 MLO \n", + "805 425.77 425.01 425.93 MLO \n", + "806 426.01 426.42 426.35 MLO \n", + "807 426.24 427.00 426.21 MLO \n", + "808 426.44 427.73 426.19 MLO \n", + "809 426.65 429.24 426.47 MLO \n", + "\n", + "[801 rows x 11 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data[np.array(raw_data[\"CO2\"], dtype=\"float\")>0]\n", + "data = data[np.array(data[\"seasonally adjusted fit\"], dtype=\"float\")>0]\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Premiers graphiques" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous convertissons les données de certaines colonnes, qui sont de type `str`, en type `float`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data[\"CO2\"] = data[\"CO2\"].astype(\"float\")\n", + "data[\"seasonally adjusted\"] = data[\"seasonally adjusted\"].astype(\"float\")\n", + "data[\"seasonally adjusted fit\"] = data[\"seasonally adjusted fit\"].astype(\"float\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous affichons les données brutes ainsi que des données moyennées afin de faire disparaitre les variations saisonnières (dites `seasonally adjusted`). Nous constatons une hausse globalle de la concentration en CO$_2$ dans l'atmosphère ainsi que des variations saisonnières qui semblent à première vue sinusoidales." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmwAAAGtCAYAAACrySipAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd4VFX++PH3SZ30npAeQiekEJqIIMKKqKwUu7IKdtdVdK38rKviFl2/q99V+Vph1RXFFcvakKYgRQg1FAmkkJCQ3vvMnN8fM5lkSIBE00g+r+eZJ/eee+69nzuGJx/PueccpbVGCCGEEEL0Xg49HYAQQgghhDg9SdiEEEIIIXo5SdiEEEIIIXo5SdiEEEIIIXo5SdiEEEIIIXo5SdiEEEIIIXo5SdiEEEIIIXo5SdiEEEIIIXo5SdiEEEIIIXo5p54OoDMFBgbqmJiYng5DCCGEEOKMUlJSirTWQe2p26cStpiYGHbs2NHTYQghhBBCnJFSKqu9daVLVAghhBCil5OETQghhBCil5OETQghhBCil+tT77C1pbGxkZycHOrq6no6FCH6HIPBQEREBM7Ozj0dihBC9Gl9PmHLycnBy8uLmJgYlFI9HY4QfYbWmuLiYnJychg4cGBPhyOEEH1an+8SraurIyAgQJI1ITqZUoqAgABpvRZCiG7Q5xM2QJI1IbqI/NsSQoju0S8SNiGEEEKIs5kkbEIIIYQQvZwkbEIIIYQQvZwkbGexEydOcM011zBo0CBGjhzJJZdcwuHDhwHL6NjZs2czZMgQBg0axKJFi2hoaPhV9ysrK+PVV1/tjNA7LDMzk1GjRv3q65x77rmdEE33+zXffVvnnq3fgxBC9FeSsHUzrTVms7lTrjN37lymTp3K0aNHOXDgAM899xz5+florZk3bx5z5swhLS2Nw4cPU1VVxaOPPvqr7tmTCduv1fS9b968uadD+UVO992f6XeqrXPP1u9BCCH6K0nYukFmZiYjRozg97//PcnJyWRnZzNnzhzGjBlDXFwcr7/+OgB/+9vfePnllwG47777mDZtGgBr165l/vz5dtdcv349zs7O3HHHHbaypKQkJk+ezLp16zAYDCxcuBAAR0dH/ud//oe3336bmpqadsXcVnyPPPIIR48eJSkpiQcffJDMzEyGDx/OLbfcwqhRo7j++utZs2YNkyZNYsiQIfz000+267344ouMGjWKUaNG8Y9//AOA6upqLr30UhITExk1ahQffvih7Zo33ngjCQkJXHHFFbaYTSYTt956K3FxccyYMYPa2lrb9d977z3Gjx9PUlISt99+OyaTqc3v3dPT03bOv/71LxISEkhMTOR3v/tdm99DW3Xaepame7UV36nuc7qYT75OW999e36n2vrvBti+h44+ixBCiB6ite4znzFjxuiTHThwwLb91Oep+qqlmzv189Tnqa3uebKMjAytlNJbtmyxlRUXF2utta6pqdFxcXG6qKhIb9myRV9xxRVaa63PO+88PW7cON3Q0KCfeuopvXTpUrtrvvTSS/ree+9t836nOpaUlKT37NlzxnhPFV9GRoaOi4uzey5HR0e9d+9ebTKZdHJysl64cKE2m836008/1bNnz9Zaa71jxw49atQoXVVVpSsrK/XIkSP1zp079ccff6xvueUW2/XKysp0RkaGBvSmTZu01lovXLhQP//887Z77dq1S2ut9ZVXXqnfffddrbXlv/GsWbN0Q0OD1lrrO++8Uy9fvrzN793Dw0NrrXVqaqoeOnSoLiwstHveltqqc6pnOVV8p7rP6WJu6zptffft+Z1qqtvy3KbvoaPPciot/40JIYRoP2CHbmeOIy1s3SQ6OppzzjnHtv/yyy+TmJjIOeecQ3Z2NmlpaYwZM4aUlBQqKytxdXVl4sSJ7Nixg40bNzJ58uR230tr3eb8WE3ln376KbfeeiuzZ89m9erVbV6jrfjaMnDgQOLj43FwcCAuLo7p06ejlCI+Pp7MzEwANm3axNy5c/Hw8MDT05N58+axceNG4uPjWbNmDQ8//DAbN27Ex8cHgMjISCZNmgTA/Pnz2bRpk+1eSUlJAIwZM8Z2/bVr15KSksK4ceNISkpi7dq1pKent/m9N1m3bh1XXHEFgYGBAPj7+7erzqme5VTxneo+p4v5VM95svb8Tp1OR59FCCH6iyMFlRRU9K5Jwfv80lQtPfnbuB67t4eHh217w4YNrFmzhi1btuDu7s7UqVOpq6vD2dmZmJgY3nnnHc4991wSEhJYv349R48eZcSIEXbXi4uL4+OPP27zXnFxcfznP/+xK6uoqCA7O5tBgwYRHx/PnDlzKC0t5YEHHmDGjBl2dU8VX1tcXV1t2w4ODrZ9BwcHjEYjYEkU2zJ06FBSUlL46quvWLx4MTNmzOCGG25olWw27be8l6Ojo62bTmvNjTfeyJ///Ge78zIzM+2+95ZOldSeqc6pnuVU8Z0ueT5VzKd6zpO153fqTM/XkWcRQoj+4v6P9uDt5sy7N0/o6VBspIWtB5SXl+Pn54e7uzuHDh1i69attmNTpkzhhRdeYMqUKUyePJmlS5eSlJTU6o/+tGnTqK+v54033rCVbd++ne+//57p06dTU1PDv/71L8Dy7tf999/PggULcHd3t9V/9tlnueuuu9odn5eXF5WVlR1+3ilTpvDpp59SU1NDdXU1q1atYvLkyeTm5uLu7s78+fN54IEH2LlzJwDHjh1jy5YtAHzwwQecd955p73+9OnT+fjjjykoKACgpKSErKysM57z0UcfUVxcbDunPXVO9SwdvU9HYz7Td3+636lTndvRZxFCiP5Aa01GUTXRAe5nrtyNJGHrATNnzsRoNJKQkMDjjz9u1601efJk8vLymDhxIiEhIRgMhjb/iCqlWLVqFd999x2DBg0iLi6Op556irCwMNuxlStXMmTIEIYOHYrBYOC5554DLL+MDz/8MBdffDHJycntji8gIIBJkyYxatQo28vr7ZGcnMyCBQsYP348EyZM4JZbbmH06NHs27fP9tL9kiVLeOyxxwAYMWIEy5cvJyEhgZKSEu68887TXn/kyJE8++yzzJgxg4SEBC688ELy8vJOe05cXByPPvoo559/PomJifzxj39sV51TPUtH79PRmM/03Z/ud+pU53b0WYQQoj8oq2mkos5ITEDbPTQ9RZ2uW+RsM3bsWL1jxw67soMHD7bqTuzvXn75ZZYvX257f6rlSNOelpmZyaxZs0hNTe3pUEQ7yb8xIURfsvNYKfNe3cybN4zlNyNDuvReSqkUrfXY9tTtV++wCYt77rmHe+65p6fDEEIIIXqdrOJqAGICpUtUiFOKiYmR1jUhhBA9Zk92OW7OjkT5964uUUnYhBBCCCGsNqYVMn6gPy5OvStF6l3RCCGEEEJ0g/WHCnhtw1HqjSZb2ZGCKo4WVjMt1gM6YRnJziTvsAkhhBCiXymvbeSO91KoN5pxdXLgpvMGArD1h6+5zmkr16btg4JQuHIZnGHOzu4iCZsQQggh+pVvUvOoN1pa0PbnVlgKq4uZu38R852q4TiQ/FKvSdZAEjYhhBBC9DO7s8vwcXMmPtyHtIJKKPwZll2Kh65mbcD1TL9oDgy5sKfDtCPvsAkhhBCiX9mdXU5ipC9DQ7w4nF+J/u4JtNnE5fVPsn/kfTB0Rq9qXQNJ2ITV1KlTaZp0OCYmhqKiok69/rJly/jDH/4AwNKlS23LZnVEWVkZr776aofPe+qpp3jhhRc6fJ4QQoi+p6bByM8nKkiK8CE6wB3PxlJI+46S4deSoocxMLB3TefRRBI20e3uuOMObrjhhg6f90sTNiGEEKJJ6vEKzBoSI30JdqrmSeflKG3ikP90AEnY+qvq6mouvfRSEhMTGTVqFB9++CEAKSkpnH/++YwZM4aLLrrIto7kG2+8wbhx40hMTOTyyy+npqYGgJUrVzJq1CgSExOZMmUKAHV1dSxcuJD4+HhGjx7N+vXrAUtr1rx585g5cyZDhgzhoYcessVz5513MnbsWOLi4njyySdPG/vjjz/OSy+9ZNt/9NFHefnll1vVmzNnDmPGjCEuLo7XX3/dVv7OO+8wdOhQzj//fH788UdbecsWr5Yte0VFRcTExACwf/9+2zqjCQkJpKWl8cgjj3D06FGSkpJsa2I+//zzjBs3joSEBLvnWbJkCcOGDeM3v/kNP//882mfUwghRP+xJ7sMsCRsY/c/x28dt1rKjZEAxPTShK1/DTr4+hE4sa9zrzkgHi7+yykPf/PNN4SFhfHll18CUF5eTmNjI3fffTefffYZQUFBfPjhhzz66KO8/fbbzJs3j1tvvRWAxx57jLfeeou7776bp59+mm+//Zbw8HDKyiy/bK+88goA+/bt49ChQ8yYMYPDhw8DsHv3bnbt2oWrqyvDhg3j7rvvJjIykiVLluDv74/JZGL69Ons3buXhISENmO/+eabmTdvHosWLcJsNrNixQp++umnVvXefvtt/P39qa2tZdy4cVx++eU0NDTw5JNPkpKSgo+PDxdccEGHFhZfunQpixYt4vrrr6ehoQGTycRf/vIXUlNT2b17NwCrV68mLS2Nn376Ca01l112GT/88AMeHh6sWLGCXbt2YTQaSU5OZsyYMe2+txBCiL7r0IlKQrxdCTQoTLkbAMiOuZzM4lqCvFzxdO2dqVHvjKoPiY+P54EHHuDhhx9m1qxZTJ48mdTUVFJTU7nwQssIFJPJRGhoKACpqak89thjlJWVUVVVxUUXXQTApEmTWLBgAVdddRXz5s0DYNOmTdx9990ADB8+nOjoaFvCNn36dHx8fAAYOXIkWVlZREZG8tFHH/H6669jNBrJy8vjwIEDp0zYYmJiCAgIYNeuXeTn5zN69GgCAgJa1Xv55ZdZtWoVANnZ2aSlpXHixAmmTp1KUFAQAFdffbUttvaYOHEiS5YsIScnh3nz5jFkyJBWdVavXs3q1attiWBVVRVpaWlUVlYyd+5c3N0t68Bddtll7b6vEEKIviG9sIp7P9zN/147muiA5lazwuISbjJsgG0HcGys4o6Ge5k8fCEZu3MZGNA7W9egvyVsp2kJ6ypDhw4lJSWFr776isWLFzNjxgzmzp1LXFwcW7ZsaVV/wYIFfPrppyQmJrJs2TI2bNgAWFqctm3bxpdffklSUhK7d+9Ga33K+7q6utq2HR0dMRqNZGRk8MILL7B9+3b8/PxYsGABdXV1p43/lltuYdmyZZw4cYKbbrqp1fENGzawZs0atmzZgru7O1OnTrVdU7VjhI2TkxNm62zSLWO57rrrmDBhAl9++SUXXXQRb775JrGxsXbnaq1ZvHgxt99+u135P/7xj3bdWwghRN/1deoJ9uaU8+DHe/no9om28kuL3uJq0xfwnWV/ozmeUTWNZBTVMG14UA9Fe2byDlsXy83Nxd3dnfnz5/PAAw+wc+dOhg0bRmFhoS1ha2xsZP/+/QBUVlYSGhpKY2Mj77//vu06R48eZcKECTz99NMEBgaSnZ3NlClTbHUOHz7MsWPHGDZs2CljqaiowMPDAx8fH/Lz8/n666/PGP/cuXP55ptv2L59u621r6Xy8nL8/Pxwd3fn0KFDbN1qeRdgwoQJbNiwgeLiYhobG1m5cmWb14+JiSElJQWAjz/+2Faenp5ObGws99xzD5dddhl79+7Fy8uLyspKW52LLrqIt99+m6qqKgCOHz9OQUEBU6ZMYdWqVdTW1lJZWckXX3xxxucUQgjRtxwpsPxtOGr9CWA0mYlr3EeB+xAYchEkXoty9SKruIaiqnoGBnr2VLhn1L9a2HrAvn37ePDBB3FwcMDZ2ZnXXnsNFxcXPv74Y+655x7Ky8sxGo3ce++9xMXF8cwzzzBhwgSio6OJj4+3JSgPPvggaWlpaK2ZPn06iYmJDB8+nDvuuIP4+HicnJxYtmyZXcvayRITExk9ejRxcXHExsYyadKkM8bv4uLCBRdcgK+vL46Ojq2Oz5w5k6VLl5KQkMCwYcM455xzAAgNDeWpp55i4sSJhIaGkpycjMnUvF5bUwvYAw88wFVXXcW7777LtGnTbMc//PBD3nvvPZydnRkwYABPPPEE/v7+TJo0iVGjRnHxxRfz/PPPc/DgQSZOtPyfk6enJ++99x7JyclcffXVJCUlER0dzeTJk9vxX0oIIURfknq8HIDi6gZqG0y4uThSmLGXUQ6ZHAi9leDrLYPf/NLWsfNYKQADA917LN4zUafrVjvbjB07VjeNOGxy8OBBRowY0UMRnf3MZjPJycmsXLmyzffIfom7776b5ORkFi5c2CnXEz1L/o0JIXobrTXDHv8GHzdnCivrWfPH8xlclwpvW3qKDk57mxFTLgfgmte3sDW9BIBv753CsAFe3RanUipFaz22PXWlS1Sc0oEDBxg8eDDTp0/vtGTt8ccfZ9u2bTIQQAghRJepqDXSYDSTHOULQG5pDXz9MBUuIdzQ8AiR45v/Bo0K87FtRwf03hY26RIVpzRy5EjS09M79ZrPPPMMzzzzTKdeUwghhGipoNIyiC0p0o9v9+fD4a8hbzcr/O6nwH0SngZnW90Rod4AuDk7YnBu/epPb9EvWtj6UrevEL2J/NsSQvRGBZX1AMSH++DoAMMO/hP8BvJWxQTiw33s6o4f6A/Ac/NGdXucHdHnW9gMBgPFxcUEBATIVA9CdCKtNcXFxRgMhp4ORQgh7DS1sIX6uHK7+w+E1BymYfpr5K80tur2jPR35/CzF+Pi1LvbsLo9YVNKOQI7gONa61lKqeeB3wINwFFgoda6zFp3MXAzYALu0Vp/29H7RUREkJOTQ2FhYac9gxDCwmAwEBER0dNhCCH6qbs/2EVpdQOvzU/Gq0U3Z6G1hS3qhwd4yLiCn51HoMIuBjYT6d/6PbXenqxBz7SwLQIOAt7W/e+AxVpro1Lqr8Bi4GGl1EjgGiAOCAPWKKWGaq1NbV30VJydnRk4cGDnRS+EEEKIHldcVc8Xe3IB2PBzIb9NDAMsc619sSePJEMeTqkfkuaexH3m+7i/rAGgzYTtbNCtKaVSKgK4FHizqUxrvVprbbTubgWa/nd9NrBCa12vtc4AjgDjuzNeIYQQQvROPx4ttm3nVzSvlJOaW8G+4+X8PfhblIsH34z8G4crXMgoqgYgShK2dvkH8BBgPsXxm4Cm6ffDgewWx3KsZXaUUrcppXYopXZIt6cQQgjRP+w/Xo6LowMujg6cKG9O2A7mVZCsDhNbuBZGzycgKBSjWZOSVYq7iyMBHi49GPUv120Jm1JqFlCgtU45xfFHASPQtB5TWyMEWg1J01q/rrUeq7Ue27TQuBBCCCH6tqziGqIC3An3cyOvqYVt+5tcunoqn7g+hdImiJ5EmK9lYNTW9GIi/dzP2gGI3dnCNgm4TCmVCawApiml3gNQSt0IzAKu183zBOQAkS3OjwByuy9cIYQQQvSkyrpGPtt9HLPZvr1mU1oR3+w/QbS/OwO8DRSUVcO6Z+HL+/E2NneVEjGWCD83AEprGs/a99egGxM2rfVirXWE1joGy2CCdVrr+UqpmcDDwGVa65oWp3wOXKOUclVKDQSGAD91V7xCCCGE6FkvfneYRSt287/rjtiVz39rGwDB3gYG+BhILvkafngek18sjzTeyhG/KTD0YvAOI8zXzXZepL8bZ6veMI71n4AX8J1SardSaimA1no/8BFwAPgGuKujI0SFEEIIcfb68UgRAOt/LrCV1TaYCKCcUIrxdHVkgI+BaQ3r0O4BfDZxJStMF1B3xXtw3QoA3F2aJ8SI9Dt7W9h6ZOJcrfUGYIN1e/Bp6i0BlnRPVEIIIYToLYqq6jmcXwU0z6sGcCA9ixTDnZQ6BeI05lu8lo4BB6ga8xiHi424ODrYlps62bThwd0Se1fo8ysdCCGEEOLscyC3AoDECB8O5FWgtUYphUPKOwD4GYvg8KcA1GoXMmPnc2xzLhF+bjg62A8seO36ZOqNZmICPbr3ITpRb+gSFUIIIUQ/VVVvxGhqPdvXwTxLwnb+0CAaTZrSmkYwm4jM/qy50rpnqQmMJ6H+TXJrFMdKLCNHT3ZxfChzRreaGeysIgmbEEIIIXqEyawZ9eS3LP5kX6tjqbkVhPoYGBLiBUBZ1l542p/Auiw+d77IWkvTMHkxjThxoqLOMtXHWTwS9HQkYRNCCCFEj8gosryjtjIlx67caDKzMa2QibEBBHu5AuB4YBUA/zHM49uQ28DJDS7+G17xl+DkoDiYV0llnbHPJmzyDpsQQgghesS+4+W27ap6I56ulrRkd3YZZTWNXDgyhBBPZ0Djc2w1RE3kqWPXMDdoANyUCw4OOGJZbuqHw5bVjvpqwiYtbEIIIYToEfuPV9i2D+dX2rYPnrBsJ0X5Ern6ZjIN1+NbcZja4Zc3t6I5NKcwg4I9OV5WC0B0wNk7sOB0JGETQgghRI/ILG6eL7/leqB5ORm87voSA3a8gOOR1QCUuIZzNOwygFYrFgwJ9rRtn82T456OdIkKIYQQokfklNYwLsaP7Zml5FpbyDCbGJj1MTPUNti4DdwDuEs/jFNYIjMqLKNJT+72HBLSnLC1nCi3L+mbTyWEEEKIXk1rTXZJDVeOjST1eAV55XVQcBDemM6VjdWkuycSe+Nr4BNB0fIDmKvNHCuxtMid3MJ28ahQNh4usluGqq+RLlEhhBBCdJn3t2Ux7YUNaG2/gHtpTSPVDSYi/d0J9TFgKjwK718JjdUAHBp2J4TEgcGHYG8D+RX1ZBVX4+/hYhuc0MTg7MiLVyfxwEXDuu25upskbEIIIYToMo+uSiW9qJq0giq78kPWiXGj/N0J9TVwwYk3oTybzPFPcXn9k3iM+I2tbrCXKwWVdaQVVDE4yJP+SBI2IYQQQnQZb4OlNWxrerFd+VubMvBzd+bccGdGupVzTv2PMP42NvrPI0UPsx9I4OdGXaOZlKxSu/fV+hN5h00IIYQQXUJrjcls6Qrdm9M851pFXSPfHy7kzonBePzfWB6tsSRzxjG3cGhzBV6uToT6GGz1B7ZoVRtqXfmgv5GETQghhBBdoqCynuoGEwD5Fc3Tdmzfncq9Div43YlyqCkm328M/yoYxHWuUezNSSEh0gelmhdwj22xaPuwAf0zYZMuUSGEEEJ0ifRCywACdxdHCirqbeVBO57nD06f4XN8A0RN5MDMFbximkNWUTUH8ypIjPC1u07L0Z9jo/26JfbeRlrYhBBCCNElMoosCduEgf7szi6zFFbmM7x4DYcdYhnqVAjTnyTM1ZKQbTxShNGsiQvzsbuOo4NiVkIosYEeODn2z7YmSdiEEEII0SUyiqpwdXIgMdKX9T8XUm804br6UdBm3gh5lOfvuAKA0LpGoHlgQlvrgf7zuuTuC7wX6p9pqhBCCCG6XEZRNQMDPRjgbQA0deueh30reZdZOIc0z5nmbXAmyMuVXccsrXDhfn13AtxfShI2IYQQQnS63LJafjxSzKhwH0K8DUxz2IXP5j9jChzOy3UXE+ln34rWNL+am7Mjfu7OPRFyryYJmxBCCCF+Ma01n+0+TnlNo135RzuyqTOa+H9Bm5n86Tm87fICVR6R/Dz7S8rxbNXtOdg671qor8FuhKiwkIRNCCGEEL/YkYIqFq3YzQ3v/GRXvv1AGpeEVuN/6H2c6izvpu0Nmk12hRGASH/7bs+4MG8AYgI8EK3JoAMhhBBC/GJN753tyS6jpsGIu4sTNZUlvFV8IwZlbXU75y4+3XaI3W6XENG0gPtJXaJXjY0kOsCDmMDWAw6EJGxCCCGE+BV2NU3XAeSW1THYy4jjWxfiqlp0kU6+n+Xph3CrcEQbavB0dcL3pPfUHBwUEwcFdFfYZx1J2IQQQghxWoWV9dQ0GIluo7tyd3YZrk4O1BvN5JXXMjj9Y1zLjgCQPv3/iI0IB48AIv3c2XmsFIOzI5H+7vKeWgfJO2xCCCGEOK2Z//iB85/fgNbarrymwcjPJyq4JD4UgLzyOkjfAMBV9Y/jPXouDJwMWOZWyyuvI7OomkiZtqPDJGETQgghxClprSmubgDgaGGV3bF9OeWYNVwUNwCA4qIiyPiB7UHz2Oc0igAPF1vdSH83TGZNelE1kW1MjCtOTxI2IYQQQpxSdkmtbXvz0WK7Y03LTY2L8SPQ04XwrFXQWMO3ztOI9Hez6/ZsOchAWtg6ThI2IYQQQpzSwRMVtu3Mohq7Y7uzy4jydyfA05Uob0cmFfwbIsbzdUk4wwd429Vt2aoWFSAtbB0lCZsQQgghTim3zNLC5uvuzImK5ta2RpOZHVmlJEX6QsEh3qi4nQBTIVUTH+B4WS0jw+wTtlAfg207yl/mWusoGSUqhBBCiFPKK6/DxcmBuDBvy6ACq2/XfMvk6g1cmngvrJxDgLGAGlzZ5zoG2MaIUPuEzcnRgXX3n8/BvErbqgai/SRhE0IIIfq5tPxKVmzP5g8XDMavxUABsLSwhfkYCPVxY1NakaWwtpRZW65hlgvw0VIAjgTPYFH2VK4qsAxMiG5jYEFskCexQZKs/RLSJSqEEEL0c3e+v5O3NmXw4Y7sVsfyyusI9XEj1MdAQWUdxvoaWLkAgCoHL0uliPHsn/gi+3WMbSBCsLdrd4XfL0jCJoQQQvRzJdZpO77el2dXrrUmp7SGUF8DA3wMaG2m7rtnIX0D/898B/+TvBqeKIWFXxHqa3kvbXd2GV4GJ9xdpBOvM0nCJoQQQvRjJrOmtMaSsB3Mq7SbHDclq5T8inqmDDCSXPxfvnF5BM8dr1A79DL+3TCFmEAPcHAAR2eirF2gGUXVhHgb2ryX+OUk/RVCCCH6sfLaRrSGcF83jpfVUlFnxMfNss7nu1uzCDCYuWz3bTiUHAUHqHcN4OCIe2BvAQNbLFUV4u2Km7MjtY0mQqQ7tNNJC5sQQgjRjzV1hw4NsQwGKKqqB7OZitw0Evf/jTcDPsCh5Ci15z3C042/4/3zVnOoIQSAmMDmgQVKKaKt86tJC1vnk4RNCCGE6MeaEzbLAILiqgbYthTv18dyk+NXjC7+EgDDtId4X11KXkUDmcXVuDg5EObj1ua1EiN8u/EJ+gdJ2ITys5G0AAAgAElEQVQQQoh+rCnJGmJN2Iqq6mHPv+0rjb8N5eBIqI+BvPI6MoqqifZ3x8FB2VW7e9pgBngbuHpcZLfE3p/IO2xCCCFEP1ZS3YCBeoYHWuZfqywpgPwDZHqP5e7iK/j0setwdLF0dQ7wMXCivI7y2kbLgIOT/G5iDL+bGNOd4fcb0sImhBBC9GM5pTWsd72fkZ9MJ0iV452zHrSJFd43Ue0/Akc3H3C0DEII9XEjt6yWrJIaBraRsImuIwmbEEII0Y/98HM+oaoEh/JjbHb9A9H534FXKGvKQok9KSkb4GMgt7yOBqOZmABJ2LqTJGxCCCFEP3DN61t47NN9dmVlNQ0U52XZ9p0xMbJiE/WDZnKkqJbRUX529Vsu4N5yhKjoepKwCSGEEH3ckYJKtqaX8N7WY3blGUXVxDicsOxc9S9b+UGfyQAkn5SwDWgxXYd0iXYvGXQghBBC9HE/HC6ybdc2mHBzcQQgu6CED1yWWA6EJbMs9HHyi0vwc0gADhMX7m13nQEtWthCvGSute4kLWxCCCFEH5dbVmvbPlJQZds2p39v+ek/GLzDyQq7mHfrz6egshF3F0e8XO3bdWKDPBkU5MGr1ye3mtJDdK0ztrAppfzbcR2z1rqsE+IRQgghRCfLK6+zbR/OryQ+wgd2/5s5B+4DwOGOH8DBgUBPV6rqjWSV1BDs5YpS9kmZp6sTa++f2p2hC6v2dInmWj+nS6UdgahOiUgIIYQQnSq3vJYJA/3ZdayMw/mVYKxHf/MICtjuPoVxLpb30YI8LWuAHsitINzP7TRXFN2tPV2iB7XWsVrrgaf6AMVdHagQQgghTm1Pdhmz/7nJslLBSfLK6oj0dyc2yMOSsB1dh6orZ0HDQxw672VbvWDrou3Hy2plPdBepj0J28ROqiOEEEKILvLMfw+wJ6ecj3Zk25UbTWYKKusI9TEwNMSLw/lVcPC/NDh786N5FOcOCbLVbVpPFCDYy7XbYhdndsaETWtd1xl1hBBCCNE1zGbN/twKAL47kG937FhJDWYNkf7uDAz04HhZLfrYZrK9RmNUTkT6Nc+n1nKetTBf6RLtTdo9SlQpNVYptUoptVMptVcptU8ptbejN1RKOSqldiml/mvd91dKfaeUSrP+9GtRd7FS6ohS6mel1EUdvZcQQgjRHxRXN1DbaALgRLl9G8qRgio8qGV85VoGGBoYro6hStI56DKSYC9XXJyaU4GWgwwujQ/tnuBFu3RkHrb3gQeBfYD5V9xzEXAQaJrc5RFgrdb6L0qpR6z7DyulRgLXAHFAGLBGKTVUa236FfcWQggh+pymaTuGBHuSWVyN2axt024cKaziFseviPn+P8QA11p7OjebE9psRXvjhrHkltXazbkmel5H5mEr1Fp/rrXO0FpnNX06cjOlVARwKfBmi+LZwHLr9nJgTovyFVrreq11BnAEGN+R+wkhhBB9SWVdIw3G1m0meeWWhC0hwpdGk6a8ttF2LCWzlJkuu+3qF8b8lq01YW0mbBeODOHGc2M6N3Dxq3UkYXtSKfWmUupapdS8pk8H7/cP4CHsW+hCtNZ5ANafwdbycKDlm5M51jIhhBCiX4p/ajU3L9/eqjy3zNINmhTpA2AbKZq7bz3XHn2IEfooTF1Myei7mFr/d7Yk/ZnjZbWEy3tqZ42OdIkuBIYDzjQnXBr4pD0nK6VmAQVa6xSl1NT2nNJGmW7jurcBtwFERclUcEIIIfqmmgYjABvTilodyy2rxc3ZkcHBllGehZX1DKk/wIBPriDM0XIeyTdidvAnc8sajhTWUm80EybdnmeNjiRsiVrr+F9xr0nAZUqpSwAD4K2Ueg/IV0qFaq3zlFKhQIG1fg4Q2eL8CCwT+NrRWr8OvA4wduzYVgmdEEII0RccL21eXqrRZMbZsbmTLLu0hnA/N4KsU3GUF+fBxt9R4hzCksbreHHuMJR3KH5mjVKQerwckJGgZ5OOdIlutQ4E+EW01ou11hFa6xgsgwnWaa3nA58DN1qr3Qh8Zt3+HLhGKeWqlBoIDAF++qX3F0IIIc5m2aU1tu2W64ECZBXXMNqnmogD/8fdjp+QuGUR1BTzuOvDFEfOQCVcCYCjg8LXzZm9OZbVJGU1g7NHR1rYzgMWKKXSgXosXZZaa53wK2P4C/CRUupm4BhwJZYL71dKfQQcAIzAXTJCVAghRH+VXdLcwpZeWM2IUMtkC1pr8ouL+azi97hm13C/M1AG5hnPsfbLYBaO8LK7TqiPGwfyLHO2yTtsZ4+OJGwzO+umWusNwAbrdjEw/RT1lgBLOuu+QgghxNkqo6jatp1V0rydXVLLONMeXB1rIGQU5Key2fNCokfeRMPn64gO8LC7TkygOwfyKnB3ccTHzbnb4he/TkcStnzg91ha2jSwCXitK4ISQgghhL3U4+WMjfYjs7iarCJr92hVIblvLOR1l42YXHxwvG0DT7/xASn1ETxSbKkT5e9ud50YawIXE+BhN1Gu6N068g7bv7BMYvu/wD+BEcC7XRGUEEIIIZqZrEtPjQr3ITrAw9LCZjahP7mVc+o2AuAYOxkcnakPGc2xciPHrK1w0QH2CVvTou4xgfblonfrSAvbMK11Yov99UqpPZ0dkBBCCCHs7c0po7bRREKED+W1jWxPL4Iv/4hKX89npnOZ7bgZ4q8ALCM/S2saOXSiEicHZbc+KEB8hGWutsuTI7r9OcQv15EWtl1KqXOadpRSE4AfOz8kIYQQon/6el8es1/5sdVqBv/akoWXqxMzgkqId85hdd11kLKM48MXsKjxD2y/fAvEzQWaBxJsSy8h3M8NJ0f7P/XJUX7seWIG00eEdM9DiU7RkRa2CcANSqlj1v0o4KBSah+dM1pUCCGE6LfMZs2d7+8E4EBeBUmRvrZj2zNLmDo0AM+3JnMTgILG0LFsDLsZdmcTFR1rq9s0t9qBvAomDwls814+7jLY4GzTI6NEhRBCCGEvr6LOtr37WKktYauqNzKifCPXhjTYji9q+D23XPoIh3bm4OHiSLB1wlyAMN/mLtCTBxyIs1e7E7aOLvQuhBBCiPbLb5mwZZfZto/kFvGGy4uQadlPm/MVn60o49LyWtKLqhkYZD/as2lQAUjC1pe0+x02pZRBKfVHpdQnSqn/KKXuU0rJImRCCCFEJ8gvtyRsQV6upLVYyaBh54rmSp4D8BloGf93oqKO9MIqYgM97a7TcsmqISH2x8TZqyNdov8CKrFM6wFwLZZpPa7s7KCEEEKI/qaphW1ibABrDuajtUbtX8Xo1CXs1ENJfOxHHLWRQCc3nBwUmUU1HC+rbXO057Xjo6hrNDF1aHB3P4boIjKthxBCCNELnKiox9lRMTbGj8/35HKivJbQtU9T4hjIi16Lec/ZBXDBAUu357aMYrSG2CCPVtf687z4bo9fdC2Z1kMIIYToRo0mM1rrVuUFFXUEexkYFOSJwozX8t9AaQbvOMzFd0CMXd0BPgb251rWAx0UJN2e/UFHErYJwGalVKZSKhPYApyvlNqnlNrbJdEJIYQQfUhtg4khj37NP9cdaXUsu7SGMF8DUf7uzHBIwbN0P+bQZN6tHMPgYPukbECLyXBjAlu3sIm+R6b1EEIIIbpJ0+jPv393mD9MG2wb3WlZeqqcZ2IPElKh+JPzMkrcYsi79GOq/7m1VcIWah0JGuLtiqdrR/6Ui7OVTOshhBBCdJOUrBLbdmZxDQOtrWMZRVWENR7j8sw/wTIYoOCfEc8TVVwPtO729HazTHwb6SfTdvQXZ+wSVUrt7Iw6QgghRH/w2e7jPLpqX5vHdmSV2rYPWN9BA/jv2vVc4LDbshM8kg8MV7OzMYYjBVU4KGyJXZNJgwMJ93XjORlc0G+0p4VtxBneUVOATyfFI4QQQpzVFq2wJF4PzRyOj1vzElBms2ZnVinzRofz+Z5cDuSVc2lCKPWZ27j359+BM+AVBnduZs3yHZwor8PdxZEIP3cMzo529xgT7cePj0zrzscSPaw9CdvwdtQx/dpAhBBCiLNdXWPzn8M92WVMGRpk208rqKKizsjEQQHsz60gLzsDvv8CtWN58wXG3QRKMcDHwM5jpbi5ONoWcxf92xkTNnl3TQghhGif1OPltu1dx+wTtrWH8gGYOCiAr1NPMC3vNcj5CpMhhCvrn+DvV4wiavSFgGVJqdKaRg6fqOTCkSHd+xCiV+rItB5CCCGEOI0jLZaUyiqutjv2+e5cxkT7EeHnzuz6L5hV/xWM+C3/m/Q5u9QIBiReCA6WP8ux1kEGlfVGQn1lFUghCZsQQgjRaY4UVOHq5MDoKF9yy2tt5YdOVHDoRCWzk8KgsZbZeS8BYE64hoyiaqL83XFxav6T3HL1ggE+0iUqOjCth1LKFbgciGl5ntb66c4PSwghhDj7HC2sIjbIk3BfN/a16B49tvZNNrq+ip/xj5BimXttQcND/D3yQo599xNRAfbTc0T5N++H+UgLm+hYC9tnwGzACFS3+AghhBACOJxfxaAgD8J83cgrr0ObGuHbR5mR9iciVSGeaxfDN49QEDyJH8wJFFU1cKy4xi5BA3B2dOC6CVG4uzgyPNS7h55G9CYdmR45Qmstqx0IIYQQbSiuqud4WS03TIzG1cmBBqOZmg3/wGPLPwFYGvAQd3j+CBW5ZF7wKubl+zlSUEVlvbFVwgbw3Nx4npsr86wJi460sG1WSslvjhBCiH6t3mji+W8PUVBRZ1e+19oFGh/uTaiPCxGqANftr6IH/4Zz9dvkRc2GG/8Lv9+Cf0AgADusKx9EtpGwCdFSR1rYzgMWKKUygHosE+ZqrXVCl0QmhBBC9ELf7s/nlfVHOVpQzdLfjbGVH8yrwBkj4366F318J9HOjmiTibJJj5GbmmtZpN3BARzciPAz4aBg9X7LVB8nLz0lxMk6krBd3GVRCCGEEGeJb1NPALA1oxittW0B9+zCCv7P7RWcD2/DbPBluEMZWwb9P7Q5Esi1TdUBYHB2JDbIkyMFVTg7KqIDpIVNnF67u0StE+j6Ar+1fnxlUl0hhBD9idaabRnFAJTVNFJYVW87NjT7I6bpbTDzr6jbv+d507Vs9JzJobxKAEaEetlda9gAy350gAfOjjLLlji9dv+GKKUWAe8DwdbPe0qpu7sqMCGEEKK3yS2vo6iqgenDgwHILqmxHRtS+RMFLpFwzh0ovxj+63012ZVmDuZVEOjpQrCX/fQcE2MDABgpo0BFO3SkS/RmYILWuhpAKfVXYAvwv10RmBBCCNFT1h3Kp7S6kcvHRNiV780uA+C3iWGsPVRAVnENY6L9qSvIINF8gMyASwi21g31MZBbVovRZGb4gNZJ2fUTohgS7MnAFpPkCnEqHUnYFPaLvJusZUIIIUSfctOyHQBMHhpo1zJ2OL8KpWDaiGCUgpyCEji4G+f/3IIJM9UjrrLVDfd158cjRVQ3GJmTFN7qHkopJlhb2YQ4k450mr8DbFNKPaWUegrYCrzVJVEJIYQQvcCXe/Ps9rNKqgn1NuBtcGaAt4EL9i+GD6/HrBUX1j9PdOL5trqR/m6cqKijss5oGSEqxK/Q7hY2rfWLSqnvgUlYWtYWaq13dVlkQgghRA8wmsw4OihMZs3x0lq7Y1nFNbZlpC5wO0p82SYA/h32CA15YQzwbm6Ni/RrHvk5MFBGgYpfpyNdomitU4CULopFCCGE6HH5lfWYzBqAvJMmx80pKmd+dDnkOPNI5XPkqhDCHt7BJ2/tY/gAJ9sUHwARfs2LtkcHSAub+HXO2CWqlNpk/VmplKpo8alUSlV0fYhCCCFE92nZqpZf3pyw7ckuY07dZ9ydfju8OR2jozu3mR5Cu3pxrLi61QLuLVcviJaVDMSvdMYWNq31edafXmeqK4QQQpwN6hpNbM8s4bzBgXatYgBHC6sAGB3ly4nyWtjzIQz+DTlf/p3Fzh9YKo27hW+d5pK6vpzc8jpKaxpbrQca6mPg5vMGMjspDCeZZ038Sh2Zh+2v7SkTQggherublm3nd2/9xH9PGlQAsCOzFH8PF8YP9Gdg1S5YdRs8H8ulJ16xVJj+BFz6dzwGxAKwPcOyHujJrWhKKR6fNZKECN+ufRjRL3Qk5b+wjTJZrkoIIcRZxWzW/GRNsj746ZjdsS1Hi/nPzhySo/wI9TYwjn2WA25+AHwY8ShMug+AcF/LAIPNR4sAWcBddK0zdokqpe4Efg/EKqX2tjjkBWzuqsCEEEKIrlBc3YDRrHF0UOzOLrNbD/S1748CcP0oV8avn42HUxY1QUmYFnzFwmeXMm3QZZYF3IGBgZa1QTf8XAjQ6h02ITpTe0aJ/hv4Gvgz8EiL8kqtdUmXRCWEEEJ0kbxyy6CCcwcFsDGtiILKekK8DdQ1mqhL38rT8T5ccPxbqMpim3k4Kulx3MuM7NDDuSmweQF3P3dnfNycKaisx8/dGW+Dc089kugHztglqrUu11pnaq2vBSqAECAaGKWUmtLVAQohhBC/xF3/3sk/16W1Ks8ts4z8PHdQIADphdUAZOxcy0dOj3ND2j1wZA11g2ZydcMTHHYcYhuIENNieg6lFLHWZaVOHnAgRGfryKCDW4AfgG+BP1l/PtU1YQkhhBC/3JGCKr7cm8cLqw+3OtbUwjZpsGVZqMziajj0FSO+vrK5UsVxXMIScFCQX1HHoROVODkoBgd72l1raLBlAgV3lw5NaypEh3Vk0MEiYByQpbW+ABgNFHZJVEIIIcSvsOZgvm27oNJ+8tv0wmrcnB2JC/PB0UERse9VWHEttY5e/MV0va2ew4A4grxcOVFex8G8CgYHe+LiZP9n89YpAwFIiPTpwqcRomMJW53Wug5AKeWqtT4EDOuasIQQQohfLrukxra9+1iZbVtrzbpDBUwaHICjg2K4Wxmjcz+A8LHcH7GCdf5Xw6UvWkaFRowjws+dzOJqDuVVMiLUu9V9Bgd78eMj07jvN0O75blE/9WRNtwcpZQv8CnwnVKqFMjtmrCEEEKIX+54WS3hvm4cL6slp8XKBelF1Rwvq2Wl19/h4xC+NP3HcmD0fA59b7R0cY67GcbeBEoRH17Gss2ZAAwf0Pb88eG+bm2WC9GZ2tXCpizjne/RWpdprZ8CHgfeAuZ0YWxCCCHEL5JbVktcmDfuLo52CVvq8XLiVTphhZsg9T+28sboyRwrrrENIsA6zcfoqOZJb9tqYROiu7QrYdNaaywta03732utP9daN3RZZEIIIcQvoLXmeGkt4X5u1la25u7RE+l7+cL1MctO+Fiein6XGz1eIZsBGM2a2CD7QQXjB/rbtoeHygqNoud05B22rUqpcV0WiRBCCNEJSqobqG4wEe7rRrifpVuUvSvhjWncvvcaS6VJi+DWtZj8YtlTG2yb2sPWwmYV6uPGE7NGct7gQIK9DN39KELYdCRhuwDYopQ6qpTaq5Tad9LKB0IIIUS3Wb45k/OfX29bGqrJukMFAIyN8SfCzw2XksPwyS1wPIVqbeCz8PvhwqcB8PdwoaymkbQCyzxrsYH2CRvATecN5L1bJnTx0whxeh0ZdCDrhgohhOgVahtM/OmL/Zg1/O2bn/n0rkDbsf/uzWOEn4nE0tUccAniHvPTaI8gjo99mEtWe/PMuPNsdQM9XQBIybIs+O7r7tLtzyJEe3QkYfu91vrhlgVKqb8CD5+ivhBCCNElcstrMWvwdHUivbDKth5oSXUDR4/8zEuR36M+Wcl1AAqOzVjFD3WDqCCV5Cg/23WirCsXrDmYz9hov7ZvJkQv0JEu0QvbKJNWNyGEEN3uRLllMtyJgwKoqDNSWtMIQMaG5Wxy+QNj8leCfyz5IxfyT+NsjhjiyCyqxtXJgQi/5mk4kiKaR4Ge/P6aEL3JGRM2pdSdSql9wDDru2tN769lAPvaeyOllEEp9ZNSao9Sar9S6k/W8iSl1Fal1G6l1A6l1PgW5yxWSh1RSv2slLrolzygEEKIvie3rHkBd4CMoiowm4nevxQAs/8QmPU/qJl/4QXj1RwvrSWrpIYof3eUdcoOAB93ZyL9LQncySNEhehN2tPC9m/gt8Dn1p+/BWYBY7TW15/uxJPUA9O01olAEjBTKXUO8DfgT1rrJOAJ6z5KqZHANUAcMBN4VSnl2IH7CSGEOIttzywh+ZnvWPZjRqtjTS1s58Ra1wMtqoE9/yaw5ghPOi7C4Z4dEDuVQE9XXBwdyCmr5VhxDdEBrRdpX3zxCOYlh3NpfGiXPo8Qv8YZ32HTWpcD5UqphcA8IKbpPKUUWuun23Mj61xuVdZdZ+tHWz9NsxH60Lx6wmxghda6HshQSh0BxgNb2nM/IYQQZ7cPt2dTUt3At/vzWTBpoN2x3PI6AjxciA5wZ6LDfsZvegnKtnPQeSQ/BzR3yDg4KMJ8DeSU1nKspIZJgwNPvg2XxIdyiSRropfryKCDT4FyIAVLa1mHWVvIUoDBwCta621KqXuBb5VSL2Bp8TvXWj0c2Nri9Bxr2cnXvA24DSAqKuqXhCWEEKIXyq+wtKIdPFFhG1QAlolxt2UUMyTEE/eKDD5wWQKllnPuMj/EuED7CW7D/dzYll5MbaOJwcHS7SnOTh1J2CK01jN/zc201iYgybom6Sql1CgsydZ9Wuv/KKWuwrLk1W8A1dYl2rjm68DrAGPHjm11XAghxNmpoMLSNlBW00hOaS2R/pbuzNTjFaQXVvPn2FR47/8oV15UOwcQOO4K0te6cEWgfbdnhK87Px4pBiA+3Kd7H0KITtKRUaKblVLxnXFTrXUZsAHLu2k3Ap9YD63E0u0Jlha1yBanRSCLzQshRL+RX1nH0BBLi1hWcfPyUqm55USoAibseRTKjvG115X8wfdV0uLuASAmwH60Z3iLUaFDB0gLmzg7dSRhOw9IsY7Y7PBKB0qpIGvLGkopNyytaIewJGHnW6tNA9Ks258D1yilXJVSA4EhwE8diFcIIcRZqq7RRFlNI0mRlmk3mkaFAuQeS2eT6722/bTgi8ivqLcldScPLBjgY1lSKtzXDVcnGbsmzk7dudJBKLDc+h6bA/CR1vq/Sqky4CWllBNQh/V9NK31fqXUR8ABwAjcZe1SFUII0Uc0msyUVjcQ7G2/TmdhpaU7NCHCl5UpOeSWWxM2UyPj0v/Xsu3iCYv24vxDIQUH08kstqwHGn1SC9t5gwP5zYgQnvztyK59GCG6ULsTNq111q+5kdZ6LzC6jfJNwJhTnLMEWPJr7iuEEKL3evG7w7y24SjLbxrP+UODbOXZJc2tZUGerrYWNv3FIqbUrCHLbSTRd30GHgGEeFfQaNLsPlZGoKcrnq72f9rCfN1488ax3fdQQnSBdneJKov5SqknrPtRLSe5FUIIITpCa83KHTkAfLDtmN2x1NxypjnsZOyBvxDmYyC3rA7SvkPtfp9t5uHsnfACeAYDEGJtnfsps4SYNuZZE6Iv6Mg7bK8CE4FrrfuVwCudHpEQQoh+Iae0lqIqS9dnVkmN3bHU4xUsdfkHbrve5HzXw3iX7IFVd1DmNYQbGh5hZFyirW6ItytgGU16cneoEH1FR95hm6C1TlZK7QLQWpcqpVy6KC4hhBB93NFCy1zqcWHeZBZV2+ZaM5k129OLLPOuabjv+H0AaGcP3ot6EZdKA7GBzYlZsFfz+29trWQgRF/QkRa2RuuAAQ2WUZ+AuUuiEkII0ec1jeqcMjSI6gYTJdUNAGxPPcSNtctw1o2QfAO1zn4cNYdSfvMWdtSGEh1gvx5osLWFDSRhE31XRxK2l4FVQLBSagmwCfhzl0QlhBCiz8ssrsbdxZGx0X4A5GUegi/uJfGzGdzh9F+0dwTMeJYfZn3PJQ1/Jsfky7GSGiL97JOyllN1jI3x79ZnEKK7dGSU6PtKqRRgOpZVCOZorQ92WWRCCCH6tKziGqL83Qn1cWMAxQz77A7AyD7DeL43J/LgwpvB4ENogKYeF3JKa8kpqeXCESGtrjX/nChCfdwI93VrfSMh+oB2J2xKqeXAIq31K9Z9P6XU21rrm7osOiGEEH1SbYOJ7ZklXDgyhPDqVP7tsgRlaoA7N/LAO8eJj/QBv2jAMi0HwJ6cMhpMZiL8W3d7PjunUxbiEaLX6kiXaIJ1SSnAMuiANuZVE0IIIZrUNBi59vWtvPFDul35dwfzqawzcnViEN6fXIeLMvLRsBep9RlEdmkNQ4ObF3AP8HDBxcmBremW9UCj2kjYhOjrOpKwOSil/Jp2lFL+dGyUqRBCiH5mU1oRW9KLWfLVQdvqBQDb0ovxdHVkXM47qNpS/upyNztUHEcKqtAa2xqiAEopwnwM7DpmaTOQhE30Rx1JuP4ObFFKrbTuXwk81/khCSGE6CvW/1xo2z5aWMX/Z+++w9uursePv6+85L33dhxnJ2SQBAiBMAqU1TJLy4+Wsloooy3QQgu0dEHLaKH9lkJpGYGWvSFAgBCSkEn2cmzHjrflIVmyLcmS7u+PjyxblgsRiUPGeT2Pn0qfq3E/z1Oc43vvOSczMQZcDvJ2Ps0W9Q/4BCg9gUbHTOK6XVS22gEYm50Y9Dl5KbHUdvSiFOSlBLexEuJIsNcrbFrrp4DzgFb/z3n+a0IIIcSINjVYKcs0aqbVWIxen/0vXMF1zn8YL0gphktfIispjpZuJ5WtdqIjTCEdC3KTjXNsuUlmaeAujkjhtKaKAY4CkoA04IKBNlVCCCGOXF09bhq6ekOu+3yaaouDEyoyiYk00dDSCpXvEln1Lit9E1h/7mK4eglERJGXEkuTtY+drXbKMuOJjAj+52mgm0GeZIGKI1Q4Z9heA84FPEDPkB8hhBBHsPMfWcG8ez/C59NB1xutfTj7fYzLTqQ4PY55u+6FZy9Cofmx53rGT5oBcUbdtJKMOHrdXlZUdVAxbDsUYEZRKtERJn50UvkBuSchDjbhnGEr0FqfPmozEUIIcb9YNccAACAASURBVEga2Orc3GhjWmFK4PrOFuM8WnlWAlkJUZQ1bwbgs9hjSU4pJDZ6cGuzxN8D1O31BSUcDDhlYjY7fnM6JpMKGRPiSBDOCtsKpZQUuhFCCBHQ6/YEHn+yyxI09tJnDSTHRjEpM5p72q8nx9cCE7/Br6J+TMGwbgWlQ3qDDk84GCDBmjiShROwzQPWKaV2KqU2KaU2K6U2jdbEhBBCHPwGVtEA9nQOnmPr7HHz3rZWvnV0IbHr/0mBqwoAXXEaNTZNQWrwWbS8lFgi/QHZ5PzkAzBzIQ4t4WyJnjFqsxBCCHFIWrarHYDCtFgauvoC1z9av52vsZJvTJwKbz5LS+IUbuo4l4dKz8Hh+jikhVSESbHklhPRGmkvJcQIwuklWjeaExFCCHHoWbyjjaMKUyhMi2Njvb8ZTn8fx3zyPc6ProEn/gJA/aQ7WGmZwJZm47xbfmpoUDZ8m1QIMSicLVGUUtOUUj/y/0wbrUkJIYQ4eFS12bnumc9YXtUedL3N7mRjvZVTJmRRkBpLs60Pr0/Du7eT56phbdx8iM+Ccx6ma8K3AdhYbwOkPIcQ4QqnDtuNwDNAlv9noVLq+tGamBBCiIPDTc9t4K3Nzfxw4Tq0HizdsWSHkWRw8oRs8lNi6fdqutf+F9b+i0e9Z/Hh1D/BzZUw4zLSE43uBBsbjFU42fYUIjzhrLBdAczRWt+ptb4TmAtcNTrTEkIIcaC02Jz84e3ttNicIWPOfi/bm+0kmSPpdnpod7gDY+vru0iNi2J8TiK5yWbmqO0kL7qB3pyj+VP/RYzLSQRlJBKUZSSgFCzZaSEm0kRGQvQBuz8hDgfhBGwK8A557vVfE0IIcQh7dUMj/1hawzUL14WM7Wyx4/VpzpicCwRngnY3bOdn8W+i1vyT4988kedifkNvfAGfzn6YfiIZkzlYTy01Ppop/uzP/JRYlJJ/PoQIRzhZov8GVimlXvE//wbwr/0/JSGEEAdSXYcRhG2st9Jic5KTPNhcfVtzNwCnTc7mubX11Hf2MjPDi2/9s/yq434ylRXehoj4bP7uOZvUmTdjsxurZ0XD+oEuGJfFpgYbnmEdEYQQXyyc5u8PAJcDnUAXcLnW+sHRmpgQQogDY09nD4kxxt/vH+1sCxrb1tRNYkwkx5RlANDU3gXPX4Zp8R1GsOanTr2bB/S3qXOa2dPZS2pcFEnmqKDP+s6cImCwL6gQYu/t9QqbUupJ4Eat9Wf+56lKqX9prb8/arMTQggx6mrbezlpQhYf7mhjS6MtaGxrk40JeUnERkeQmRDN8Ztvh+7lrJzwC97fVMd3r7mVot6tmCpOJ2vRElq7nVjsLorSQkt0ZCWZeeXaYyVDVIgvIZwzbFO11oE/p7TWXcD0/T8lIYQQo6Hb2R9yrc/tpcnWR0l6PBNzk9ja1B0Y6/f62NFiZ2JuEnjc3Bz1AlO6P4ZTfs1jfQv4IOUCioqKYfzXwWQiKymGFpuTPZ29FKXHh3wXwPSiVLKTzCOOCSH+t3ACNpNSKnXgiVIqjfDOwAkhhPiKvLu1ham/eo91dV1B11fWdKA1zCxOZVJeMtubu/H5z5i98cZLnOBZwSWRH8GrP+DivudYHLUAjr2B7c3dHDWk0TsYhW/rOnpp7OqjKE1W0YTYn8IJuO7HaAD/IqCBi4DfjcqshBBC7FcvrG0A4G8fVfGv7x0duL5kZxuxURHMLk2jqs2By+PD1usi9ZO7OG/DI5wXDaw2XludMIufOn7Ipx4fTTYnZUOyQAGK0+J4Y2OT//HIK2xCiC8nnKSDp4DzgVbAApyntX56tCYmhBBi/9Bas66uE4B1dV3BxW8rLVyVW435n/OZ2v0Rj0Xdh+nNG2DVIyzzTaE7OguK5wFQU3AONqeH7f7M0bLM4KBs6Lm14RmiQoh9E9aWptZ6G7BtlOYihBBiFLR2u+jq7acsM54aSw8Wu4usJDN7Gpv4ju0xru55C4BZrT+GCGDHZ/TmzuXS3dfzl/Omc+5R+dC2A3t9PGzYxIqqDsAohjvU0CBtpKQDIcSXF1YvUSGEEIeeylY7AGdNyfU/d0BPO+ZXvsflEYtwZk4NvNaikwCoSl8AKCbkGs/JGk++vzn70l1GS6qSjOCgbGDFLSMhhhxJLBBiv5KkASGEOMztanMA8PWpuTz0YRWd1WvgmW+RBdzuu5q7f3AvfPZvXJZqTlg6k4dnWdicOB+T2k3JkGzPkgzj8ZraLvKSzcRFB/8TkpVo5pNbF5CVFIPJJJ0MhNifJGATQojD3K5WO+nx0YzLTuTCqOWcs/JvAPw97VY2qflERpjg6CuI1hrPikWsjjuBpk4nBalxREcObsRkJcYQFx1Br9sbknAwoFC2QoUYFXu9JaqUelIplTLkeapSSlpTCSHEQeLfy3ezsqYj5Hplq53yrASUu4fbIp8xLp7/OP+yz2F8TlLgdUopMhNisNhd7G53UJoRnFSglApsdQ4fE0KMLimcK4QQh4GdLXZ+/cY2rnhiTdB1rTW7Wh1UZCfCiodI01Z+lvoAPRXfwGJ3hQRemYkxWBwudlt6RgzKBmqvnVCROXo3I4QIEc6WqEkpleoP1KRwrhBCHERe39g44vWWbid2l4cTTRth2Z9Zn3QyH/eUBBq+Fw8rv5GREMP6PV30uL0hZTsA7jp7Ej8+tUK2PoU4wKRwrhBCHAb2dPYB0OP2YuvrJznWaLy+rq6LH0S8zsmf/RfSy1lVdjOty7qoaTcSEYYXuM1MjKGjxw0QlHAwIDkuiuS4qJDrQojRFW7h3AuQwrlCCPGVaOt28sLa+qDCtwOarH2BxzuaB/uBbty+ix9EvolvzMnwwxWkZBagNazebRTSHV7gNjMxJvBYzqkJcfAIt3DuVmDrKM1FCCHE57jjtS28u7WV3ORY5o3NCBpr7OpjfkUmSyst7GixM6csHRrX8aMd3yFOuTAtuB0iY8hLMXp8Lq20kJEQHViJGzA0YBt4rRDiq/eFK2xKqWX+/7UrpbqH/NiVUt1f9H4hhBD7TmvNpgYbAAtX1gWNuT0+Wu1OphemkBYfHWgd1b/0QTw+eH7Ws1AwCxgMwmo7ehmXkxjyPenx0QCkxEURIbXUhDhofOEKm9Z6nlJKAZO01nsOwJyEEEIMU9XmoNnmBGCnv3PBgIauXrSG/NRYxuckGgFbTzsRu97lde8CyioGE/rzUgY7EIzLTmK4Qn83g1tOGzcatyGE+JL26gybNg5MvDLKcxFCCPE/LN7eBsCFMwuo6+jB5fEGxj7wj80pTaMsM56ujjb45H7weVjoPYUp+cmB1w7tTjB+hBW2KQXJrPj5SXxnTvFo3YoQ4ksIpw7bSqXU0aM2EyGEOMJprXl0aTVV/lZSQy2rsjA+J5F5YzPwaQJlOQAWbW3hnOx2ijfczxz3Gpbqy2Hl/7Et5QQsMcWk+bc5hzttcs6I1+XsmhAHn3CSDhYAP1BK1QI9gMJYfJv6ue8SQgixV17b0MTv397BGxubeeP6eYHrWmu2NnVz+qQcyjKMllA1lh4qshNxuDxsqW/n/syF8Mlqzh7yeSsjZwcatg/19g3HExmhQhIOhBAHr3ACtjNGbRZCCCF4e3MzAFuabHT2uAMrY802J9befibmJZGbYiYJBx2dHdDuwP3Cj9gYtRazrT/wOc96TuKMskjets0gPy10tWxiXujZNSHEwS2cgG0P8B2gTGt9t1KqCMgB6j7/bUIIIfZGo7WPqAhFv1ezs8XOMWPSAdjWZGR9TsxNIq1jPatjrsP8YT98CGlADbkUl1QQ8fV7adryCXe9l03K0bPZ9eImzh8j25tCHA7COcP2f8AxwCX+53bgb/t9RkIIcYRqsvZx/FijR2e1ZfAcW1P1Zj6K/glHfXI1pjdvRCsTtsh0SC7kz3E38Iv8J4j43uuQNYGY2d+ln0h2tTqwuzzky3k0IQ4L4QRsc7TW1wFOCDR/H/kkqxBCiLD0uj109fYzsziV2KgIaiw9gbGSXf+m1NRCZPX7YNnBfUm386PshfRcu4E/d85ldmla4LWpcdFERSg+29MFGKU+hBCHvnC2RPuVUhEYfURRSmUCvlGZlRBCHKb63F6sfW5yk4MDqYHWUgWpsZRmxAd6fVK7jDnd77I2YQGzChOg9AQad86gxeKgvsvIFB2TlRD4HJNJkZVoZv1AwCYrbEIcFsJZYXsIoxZbtlLqd8Ay4PejMishhDhMfevRTznmDx/S7w3+e3egTEd+Six5KWbabH2w+UV44kxi6Kdy/LVw8UKYfRXZSTG0djup9zd8L0oL7Qfa7fQYnycrbEIcFsJp/v4McCtGkNYEfENr/cLevl8pZVZKrVZKbVRKbVVK/XrI2PVKqZ3+638ccv02pVSVf+y0vf0uIYQ4GO3p6GWjv73UurquoLF1dV1EmhQT85I42/kmL1ovgpeuAODm/mvILT8q8NqsJDPdTg+V/o4HwwO27CSjH6g5yhRoNSWEOLTt9ZaoUioGmAEk+993oVIKrfXde/kRLuAkrbVDKRUFLFNKvQPEAucCU7XWLqVUlv/7JgLfAiYBecBipVSF1tr7Pz5fCCEOahsarIHHH1damFuWHni+praT21M/IO73l3DukPesrriZFzfN4JYhpTiyk8yB9yTERJIaF1xPbWA8LyUWo7OgEOJQF86W6GsYgZUHo3DuwM9e0YaBtKco/48Gfgjco7V2+V/X5n/NucB/tdYurfVuoAqYHcZ8hRDioFLZYifCpCjNiGdX62AWqLPfy/Z6C9/v+ScAbclT+WX/5Vh/tJMXo88hPT6arMSYwOtz/AHZiqoOSjPiQ4Ky1DhjVW3skLNtQohDWzgBW4HW+mKt9R+11vcP/ITzZUqpCKXUBqANeF9rvQqoAI5XSq1SSn08pP1VPlA/5O0N/mtCCHHQ6nC4OOYPH7Ciqj1kbEeLnbKMeMZlJ7K7fTBg21TbyseR1xlPTryd1Sc8zULvqVi88Wxr7mZiXlJQUDaw5en2+piQG9oPNNJkvPaUCdn789aEEF+hcAK2FUqpKfvyZVprr9b6KKAAmK2UmoyxvZoKzAVuAZ5Xxm+mkdbx9fALSqmrlVJrlVJrLRbLvkxPCCH2itvjw9k/8umMj3ZaaLY5ufvNbSFjla12KnISKc2MZ09nLx6vD5o3Mfn5Y0lXdtzlp8NxN5KWbKyMNducVLY4mJgb3Jkgy7/CBoSMAVw+r5R7zpvCeTMK9uU2hRAHkS8M2JRSm5VSm4B5wGf+BIBNQ66HTWttBZYAp2OsnL3s3zJdjVEqJMN/vXDI2wowkh2Gf9ajWutZWutZmZmZX2Y6QggRosPh+p9jP1i4jpPv/xivL+RvSNbWdgJG1wKtB8d7XB72dPYyPjuR0ox4+r2axtZ2+O+3cXsV98feQPSlz0GUmcwEYwVtTW2nfxUtOChLMg8eP55SkBIyh4SYSL41u4gIk5xfE+JwsTdJB2ftjy/y123r11pblVKxwCnAvYADOAlYopSqwCjG2w68DjyrlHoAI+lgLLB6f8xFCCE+z+JtrVz51Fpe+MExHF2SFjTW0NXLhzuMo7Zvb27m7Gl5QeNr/dmfdqdRCHegH+iuNmMLtCInkURzJJF4iH/3RrStgWt9d1M2dUHgM3KSjRW0T6s7ACjJiA/6DqUUN548loSYSGYUhQZsQojDzxcGbFrrOjDKcgDXYqy0aYw6bH8P47tygSf9xXdNwPNa6zeVUtHAv5RSWwA38F1t/Fm6VSn1PLANI9HhOskQFUIcCK9tNBbz19R2hgRsK6o6Ao93tHQHBWw9Lg/VFgcTcpPY3txNs60vELBtabQRgZejnGtxRebxavSdZNTVYpn7C1YsGcOFxamBz0k0R5GZGBMI/kYqfvvjUyv23w0LIQ564XQ6eAqjf+jD/ueXAE8DF+7Nm7XWm4DpI1x3A5f+j/f8DvhdGHMUQoh9trPFaLZe3RaaCL+z1Y45ykSiOYrW7uBt023N3WgNp07IYntzNy02J5PykgFYtG4XT8c/RPYbawCwqnjenfhHKDwXWMeYzOCMzrKMeCx2F9GRJjISpJaaEEe6cAK2cVrraUOef6SU2ri/JySEEF+lfq+Pan8fz61NtpDxylY7Y7MSUQra7MMCtiYj0Dt5QjYPfVhFs80JQGdbIwst5xsvKp0PWZO4cmUpk83zyPd3OChOC972HJOVwKrdneRLLTUhBOFlia5XSs0deKKUmgMs3/9TEkKIr05DVx9enybJHMmezt6gxAGAnS12KrITyUo009btDBrb1WYnyRzJ5PxkIkyKVv+4fcOrAHRlzYXvvARn3ENX0jhau53UdvSQEhdF8rDitzOKjC1Si/1/Jz8IIY4c4aywzQEuU0rt8T8vArYrpTZj1MWdut9nJ4QQB1htu7G6Nqcsnfe3teJweUg0G8FUV4+bNruLcTkJ1Hb08tme4PZSu1odlGclEGFSZCXGGCtsnbtJ2/QYu33ZeM9/kdRIY3szJ9lMS7cTu9NDcXrw6hrAedPzWVXTwfSi1JAxIcSRJ5yA7fRRm4UQQhxg/129h4yEGE6ZGFxcdrc/YJvrD9hau52BgG2gd2dFdiJ9bh+dPW7cHh/RkSa01lRbHJxdHg0vX8NfdRXPtl8Hj96E2e3kNs8tPJk+2PMzLzmWjystREeamFkcGpSZTIo/XTgt5LoQ4si01wHbQLaoEEIc6nw+zc9f3gxA7T1nBo3VdfSQEBPJJH/vzhabi/Iso5vAQMA2PsXHpEVXssF0KhbHSeQnRfNJpYUFfe9x145HAZgJzGy9HIC/lD5GfXMGMZERge8pTIsLnIGTArdCiC8STvP3C4FFWmu7UuqXGI3gf6u1/mzUZieEEKOgpn0w+7PH5SE+ZvBX4e6OXkoy4gL9OluGnFNbX2/l27Eryfn7twH4d/QGeha+B14baf15/ClqhfHCS55jxYevU9di4ZKL/x/LPkqnOH0wWAMoShtcbSse8lgIIUYSTtLBHf5gbR5wGvAk4dVhE0KIg8L6IWfPNtRbg8Zq23s4N3odRS+ewVjVEEgc8Pk0u3du4m79f5BagsecDkB8+0boqmWywx+snf84jDudLZN+ym2u79FddgY1FgdlmcHn1AqHBGklGRKwCSE+XzgB20DR2jOBv2utX8PoSiCEEAcdrXUg2BpuoIMAwC7/NicYPUITrDu4svlXmFo2cm/Mv2ix9kHTehxPXMCznp9CRBR8/106r1nPpe7bWDvuZrwn3clD3gv448wlMOUCAHKSjWK325q66XZ6KM0IrrM2dIVteA02IYQYLpyArVEp9Q/gIuBtpVRMmO8XQogD5ifPb2TO7z8ICsjACOSW7mrn7Gl5JMREUuuvgwZQ0+7ge6Z38EQmwIm3M4MdXFT5E1h4AfENS3nFexyWb70DiTmkJyexQk9hSdpF1E24hgf6z6M0NyPwWbn+9lIr/MHh8BW2jIRo7jhrIv+5ai4pcfK3rxDi84UTcF0EvAuc7m/engbcMiqzEkKIfdDj8vDK+kYA/rumPmhsR4uddoeL48dmUJIRN3ierbeTtnWvc3zEZlwlJ8JxN1AXVcbEvrWgFA+WPMID5uvIKT8KgAiTIjMxhja7k8pWf5/Q7MTA9wycgfu0uh0wOhcMpZTiinmlHDMmfb/fvxDi8LPXAZvWuheoBk5TSv0IyNJavzdqMxNCiC+p0doXePzJLkvQ2MDz48dmUJqRwO52B7gc8PAM5q+5jlzVSdzE0yEqlr9WPMGpUU/CTVt4ryODqQUpQV0HshLNtHa7qGozVvHKswa3NrP9Adua2i6iIhQFqXJOTQjx5e11wKaUuhF4Bsjy/yxUSl0/WhMTQogvq6HL2OacW5ZGjaUHt8cXGPu0uoMxmfHkJsdSlBZLhLUO35J7oM9IROhTcZimXgQYxW1rHRG4VBS723sYmx181iwn2Uxrt7HClp8SG5RtOrQHaHF6PBEmaS8lhPjywtkSvQKYo7W+U2t9JzAXuGp0piWEEF/s7je28d7WlpDrDV3GCttJ47Pw+DS1Hca2p9aamvomzsxsh4Z1nGB9jcVRP8H06cO0FZzGVOejrDjnY/B3I8hOMuPTsGGPlX6vDkkOyEky02xzUtlqpyI7NHEgx3+Obfh2qBBChCucTgeKwUxR/I/lT0YhxFeixuLgX8t386/lu9nxm9MxRw3WOWvo6iM60sSxY4wkACOgSqSxq5c/eX7P7JqdUAOzAR+KrpKv82rWTXRXtXPc5DGBzxk4h7bcnzgwZljiQE6yGVtfP7a+fk6ZENwxAcDu9ADBZ9uEEOLLCGeF7d/AKqXUr5RSvwJWAo+PyqyEEOILvLu1NfB4eE/PnS12itLiKPK3gmrs6oOOavrf+QWzTTsDr7ONOYdjXA/z6cwH2GGPIS/ZHBT4DayQDSYOhK6wDRgpeeDrU3IBuPy4ki9zi0IIERBOa6oHlFIfA8dhrKxdrrVeP2ozE0KIz7Gl0UZUhKLfq9nd3hNYTXO4PHxa3cH/O6aYRPr4a8zfyNmcBUteo1T7WOydwXG/WESsx4Y2pdC69X2arH3UdvSENGEfmjiQGhdFanxw+Y2BgA4YsR/oLV8bxw0njSU2OiJkTAghwhHOliha63XAulGaixBC7LVqi4N55Rksr+6gdkirqWfeWkyqt52f7v4d6i8NnKW6oB3ImcJvo27gw84MPjTHAFkka01sVATNNid1Hb18bVLwtmZ6fDSRJoXHF3p+DaDUfzbte8eWBK3MDTCZlARrQoj9IpxeorOAXwDF/vcpQGutp47S3IQQYkRen6amvYf5FZk0WZ3sHgjY3L1cs+lirjED/mYGS2NP4am4y/jn5Sfx4cPrGJszGHgppchNNrOrzUFHjztkhc1kUmQlxtBkc4YUvgXIS4llzS9OCWSDCiHEaAlnhe0ZjEK5mwHfF7xWCCH2WYfDRWWrI+R8WH1nL26PjzGZ8dR19FDV5oDlD+HZ/NLgLzVlgnMe5rWd49le243TFEdtRw9nTcsL+qzcFDMra4zoriQ9tFZaUmyUP2AbuX1UZmLMPt+nEEJ8kXACNovW+vVRm4kQQgxz4383sKyqnU9vO4lcf29OgLc2NwMwqySNhvo6rui+Dd7fRiTwjOdkxp55PbPLsiF7IpktO2jtbqOy1Y5Pw/ic4IzNnKRY3B4jYBu+wgZw5fFlrKzp4JvT80fvRoUQ4guEE7DdpZT6J/AB4Bq4qLV+eb/PSgghgPX+7M9X1zfxwxMHy228tamZ2SVpjInt44qq64imhb7jfs6byd/iFy9vY8nY2eA/X5aTFIPHpwMN34eX2MhLGUwcKB5hhe2CmQVcMLNgv9+bEEKEI5yA7XJgPBDF4JaoBiRgE0Lsd93Ofnr7jdKPQ8t2eLw+mi0Wvnt0Drx2LUnOJi5y38avJl5J9aZmfxuowdW4gUzOpbssREeaQrY9h2Z6xkWHlYclhBAHTDi/naZpraeM2kyEEGKIXa0OtDYeNw3pDVrf1cdTpl8zZX0tAK1H38baT8bTZO2jstXOmMwEIiMGS0wOlOZYXtXBxNykoDGA0vTBTE8hhDhYhVM4d6VSauKozUQIccTRWvPq+kY6e9whY3s6jczPuWVpQQFbc+VapphqjScXP0PUCT8GjKBuZ4s9ZMtz6Ara8PNrYBS8XXTT8dx1tvx6E0IcvMIJ2OYBG5RSO5VSm5RSm5VSm0ZrYkKIw9+25m5uem4DP35uQ8hYXUcvSsHcsnS6evvpdRttnmK2v4JHm3Bcvx0mnEV6fDQxkSZ2tjpotPYxblhQlpkwmMVZMULAppRifE4SSkmnPSHEwSucLdHNwOlDnivgj/t3OkKII8lAe6lVuzvQWgcFTXs6eslLjqU0I54i1Yr3ue+B6mNm/WI+NR3FMelGeQ6lFPkpsSyttAChSQVDt0CnFaSM8h0JIcToCCdgK9da1w29oJQav5/nI4Q4gqyt7QTA2e+jyeYkP2UwWaCmvYeitDgKUmO5I/JpEqs/C4ytSPsGxwz5nLyUWJZVGf0+x43QaP22M8YTE2liblna6NyIEEKMsi8M2JRSPwSuBcqGbYEmAstHa2JCiMPD+9ta2d3u4Or5Y0LGGrr6SIuPprPHTX1nbyBg6/f62N7czeVHZzNx073ERnxGVe5ZjDnufKa/YOacoqKgzxl4X2xURFCG6IBrTgj9biGEOJTszRm2Z4Gzgdf9/zvwM1Nrfekozk0IcYjTWnPVU2v5/ds7sPYGJxZ4fZomax/HlBldDOo7ewNjO1vsuDxeLmv9A7HrHgFgecLXaCv6OlaXpjwruOvAQGJBcXocJpOcRRNCHH6+MGDTWtu01rVa60u01nVDfjoPxASFEIeurU3dgccfbG8LGmvpduLxaeaUpaGUUa5jwIc72jjOtIW8pvfg5Lv4fvI/WeKeQHWbAyCkEfuc0jQSYiK56ZSKUbwbIYT46oSTJYpSKlUpNVspNX/gZ7QmJoQ49A10FwDY3GgLGhtYUSvNiCc3yUxuzYvw2Mn4uluZsOx6non+AyTkwDHXEZs1hrqOXqotIwdsx5ZnsOXXp3H65JxRviMhhPhq7HXSgVLqSuBGoADYAMwFPgVOGp2pCSEOBS6Pl2dW7uHCWQUkmqOCxlbXdlKSHoc5KoKGIStoADuajdW30ox48lNjuaT5XgBMD1Rw6sCLTvsdRMZQnB7He9ta2NlqJz46guwkabguhDiyhLPCdiNwNFCntV4ATAcsozIrIcQh4x8f13D3m9t47JPdIWMb6q3MLE4jPyWWRmtwwLasqp2ytBgKWj7kpr6/Bq67o5K4wHUnld9aClMuAKAkPZ5+r2bZrnbGZCVIzTQhxBEnnIDNqbV2AiilYrTWO4BxozMtIcSh4s1NTQAs2Rl8Rs3h8mCxuxiTFU9BaiwNXYNJBf1eH59Wd3BfzGPw3HeY3f0+a/QE9DWf8Oej7/KZ8wAAIABJREFU3mCjaQIl5YOd8Aaastd29IZshwohxJEgnICtQSmVArwKvK+Ueg1oGp1pCSEOBVrrwFbn5kYbTn+zdjAK3wIUpxlbnnanB1tfPwAbdrcR5bZylPUDmHEZT524nAtdd9CdPIHtbW7GZCYQHTn466kkIz7weEzm4GMhhDhS7PUZNq31N/0Pf6WU+ghIBhaNyqyEEIcEa28/vW4v0wpT2FhvZU9nb6DTwJ7OHsy4KE6LRSlIwU7/O78E60Zm7lnNOzHJmHQ/zL6arFZj1ayl20m1pYepBclB35OVOHhmbXhJDyGEOBKE0+kgQGv98f6eiBDi4NVk7UMpyE0OLko7cC7t+PIMNtZbqbH0BAK22vYe3oq+ndL/eCnMmM4G87vgL729J6IEEz44/ZeQM4Ucp1ElqK6jh/quXr45PT/oe5RSXD2/jEeX1jA+J2mU71YIIQ4+YZX1EEIcmU6+/2OO+cOHeLy+oOsD26HzxmYAsLu9JzDWtnszY0zNmHraSGxfT6+O4aMp99Jz4fOc1Pt7Xpr7Ehx9BQDFacYZtQ93tKE1jBlhFe22M8az7GcLgrZHhRDiSCEBmxDic1l73fT5z6Yt3t4aNFbXYQRo43MSSY+PZk+nP2Br30VZ42vG4xs3om6u5GjfEyyLmc/66Jn4NMwuHezrmZVkJjsphpfXNwIjn1NTSlGQGre/b08IIQ4JErAJIT7X6t2DTU22DelcALCypoOyzHhS4qI5Pq6OnJaPYfVj8NdZXOp5hcaUWZBaglKK3NR4GroGi98OP4s2JT8Ft8dYwSvLkHNqQggxVNhn2JRSpwIXAX/TWm9QSl2ttX50/09NCHEwqPFvc6bGRbG7Y7A0h9vjY9XuTp7OfBr+ciN/tteCHXgbuhPKeM1axpyv3RF4fUGqUYutxuIgISYyKJEAYEZxCou3txIVoYiNjjgQtyaEEIeML7PCdi1wC3CpUuok4Kj9OyUhxIHW4/Lw9Mo6vD4dMtZk7SPJHMnk/GRqh5xR21BvJdbdycyON6Grlo1JCwJjf03/BQ/H/pCxE6YFrhm12Pqoae+hLDM+pPjtKROyAej3hs5BCCGOdF8mYLNora1a65uBr2F0PxBCHMJ+9/Z27nh1Cx8MO6MGRsCWlxJLSXo8ye2fodurwN2D8+MHeSH6buNFV3/M+5Pu5WL3nfi+8QjvWNI4uiQtKCjLT4nD2tvPpgYbZSMkDozNSmByfhK/+PqEUbtPIYQ4VH2ZgO2tgQda658DT+2/6Qghvgqf7DK6zK0acl5tQKPVSUFqLGNTYKG6A/4xH9Y9wfzah8iNsMLX74PcaWQnxbDKN56GwnOp7+wLlPcYUJBqlASx9fWP2K1AKcWb1x/PVfPLRuEOhRDi0LbXAZtSyqyUmgxUKaXMA9e11g+PysyEEAdEs62P+k6jPMeK6o6Q8YEVtmO7XgVA9ffAu7fToDN4ZNY7MPsqUIrMROPXwvLqdgAqsoODsvzUwRpuZdJeSgghwvKFAZtSKlIp9UegAXgSWAjUK6X+qJSKGu0JCiH2ndaaW17YyH9X7wkZW1VjrKodV55OtcURdI6tvrMXW18/syMqGbP5QXr0YKLAg/0XcHRFYeB5VpIxtrzKCNjGDlthG6i1BlAm7aWEECIse7PC9icgDSjVWs/UWk8HxgApwH2jOTkhxP7xya52XljXwM9f3ozWwYf619Z1khgTydlT83B7fNR3DmaCvr25mUysnLHtZ5BSzHH9f+M/kx5l4alreck3n4qcwZWy7CRjhW1NbSdKQVFacM209IQYzp9RQIRJUSrFb4UQIix7E7CdBVyltbYPXNBadwM/BL4+WhMTQuw/i7a2BB5XtjqCxrY325mQlxRYEatqGxxfvbuTa5OXEdFrQV28kKSUDFZ4Kqjv9hAVociIH1xxy0wwHrd2u8hLjg1q3j7gvgunsuVXp2GOkrIdQggRjr0J2LQe/ie5cdELSP69EIeArU3dpMdHA1DZGvjbC601O1vsTMhJpNx/rmxoeynVuIbLXc9C3nTInkhmYgwdDhfNVie5ybGYTINZoNGRJlLjjFMShWnBPUcDn6ekxpoQQnwZexOwbVNKXTb8olLq/wE79v+UhBBfRlu3k4Ur6/ANq6XW7/WxvbmbUycadc6abX2BsfrOPhyufiZkxZIUG0lOVA9tNiNg6+zu4VbXX40XTjwXgPT4aDocbpptfeQmmxluYFt0+HaoEEKIfbM3nQ6uA15WSn0fWIexqnY0EAt8cxTnJoQIw/3vVfLc2nqc/V6uPH6wNEa1xYHb4+OYMem8tamZJqszMLamtpM7I5/mgo/XoFpPZ0XEszRsHQs9FaTueIs0k6Zu2k8oPvZ6wDiH9tmeLhwuT1Av0AHtDhcQ2nZKCCHEvtmbFbZY4KfA3UAtsMf/+GYg9E/s/8FfFmS1UmqjUmqrUurXw8ZvVkpppVTGkGu3KaWqlFI7lVKn7e13CXGk0VqzardRkmPRlpagsS2NRv/PSXlJ5KaYabIOrrDVbVvF9yMXEensgA3PYEKT5mqCHW+xOfMsbvNcRcZpt4LJ2MbMSIim3eGm0dpH4QiraJfOLaY0I55L5xaP1q0KIcQRaW9W2P4M3K613gR8OHBRKTXLP3b2Xn6XCzhJa+3wlwNZppR6R2u9UilVCJyKEQwOfP5E4FvAJCAPWKyUqvCfnRNCDFFt6aHW3+dzaEAGsKXRRmxUBKUZCeSlxNI0sCVa9ymX1dxMV0QGqTd+AsAtr2xnfXsEi2+Yw28eX487VxMfN3gebeAcHMDE3KSQedx0SgU3njw2pO2UEEKIfbM3K2wl/mAtiNZ6LVCyt1+kDQPpZ1H+n4HDNg8CtxKcxHAu8F+ttUtrvRuoAmbv7fcJcSRZ7G8pdeHMAlq6nXi8vsDY1iYbp2bZiGjbSm5yLM1WJ1S+B/8+nUifi7en/RWS8iApj7iUbNrsLnwRZrY0djO9MCXoe9ITBrNCJ+WFBmyABGtCCDEK9iZg+7xtz5FTwf4HpVSEUmoD0Aa8r7VepZQ6B2jUWm8c9vJ8oH7I8wb/NSHEMKtqOhiXncjM4lR8Glq6jXNqPp+msOldHuq4Gh45jru3nMwD7rvR/72E3rQJzHc9SHb5jMDnZCbG0O30sLujh75+L2OHdStITxhcYStIDes/fyGEEPtgbwK2NUqpq4ZfVEpdgZGEsNe01l6t9VFAATBbKTUV+AVw5wgvH+nP9JAyIkqpq5VSa5VSay0WSzjTEeKQ8/zaerY22UKuN1r7KMmIIy/FCKIGEgtq2x3cyLNYE8fC/FuxJ5Yz1VSDO30i7028l24SmDhkpWwgy3OgW0H5sBZS0wtT+c6cIp67eq6spAkhxAG0N2fYbgJeUUp9h8EAbRYQzZfMEtVaW5VSSzC2PUuBjf5f/gXAZ0qp2RgraoVD3lYANI3wWY8CjwLMmjVL6sKJw1Zlq51bXzROJ3x2x6mk+c+Taa1p7OrjuPIM8lJiiaYftr0KS14ixpNAvqmNhpk/I+XEK9lRfA3ffmwVz542h/VbW0iIcQaV58j3B3xLK40/foa3l4qNjuB335xyIG5XCCHEEF8YsGmtW4FjlVILgMn+y29prT/8nLeFUEplAv3+YC0WOAW4V2udNeQ1tcAsrXW7Uup14Fml1AMYSQdjgdXhfKcQh5M3Ng7+vVLZamduWToA3U4PJredstg+ilf/mjUxC0leYyQg5AOVuoCS2RcZz/0BWaO1j2pLD2My44NWyvICAVs7afHRgaBQCCHEV2tvVtgA0Fp/BHy0D9+VCzyplIrA2Ip9Xmv95ud831al1PPANsADXCcZouJItqyqnczEGCx2F3s6ewMBW5O1jyej72HGsioA+lQ67xX+mAsvuZLrnv6UJlccr8QZ2545/tW0ZpuTGouDOf7PGDAw7vb6QrZDhRBCfHX25gzbfqG13qS1nq61nqq1nqy1vnuE15RorduHPP+d1nqM1nqc1vqdAzVXIb4qLo+XFpsz5Hqf28uWRhvfOCoPkyKoQfvyXW3MMBnBGqZIbkz9G2+ZTkTHprKsJYrxBYNBWUxkBBkJ0VS1OWiyORmTGdyE3RxljAOMkeK3Qghx0DhgAZsQ4vN5fZrvP7GGY+75gFfWNwSNbW600e/VzC1LJy8llj3+gE27e7n4w+ONx2Unwk1bSE7NpMnaR6O1D1tfP5PykoM+Ky8llhXVxt9FZSOsomX4S3dItwIhhDh4SMAmxEHisz1dLK/qQGt4Z3Nwt4KdLUa3gol5SZSkxjC7/nGw1tP70f0kYgRvasEvISmXvJRYGrv62NJoZJNOzg8O2HKTzbQ73ACMGSFge/iS6Vwyu4gzp+Tu93sUQgjx5ez1GTYhxOja3GAEWNOLUqhp7wkaq2pzkBATSU5iNJd5XuJrPU/Dn58mHnjNeyyFZ97KjMKjAaM+Wo/by/KqDiJMivE5wZmeA4kFSkFxemh7qbHZifzhPMkEFUKIg4mssAlxAGmteWNjEw6XJ2Rsa1M3mYkxzClNp66jJ6hbwa42B2OyElDrF/K1tscD19tSZ3Br/9VkjZsTuFaQagRh72xpoTwzAXNURND35CUbAVuSOSpkTAghxMFJAjYhDqB1dV1c/5/1/OzFkG5vbG2yMSkviTGZ8fR7NQ1dRs9Pu7MfV/16nu66DN64Aac5k+nOR9h94Xs8VvoXVJQ5EITBYAeCdoeLSfmh7aMGCuVeflzJKNyhEEKI0SABmxAH0Pv+np9vbW4OWkHz+jQ17T1UZCdSlBZHkWqlq2olACuXvM1Lpp+T5GmHSDNNx99LF0nsopiqDielGQmYTIO11ApTB7c5Jw9LOAA4rjyDDXeeyk2nVIzWbQohhNjP5AybEAfQyprOwOP6rj5KM4yyGo1dfbg9PsZkxlPsqeX96FuIWeSBTzI5tcfoOqBnXYk6636SHS54YzGN1j5q2ntCkgqS46ICj2cWp444j5Q4KYgrhBCHEllhE+IA0VpT0+Zgij/Aqm5zBMaqLQ6i8DDB3EX2W9/FRRSWuLHQY6GfSP6YdjfqzPsASI2LJtKkaOjqo76zd8RMz4cumc4jl85gWmHKgbk5IYQQo0oCNiEOEIvdhd3l4ZQJ2QDUtA8GbB/saOW56N8w9aX5KFs9v4+8jvvK/oW+o4Pp+ll6ik820joBk0mRlRjDmtpOfJqQ4rcA50zL4/TJUpZDCCEOF7IlKsR+9tcPd9HR4+ausycFXa+2GKU6Zhankh4fTWNLG3QqevrhV+vnE2kaPNNWnXocZlsfjd1uHC5PSBP2zCQzG+utwMi11IQQQhxeJGATYj/a1GDlvvcqAbj82FKKhtQ5q7YYK2plmfHkp8ZyXs0d8NAaYqISiVT+YO2GDRAZQ8brzVS22tnSaBTMHX5OLTsxJvB44BycEEKIw5dsiQrxJXQ4XCNeX17VEXj81ubmoLEaSw9x0RHkmL38vucupjnXAGDy9HGZ+2e0XV8DaaWQlEducizNNiebGqxEjlD8NivJCNhykszEx8jfXUIIcbiTgE2IMK2q6WDmbxfz2obGkLFNDVaK0uLITTZT2WoPGqu2OJia7sP0/KVM7ltLHbnw3Tf41diX2RY3m6z0wSbteSlmet1elld3UJGdGFLgNifJDIzcqUAIIcThRwI2IcL02sYmAP64aGfI2KYGG1MLkinPSqBqSBYoQGNbOw/03Aa7l/Je+R2c4Lyf/qJ5bOyKZFxO8Dm0XH8h3I311pDVNYCLZhVy5bxSrl1Qvr9uSwghxEFMAjYhRvDRjjbW1XWNOLZsVzsAzbY++ocUv7XYXTRa+5hWkMLYrESq2hz4fBqAylY7J9rfJM9dC99+nvaxFwXeU9veQ0l68Dm03BRz4PGYrNCkgqwkM788ayInVGTu030KIYQ4NEjAJsQwXT1uLn9iDef/fUXImMPlYU9nL0Vpcfg0NFudgbFNDUbW5tSCZMoy4+nr99JmN8661bzxJ34Z9QzejPEw9hSy/EkDla12bH39IYkD+SmDraZGKtshhBDiyCIBmzgi1Xf2cudrW+hze0PGXvdveQJ0O/uDxnb5z6WdND4LgIau3sDYxnorJmVkdObHejnTtJL+1Y9D7XJOb/gLABGzrwQg39/vc2mlsVo3fIUtM2EwC1TKdgghhJD0MnFEenzZbp76tI60+OiQnpqbGmyBx2t2d3Kyv9AtwK5W41zaSeOzeGJFbaBBO8Cq6nbuTnmb+LdeZ27jFhZEb4HlwHJoJY3Hx/+T22efDBhBWFSE4s1NRnBYOmwVzWRSfHLrAt7d2kL5CFuiQgghjiyywiaOSPWdxsrYO5tbQsa2N3dzdEkqSsHmRlvQ2Pp6K/HREcwuTcOkoLm9E1x2ensdnNn0Zy7tWwib/ktsxxb+7DmP9WOvp79gLuc57yIrvzTwOdGRJsqzEmmzu4iONFGcFprtWZgWx5XHl6GUChkTQghxZJEVNnHE0Vqz0X/erKbdQb/XR1SE8beL2+NjV5udK48vo7PHHShcC+DzaT7Y3sr8ikzMbivnJuzgW+t/Duu7iDRFc1lEB/XjLqdw/v/Da7fw0JNePBnleMb9hMaqT0OSBybmJrG9uZvitDgiI+RvJyGEEP+b/CshjjgNXX20O9wcXZJKv1ezu70nMLa50Ua/VzM1P5lJeclsaxpcYauyOGizuzh5bAo8cz4P9t9NtnsPZE2gJWEi33bfTsxZ90D+TCLGn05mYgyt3c5AeY/yYWfRvjk9HwCvP5NUCCGE+F8kYBNHnIHVtQtnFRKDm5btn4I2gqaVNUangjll6ZRnJTDX/h7uPUZHgvV1nXw74gPOWXkxNK2n0TyW70X+Ea58n4eyf0dl3EyyEgfLcWQnmWnxB2zmKFNQ5ifAceXp/GhBOfdeMPVA3LYQQohDmGyJiiPOhj1WYiJNnDE5B9urzzN/ydvQdAZc9BTr91gZkxlPWnw0s3qWckP0I/CvRyB3GtPt0VwctQbdpeDihTzfMI6PP9yFy+NlW1M3E/OSgr6nIDWWHc12TEpRlpGAyRR8Fk0pxc2njTuQty6EEOIQJSts4rC1aEtzoOH6UBsbrEzOTybRZ+eSyCXGxcp34NUf0tOyiwd998CfxjJr2x/o1nG0lX0TUFQ41rAnqhR1exNMOJvCtDi0hj0dvexqszMxNzhgK0yLo6Grj12tdsn0FEIIsU8kYBOHpQ31Vn6w8DNu+M/6oOv9Xh+bG21MK0iB935JLE5+lvV3OO4m2PIid/f8hnHOTZA1gWinhdv7r+CTSb+l9/IPmO1+hFdmPAnRRkZngb+W2kc72+j36pAVtqK0ONxeH002pwRsQggh9okEbOKw9Op6ozF7a7cz6Hplqx1nv49TYnfAhmdYnPZtVjhy4KjvADDW1Mie0ovhu6/j/HEVb/qOocnax9ambtp8SUwqzgl8VqG/FMd7W1sBQlfYUgdLdUjAJoQQYl9IwCYOWVprnP2hnQrA6PMJ0O5wY+11B65vqLeSiZWZlQ9CUgFbyq+myerEk1ZOe8o0AKInnw2AOTmT9PhommxONtb7204VJgc+KzsxhkiTYm1dF+YoU0h7qaHPJWATQgixLyRgE4esJ1bUMv6ORSGraAAtNieR/kP+QzsXtO5axxLzT4hu3wan/pq8jFS8Pk2zzckvU//EJVF/oWjagsDr81JiabL2saHeSn5KbFAWaGSEKdCkfXxOEhHDkgoK0+IoTDO2TYe3nhJCCCHCIQGbOGS9uK4BgL99VBUy1mxzcupEo6XUpgYrWCrh9eu5rPqnaFMU6rrVMOWCwLbl1qZullR1Uj5pVlBngdxkM822PjY2WJk2ZHVtwMD7/9cK2qIb5/P2DccTHSn/qQkhhPjy5F8RcdB6c1MTP3luQ6CN1HADjds3+LcrB/R7fVgcLiqyEynLiGdzfSc8eyF89hTxPgdLx94G6WMAAitgf15cibPfxyWzi4I+Ky8llspWB/WdfUaiwjDXnGB8zrzyjBHnGB8TGZKMIIQQQoRL6rCJg9ZjS2vY2GCjo8fNk9+fHTTW6/awu8PoUFDZasfn04E6Z5sbbWhtrI5Nzk9mRvXfwFPLjhP+jzPeTeLfM+YEPicvJRaTgh0tdiqyE0KCq7yUwS3QaYWhAdsJFZlsv/t0YqMj9tt9CyGEEMPJCpv4SlW1OfhklyXkus+nqWw1aqh9XGmhxRZ8Tu3jnRa0hrOm5uLs91HfNbgKd/cb24iP8DA308UCtY7veV7AO+VbfMRsNCaOGhJ4RUWYyEkygrIZRakh88gb0p1gSn7oliggwZoQQohRJwGb+Eqd/uel/L/HVwe2Nwfs6eylr9/LN47KAwj04xzw8vpGMhNjuOyYEoBAgdzOHjdV9U08W/QGJU/O4ps7fkqVL4/6efewvcVBfkosKXHRQZ81b6yxnTlphK3L6UWplKTHceK4TOJjZEFaCCHEV0P+BRJfmV63B4+/8fnHlRZOnzxY42xbczcAZ07N49UNTVRbHIHAqrXbyYc72rhyXikFKTFcHvEO2asXQ1s+etMitpjXQPPg9zzuPYMzbB52tHQzITcxZB6/PmcyJRnxfMPfjH2o/JRYltyyIOS6EEIIcSBJwCa+MmtquwKPP9rRFhSwbai3Eh1hYn5FBonmyKAWU8+tqcfr03x7ThHZ25/krqinoQaoARWdO/gFE87Bln8CL76ZSXmbg2pLD1+bOPgdA2KjI7j2xPJRuUchhBBif5CATXxlNtZbUQrmlKaxandH0NhndV1Mzk8iJjKC8oxYxtc8AX9fic6dSuHmdn6bU0qxaRJ89FvWqCmkxUYwZt4FnLtsEsfm9HGv4w6YfwuJ2VNQixbx0Y42vD7N+BFW2IQQQoiDnQRsYtR5vD4iI0KPS26stzImM4FTJmTz27e209btJCvJjNvjY1OjlfvKt8CmRi6K2Mkl7Y9B5FjUhmf4JoAV+MsjEBHDoyk/xplQwJ8mTaP+9Q+oOHYizPsMMA5pFqbGsqyqHTAK3AohhBCHGkk6EKOq2uJg+t3v85fFu0LGtjTZmJqfzJjMBBQ+XMv+BrZGtjd38139BufU/g5evopLWu9jrW8cnh+uYuWC/3CK649YJl5ufEjuNFRqMa3dTna22oHQnp7F/i4DMZEmStLjEEIIIQ41ErCJfVZjcYRkcQ54bk09dpeHBxdXBvX97Hb209rtYmx2IkW9W9ltvpTC1XfDGzdQt3kZN0e+gC9msPzGD9030NztYplzDLtVIYlf+zlkTYRT7vJ3I3BS2WIEbONygrc9i/xN2iuyE0dc6RNCCCEOdrIlKvaJ1pqT7v8YgNp7zgwZ/2B7a+BxVZuDyf5aZgMBXnlWAnnbnh98Q9VizmExnSqZtB+tglX/YGPKyVhetLGns5fNjTbGZiVgTsmBaz8FILu2CrvTw/r6LjITY0iLDy7bkWg2/m8+NKlBCCGEOJTIcoPYJ1ubugOPu539QWM9Lg817T2cNdXI3NzVZg+MVbU5qFD1HL3rQWK3PMvb3tn836xFMPc6Ho+4mHtLn4DEHDjlLjLKZwJQ19HLlkZbIOgbkJtsFL5dWtnOuOzQpILLjinhtjPGc/X8sv1yz0IIIcSBJgGb+EIWu4v73t0ZEpABrNrdGXi8rq4raGxHix2t4cwpuURFKHa2GKtqWms++fRTXo75NSnr/w7Fx/GfmAupc8bTdtyd/KbnXMaWlQQ+JyfJTNT/b+/O46sq7zyOf37Zd7IvJGELm+wogiCKWrUuHe2MWreOdnAddapjp1bbmVZnRq1LN8dxaae21nXcRmsRRVFxAzG4sG9hDYQsJEASst9n/jgn5IYbKBchhOT7fr3uK+c+zzkn5/5eCfnxrJFG8YZqttc3M2avBW5z/J0K6ppaQ7pDAbKSY7luRhHR6g4VEZGjlP6CyV915+vLePi9tdz7xoqQunWVdUT6e3iuLKvtVLd0y04AxhWmUpiWsGcT9/JPX+S/tl9DErvh9Dvhe7Oo6XcMFbWNLPdb7IK3gYqMMArSEvjLYm813LEFe7ewdWwf1VULm4iIyNFOCZvsV2tbgLeXe+PQ2r8GK6msY0JhKmkJ0Z328wT4eG0VBWnx9E+O4j/bfsWt66+Gd+4k981rAKgbcBpMvQnMyE2JY8uOhj1j24bvlXgVpifQ3BYgJjKC0f07J2zte4ECWmdNRER6JSVssl+bqnfT3BpgeE4SVXXN7Gzo3C1aUllPUVYiA9I7WtAAmlsDzC/ZzknDsrCFv2Naw/tktpbDR78C4LLWnxF75csQGQ1AUXYS66vqWV62i8ykGNL2mjgwIN1rRRudn0JcdOfN1uNjIplQmMqFxxXsc4N2ERGRo5kSNtmvNX6LV/uWTuur6vfUra2opbK2iVF5KRSmJ7CpPWFbOYvy524kqqma8wobYMGjbE45lolNj9N66xp+nP0otTmTO40pG56dTEub4+1l5QzNTgp5jnPG5jEyN5mLjivs8jlfvfFEHrxoPGZ2qD66iIhIj6GErRfZ2dBCa1ugy7pAwFGxqzHse7Z3UZ4xKgfwxqwBtAUcT70+h8gIOGdcHgPSE9hRU01g9u3w/GUUljxLcdwNTJ11BuzczNrhVxNwRkUgmQ9qcxmSldjp+7R3gdY2tTIqL7SVbFpRJm/ecjKXTRkQ9mcQERE52ilh6yWaWtsYf9cc7nx9WZf1T87fwOR75rK4dEdI3bsry5l89zv8fPbKkLolpTspTI/nmLwUzLylNQBWv/cMd22eyVND55E991bO3v4ks6JvI+LTR2kecwnfbf0pxZnfhrMfgO9/AcPOAGBz9W7KdjbuWcy23bCcjla1cQXq1hQREQmmhK2XWFzqzch8esGmLutfLC4F4L/eXRtS99bScipqm3hsXgmfruvYhN05R/HGGiYNTCfGNfOP8e9yzJrHYM3bDFh4FwDTNj0OXz7D2DWPUGAZuu0ZAAAV3UlEQVRVbDj2duYO/zc+ah1JxLd+AVOuhfTB9PdnchZvrKEt4CjcK2GLi44kxV/gdu911kRERPo67XTQSywMWg+tsraJrOTYPe+r65tZuc1bLqOkiy2kVpXXMr4wlVXbdvHGkjKmDMkAvNa0qromvh3/JTzyPW4LrIcK4JnfE2vR/Nr+nlsKVsPx11DVEODO15ZwUt7llFXsxgzGBM3mzEv1ZnK2r9tWmBa6p+cL10/l5UWlDMlMDKkTERHpy9TCdhRZW1HLa19u6bKufc0z6Bhn1m7uinICDk4alklpTQNtAbenLhBwrCmvZWJhKtOHZvH+6so9dcUba7g88h1mfH4z1KzntYyruDvunwF4P/Y05udeDlfNgXEXkTrpImYzjU3Vu1lTUUdhWgLxMR2zOVPiokmKjeLjtVUADMoMTdhG5qbwk3NHERGhiQMiIiLBui1hM7M4M1toZl+Z2TIzu8svf8DMVprZYjP7PzNLDbrmDjNba2arzOyb3fWsR1LZzgacc13WXfLbBdz8/Jd8tTl0HNqG7bsZmOElQVt2NHSqm7O8nP794jhrTC7NbQHKgyYfrK6opb65jRG5yQzLSSJxx2rcY9Ph0elkLLiXu6OfwPWfCN/6NcsGfo+n64/Hnfcw/9Z4aadxZ1GREeSnxrO5uoE15bUMzwmd6ZnbL462gCMzKabT2mkiIiKyf93ZwtYEnOacGw9MAM4ysxOAt4ExzrlxwGrgDgAzGwVcAowGzgIeMbPILu/cS2zZ0cDUe9/l4S7Gma3aVktVXTMATy3Y2KnOOcfG7fVMK/K6MrfUdCRsDc1tfLimkjNH5+4Z6L8paL20Zz/dRExUBGeOyuGMij/wRvRt2LYlUL6EUyufZltUPjbzLZj0D+SmJ9PQAivzzqesMSZkcdsB6Qmsq6pjfVU9Q7NDF7Bt3/NzTH4/Lb8hIiIShm5L2Jynva8u2n8559wc51yrX74AKPCPzweed841OefWA2uByd31vIfLoo3VzPK3WNpbe7fmswtDJw7ML/G6EkfkJIe0sFXWNrG7uY2RuSlkJMZ0amH7YE0ljS0BzhyVw4D0BEbbBmKLH4fKVeAcH62p4uRhWWQkxXLsusdCvu+HRf8CUd54uP7+OLR5frfp3uulFaYnsHTLLlraXJctbOMLvMbTSQPTuvz8IiIi0rVunXTgt5AtAoYC/+2c+3SvU2YC/+sf5+MlcO1K/bK973ktcC3AgAE9f42uCx6dD8CxA0/rtAcmwDJ/H83q+mYCAddpLNfCDdXkp8Zz9thcfjN3DbWNLSTHebsElFR6i9kOykwkPy2+U8I2Z+k2+sVFcfzgdCIWPcGs2B/DcmD5fTSccT+n13zBrY2z4I/jAfg0MJLIC/+HlH5p3PP4k/zdqLP23Kt/qve8H/gJW1ctbO2GddHC9oMzh3P+hP4hM0RFRERk/7p10oFzrs05NwGvFW2ymY1przOznwCtwDPtRV3doot7/tY5N8k5NykrK+twPPYhEzzY/5XPQycPLN/qtbA1tQZC9uX8avNOjh2Yxpj+/XAOVpd1tLIVb6gGHMeX/onv2LtsrfYSONfSwI0rLmd+xEyi/3gWkbNvY7UNpixmEADxb9/Gj6OfI651F2z4EIB/b7mCrS6Dpdvh/cAEjsntSLzaE8xPSraTHBdFZlLHTFSAwvSOBLQoO3Smp5kxLCc5ZGspERER2b8jMkvUObcDeB9vbBpmdiXwLeBy1zHivhQI3oeoANjajY95yAXP3ly71/Iazjm+2LSDIn8HgFXbavfU1Ta2sGVHAyNzk8nrF8u0iKVM/NMIWPAo4CVQ16d/TsIH/853K3/BS3VX4B4cTusT5zKEUsqyTwKLhLzxPJBzPzelPQq3b2Ze3lV86o6h8fLXID6dlkGnsMwNorK2ibeWbSMzKYbBQUtsZCTGEBPl/ch0tSzHSD+5mzQwjYQYrRgjIiJyqHTnLNGs9hmgZhYPnA6sNLOzgB8B5znngpuV/gxcYmaxZjYYGAYs7K7nPRxW+ElYRmIM64L25ARvj87t9c1cOtnr1l1d3pGwrS73krsROckM2PgKz8bcQ4RrgzdvZ8mHrzF043Nc516E3HF8MeQ6VrkCWpP6E1m+hEdaz6PsGw/DzNlw7XukZ+Z6kw7iUrir9jweGfgQccNOgVuWEPXdF4iJjGB9VR1zV1Tw7Qn5RAXt9xkRYfT3Jw4UpHXuzgUYmp3Mh7edygvXTT2kcRMREenrurMZJA940h/HFgG84Jz7i5mtBWKBt/2Zgwucc9c755aZ2Qt4I65agRudc23d+LwHJRBwfLCmkimDMzqtQwaw3h9rdurIbOYs24Zzbs9syeKNNQDMGJ7FHz7e4CVpy16FnDEsLo3k0si5HLd1FUkrnul0z7Fzr2BsNNAAnHsnlXYi1y6fwavnnsgXG6u5/y8rWJjbMQGgIC2eytomSmt2s66qvmNvztgkDBiem8TsJdtoDTgmDgidHDAoM5EN23dT0EULG6DxaSIiIodBtyVszrnFwMQuyofu55q7gbsP53Mdam8sLeOmZ79gdP8UZn3/pE5166vqyE+NZ2RuMi8tKmXH7hbSEmMAWLShhn7x0RRlJTE9uYyfrL4SVnmTEFan/ZJ7o38PH3n3+WHUbSQPncZPM97jxUVbyIuoZvq0k2H035Ff5l2zdUcDqyvqSU2IJitorFmu30L2zvJyAMYV7Fn2DoCx+aks3eLNUm1f1y3YqSOyeX9VJVqVQ0REpPtooNFBCAQcZnS5llj7ZIJlW3fR0hYgOqhLcX1VPYMzE+nfL45EGiivbdyTsBVvrGbKgEQiXrmK+ypf7nTPe2tu9Q5OvwuS81j5QT4ZDTE0nvIz7njvLa49eQjTp48EoCDVXzy3xl/ANju503O2TxyYs7wcMxjdP6XT9xpf0I/n/I7nAV0kbBcfX0hpzW5mTh98wPESERGRr0dbU4Vpfsl2Rv/sLX708uKQuraAY37JduL9WZDbdnbsKNDQ3Mbq8jrGprcxY97FfB57PY3r5u85b1PlTm4IPAdLvWTt3OZ7aP6XDXw59SF+0XIhK855CabfAuMvJjs5lopdTawur6U14BgbtFl6SnwUSbFRbNnRwKry2k67EUBHC9snJdsZnp1MYmznnP3Ukdkd9/KXDQkWFx3JT84dFbIkiYiIiBw+StjCNL+kioaWNmYtLiMQ6LzKSEllHQ0tbZwzNg+g09Icb68op6GljZm7/pvE7YuJtRbGvHMFLPojm+b+jqdj7mHC5qcgJolXz/yQZYFBbGuK5Y22yTzOhQyeeNqeexWmJ7Bhe/2eddtGBbWSmRn5qfEs2lhDbWMrI3I7r4fWnrABTBuaEfL5clLimFaUwdQhoXUiIiJyZKhLNEyl/qK09c1trKmo65QQfbahGoBzxuby8uelxC/6HSxcAnnjeH39DMal1JO5cTbNU27i5Hkj+Evmw2S+frO3fUMEuGPOw064gayW/sBmSnfspnhDNWML+nVau2xUXgq7m9uYvXQbSbFRIUts5KfF8+7KCsDbUD1YUlCL2snDul637pmrp2jrKBERkR5ECVuYSmsa6N8vjq07G/lqxUpG9BsK8WnUNrZw3+yV5KfGc+LQTKIswMTlP/cuWjWLHwaeIiY1F2uBmBOuoXb+Sp4s+iW3FJVz0ytrOH5gOjMvvhaAfH/Jj3WV9Szdsot/OHFQp2c4Js9Lwj5YXcmkgWmddkQAyPd3JOhqjBrAP502lAgzZgzvOmFTsiYiItKzKGEL05aaBk4YksGn67bzjY8vg3kV8I/zKd6RSW1jM7+5dCJxVct4Nv4BCHjXNMZmktS4m/67imHSTEgbRFbyejY2JvJlv9OY3RjH30w6ds/3yPP37Hxz6Taa2wIct9fem8NykoiMMNoCrlN3aLtB/mK3zhEyRg3gB2eOOFThEBERkW6ghC0MLW0BynY2kJ8WzzcHtJKxxut25MNfUBJ5EQtibyJt9wPw3kNMDixhQ9QQBv3oE+788xreWFLGF7dNITLO60LNSo6lfFcjy/1lOCYUdiyvERsVSXZyLB+trcIMJg9O7/QccdGRZCTGUFHbxKi80ITt4uMLef2rrUwZkh5SJyIiIkcfJWxhqG1sZVxBKsNykslsLAVgd/+pJCx9iat5ydv99LVrAFjU7wx+1HAF70TH83FJFScMySAyoSMpy0+Np3hjDSvLdpESF0Ve0GQA8MahVdQ2Ma4gldSEmJBnKcpKoqK2iWE5oZusJ8VG8eqNJx7CTy4iIiJHkmaJhiE9MYZXT93OebNP4Njyl2h00bxV9K8AlLpM3i24AQZOhxNv4ZNjfkpJbSQllXVsrm7gxKGZne5VkJbAtp2NLN26i5F5KSHjxuoaWwE4c1ROl8/y4HfGc/2MIsYX9OuyXkRERHoPtbCF693/hMadxG35hAcjr2Lr9iSKLpjHd55Zx0NTp8HoXAByizfj3GZeXuS1xE0r6rxMRn5aPK0Bx1ebd3Dl1IEh3+bqkwbz/GebuWofC9Tmp8Zz+9kjD/GHExERkZ5ICVs4Whph52bv+KQfsHD16VDTwKJduTQSy4QBHV2e7TM5X/68lNioCIqyOi9gG7x5+ojcrsahDeDi4wcchg8hIiIiRxslbOForoNxF8PYC2HQdAqqvuTT9dWUVNaREhfVac/OkbnJJMREUr6rieE5SSFLbwwI2iR9ZF7oODQRERGRdhrDFo7ETPibX8Og6YDXSla2s4FV22opyk7qNA4tKjKCiX6L26CMxJBbDUhPICXOy5dHdDFxQERERKSdEravoSAtgYCDLzbtCOnyBDh7jLdFVWNrIKTOzJj3w1N57poTulwrTURERKSdEravYai/sXpkhHHqiOyQ+r+dmM+UwenccEpRl9enJcYwtUh7doqIiMj+mXPur591lJg0aZIrLi7u1u+5alstAzMSOu31KSIiIvLXmNki59ykAzlXfXFfU/Dm7yIiIiKHg7pERURERHo4JWwiIiIiPZwSNhEREZEeTgmbiIiISA+nhE1ERESkh1PCJiIiItLDKWETERER6eGUsImIiIj0cErYRERERHo4JWwiIiIiPZwSNhEREZEeTgmbiIiISA+nhE1ERESkh1PCJiIiItLDKWETERER6eHMOXekn+GQMbNKYOORfo59yASqjvRDHEUUr/AoXgdOsQqP4nXgFKvwKF4w0DmXdSAn9qqErSczs2Ln3KQj/RxHC8UrPIrXgVOswqN4HTjFKjyKV3jUJSoiIiLSwylhExEREenhlLB1n98e6Qc4yihe4VG8DpxiFR7F68ApVuFRvMKgMWwiIiIiPZxa2ERERER6OCVsX4OZPWFmFWa2NKhsvJnNN7MlZva6maUE1Y3z65b59XF++XH++7Vm9pCZ2ZH4PIdTOLEys8vN7MugV8DMJvh1vT5WEHa8os3sSb98hZndEXSN4hUarxgz+4Nf/pWZnRJ0Ta+Pl5kVmtl7/s/KMjO72S9PN7O3zWyN/zUt6Jo7/JisMrNvBpX36niFGyszy/DPrzOzh/e6V6+OFRxUvM4ws0V+XBaZ2WlB9+r18Qqbc06vg3wBJwPHAkuDyj4DZvjHM4H/8I+jgMXAeP99BhDpHy8EpgIGzAbOPtKf7UjGaq/rxgLrgt73+lgdxM/WZcDz/nECsAEYpHjtM143An/wj7OBRUBEX4kXkAcc6x8nA6uBUcD9wO1++e3Aff7xKOArIBYYDJT0lX+7DiJWicB04Hrg4b3u1atjdZDxmgj094/HAFv6UrzCfamF7Wtwzn0AVO9VPAL4wD9+G7jAPz4TWOyc+8q/drtzrs3M8oAU59x85/2U/gn49uF/+u4VZqyCXQo8B9BXYgVhx8sBiWYWBcQDzcAuxWuf8RoFzPWvqwB2AJP6Srycc2XOuc/941pgBZAPnA886Z/2JB2f/Xy8/xA0OefWA2uByX0hXuHGyjlX75z7CGgMvk9fiBUcVLy+cM5t9cuXAXFmFttX4hUuJWyH3lLgPP/4IqDQPx4OODN7y8w+N7Pb/PJ8oDTo+lK/rC/YV6yCXYyfsNG3YwX7jtdLQD1QBmwCHnTOVaN47SteXwHnm1mUmQ0GjvPr+ly8zGwQXivHp0COc64MvD+8eK2P4MVgc9Bl7XHpU/E6wFjtS5+KFRxUvC4AvnDONdEH43UglLAdejOBG81sEV6TcLNfHoXXVH65//VvzewbeM29e+srU3f3FSsAzGwKsNs51z4uqS/HCvYdr8lAG9Afr8vqB2Y2BMVrX/F6Au8PQDHwa+AToJU+Fi8zSwJeBm5xzu3a36ldlLn9lPc6YcRqn7fooqxXxgrCj5eZjQbuA65rL+ritF4brwMVdaQfoLdxzq3E6/7EzIYD5/pVpcA851yVX/cG3pibp4GCoFsUAFvpA/YTq3aX0NG6Bl4M+2SsYL/xugx40znXAlSY2cfAJOBDFK+QeDnnWoF/bj/PzD4B1gA19JF4mVk03h/UZ5xzr/jF5WaW55wr87ukKvzyUjq3frfHpU/8PoYZq33pE7GC8ONlZgXA/wFXOOdK/OI+E69wqIXtEDOzbP9rBPCvwGN+1VvAODNL8McazQCW+83DtWZ2gj8L5grgtSPw6N1uP7FqL7sIeL69rC/HCvYbr03AaeZJBE4AVipeXcfL/x1M9I/PAFqdc33md9H/bL8HVjjnfhlU9WfgSv/4Sjo++5+BS/yxRYOBYcDCvhCvg4hVl/pCrCD8eJlZKjALuMM593H7yX0lXmE70rMejuYXXutPGdCC9z+Cq4Cb8WbGrAZ+jr84sX/+d/EGVi4F7g8qn+SXlQAPB1/TW14HEatTgAVd3KfXxyrceAFJwIv+z9Zy4IeK137jNQhYhTcg+h1gYF+KF96QDIc3a/1L/3UO3sz1uXitjXOB9KBrfuLHZBVBs/V6e7wOMlYb8CbA1Pk/i6P6QqwOJl54/5GqDzr3SyC7r8Qr3Jd2OhARERHp4dQlKiIiItLDKWETERER6eGUsImIiIj0cErYRERERHo4JWwiIiIiPZwWzhWRPsfM2pcZAMjF2ymi0n+/2zk37Yg8mIjIPmhZDxHp08zsTqDOOffgkX4WEZF9UZeoiEgQM6vzv55iZvPM7AUzW21mPzezy81soZktMbMi/7wsM3vZzD7zXyce2U8gIr2REjYRkX0bj7djwljg74HhzrnJwP8A/+Sf8xvgV86544EL/DoRkUNKY9hERPbtM+fta4iZlQBz/PIlwKn+8enAKG/LQwBSzCzZOVfbrU8qIr2aEjYRkX1rCjoOBL0P0PHvZwQw1TnX0J0PJiJ9i7pERUS+njnATe1vzGzCEXwWEemllLCJiHw93wcmmdliM1sOXH+kH0hEeh8t6yEiIiLSw6mFTURERKSHU8ImIiIi0sMpYRMRERHp4ZSwiYiIiPRwSthEREREejglbCIiIiI9nBI2ERERkR5OCZuIiIhID/f/L0qCCJeWfV4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,7))\n", + "ax.plot(data[\"Date\"], data[\"CO2\"], label=r\"raw CO$_2$ atmospheric concentration\")\n", + "ax.plot(data[\"Date\"], data[\"seasonally adjusted\"], label=r\"seasonally adjusted\")\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"CO$_2$ atmospheric concentration [ppm]\")\n", + "ax.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Etude des variations saisonnières" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous nous intéressons dans un premier temps à caractériser les variations saisonnières. Nous soustrayons aux données brutes les données moyennées, de façon à ne faire apparaitre que les variations saisonnières." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4 1.28\n", + "5 2.30\n", + "6 2.83\n", + "8 0.67\n", + "9 -1.30\n", + "10 -2.92\n", + "12 -1.88\n", + "13 -0.76\n", + "14 0.06\n", + "15 0.66\n", + "16 1.28\n", + "17 2.31\n", + "18 2.83\n", + "19 2.15\n", + "20 0.67\n", + "21 -1.31\n", + "22 -2.92\n", + "23 -3.02\n", + "24 -1.89\n", + "25 -0.77\n", + "26 0.06\n", + "27 0.65\n", + "28 1.31\n", + "29 2.34\n", + "30 2.84\n", + "31 2.15\n", + "32 0.65\n", + "33 -1.34\n", + "34 -2.94\n", + "35 -3.02\n", + " ... \n", + "780 -2.24\n", + "781 -0.92\n", + "782 0.07\n", + "783 0.77\n", + "784 1.53\n", + "785 2.75\n", + "786 3.39\n", + "787 2.57\n", + "788 0.80\n", + "789 -1.55\n", + "790 -3.50\n", + "791 -3.60\n", + "792 -2.26\n", + "793 -0.92\n", + "794 0.07\n", + "795 0.78\n", + "796 1.56\n", + "797 2.79\n", + "798 3.39\n", + "799 2.55\n", + "800 0.77\n", + "801 -1.59\n", + "802 -3.51\n", + "803 -3.60\n", + "804 -2.25\n", + "805 -0.92\n", + "806 0.07\n", + "807 0.79\n", + "808 1.54\n", + "809 2.77\n", + "Name: seasonal variations, Length: 801, dtype: float64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"seasonal variations\"] = data[\"CO2\"] - data[\"seasonally adjusted\"]\n", + "data[\"seasonal variations\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous traçons les données ainsi obtenues. Nous constatons que les variations saisonnières semblent bien sinusoidales mais que leur amplitude varie au cours du temps." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0,0.5,'CO$_2$ atmospheric concentration seasonal variations [ppm]')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,7))\n", + "ax.plot(data[\"Date\"], data[\"seasonal variations\"])\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"CO$_2$ atmospheric concentration seasonal variations [ppm]\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Au vu de la forme des données nous choisissons de les modéliser par une fonction de la forme suivante :\n", + "\n", + "$$ f(t) = (A+Bt) \\: \\sin(\\omega t + \\phi)$$\n", + "\n", + "Nous allons ainsi réaliser un fit des données par ce modèle en utilisant la bibliothèque `spicy.optimize` (voir la [documentation](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.curve_fit.html)). Cela nous permettra d'estimer les valeurs des paramètres $A$, $B$, $\\omega$ et $\\phi$ correspondant le mieux à notre jeu de données.\n", + "\n", + "*Note : Le fit n'est réalisé que sur les 500 derniers points car il converge vers un résultat aberrant lorsqu'il est réalisé sur l'ensemble des points, visblement pour des raisons numériques. Les 500 derniers points comprennent plusieurs dizaines d'oscillations et sont ainsi représentatifs du reste des données.*" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "f = lambda t, a, b, omega, phi: (a+b*t)*np.sin(omega*t + phi)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Fit sinusoidal : y = (A + B*t) * sin(omega*t + phi)\n", + " Résultats du fit : \n", + " A = -11.45904 ± 6.39356\n", + " B = 0.00719 ± 0.00319\n", + " omega = 6.28308 ± 0.00109\n", + " phi = -201.20182 ± 2.18862\n" + ] + } + ], + "source": [ + "# Valeurs initiales des paramètres\n", + "tt = np.array(data[\"Date\"])\n", + "yy = np.array(data[\"seasonal variations\"])\n", + "ff = np.fft.fftfreq(len(tt), (tt[1]-tt[0]))\n", + "Fyy = abs(np.fft.fft(data[\"seasonal variations\"]))\n", + "guess_freq = abs(ff[np.argmax(Fyy[1:])+1])\n", + "guess_amp = np.std(yy) *3/ 2.**0.5\n", + "guess_offset = np.mean(yy)\n", + "p_0 = np.array([guess_amp, 1e-5, 2.*np.pi*guess_freq, guess_offset])\n", + "\n", + "# Noms des paramètres\n", + "param = ['A', 'B', 'omega', 'phi']\n", + "\n", + "# Calculs des valeurs optimales des paramètres\n", + "p_opt, p_cov = opt.curve_fit(f, data[\"Date\"][-500:], data[\"seasonal variations\"][-500:], sigma=None, p0=p_0, \n", + " method='lm')\n", + "\n", + "# Calcul de la liste des ordonnées du fit pour chaque valeur de x\n", + "y_fit = f(data[\"Date\"], *p_opt)\n", + "\n", + "# Affichage console\n", + "expr_str = \"y = (A + B*t) * sin(omega*t + phi)\"\n", + "print(\" Fit sinusoidal :\", expr_str)\n", + "print(\" Résultats du fit : \")\n", + "for i, p in enumerate(param):\n", + " sig = np.sqrt(p_cov[i][i])\n", + " print(f\" {p} = %.5f ± %.5f\" % (p_opt[i], sig))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "L'incertitude obtenue sur le paramètre $\\omega$, qui caractérise la fréquence des oscillations, semble plutôt faible. Les incertitudes sur les paramètres $A$ et $B$, qui caractérisent l'amplitude, sont cependant importantes. \n", + "\n", + "Nous calculons la période des oscillations $T = 2\\pi \\: / \\: \\omega$. Celle-ci est comme attendu égale à 1 an, aux incertitudes liées au fit près." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " T = 1.00002 ± 0.00017 yr\n" + ] + } + ], + "source": [ + "T = (2*np.pi)/p_opt[2]\n", + "dT = T * np.sqrt(p_cov[2][2])/p_opt[2]\n", + "print(f\" T = %.5f ± %.5f yr\" % (T, dT))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous affichons ici les données ainsi que le modèle correspondant le mieux. Nous voyons que notre modèle reproduit bien la forme générale des données.\n", + "\n", + "L'amplitude obtenue par le fit semble en première approximation reproduire les données correctement. Elle est cependant un peu plus faible qu'en réalité, comme montré par les valeurs des résidus qui peuvent approcher 1 pour une valeur caractéristique de l'amplitude de l'ordre de 3. Un affinement du fit serait ainsi utile afin de caractériser plus précisément l'amplitude des oscillations. " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "t = data[\"Date\"]\n", + "y = data[\"seasonal variations\"]\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True, figsize=(10,8),\n", + " gridspec_kw={'height_ratios': [4, 1]})\n", + "fig.subplots_adjust(hspace=0)\n", + "ax1.errorbar(t, y, fmt='o', ms=3., linewidth=1, label=\"Data points\")\n", + "ax1.plot(t, y_fit, ls='--', c='k', label=\"Best fit\")\n", + "ax2.plot(t, (y-y_fit), 'o', ms=3.)\n", + "ax2.axhline(0, ls='--', c='k', lw=0.5)\n", + "ax1.set_ylabel(r\"CO$_2$ atmospheric concentration variations [ppm]\")\n", + "ax2.set_ylabel(r\"residuals\")\n", + "ax2.set_xlabel(r\"Time\")\n", + "ax1.legend(loc=\"lower left\")\n", + "ax1.tick_params(labelsize=10)\n", + "ax2.tick_params(labelsize=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Même chose en n'affichant que les années les plus récentes. On voit que le fit semble reproduire de façon adéquate la forme des oscillations. Notre modèle caractérise donc de façon adéquate les variations saisonnières de la concentration de CO$_2$ dans l'atmosphère, reproduisant précisément leur fréquence et approximativement leur amplitude. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmcAAAHjCAYAAABme7hCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsnXd4VMX6x7+THtJIsqGEZEMnCIHEAIYWQEGkKSDtUhQBK00EpVxFOuil+pMqYEFAFAEFQTpSFJB0OqGEkLBL2E3vuzu/P8LmhkswW2b2nLM5n+fZBxLOeecdZmfOe2beQiilkJGRkZGRkZGREQcOQisgIyMjIyMjIyPzX2TjTEZGRkZGRkZGRMjGmYyMjIyMjIyMiJCNMxkZGRkZGRkZESEbZzIyMjIyMjIyIkI2zmRkZGRkZGRkRIRsnMnIyMjIyMjIiAjZOJORkZGRkZGRERGycSYjIyMjIyMjIyKchFbAGhQKBa1fv77QasjIyMjIyMjIVElMTMxDSmlAVddJ2jirX78+Lly4ILQaMjIyMjIyMjJVQghJMeU6+VhTRkZGRkZGRkZEyMaZjIyMjIyMjIyIkI0zGRkZGRkZGRkRIRtnMjIyMjIyMjIiQjbOZGRkZGRkZGREhGycycjIyMjIyMiICNk4k5GRkZGRkZEREbJxJiMjIyMjIyMjImTjTEZGRkZGRkZGRMjGmYyMjIyMjIyMiJCNMxkZGRkZGRkZESEbZzIyMjIyMjIyIkI2zmRkZGRkzCYmJROrjycjJiVTaFVsSnXsd3Xss9A4Ca2AjIyM/RCTkomztzSIauiPyBBfodWxGdWt3zEpmRix8SxKdAa4ODlg67goud92SnXssxiQjTMbU90WcaB69hmofv2urot4dez32VsalOgMMFCgVGfA2Vsau+8zUD37XR37LAZk48yGVMdFvDr2Gaie/a6ui3h17HdUQ3+4ODmgVGeAs5MDohr6C62STaiO/a6OfRYDsnFmQ6rjIl4d+wxUz35X10W8OvY7MsQXW8dFVaudYaB69rs69lkMyMaZDamOi3h17DNQPftdXRfx6tzv6tLXilTHflfHPgsNoZQKrYPFtGnThl64cEFoNcyiuvkhAdWzz0D17beMjIyMTOUQQmIopW2qvE42zmRkZGRkZGRk+GOqcSbnOZORkZGRkZGRERGycSYjIyMjIyMjIyJk40xGRkZGRkZGRkTIxpmMjIyMjIyMjIiQjTMZGRkZGRkZGREhG2cyMjIyMjIyMiJCNs5kZGRkZGRkZESEbJzJyMjIyMjIAAD27duHd999F1LOgWouOTk5iIuLQ0lJidCqlCMa44wQ4kYIOU8ISSCEXCKEzBVaJxkZmadz5coV/Pbbb0KrYVMKCgowffp0PHz4UGhVbMqsWbMwaNAgodWQsQGbNm3CunXrcPDgQaFVsRk5OTnYunUrbty4IbQq5YimQgAhhADwoJTmEUKcAZwGMJlSevZp94i5QoDBYMDJkyfRpUsXlHWterB9+3bo9XqMHDlSaFVsRnJyMrp27Ypdu3ahXbt2QqtjM5RKJVJTU5GSkgKlUim0Ojbh559/xqBBg9CjRw8cOnRIaHVshnENO3r0KJ5//nmBtbENx44dw+HDh+Hs7IwZM2agRo0aQqtkE+rXr4+UlBR07doVx48fF1odu0NyFQJoGXmPfnR+9BGH5WgBKpUKEydOxObNm4VWxaYMHz4co0aNEtX2MG+OHTuGtLQ0zJgxQ2hVbEqjRo0AAP/5z38E1sR2XLp0CQBw+PBh3LlzR1hlbERubm7535s0aSKgJrZl586dWLJkCebPn481a9YIrY5NyM/PR35+PgYMGIBNmzYJrY7NuHXrFoqKioRW4zFEY5wBACHEkRASD+ABgMOU0nOVXPMWIeQCIeRCRkaG7ZU0kbp168Ld3R3z5s1DcXGx0OrYBOMi/tFHH8HFxUVgbWzH1atXAQDHjx/H0aNHBdbGdhw/fhxjxozBxo0boVarhVbHJkyaNAk7duyAq6srli5dKrQ6NiEpKQkAsHfvXgQHBwusje2Ij49HdHQ0evbsiSVLljxmpNorHh4eePDgAXbs2IGGDRsKrY7N6NGjB15//XWh1XgMURlnlFI9pTQcQBCAdoSQlpVcs4FS2oZS2iYgIMD2SppIXFwcJk2ahLt372LDhg1Cq2MTEhMTAQCdO3eGXq9Hdna2wBrZhmXLliEtLQ1dunSpVjuGAMqPexISEoRWxSbUrFkTQ4YMwd69e7FkyRKh1bEJgYGBWLhwIdq2bYvY2FiMHz8eBoNBaLW4otfrkZiYiPDwcMyfPx8ajQarVq0SWi2bQAiBs7Mz7ty5gz59+iAuLk5olbiSnZ2NW7duoXXr1kKr8hiiMs6MUEqzAJwA8JLAqljMwIEDsW/fPnTp0gULFy5Efn6+0CpxxziJw8LC0LZtW0yePFlgjWwDIQSBgYE4ceIEevXqJbQ6NmH58uVo1aoVgoODkZ6ejhdffFFolbiTnZ2NuXPn4saNG+jRowc8PT2rRURb/fr1MWvWLNSuXRuXLl3CmjVrsGvXLqHV4srNmzeRn5+P8PBwtG3bFq+88gqWLl2KzMxMoVXjysyZMzF16lQAZS8ip0+ftvuXEOOmQnh4uMCaPI5ojDNCSAAhpOajv7sD6A7gqrBaWYZWq0VKSgoiIiKwcOFCqNVqrF69Wmi1uBMWFoYpU6ZAqVSiW7du2LJlC65cuSK0Wly5efMmRowYUe6LVFhYiE2bNtn9zsL58+eRm5sLNzc3uLq6wmAw4Pr160KrxZW4uDjMmTMHt27dAlC2qLdo0aJ8cbdXzp49C41GA6DMpzQ0NBSzZ8+GXq8XWDN+3Lx5E05OTuUP7Pnz56Nz5852f7S5Z88e3Lx5E0CZcTZ+/Hj89NNPdj23jbv+YjPOQCkVxQdAKwBxABIBXAQwu6p7IiMjqRg5evQoBUAPHjxIKaV08+bNVKPRCKyVbXnw4AH19PSkgwcPFloVrmzbto0CoAkJCZRSSrdv304B0B9++EFgzfjSpEkTOmDAgPKfJ0yYQH19fWlOTo6AWvFlxYoVFABVqVSUUkq1Wi318fGhr7zyisCa8aO0tJS6urrSqVOnlv/uxx9/pADoli1bBNSMP0VFRVSn0wmths3Izc2lhBA6Z86c8t+p1Wrq5uZGx4wZI6BmfBk7diwNCAigBoPBJu0BuEBNsIlEs3NGKU2klEZQSltRSltSSucJrZOlxMfHAwAiIiIAAG+88Qb8/PyEVIk7paWluHz5cvnbdEBAAKZMmYKffvrJrn0W4uLi4OLigubNmwMABg8ejBYtWmD27NnQ6XQCa8eHnJwc3LhxA88++2z570aOHInMzEysX79eQM34Eh8fjzp16qB27doAAF9fX0ybNg2//PILzp8/L7B2fLh27RqKi4sf21V49dVXER4ejk8//RSlpaUCascXV1dXODo6Pva7mzdvYvv27QJpxJfExERQSh+b17Vq1cKbb76J7777Dnfv3hVQO368/fbbWL16tehSXonGOLMn4uLiUK9ePVQMWLhw4QKio6Px4MEDATXjx+XLl9GiRQv8+OOP5b+bOnUqfH197TogIj4+Hi1btoSzszMAwNHREfPnz8f169exZcsWgbXjg/Hlo+Ii/txzz+GFF17AsmXLRBeSzoq4uLgnjj4mT54MhUKBjz/+WCCt+GIc64r9dnBwwJIlSzB69Gi7fQF59dVXKzXCFi5ciDfeeANpaWkCaMWX2NhYAP/dVDAybdo0fPLJJ/Dx8RFCLe60bdsWgwcPFlqNJ5CNMw58/PHH+Pbbbx/7naenJ86cOWO3zpX/u1sIAD4+Pjh16hS+/PJLodTiCqW00gd2//790aZNG8ydO9cu06h4enpi5MiRiIyMfOz3//73v6FSqewyt59Op0NKSsoTY+3l5YUZM2bg8OHDOHv2qfmyJUt8fDxcXV0RGhr62O979uyJTz75BO7u7gJpxg+1Wo1du3ZVmh7mww8/RHFxsV1WxnB3d0fnzp1Rr169x36vVCoxe/ZsuzTOVCoV9u7dK0pfQtk440CzZs3wwgsvPPa70NBQvPbaa1izZg3S09MF0owfcXFxqFGjxhNJKlu0aPHE0YC9kJubi8DAQLRt2/ax3xNCsHjxYjzzzDN26Uj77LPPYsuWLeXHe0a6du2KqKgou0zY6eTkBI1GU+kO2VtvvYXff//dLhO0xsfHIywsDE5OTk/827179/Drr7/aXcTqPzmIN2nSBA4ODnZ5xDd27FicPHkSsXezsPp4MmJS/huZmp6ejm3bttldeqQjR47g5ZdfFuV4ysYZY27fvo3NmzdXGnI9adIkFBcX4+TJkwJoxpe4uDi0atWqUkNs6dKl6Nq1q+2V4oy3tzcSEhLwzjvvPPFv3bt3x/79+xEWFiaAZnxRqVSglCImJfOxRZwQgmPHjtlt9KKjoyM8PDye+L2Xlxd69uwJf39/AbTiy4oVK7By5cpK/23Xrl145ZVX7K7OqPEUoLK8V05OTqhXrx5SU1NtrRZXjE7oMSmZGLHxLJYduoYRG8+Wz+2YmBiMGDGiPOG2vWDcGW7WrNkT65nQyMYZYw4dOoSxY8ciKyvriX8zlruxx4kdHx//hK+CkZycHJw8edKunYerCwUFBahXrx4mzVtR6SLu7u4OBwf7W1ZWrVqFadOmAUCli/jRo0ftslB0y5Yt0bFjx0r7bKwWIMZdB2uIi4tDSEgIfH19n9pve1vD4+PjoVAosO3I3yjRGWCgQKnOgLO3ylKoGMfaHvsdFhaGhLTcStczIXlyr1rGKuLi4uDj44P69es/8W/e3t5477330LLlE4UPJI3BYMD333+PevXqISYlE2dvaRDV0B+RIb4AynwWKKVIT09HSEiIwNqyY+zYsdDr9fjmm28q7Xf37t1Rq1YtbNu2TWBN2ZGYmAiDwQCDojFK7j2+iEeG+OLOnTtYsGABJkyYIL68QVbw888/Q6/Xl+8slOgMcHFywNZxUYgM8cWCBQtQWlqKnj17Cq0qMy5evIjY2Fg0eq47xn6f8ESfjcXuU1NTn/A/lDI1a9ZEjx49njrWe/fuhbe3t9BqMiU2NhZarRbRzergtztpKNUZ4OzkgKiGZbvB9micUUqRkJCAV155BWdvaZ4wSo3ruFDY3yuuwBgdxCs7tweA1atX210WeUdHR/Tr1w/Uv0Glbx/GRdze3rCPHz+OgoKCpx4FODg4lCd0tBeMEV192jaBi5MDHAkeW8RLSkqwadMmuzraNBgMiI+PR3h4eKWLOFD2HbenBxcA7N69G6NHj8b525n/uJtib/N67dq1+Oqrr5461n5+fpX64EmZ2NhYeHl5oV+Hltg6LgofvNis3BgFyvrs7u5uV9/x9PR0PHz4EOHh4Yhq6F/peiYk9vUNExidTofExEQMfnd6pW9cQJm1npmZaVd5z86cOYPS0lJcokGVvn3Yo3GWlZWF27dvY9y4cU9961IqlXYX1RUbGwt/f3/0ahuK2rXrPLFbaI9v2Hfu3EFubi4iIiIQ8WgRr2xnIS0tDTqdzm4e3PHx8WjcuDGimwdi/Zm7T/Q5ICAArq6udjXWFYl6yljHxMRg48aNWLBggd34GRo3FRwcHBAZ4vvErhEhxO6Oc+vUqYPLly/D398ftWr5Yuu4qCfWMyGxj1VEJCQnJ6OoqAguQc+gJKPyLdKJEyfihx9+sCsn2sWLFyMlJQXf7Dv51AdXly5d7OoowBjRFRERgVpPWcSVSiVUKhWKi4vh6uoqpLrMiI2NxbPPPgtCSKWLuLu7OxQKhV0Z4sYkyuHh4YgMqXwRVyqV0Ov1uH//frmBKnXi4+MRGRn51D4TQnDw4EE0aNBAYE3ZsXHjRvznP//BmTNnEBmiqLTf9+7dw7p16zBmzBi7MM70ej0SEhLw5ptv/uN1O3futIv+GnF0dCxPHg6g0vVMSGTjjCGhoaF48OABrj4sweltiU88rAEgKCgIGo0G+fn5lUZ+SZG4uDg8//zzT13EPTw8cOLECWGVZEzFvG516jz9gQ0AaWlpaNiwoWC6smTmzJlVfm/t7Q27qKgIjRo1QosWLQBUvohXPOKzB+MsOzsbt27dwtixYwE8/cHVpUsXW6vGlZiYGKjV6nIjpLJ+V/S1+980OlKksLAQEydOfCL90/9ib5HnX331FXx8fDBkyBChVakU2ThjTEBAAAICgK3jalS6RVpxYv9vYkcp8uDBA6Snp5dHaort7YMX9erVw+DBg1GnTh0Alfc7PDwcb775pl3leTMlk3aTJk2Qk5NjA21sw4gRIzBixIh/vKZTp064dOlSeUS21Ll48SKAqotBx8XFIS4uDmPGjLGFWtwx+hb+Uykfe/O18/T0NCk5elJSEg4cOIApU6aUV0SRMp9//jlatWolWuNMDghgyLx58/DNN98AKHtYj+/W+KlvXfYysY1HPk9Lo2FkwoQJ6NChgy1UsgmDBg16rFRVZYSHh2PDhg12E6F69epVnD9/HgaD4R+v27FjBw4cOGAjrcSBl5cXnnnmGbs5vu7YsSPu379fZX7CPXv24M0337SLNDl6vR6JiYlVGqT+/v525RyfmpqKgoKCKq87d+4cpk+fbhdJ1HNzc3Hz5k1RR5TLxhkjKKVYuXIlzpw584/X2Ztx9k8JGytCCMHly5dtoRJ39Hq9SYsZUBbpZ+q1YueLL75Ajx49hFbDpmRkZCAkJAS7d++u8tpNmzZhz5495T+LLamludSpUwc1atT4x2uCg4NhMBjKH9hS7nNycjIKCgqqfGATQtCgQYPHSv5Iud+vv/46nn/++Sqvs6dgn6SkJFBKZeOsOpCamorMzMwqd5ACAwMxe/bsKq+TCpMnT0ZcXFyV0adKpRLZ2dnl5T+kvJglJCTAy8vLpEjMkJAQvP/+++U/S7nfsbGxiIiIqDLJ7N9//42ePXvixo0bNtKMHwkJCbh7965JwSyrVq3C119/DQBPTa8iFWbMmFHlzjDwuJuG1Pvs4OCAMWPGICoqqsprk5KSsGHDBgDSHuun1QeujP81zqS8lhk3FWTjrBpg6vGek5MT5s6d+1jSRil/yd3c3Ez6gtvTIh4fHw+DwYCmTZtWeW2dOnUeW8yk2m+dToeEhAQ8++yzVV5bUlKCQ4cOITk5GYC0v98VIzWromKus6flyJICpaWlWLFiBWJiYqq8tqL/lZT7DJT5Sm7atMkkX+CKLyhS7vedO3eQlZVl0mZBReNMymsZUNZvPz8/BAUFCa3KU6nSOCOE+JnwqWkLZcVMXFwcCCFo1apVlddqNJrygthS/pLn5+dj2rRpJiUcrXicK+XFDCgba09PT5Ocv5VKZfkRtpT7fe3aNRQVFZlknNmbIR4cHGxSCoHg4ODysRZjUktTuXLlCkpKSszeTZFynwFArVZX6U9pZP/+/ejXrx9KSkok3W9TNxWAMr9KHx8fu1jDP//8c9y9e/cfAz+ExpRozfRHn3/qhSMAJRONJEpeXh7Cw8NNSo8xYcIEXLhwATdu3BBl2QhTSUxMxLJlyxAdHV2lUdqwYUOMHDkSCoUCtWtXnhdMKsTHx6N169Ym1ZAMDg7GoUOHQCl9alJLKWCsDGCKcVa3bl04ODggNTUVpRL+fgP/jd4zBaVSWZ4m52lpZaSAOUc+np6euHTpEkJCQuDh4SHZPgNl/e3bty+++uqrKq9VqVTYt28f0tLSENmggWT7HRsbC0dHR5PTZFy6dAkBAQFIup8v2bXMiNhTWZlinF2hlP6jWU0IiWOkj2RZunQpKKUmXatUKrF7924YDAZJP7DNeeuqXbs2tmzZUv6zVBczYymf119/3aTrlUol8vLykJWVJekHdv/+/XHs2DE0a9asymudnJwQGBiI1NRU9Jfw95tSiu7du5u0Gw78dxfp3r17aNasmWTTysTHx8Pd3d2kY3sAeOaZZ8r/LtU+q1QqqFSq8lx2VVFxx7BBgwaS7ffQoUPRpEkTuLu7m3R9vXr1AACRIS6SXcuSk5Px4YcfYs6cOVUGsgmJKcZZe0bX2D2mbpEqlUoUFxcjIyMDkSG1JfslNwYCmHpuTylFUVER3N3dJbuYlZaWYsGCBSYHdHTp0gXz5s0r/25Itd9eXl7o1q2byde3b98evr6+kjZICSFYtWqVydcPHDgQL7/8suQrYeTl5aFNmzYm5+f77bffcP36dUyZMoWzZvyomFTaFOwl6j4sLMys5LKHDh3C0aNH8dlnn0l2Lbtw4QL27NmDOXPmCK3KP0MpNekDoA2A3QBiASQCSAKQaOr9PD6RkZFUDJw8eZJ26NCBXr161aTrf/31VwqAnj9/nrNmfImMjKQvvPCCyde/+OKLNDo6mqNGMrxYvXo1PXXqlNBq2JTCwkKq0+mEVkMQDAaDyde+99571NfXl6M2/FmxYgUFQDMyMky6Pj8/nwKgixYt4qwZXw4ePEjv3Llj8vXz58+nAGhhYSFHrfjy2WefUQA0JydHkPYBXKAm2DfmRGtuBfA1gFcB9APQ99Gf1Z7z58/jzz//NLnumD28dVFKkZaWZlYockBAgKT7DJSN2bVr10y+nlKK+/fv48GDBxy14gulFFOmTMHevXuFVsWmLFy4EDVq1IBerzfpekopZs2ahZ9//pmzZvwxx1E6ODgYmZmZyMvL46gRX1QqFVxcXExew2vUqIGwsDBJV/8oLS1Fz549yxOnm0LFo3upolar4e7uDk9PT6FV+UfMMc4yKKW/UkpvU0pTjB9umkmI1NRUeHt7Q6FQmHR9o0aNsHHjxsfSaUgNQgju37+Pzz//3OR7lEol7t27Z/LDTox89tlnZlU6oJQiJCQEy5cv56gVX7KyslBSUlJeqsoUfvnlFzzzzDPIyMjgqBlfVCoVfH19TX4AE0Lw7bffmpT/Tqzcv38f3bp1w9GjR02+p2J0rlTp27cvli1bZpZRmpiYiI8++oijVnwxzs3atWubfI89JKJVq9WoXbu2qCM1AfOMs08JIRsJIf8ihAw0frhpJiFUKpVZX3BPT0+MHTsW9evX56eUjTAlYtGIUqmETqeDWq3mqBFfVCqVWUaKg4OD5AuBG8fLnH5TSnHlyhVJ75QaF3FzqJjrTIqkpaXhxIkTyM/PN/kee6g12alTJ0yYMEFoNWyKSqUCUP2MMy8vL0kUcTfHOHsDQDiAl1B2nGk82qz2mGucAcDly5dx7tw5ThrxJy4uDkOHDi1PNGoK9rCIW/rAlnKfq+sirlarzTJIgcdznUkRoyFuzlgbd87S0tK46GQLLl68WP49N5X169ejc+fOnDTijyUvXUFBQXBwcMDDhw95qcWdtWvX4tdffxVajSoxJVrTSGtKqfjNTQFo1qwZfHx8zLrngw8+gEajwd9//81JK75cvXoVP/74I+bOnWvyPWFhYZg5cyYCAgI4asYXlUqFtm3bmnVPcHAw/vjjD04a8ceSRdweDHGVSmVS6pCKKJVK7N27F5RS0R+bVIalhnhWVpbZa6CY6NmzJ3r27InNmzebfE92djZOnz6N3NxceHl5cdSOD5aMtbu7OwoLC+Hi4sJLLZlHmGOcnSWEPEMptY/q1QxZv3692fcolcry8G0pYsnEViqVWLRoES+VbIIluylKpRJpaWnQ6/WSdCAeOHAg7t69a1a/AwIC4OrqKumds/Hjx6NJkyZm3RMcHAxXV1dkZWXB11d6aQYs2TlzcHCQtGFmMBjw4MEDi3ZJgbLd4Yq53qTCSy+9hP3795fnLjMVKRtmer0eHTt2xMSJEzFixAih1flHzDnW7AQgnhByjRCSSAhJIoRUXbdHplKUSiXUajWKioqEVsUijNFNNWuaV7krKysL9+/f56QVXyil+PrrrzFy5Eiz7hswYAA2btwo2UAIZ2dnBAcHw9nZ2eR7CCEYOHAgQkJCOGrGl48++ggDBgww656JEydK1jADAG9vb7Rr187kpKRG1q1bJ9kXr8zMTOh0OovcFQDp7g7XrVsXvXr1gqurq1n3ffXVV5g0aRInrfiSkZGBc+fOISsrS2hVqsQc4+wlAE0AvAg5lUY59+7dQ0hICPbs2WPWfcaJLdWQZEsjXjp37oz33nuPk1Z8IYRg0KBBZkfZRkZGYvTo0ZJ949y6dSu+/PJLs+/btm2bZJ2si4qKkJaWBp1OZ9Z95gTIiJEJEyZY5At74sQJs1IyiAlLdgsB6R/dHzt2zKyoXCMJCQn47rvvOGjEH0vHWghMXkkqps+QU2n8l/v37+Pu3btwcjLnhFj6b11ubm5o3ry52fdJ2Tk+IyMDR48eRW5urln3lZaW4vz585I94tu2bRu+/vprodWwKX///TeCgoJw/Phxs+4rLCzEiBEjsHPnTk6aiRNjRDI1sYSdmDC6aJh7rBkYGIgOHTpI9kh34cKFmD17ttn3BQcHIzs72+x1UAzYpXFGCHEjhHxACNlFCPmZEDKFEOLGUzkpYInvFVBWJuTgwYMmlwsRG+vWrcPBgwfNvk/Kxtnp06fRvXt3syJUgbJdmOeeew7bt2/npBlfzE0fYmTVqlXw9fU1e/dJDFj6wHZzc8OuXbtw9uxZHmpxp1evXvjkk0/Mvk+pVKKoqEiSUXzNmzfHd999h5YtW5p1n5OTE86cOYOhQ4dy0owvlvjPAtLOa2eXxhmA7wC0APB/AL4E0BzAln+8oxpgSSQbAPj4+ODFF1+UrG+KpSiVSjx8+BAFBQVCq2I2lj6wvby8ULNmTUkuZoBl6UOAssiurKwspKenc9CKL5Yu4oQQSee1O3fuHDIzM82+T8pHfHXr1sWoUaNMTiJuL1iSAgqQdpocDw8PtG3b1iKj1NaYY5w1o5SOpZQef/R5C0BTXopJBeMDu1atWmbfe/DgQRw5coS1StwxGAyIjo62aCdI6m9dhBCLUoFIdcfQYDBU2zdsBwcHk8v5VESqY11cXIzMzEyLHthKpRLe3t7QarUcNOPLpUuXLN7pnDFjBtq1a8dYI/6UlpZCo9FYPNZ16tRBYWEhB834MnDgQJw/fx7e3t5Cq1Il5jhKxRFCoiilZwGAEPIcgDN81JIOjRo1wtChQ82OeAGA2bNnw9vbG927d+c0esNUAAAgAElEQVSgGT80Gg1OnTqFIUOGmH1v+/btsWbNGvj5+XHQjC8qlQr+/v5m+xcC0n1gZ2VlQa/XW2ScSfkNW6VSoVatWhalPlEqlTh06BAHrfhirP9qyVhHREQgOzubtUo2YenSpTh8+LBFwVkGgwGJiYmSy2tnLN1k6UuXVCPupYQ5T5nnALxGCDE+YZQArhBCkgBQSmkr5tpJgH/961/417/+ZdG9SqUSSUlJjDXij6V+dgDQsGFDvPvuu6xVsgmW7iABZYbKn3/+yVgj/vj5+aGkpMSiNCBSPuoaNmwYoqKiLLo3NDQUMTExMBgMkoretMYfR0qGyf9i7bwuLi5GRkaGRacnQhEQEIDExERJ+F6xZNSoUSCESCLa1Bzj7CVuWkgYa96YlEolfvvtN8m9dVnqZ2fk4sWLcHV1NTvBp9DMnz/f4t2Bd955B6+++qrkxhooc3y2ZLfQ29sbY8eORWhoKAet+PLCCy9YfO9HH30kyYLYzs7OePHFF9GgQQOL7p8+fTrc3d0xZ84ctopxxhrjrGLUvZSMM2dnZ6vqS86YMQO5ublYvXo1Q634k5SUVD5mYsec1zo1gFcBrACwHMBAAOrqnlKjRYsWeOeddyy6V6lUorCwEBqNhrFWfLFm5wwoy0y9ePFilirZhJYtW6Jjx44W3duqVSu88MILkjPMTp06hXfffdfi7+jGjRvx8ssvM9aKP3FxceXHfNWF1q1b4+DBgxY/tGNjYy2K4BYaSwNeAOnuDsfFxWH16tUWB2bdvHnTohxpQmNpEIQQiCZakxASTAg5Tgi5Qgi5RAiZzEo2T+7duwc3N8syikg115mbmxvCw8OtOgqQWp8ppdiyZQuuXr1q0f25ubn4+eefcefOHbaKcebChQtYt26dVcdz+fn5DDXiD6UU7du3x9KlSy26//79++jcuTN++eUXxpqJGynOa2sCXgCgfv36GDx4sOTqBR88eBATJkywOC+dcayllNdOr9cjIyPDLo0z3tGaOgBTKaXNAUQBGE8IEXXBsoKCAuTm5lo82M8//zwuX75sdn4doRk0aBDi4uIsjniRonN8Xl4eXnvtNfz6668W3a/VajFo0CDJRedaWqbLyKRJkyw+JhOK7OxsFBcXW/zA9vb2xunTp3H5srTKEE+fPh2tW7e2+H6jo3hpaSlDrfhz6NAhjB492qJ7/fz88OOPP6Jz585sleKMWq2Gp6cnPDw8LLo/ODgYhYWFkorO1Wg0MBgMdmmcxRFCyj1kWUdrUkrvU0pjH/09F8AVAOZVZLUx1vpe+fj4oHnz5pIt62MpRuNMSm9d1o51YGAgHBwcJBe5aGmZLiO1a9dGRkaGpMLurU1U6eHhAT8/P8mN9Z07d6wap+DgYFBKkZaWxlArvjg4OKBbt25o2tS6fQapJVq29nhPipHYOp0OAwYMQIsWLYRWxSTMMc6eA/AnIeQOIeQOgL8AdOFRAJ0QUh9ABADzi7zZEGt9rwBgw4YN2LdvHyuVbMLo0aMxbtw4i+9XKpXlEU5SwdIEtEacnZ0RGBgouR1DS6sDGDEu4lKqIcsii7gUd4et8b0CytIKtWjRAnl5eQy14ktqaip27NhhVSHsV199VZI7Z9aMdePGjdG2bVtJGaWBgYHYtWsXnn/+eaFVMQnRRWsSQjwB/AzgfUppTiX//haAtwAIHnXh6+uLd955x6q3rmXLlqF169bo27cvQ834EhcXZ9VRVZ8+fdCgQQN4enoy1Iov1fWBTSlFUFCQxfdX9KuUSnSutYY4UNZvqfkXqtVqq1wsunbtiosXLzLUiD+nT5/G8OHDcenSJYuP7n18fCRXrkutVlsVRR0eHo7z588z1EjmfzHZOLNFRCYhxBllhtlWSumup+ixAcAGAGjTpo2g52KhoaFYu3atVTKk6ESrUqkszgEFlOU6a9iwIUON+GPtsSZQNtYxMTGsVLIJ1kbfSfH4IyoqClu2bEH9+vWtkmFpoJBQqNVqq1KISBEWL13BwcHlvnbOzs6sVOPK6dOnUVJSIrQaNmXVqlVYtGgRkpOT4eXlJbQ6VVLlsSYhJJbFNSbIIAA2AbhCKV1urTxbUFBQYFFyzopIbTdFr9fj4cOHVhkpBoMB+/fvl1QC3uHDh+PChQtW1d9bsGAB9u/fz1Ar8RMUFIQZM2ZIKuhFqVRi5MiRVu3szpw5Ezt27GCoFV8opRg4cCA6depklZz+/ftj9uzZjLTij1qthpOTk1U1jpVKpeR87Xx9fa12jH/llVcwYcIERhrxJz09HVlZWZI5sTHF56w5ISTxHz5JAFhUjO0IYBSA5wkh8Y8+vRnI5cbUqVMRGBholQylUgmVSiWZt5iMjAyrI14IIRg0aBC++eYbdopxpmbNmoiMjLSonI+Rxo0bS+ZoDyiLburXrx+OHTtmsQxXV1csXrwYbdq0YagZX2JjY/H3338LrYZNIYRg48aNGDZsmFVyUlJSEBtr9bu6zVCr1ahVq5ZVqWKklutMq9Vi5syZVr8cZ2ZmSuoF2xgEIZVck6Z8I0MB9PuHT18AHaxVhFJ6mlJKKKWtKKXhjz6i3mYwTmxrkNpbl06nQ9++fdG8eXOLZRBCJLdj+NNPP2H37t1Wybh//z5WrlyJlBRp5GxOS0vDvn37rE6SnJOTI5k+A8Cnn36Kt956yyoZSUlJaNCgAQ4fPsxIK77o9Xom0dNSc9OwNuAFAJo3b44PPvhAMhUC7ty5gyVLluDmzZtWyQkODpaUu4K1QRC2pkqfs+qc/b8qWGQbHjp0KAYPHiyJM3Cg7Jhq7969VsuRmnG2bNkyeHt7Y8CAARbLUKlUmDJlCpRKJUJCQhhqxwcWjvFAWXTvtWvXcOnSJRZqcYfFvPbx8cGdO3dw+/ZtRlrx5cCBAxg4cCDOnTuHiIgIi+UolUqcOnWKoWZ8WbduHXJzc62SERwcjGXLljHSiD8s/OyAsn7/9NNPkqkhq1arUa+eqLNzPYb4/0dFjDWZpY14eHhIxjBjiVKplNRbF4s3bKlVhGC1iEstrx2LN2yp5bVTq9UoLS2Fn5+fVXKCg4ORlZVltcFjK5RKJZO8V7m5uZJJyMrqpSs4OBilpaWSKXPWr18/SWVFkI0zK2Dxhk0pxfTp07Fnzx5GWvFlxYoVCAoKsjqpaMUIJ7FDKWXywPbz84Obm5tkcn6xXMTz8vIsLhpvS4xjbW2fnZycUKtWrXIDV+ywMsRbtmyJnj17oqioiIVaXKGUYvny5YiLi7NaVtu2bfHuu+8y0Io/rMa6devWGDBgAIqLi1moxZ158+ZZXAdbCEw2zgghgwkhXo/+/jEhZBch5Fl+qokbvV6PWbNmoVevXlbJIYRg/fr1OH78OCPN+HLv3j1kZWXB3d3dKjljx45FbGysJLbDc3JyUFRUZPViRghBQEAAHj58yEgzvri4uKBp06ZW7+wajxKk4FeZlZWFkpISJr4pCoVCMmOtUqng7e1tdfqPPn364Pfff5dErcnMzExMnToVf/zxh9WypDTWGo0Gnp6eqFGjhlVyOnXqhF27dknCRUOv10sm6M6IOU/GTyiluYSQTgB6AvgWgHVJviSMo6Mj/v3vf6N79+5Wy5LSxGaxWwiU+a5FRERYFf1oK1jkODOiUCisdrC3FZMnT8a1a9esjm4yph+RQr89PDxw/PhxDBw40GpZ/fr1Q7t27RhoxR+pOUuzgNUOEgD4+/tLZg3//PPPy3fFqwtXr16Fq6srdu7cKbQqJmOOcWZM6NUHwFpK6S8AqldRyArk5eXh3r17TMpXSGliszjyAcpScqxfv14SWdQbN26M+/fvo3///lbL2r9/P7Zv385AK+nQokULrFmzRhKJh11cXNC1a1erEtAaWbRoEWbMmGG9UjagV69eePPNN62Wk5qaivr160sixxuL8ntGpPTSRQixuOB5RbKyshAQEIAvv/ySgVZ8MRri/v7+AmtiOuYYZ2mEkPUAhgDYTwhxNfN+u+L3339HcHAwkwg0KU1sVjtn9+/fxzvvvIMLFy4w0IovDg4OqFOnDpPkhazk2IIhQ4Zg3rx5VsupW7cu3n33XavKQNmK69evY8eOHcjPz2ciTypBEKNHj8aHH35otRxPT0+kpKQgPT2dgVZ84bFzJoXxnjFjBr777jur5Xh5eUGj0UgiIIDl6YetMMe4GgLgIICXKKVZAPwAWD+bJQrroy5rHextRZ8+fdCzZ0+r5RiPuqSwY3jixAnMnTuXiePrkSNH8MknnzDQij8nTpxg4idGKUVCQoIkcp39/vvvGDZsGAoKCqyWtXjxYnh6ekrigZ2RkWF1tROgLIWIo6OjJF42WRpnffv2xeLFi2EwGKyWxZuvvvqKSS1QR0dH+Pn5SWKsWe6S2gqTjTNKaQGldBel9Majn+9TSg/xU03cqFQqODg4WFXOx8jXX38tmRxQn332Gd5++22r5Ri3l6UwsY8cOYJ58+bBycnkUrRP5cyZM1iwYAGT43Ce6HQ6q8t0GSGEoEOHDvjiiy8YaMYXlUoFR0dHJscfbm5uKCgoEH2UanFxMWrVqoVFixZZLcvBwQF+fn6SeOl6++23cevWLavThwBAdHQ0pkyZInof2tLSUmi1WmZGilRcctRqNZydna0q02VrTH7aPDrGfBVA/Yr3UUqtP/eQIGq1GgEBAUwmoxQiFoGympiUUiZ9dnV1hZeXl2Qmdq1atZj022jMa7VaUWcUz8jIAKWU6SIuBUOcRTkfIxV3h2vWrGm1PF4Yj6VYHflIxU3Dzc0NDRo0YCKrqKgIKSkpqFevnqjdFqrrWEdHR8PNzU0ypZsA8441fwHwCgAdgPwKn2oJi6SkRv78808MHz5c9Gf38fHxcHFxwW+//cZEnlSiVFn52QHSOc5llePMiFTGmmXUonH3Tez9Znm8BwAvv/wy2rZty0QWTzZu3MjE9woAYmJiEBoaij///JOJPF6wHusBAwagR48eTGTxpHfv3pgzZ47QapiFOec0QZTSl7hpIjHefvtt5OXlMZGlVquxfft2TJ8+XdS7KWq1GgaDgVnEy5EjR0S9o2CEVYQqIJ0HNgB07NiRSdQiIJ2dM5YvXVJJIcLaWXrJkiVM5PBm3bp1qFWrFl577TWrZUnFTSM3Nxfe3t7MjLNp06YxkcOb9PR0+Pr6Wp2f05aYY5z9SQgJo5RKpww9R/r06cNMllQe2KydKqWQWgEoW3CtKfRekYrHmmImIiICp0+fZiZPoVBIIm3KTz/9xMwfUKlU4p133kFgYCATebzg4SxNKRX9EZJarUZYWBgTWVLZEe/SpQuys7OZBqmUlJTAxUXcWbXatWuHHj164OuvvxZaFZMxxzjrBGA0IeQ2gGIABACllLbiopmIoZTi3LlzaNKkCZNdJKlMbNZb4ocOHcLFixfxwQcfMJHHixs3bjArURIWFobCwkKrM7HbmpiUTJy9pUFUQ39EhpjvVDtp0iTRO8YDYOaDBJTtRK1dK/483c8++yzmzZvHbOdswYIF+Oyzz5CTkyNaA41VSTYjvr6+IISIfg03YhwXa+f1smXLMG3aNOTn51tdcYAXlFI8ePCgfKyt7bOtMMc4s65OkR2RnZ2N9u3bY9myZUwMC6kYZyqVCl5eXswm4YEDB7Bp0ybRG2cODg7l2+HWTmxHR0fRR3QBwJw5c3Dw4EH89ddfiEnJxIiNZ1GiM8DFyQFbx0WZ3ff27dtz0pQd+fn5WLduHXr37o3mzZszWcSNZWPEfJwSERGBiIiI8p+t7bebmxvy8vKQl5dndekvXmRmZqK0tJTZA9vR0RG+vr6iP9Zcs2YN4uLi8NVXXzGZ197e3gDKThfEapxVHGsWfbYVJhtnlNIUQkhrAJ0f/eoUpTSBj1ri5n93kKyd2H5+flAoFKLPkdOlS5fHfMSs7bdCoUBubq6ot8VTU1Mxb948TJw4EaU+wUwm9vTp09GqVSuMGDGCg8ZsuH79OjIyMgAAZ29pUKIzwECBUp0BZ29pzO63SqVCXFwcunTpItpFPDU1FdOmTUPdunVRUKMOk7EODg5G3759sWHDBg4as+H27dtwd3dHnTp1mDy8Kr5sitU4M363WT6wv/jiC9G7apw6dao88TeLeV1xrIODg5nry4KKwU0s+mwrzEmlMRnAmwB2PfrV94SQDZTS/+OimYipONgsJraTk1P5YiFmBgwYgAEDBgAAk35XdKKtW7cuc31ZcOvWLWzcuBHDhg3DVU0NJhP7hx9+gFqtFrVxVtExPqqhP1ycHFCqM8DZyQFRDc0/yj9+/DiGDx+Oy5cvM/PfY01Fx3hWi7gUcn698cYbMBgMOHnyJJN+V/ShZXlMzJJmzZqhqKgIALDxz1QmYy3m+Wyk4lEui3kthUCIipspTRn02VaYc6w5FsBzlNJ8ACCEfAbgLwDVzjiruIifkJAlbi1qtRp+fn5wdnZm/tYlVuOsoiFe05PNxJZC4ka1Wo3Q0FAAQGSIL7aOi7J6lxQQ99F9Rcd4H0ZjLYUUIiqVqtwxnsUDWypRqq6urgDY9Bko24F8+PChqNOIVMd53bBhQyxbtgzNmzdH3brW99lWmGOcEfy3+Dke/V2c3p6cqbiIR3k6MpnYs2bNQnFxMZYtW8ZSVaaEhoZixIgR+PLLL5ku4mKe2BXfuhQKNhNbKg/srl27lv8cGeJr1UImhQc2r7G+cuUKSzWZo1ar0b17dwBsHtghISF4++23RV3H8MCBAzhw4AA+//xzJn0GgHnz5uHo0aO4e/cuY23ZoVKp0KVLl/KfrZ3XgYGBmDp1Kpo0acJCPS6EhIQ85tdsbZ9thTnG2dcAzhFCdj/6uT+ATexVEj+9e/eGn5/fI18xByYTOykpCffu3WOsKTuKi4uRlZVVvuCyWNA6dOiArKyscqdSMaJSqeDk5FRe4oXFxFYoFLh9+zYL9bhAKUWPHj3w3HPPMZMpFUOc9ViLfZf0f+c1wOaBvW7dOhbqcePUqVNYu3YtVq5cCYDdvBbzWOv1etStW5epX1zNmjWxdOlSZvJ4kJKSgtLSUjRu3FhoVczCnICA5YSQPwB0RNmO2RuU0jhumomYxo0bPzbQrCZ2QoJ44yuM1Qsqhp5b228XFxfRBgIYKSkpgVKpZFpiKyAgQNTBH4QQ/PDDD0xlSiGX38cff4y3336b6Vj369cPISEhzOSxprJ5zQKxR6myLNNlxN/fH4WFhSgoKBBl0IujoyMuXrzIXG5eXh5KS0tFW7dy3rx5OHDgANLT04VWxSzM+mZSSmMopV9QSldVV8MMAE6fPo24OLbdF/sbNutyPkDZDs2MGTOwb98+ZjJZs3TpUiQnJzOVuXLlSty8eZOpTLFTo0YN/P777xg+fLjQqjwVd3d3KJVKpjL79u2LWbNmMZXJEm9vb2zevPmxI2wWGI+7xArLHGdGpHB0z4PWrVtjwoQJQqvxVHiMtS2o0jgjhJx+9GcuISSnwieXEJLDX0XxMXnyZPz73/9mKlOhUJS/dYkR1glogbIdmrVr1+LIkSPMZPKAdSJNsSbmNLJ//374+fkx38nt2bMnc+OHJcuXL8fOnTuZyiwtLUVaWhqzJMas8fHxwRtvvMHcZ0jsUao8Hthi3x0+efIkoqOjcePGDaZyxX6ca7fGGaW006M/vSil3hU+XpRS8ToLcYRlrUUj9evXR+vWrZGfL85a8k2bNsXixYvRqFEjpnLFPrFHjRqFTZvYulbGxMRg8ODBovU7U6lUyMzMhI+PD1O5J06cwKFDh5jKZMmKFSvw22+/MZV5+PBhBAUFMd9pZ8Xdu3dx7tw5ZiWrjIj9JMDof8WSqKgo7N69m1k9WtbcvHkTp06dgpOTOa7mVSP2url2a5wZeZQ6o8rf2TsGg4HLYA8bNgzx8fEICAhgKpcVTZs2xYwZM5gVPTci5kWcUoodO3YwP9bMysrCzp07RRvVxaPWIgAsXLgQc+bMYSqTFazL+RgR+1HX999/j6ioKJSWljKVq1AoRNtnAIiNjWX+0lW3bl30799ftL5XPE4/AHG/YBvntZgjh5+GOT5nPSr5XbUr6ZSZmQmdTifJwbaGlJQULsaEmCe2sewH67EW+wNbrVbD29ubuTO3mA1xXmMt9qMulUpV7cbaCGv3Ap1OhwMHDuDatWtM5bJCpVLB09OTebCCmHfODAYDvvvuOwwbNkxoVczGFJ+zdwkhSQCaEUISK3xuA0jir6K44LWrcO/ePURFRYnWOX7atGl48cUXmctVKBSiPcrlNdZSeGDzOAYQ826KcVehVq1aTOWKPYVIxYLQLOnfvz8mTpzIXC4L7t69i4EDB+L8+fPMZffu3Rs7duxgLpcFvMb6lVdewdy5c0EpZS7bWhwdHTF06NDHasdKBVMOn7cBOABgMYAZFX6fSynVctFKxISEhODEiRPMS9C4ubnh3LlzovVDevjwIZcj182bNzP3gWCF8YFqfMCyQuzGWZcuXdCiRQvmcv39/ZGZmQm9Xi+64u+ZmZkA2I+1t7c3nJycRGuUajQa5q4KQFkKkX79+jGXy4K0tDTs3r0bb731FlO5Tk5OqFmzpmjntVKp5LLWdu3alXm0Lyu0Wi0SExPx7LPPijqfZmVUOVKU0mwA2QD+RQjxBdAEgBtQti1MKT3JV0Vx4enp+ViGZVb4+vqCECLaia3VarnUyROrYQaUbYk3atSI+W6Ku7s7GjVqJNq+v/fee1zkKhQKUEqRmZnJ3Aiylg4dOqC4uJhp3iugbI1cvny5aN/ctVotl9JppaWlePDgAQICAkSXy9BoKBuTDbNEzG4aS5Ys4SK3qKgIKSkpCAoKgoeHB5c2LOXcuXPo3bs3/vrrL0RFRQmtjlmYExAwDsBJAAcBzH305xw+aomXS5cuYfv27cxD4x0dHeHn5yfqN2wei9lff/2FUaNGibLwe9euXZGcnIxWrVoxl52cnIyPPvqIuVwW8Er7MGTIECQmJjKPAmWFi4sLF4N54sSJ6NSpE3O5LFixYgXztEBAWXmkoKAgJCWJz/NFqy078OGxYygFXzvW/PXXXwgNDcXff/8ttCpPYHye8hhr3pjzmjgZQFsAKZTSbgAiAIjvicqZvXv3Yvjw4dDr9VVfbCZintharZbLFzw9PR3ff/+95LI32zN+fn6YPn06c7m1a9dGWFgYnJ2dmcu2lt9++w0TJkxASUkJc9lpaWmira8ZHR2N9u3bM5cr5qN7o3HGa+dMrC/YERERXEotVdex5o05xlkRpbQIAAghrpTSqwCa8VFLvGg0Gri5uXEpzxEdHc207hkrKKVYv349hgwZwly2mB2mv/jiC/Tu3ZuL7E8//RRvvvkmF9nWUFRUhIKCAi67W5mZmVi9ejWuXr3KXLa1nDlzBuvXr+diOE6aNAmDBg1iLtdadDoddu/ejTt37jCXLeZ57eTkhODgYC7f8UWLFmHz5s3M5VqLTqdDfHw8l+ArMUefazQaEEJQs2ZNoVUxG3OMs3uEkJoA9gA4Qgj5BUC12+7g5UALAF999RUWLVrERbY1EEIwatQotG3blrlsMU/spKQkxMfHc5GdnJyM48ePc5FtDTzfNHNycjBhwgScOXOGuWxr0Wq18PPz41K9Qax+SBqNBgMHDmSeeBf4726KGOf1hAkTcPfuXeb+hQDQqlUrtG7dmrlcazEGvPCY12LfOatZs6boApBMweRvJ6V0AKU0i1I6B8DHADYCeIWXYmKF1/GemMnOzsbp06eRk8O+WpeYJzYvPztAvEfYPP1xxLybwnusNRqN6FIN8BxrsQc48eL69evYtGkTl+Nxa+A51q6urvD09BTlWL/33nv44YcfhFbDIiyqrQlgL8pSbIjvtYgzPBfxlStXonHjxqJbxGNjY9G5c2fExsYyl+3v7w9fX18uPnzWwtMQVygUyM7OZp6Z3Vp4RrLVqFEDbm5uotxN4T3Wer0e2dnZXORbCs+xdnR0xIoVK/DSSy8xl20tkydP5laU/cSJExg3bpzoApx4jjUAfPnllxg6dCgX2dbQvHlzLvk5bYEpqTTKa2vyV0f8bNmyhdtbUUlJCW7evIn8/Hx4enpyacMSeE5sZ2fn8rc6saHRaNC4cWMuso27SFqtVlR13wIDAzF9+nTmhbCBsuNxse4YGgwGbqXTKh7xicn3heduClBmBImR06dPc6vwUnF3uF69elzasIQaNWqgd+/eUCqVXOS//vrrXORay++//w6FQoE2bdoIrYrZmBQ3TsocMYIopamc9RE9PIvaVpzYYjTOqttxbtOmTdGyZUsuskNCQtCmTRsUFRVxkW8pTZo04ZYPCRCv/xVP/7/OnTtjy5Ytosvtxntep6WlITc3F6GhoVzkW4pWq+WSZBkQr69deHg4F99CI7dv34ZWq0VkZCS3Nixh/PjxiIqKwtatW4VWxWxMMs4opZQQsgcA1/95QshmAH0BPKCU8nkqWgGlFCtWrECXLl24fAkrOsfzNALNhXc48scff4zS0lJ89tlnXORbys8//8xNdp8+fdCnTx9u8i0lOzsblFL4+PhwcY7fu3evqF48bEHDhg1FGYXdp08fnDhxAoGBgVzkv/vuu7h79y63oBpLMQZ/8EDMfpU8+fjjj3Hu3DkkJycLrcpjSNlH3JxwlbOEEPbheo/zDQDxOSk8Ii8vD1OnTsWxY8e4yBfrxNZoNHB3d2deHNlIfHw8jh49ykW2jHksWrSI25EPAAQHB8PX15ebfEsoKirCwIEDsX//fi7yS0pKcOrUKaSmiuvgoVatWujSpQu3DP5i3CUtLS1FTk4O1+APQHxr+IIFCxASEsLNn1mMxc/1ej2ysrIkmeMMMM846wbgL0LIzUeFz5MIIYkslXlUCkqcDkjgfwwQFBSE/v37iy6D+pgxY7hGvIjRDyk9PR3NmzfHr7/+ykW+RqNBZGQktm/fzkW+pRgDXnjsmgHAsWPHMNJP5WgAACAASURBVH/+fC6yLUWr1WL37t3cjKeCggJER0dj586dXORbyokTJ7Bnzx5u8o0JWcUU4FRQUIB27dqhUaNGXOQHBAQgISEBI0aM4CLfUtLT05Gfn89tXisUCmRlZUGn03GRbwlZWVkApJmAFjDxWPMRvbhpYQaEkLcAvAWAm3Pj0+BtnCmVSuzevZuLbGt45pln8Mwzz3CTL8Y37IyMDFy9epXbYuPh4YHY2FjRFbrnfQxw4sQJLFiwALNmzRJN7iHex/Y+Pj5wdHQU3Xd89erVuHjxIvr3789FvkKhKE9qLJaaiz4+Pjh37hw3+Y6OjlzKvVkLz6Nc4L/PRK1Wy7wWsaXwjlDljTl5zlIA5ACoDSCkwsemUEo3UErbUErb8IquehrV1TH+2LFjXNJoGFEoFMjPz0dhYSG3NsyF98R2c3MTZW4gnqligMeLn4sF3vNarFGqvA1xsR7x8Wbbtm2ie8m2lXEmprEODg7GuXPn0LNnT6FVsQi58LkZ8A49B4AWLVpg0qRJ3ORbwvjx47F48WJu8kNCQtCiRQvk5eVxa8NcbGGIi9FPg/cDW4wVIWxRf0+Mu8O8DfGuXbvi+++/F5WP4ZEjRxAREYHr169za2PlypVYv349N/mWwLOyDVAWkbx7925RpQ9xd3dHu3btuKXI4Y05x5rGwudnKaXdCCGhKDPSqg0DBgxASkoK6taty60Ng8EAlUrFTb4l8H5gDx8+HMOHD+cm3xJsYYiL8YE9ZcoUm+2mNGsmjtK8lFIEBQVxH2sxGaRA2Xc8IiKCm/xGjRpx8+2ylNTUVMTHx3OpoWpEoVDgwYMH3ORbQs+ePbnmU6xXr56oDDMAuHz5Ms6ePYuhQ4eK5ljdHMwxzooopUWEkPLC54QQpqsrIWQ7gK4AFISQewA+pZRuYtmGNbi6unL3cxPbA5tSyn1LXIzUrl0bPXr04Nrv6Oho0fhdGRkzZgxX+WLcORs4cCAGDhzItY3FixfDycmc5ZY/vOd1cXExzp8/jwYNGiAoKIhbO+Zgq5euK1eucJNvCbxrNpeUlODYsWNo3Lgxt8Td5nL48GG8//776N+/vySNM0sLnx/mUficUvovSmldSqkzpTRITIYZAOzZswfLly/n2obYfFNyc3Oh0+m4Lmapqano1KkTDhw4wK0Nc+nfvz8OHToENzc3bm0sX74c//nPf7jJNxedTofLly8jNzeXWxutW7dGbm4u+vXrx60NMdKhQwe0a9dOaDUeIzY2llsZI6Bs7YiOjhaV/5VGo4GTkxO8vPgVvBHbGk4phcFg4NqGTqdDr169RBWRrNVqQQgRXfYDU7G08PknADYB4BPmI1J+/vlnfPnll1zbENvOmS0iXlxdXXHmzBncunWLWxsyVZOeno4WLVpgx44d3NpwcnKCp6cnt5B+S1iyZAlee+01rm0kJydjx44dokor0bRpU24JaAFxFj837hby/P4pFArk5eWhuLiYWxvm8PDhQzg7O2PDhg3c2qhRowbc3d1FNdYajQa+vr6iO50wFXMCAqYQQoIAgFL6B6X0V0opnyKTIoW3Ay0APP/88xgyZAhiUjKx+ngyYlKEjWqrU6cOTp06hV69+GVSMf6fXlYXiqLPADBixAj07duXaxvr1q1D3bp1cS75gSj6bYsjHwCYNWsWfvzxR65tmMP58+e5RiMDwC+//IJhw4bh1OV7ohhrlUqF5cuX486dO9zacHR0hK+vL5Iz9aLoM1DmB9ejRw+ubYwfPx4ZGRm4eD9fFP3WaDQwGAzcK3OILcDJaIiL5VlqLuY4QXgDOEgI0QL4AcBOSqmaj1rixBjxEpOSibO3NIhq6I/IELaRSMOHD0ezjr0wYuNZlOgMcHFywNZxUczbMRV3d3d06tQJMSmZ+Pl4Mpc+Ozk5wb9ZGxwobooDh64J3mcAuHPnDtzc3LiOtcFggNahJl775gJK9VTwfhsXVi3xwWpOYw0A3377La5rSpER8Cy3NszBGPDCc6wVCgVcAkPx5rYklBqEH+vr169j6tSp8AgJg+62jts4+DZ5Fn+5tcVfIpnXH374IQBwHeuaNWsiJiUTIzaJYw03vnRlOflxndf+/v64W+DEtQ1z0Gg08KzfSjTPUnMx2TijlM4FMJcQ0grAUAB/EELuUUq7c9NOZGi1WtRq/hz3wf7zxgOU6AwwUKBUZ8DZWxrBvlDXrl3DzhOx2JJaEyV6fn32btwGBhBABH0Gysa6fpvnuY61QqGAmzIMpToKA4Tvt1arhUtgKD77uwg6A7+Hac3GEYjx6YRYkTywNRoN6rbsYJux1otjrDUaDVwCQ7EstoTrWLuHtEYucRDNvAbKDDOeY33v3j3MX/8rSgwhohrrlQl6rmPtERKGm8o+WCaSef3tt99i45+p2Pz3A1E8S83FnIAAIw8AqABoAIgjFbCN0Gq1KPWt/4ThxJL9+/dj2uv94eQAOBLA2ckBUQ2FS3p7+PBhfP7NbpTo+fUZAMIDa8CRUFH0GShb0HR+DbiOtUKhQNHdJNGMtVarhZsyDDoD5TrWrsEtQYkD1zbMQaPRQK9oxHWs/f39UXQ3CY6iG2twHYcPRvaFi5ODKPoMAJGRkZi7dhvXsc7MzMSBb/9PNOuZrca629C34ODoLJp5XadOHfSKbCyq7585mLxzRgh5F2U7ZgEAdgJ4k1J6mZdiYkSlUuHvWw8x5vt4lOoMXAbb19cXJelXMTmMALWbCr49rNFoUHQ3CS5ODtz6DAC7NizjetRgDsb0IQ08SpHqyK/fCoUCJelX8XazYrgpWwne7+joaEwqcsFPGQ4o1fMb69okF1q9Do7OLqJYMJs0aYLwujWQVsh/rF9XZsO3WTvBx7p8XjvyHes3+nVFq1bimNdA2UlAWLeHcHFvyG2s/f39UZJ+FcNqP0Cd1tGC97tp06bo2y4ZMZzHekDHlth55SzX54Q5fP7552jfvj22josSzffPHMzxOQsB8D6lNJ6XMmLH2dkZHZrVxdZxblx9UwDAR6fFyG7C54vRarVwz79vky94ZIivKCZPSUkJRo4cid7tmuPtCH79rlu3LgYPHox2DQPQubPwY928eXPMb94c/TkbyQ28KK6c+D988J8Nolgw//jjDwDAcI79Dg4OxunTpxEaGiqK8m8ajQZ4eAtbxz2Hs7e13Mbhxo0buBkXh/FDhjCXbS7FxcXIz89HE18nTBzJb14bx9c1Lx3jRbCGt2/fHu3bt+f+8lujQIV/1c6A/zNRaN8oQNB5rdPpMH36dHz66aeYM6ez4GuMRVBKJfuJjIyktiItLY2+9957ND4+nms7Wq2WAqArVqzg2o6pjBgxgjZo0IB7OytWrKChoaHc25F5OpcuXaJJSUnc2zEYDNzbkPln8vPzaWpqKvd2Fi9eTAHQ/Px87m1VRXp6OgVA165dy70tT09P+v7773NvxxRycnJocXEx93ZWrVpFAdCMjAzubVVFRkYGBUBXrVoltCpPAOACNcG+scTnrFqSkpKCNWvWID2dad7dJ/Dx8YGjo6No8sXwLt1kpKioCFevXkVBQQH3tqrCODls2Z4YmDFjBkaNGsW9HTHlOLty5QrCw8Nx6tQp7m3t3LkTR44c4d6OKdSoUcMmWfvFVBHCFjVUjSgUivL2hGbcuHEICwvj3o7xOSGGsbZFbWTeyMaZidgqB5SDgwNmzpyJjh07cm3HVDZs2ICtW7dyb0dMi/jhw4fh7u6O8+fPc28rPDwco0eP5t6OKdgijx8AXLhwAcOHD0dqair3tqri/v37SEhIgF6v597Wp59+inXr1nFvxxTWrFmD77//nns7xnkthpdNV1dXDB061CblhS5duoRvvvmGezumYKsXbDEZZ7Y0xHlhTkCAK4BXAdSveB+ldB57tcSHLTLlG5k/fz73NkzFVjXxKi7iwcHBNmnzaWg0GhQXF3Mt8WLEyckJGRkZ3NsxBa1Wa5M3bI1Gg+3bt2PChAmiGGvANm/YYirrs27dOjRq1AgjR47k2o6YHtiNGzfGDz/8YJO2atSoYZN2TEGj0XCtBGFETIa4rTZTeGLOztkvAF4BoAOQX+FTLbDlIl5YWIgHDx5wb8cUVq5ciT///JN7O2LaObPlWCsUClH0GbDdzpnx/7W6LeLVcazF9MC2pfvA9u3byxPeCk113Dl76aWXkJGRgfDwcKFVsRhzjLMgSulQSunnlNJlxg83zURGYWEhXFxcbFJEdeTIkXjhhRe4t1MVer0eU6ZMwaFDh7i3FRQUhL59+9pkt6oqbO2bIpYHl60WcTEa4tVprAHbPbAbNGiAM2fO4MUXX+TeVlUsW7YMPj4+yM/nv6dw9uxZrrUszcFYxog3QUFBiI+Px6uvvsq9rapwdHQsq8rh4iK0KhZjjnH2JyGE/5mHSJk1axaKiorg4MDfTU8sxx+ZmWW1yGwxsevXr4+9e/fiueee495WVWg0Gnh7e8PJyZxMM5Yhlge2wWDA7t27MXz4cO5tiWk3JTAwEN27d4ebmxv3tow7Z0IHgBQUFKCoqMgm89rNzQ0dOnQQhe+PRqNBYWGhTY4cFQoFcnJyUFIibPlpSilmzpyJ3r17c2/L2dkZrVu3hre3N/e2qmLfvn349NNPhVbDKsx5+nQCMJoQchtAMQACgFJKW3HRTITYKsrM+MCmlAoa2WYP5/aW0LFjR3h4eNikrW7duoEQIvhYOzo6ol+/fjZpy8PDA/Xq1RNF1Obo0aNtFpDx/vvv46233rJJW/+E8aXLVvP6xx9/REBAALp162aT9p6G8SjXFt874/+tVqtFnTp1uLf3NAghmDlzps3a27JlC3x9fdG3b1+btVkZv//+O7Zv3465c+cKqoc1mGOc9eKmhQSYM2cO3NzcMGPGDO5tKRQK6P6fvfMOj7LY/vh3UjYhPbukUAMxgUgNhBIw0qVzQboCSrOgCCKgoFdAgSvCD9CroBdpKqB0aQIWqkCAhE4okZJCCclmNwlp2+b3x+bFNVKy2Zl534V8niePF272nBnOzvuemTnFZEJubq6Qa9QHIfLKBwAaNGiAzp07Y8GCBUL0PYiBAwdioKCimb1790bv3r2F6HoYWVlZiI+PF3LKQQhBeno6Vx1KJDhYGd3uqlWrBoPBIOwE74MPPkDz5s1ld85EXeUCfz8dltM5KyoqQkZGBqpUqSLkim/u3LmIiIiQ3TkTFVPJkzLf0VFKUwAEAOhV8hNQ8ndPBFu3bsUff/whRJdSAqZF14oxGAzc68iVhby8PFgsFmH6CgsLYTQahem7H4mJiejVqxcuXLgg6zhE07t3b2EnZ6mpqZgzZw5SU1OF6HsY7u7uwuJxlBKmIfKFrdFo4OPjg7t37wrR9yASEhJQq1ate10weKPRaBQRSyrSEedFmZ0zQsh4AKthbXYeDGAVIeQtXgNTGlqtVpixW7ZsiXnz5sl6agYAXbp0wY0bN9C4cWMh+pSSzdakSRPuJQYk9u3bBy8vLxw6dEiIvgchui7Q9OnT8dZb8j8+kpOThQSIA8DNmzcxdepUnD9/Xoi+B3Hs2DG8+eabyMjIEKJPKXGVPXv2RP/+/YXo6tChA/Ly8hAbGytE34MQva6VYmtRSRA8sedacxSAlpTSfAAghHwK4AiAL3gMTGmI9MSjoqIQFRUlRNfDcHd3F1IfR6Jy5cqKKEwq0tZP6ilpUlISzp07J0TXwxB5mqKURIhTp05h8eLFwmKRKleujLNnzwrR9TAmTpwoTJcS4ikB8etaKSdnubm5qFu3rtzDcAh7Ug8JANsy2uaSv3vsMRgMuHv3rrCHuNlsRnJysuzFSX/++WfMnj1bmD4lXH+YzWbo9Xqh1x+A/GUl5Nhhyz1nkeVDAOXYWvQLWymnKQUFBcLi7MxmM4YMGSKs6O2DEL2uJedM7ozkixcvYvny5bKOwVHscc5WADhKCJlBCJkBIB7AMi6jUhi5ubmoUaMGqlSpIkTf3bt3UadOHXz33XdC9D2I7du3Y+HChcL0tW/fHn379hWm737odDpQSp/IkzNR5UOAv5wzkbF9pcnLy4PJZBJma6X0zc3OzkalSpVQqVIlIfomTZqE8+fPy/rCLiwshLe3Nz799FMh+lxdXbFlyxYcP35ciL4HodVq4ebmJqx+5OTJk3H79m0huh4GIcSpa5wBdlxrUkoXEEL2A3gG1hOzEZTSk9xGpiAqV64sNIhXekkqYYctMqjypZdewksvvSRM3/0QXT7Ew8MDvr6+sr+wx48fL7R4pEajgcViEXpKWRqTyYRBgwahQYMGQvS5uLhArVbLbmvRmWxyZitKSOs6MDBQmE4l3AT06tULNWrUEHbNKvLf90Ho9XpMnDgRI0eOVEyP6vJg1zaZUpoIIJHTWCoogRCiiIUtR8aL2WwGIURIsd/74efnhxkzZqBJkybCdE6dOhWNGslbLjA8PBzh4eHC9IWFhaFRo0YoKCiQzTlTq9XCr53Onz8ve5FOo9GIkJAQYfquXbuGtWvXYtiwYahWrZowvbbIUbNRo9Hc0ysXrVq1QqtWrYTpu379OpYuXYqRI0cKfZ7YkpGRgeXLl6Njx45O7Zw98g1ICPmj5L95hJBcm588Qkgu/yHKz/79+9G9e3ekpIirHKJWq2Vf2KJ32Nu2bYO7uzvOnDkjTGdpQkNDMX36dNSrV0+YzqlTp6JHjx7C9N2Pn376SVipGAB4/vnncfr0aVSvXl2YTiUQFBQEDw8PWcfw/fffIyEhQZi+lJQUTJ06FZcvXxamszSiazZKuuS+/UhKShL63srIyMDs2bNx8eJFYTpLIzrOjhePdM4opXEl//WllPrZ/PhSSuXv0yCA5ORk7Ny5U2gGjhJ2XTqdTuhO08/PD5RSWR9oOTk5uHXrltBYqLy8PNnru02ePBmLFi2SdQyiWbt2Lfz9/ZGcnCxM5w8//CAs7ulhiHyWSS9JOde1HCdn4eHhspdDGjJkiNCSNZKt5Xx3yeGI88CeOmf/eKLc7+8eR+RY2FOmTMHkyZOF6bsff/75J7766ith+mxbnsjFihUrULVqVej1emE6X3nlFbRr106Yvvsh+gr71q1biI2NxZYtW4TpLI1Wq0Vubq7Qa8bdu3fL7gSPGDFCaLKREtZ1REQEpk6dKvSkdsmSJdi5c6cwffdDdL0vJThnj0vbQXtizp4D8F6pv+t2n7977NBqtVCpVEIa5krIfc0FWDOORM5ZCTtsrVYLFxcXBAQECNMp9ymp2WyGTqcT+hD38PDA0aNHce3aNWE6SyN9z0QHictpa0opVq9eLTRIXwnrulGjRrLHdcqB6NCUgIAAEEJktbXBYICPj8/jf3JGCBlDCDkLoC4h5IzNzzUA8lcWFICUtSjyKuDWrVs4cOCAMH2lyc7OxmuvvYajR48K06mUXVdgYKDQhAS1Wg2dTidbWQm9Xi+0fAjw10Ncblv7+voKTblXq9XIz89HcXGxMJ225Ofnw2g0Cn1xSWU75L7qkhq+i2Lr1q1o164dcnPlCc0uLi5Gfn6+0HXt6uqKgIAA4f/WtowePRp5eXmKyBx1hLK8gdbA2ktzK/7qq9kLQAyldAjHsSkGjUYjNHsPAL799lu0bdsWhYWFQvVK3Lp1C0uWLMH169eF6fT09MQ777yDZs2aCdNZGjka5kplJXJycoTqlZDjGsDFxQWBgYGyn5LKYWtAvg2IXPE4169fF1rQujTvvfce6tevL1RndnY29u/fL9t3XHKQRNs6LS0Nn3/+uVCdjyOPvNaklOYAyAHwAiEkEEAkAE/AGlRKKZXveEcQcgTw2l4FyJHRJrqKuMT8+fOF6iuN6NpuwN9PDOXY7YWFheHs2bNCW3UB8rd6adOmDWrVqiVUp1qthouLC/R6vbCi1rbIFY8THBwsVF9p5CgLZLuua9euLVQ3APj6+uLHH39ETEyMUL3e3t5C9ZVmzpw50Gq1mDdvnqzjcJQyx5wRQkYDGA+gOoBTAGJh7a3Zgc/Qnmxsd9hPknNWXFyMgoIC2Y6k33jjDZhMJqE6Y2Nj8fnnnwuNc7NFpVIJK8RqS5s2bYTW2yrN6NGjhevs27cvjEajbHX8DAYDqlevjqCgIKF6v/32W+h0Orz99ttC9UrI0Qhb7lg7b29vDBo0SLjeZcuW4ebNm/jwww+F6waAPXv2IC8vTxbdLLEnIWA8gOYA4iml7QkhUQA+4jMsZfHcc8+ha9euQhvnyr2w5XLOevTogcLCQhw6dEioXonnn39euM46deqgTp06wvVKnDlzBvv378eIESPg4+MjTO/SpUuF6bofRUVF8PDwEBpLKqo91oNo2bIl0tLShOvdunUrLl26JJtzptVqERERIVSn3FfYN2/exKVLl9CyZUuhiV179uzB0aNHZXPOsrOzZd30scKe7VsRpbQIAAghHpTSiwCcu+17GaCU4sCBA7hz545QvXI3SS4qKoJKpZLlKkDOwOETJ04I78xgMpmQlJQkW6P7vXv3Yty4cTAYDLLol4vq1atj3LhxQnXm5OTg1Vdfxe+//y5Ur9zIfYUtx7Vm5cqV0ahRI3h6egrVK7Fr1y506NBB+LtL7uK7cpyS8sAe5yydEBIA4CcAvxJCtgCQt3KmAPLz82EwGIQv7PDwcGzcuBGtW7cWqldi7NixKCoqErrjAuRd2AaDATExMfj666+F6tXr9ahfv77wVkISWq0WhBDhBTPnzZsnPEhbwmKxQKfTCb9KdnV1xTfffIMTJ04I1Svx7bffonv37jCbzUL1SpsuuZqfT5s2TfgVX1BQEE6fPo0+ffoI1SshV3yhRqOBXq8X/h2TkCNumAdlOmMn1nP/cZRSPYAZhJC9APwB7OI5OLlJTNFh14krUFWNEm5sHx8f9O3bV6hOicQUHeKvahEbrkFMmNjYL6kOFKVU6HVTYooOv52+DlXVKOG7LslBkMMpTUzR4VheADR1m8PV1VWo7sLCQiQlJcFoNMLd3V2Y3sQUHfaeT4dbaB3h69rb2xvu7u6y2XrduRwcvnxLuK3VajUMBgMKCgqEBozfe5Z1HSj8WSYniSk6HNRWgleN+kJDFYC/QnL0er3Q9ZWYosORK1kIqReLGjVqCNPLizI5Z5RSSgj5CUBMyZ/3cx2VAkhM0WHI0ngYjBaEDJ6NXJXYhxlgvbtXq9WIjo4WplOad7HRDBdYsG7Ms0Ifamq1GmazGbm5ucJOckrb+q6n2B2fm5sbAgIChF/nSvMuUkXCu8cUJKbohNpaenDrdDph2Xz3bG2SbF0kRK8EIUSWQrT3bO1SG/59pgm3tZSlqtPphDlntrZ2cyFYPqwx4qLENl7v168fIiMjMWfOHGE679naUhOVB36ME6l64bb28fFBTk6OMOfM1taqTm+jXf9YIXp5Ys+1ZjwhpDm3kQAghHQlhFwihPxJCJnCU9ejiL+qhcFkgQWAi5sbsoj4TLqXXnoJ//3vf4XqlOZNQWCm1j+LpG3btpgzZ47Qnb2trYmLK26bfYXplpAjJkeaN4gL4OIq3NZyJL3cszW12jpDhvbAcsRV2tqayGDr4cOHw2g0Cs08t7V1scGINb8eF6Zb4tq1azh37pxQnX+3tZtwWw8ZMgR5eXkIDw8XptPW1kaTRficeWBP6lB7AK8RQlIA5AMgsB6qMemJQQhxBbAI1jZR6QCOE0K2UkqTWMi3l9hwDVRuLjCaLHB3d0ffZ8W3/pBjhy3Nu6jYCAKK2HCx1z7NmjUTXoRWmrPBaIbJYkbzMPGOuByxdrbfcTeVm3Bby5HNds/WJguIK8FzjWsJ0y1RrVo1oVf2QKl1TS3CbS1Hlupf69oCk8WMptXFNyGX8xluMFng5uYq3Naiv9vA3+dsMRmhMWsBiM3OZQ6ltEw/AMLu91PWz5dBfisAu23+PBXA1Id9JiYmhvIk4Xo2/XJPMk24ns1Vz4No164djYuLE6434Xo2rd55JO332mThug0GA71y5QrNyckRqjfhejadvTmBzvp6DdXr9UJ1U0rpjh076G+//SZcr5zf8QsXLtA+ffrQkydPCtUr97qWi4Tr2TTu1Zl06NsfCtd9+/Zt+sorr9DDhw8L1ZtwPZu+/t/NVFU1ip4+fVqobkopHThwIK1Tp45wvXJ+xzMzM+mLL75If//9d6F6E65n07GLt1JV1Sh67NgxobrtAUACLYNPZM+15huU0hTbHwBvsHMTUQ2AbQGe9JK/+xuEkFcJIQmEkATepQdiwgJhPL0dQ7q0El6YFJCvSXLTmgHI3L8a4eJvfHDlyhU89dRT2LFjh1C9MWGBeL9PDD547QXhWYsA0L17d3Ts2FG43piwQNzZ9z1yrpwUrjsqKgqbN28WGlMJWOc8tGkQavve2wg+EcSEBeLg//6N7xd+LFy32WzGN998gzNnzgjVGxMWiCYed2C4eVGWDD65nuExYYGoqj8LVW66cN2EEKxZswZnz4ptvR0TFohmXtmy2Zo19jhnz93n77qxGgis16Sl+ceTk1K6hFLajFLaTESV65SUFNy4cUOWY3m5ykoUFxejatWqqFZNbPAsIG/x3QsXLuDIkSPC9QLWfnR79+4VrtdoNOLjjz/GH3/8IVy3nCxcuBAajUaWdP8ff/xRtkxsubBtZSQaufqJAkDjxo3RsmVLWTYBQ4cOxbfffitcb0BAAAghstha0vlE1DkjhIwhhJwFUJcQcqbk5ywh5BoAlq5xOgDb/NfqUEAdNTlrpkycOBFbt24VrtfT0xNXr17F+PHjheuW8yG+cOFCWToEANaWJx06dBB+QitXc2TAGlJRvXp1TJs2Tbju7OxsBAQEyLLpunbtGjZv3ozCwkKhenNzcxEdHY3169cL1QtYnyleXl6ybLp69uyJpUuXolKlSsJ1v/baa9i+fbvwOKyioiIUFBTIsq5dXV1lyT4HrO9rFxcX+PnJcO3DmLI8mdYA2AngEwC2GZR5lFKWt7vdmAAAIABJREFU//rHAUQSQmoDuAFgMIAXGcovF3JUlpaoW/exb8DwD9zc3ODn5yfLQ1xOW0t69Xo9KleuLEyvXG26AOv1h9FoFF7BHLDOW67dte0GROTpdFZWFk6fPo38/HxhOm2Rq/tHw4YN0bBhQ+F65UTuEyS5bK3RaBAXFydb71qWPHIGlNIcSul1ACMAPANgCICXAYwlhDDb8lJKTQDGAtgN4AKAdZTS86zklxc5H+KpqalYuXIl9Hq9UL3Hjx9H586dceHCBaF6JeSK01DCC1u0UypXFXEJuR7iSnDERc9bbltXq1ZNluu9U6dOISlJlqR/7N+/H2FhYTh5UmxMp9y2fuqpp2RpWzVhwgTs3/94lGG150z/JwA5ABIBFPMYDKX0ZwA/85BdXlq3bi3bF/zkyZMYMWIEGjZsiJiYGGF6r127hl9//VW29huzZs1CaGiocL1arVZobR5b5H5hy+mUynFK+iQ74nLNOz4+Xha948aNg6urqywxnW5ubkhNTRV+OixnnB0A7N69Wxa9jxP2OGfVKaVduY1EocyfP1823XK/sOVySl98UZ7b7OzsbDRvzrXO8gOR64Xds2dP5OfnQ6VSCdUrodFokJaW9uhfZMy4ceOE942VCA4ORnh4OCwWi1C9cr+w5UKr1SIqKkoW3XI9w5s2bYqjR4/KNm+56NevH2rXro3/+7//k3soDmOPc3aYENKQUio2P/YJRlrYol/Ycj/E09PTcfv2beHFaFetWoXAQHn670VFRWHr1q3CnUNCiGxOCgB069YNt27dEq536NChwnVKNGjQAFeuXBGu19/fH23atIGILPf7sWLFCvz+++9YtWqVUL1yXmHLleDk6+uLFi1aCNVpy7Jly7B582Zs375dqN4TJ04I7d3KE3ui5uIAJJa0V5IyNsUWrRFMdnY2/Pz8sGzZMln0y3n94e3tDQ8PD6F6JebMmYPOnTsL19uuXTs0btxYuF4A8PPzQ69evRASEiJU74YNGzB58mShOm0ZM2YMPv5YbN0ti8WCc+fOIScnR6heuenevTv2798vNOHElsuXL2PdunVC484opcjOzpZtoylt9kQ7Z8eOHcPy5cuFn85KpKWlYceOHcJDY+SsrsAae5yzbgAiAXQG0AtAz5L/PrZkZ2cjLy9PtisfuXZdarVa1l2XRqOBXq8XurDz8vKwfv163LhxQ5jO0uzcuROnTp0SqvO3336TpRaSLSaTSegLOzs7Gw0bNpR13j179sQXX3whm345UKvVMBqNuHv3rjCd+fn5MBgMsjln7u7uGDRoECIixLYS2rRpE8aMGSNLKyXgr3eXyGQ2o9GIvLy8x+bavszOWenuADZdAh5b5L7ec3d3x8mTJ/HGGywbMTyaDz74AHv27BGq0xa1Wg1KqdCFffXqVQwcOFC2oGUAGDZsGJYsWSJUp9w7zaVLl8Ld3R23b98WplPO8iESJ06cwOnTp4XqfOutt/Dcc/erJS4GOeKvVCoVtm/fLlv9QsBadPiFF14QqlNKeJHbORNpazlrNvKgzM4ZsTJUKp9BCKlJCJHveEUASniIR0dHPzbHtGVFjoe4EmwtRwkROeNxANwrFily3nInvEi6Rdv66tWr915gciBHmIZKpUKPHj0QGRkpTKcSkHtdy2Frk8mELl26PDa2tudaczGszcmlLUAegEXMR6QglPAQ37RpE9auXStU57/+9S/MmDFDqE5b5Nh1KcHWcpSVkLOkBCDPQ1zuE3FJ95Nm69DQUISHh8NoNArTefPmTWzbtk3W+MKBAweiTZs2QnXKbesqVaqgUaNGQnVWrVoVu3btkiVemQf2ZGu2pJQ2JYScBABKqY4QIk8wliDCwsIwfPhwBAcHyzaGr7/+Gnl5eRg0aJAwnUeOHJGlr6ZE06ZNsW7dOjz11FPCdCrhha3RaIRnLppMJtkCxAF5TknlrvcFWOednJwsVKdWq0WtWrWE6rQlNjZWeJbqH3/8gUGDBuHs2bPw9/cXqlvCxcUFGRkZQnVmZ2cLfX6WpkmTJsKv7R837HHOjIQQV5Q0IyeEBAGQJxVEEM8++yyeffZZWcegVqtx/fp1YfosFguys7NlfWGHhoZiwIABQnUq4VpTrVbj/HmxTTHOnTsnS9V2CTlOzlq1aoUlS5agatWqwnSWpmHDhsL/3bVarazrWg6Usq5Fn5Lu3r1beJ9euVmzZg2mTp2Kw4cPy3q4wAp7nLP/AtgMIJgQMhtAfwAfchlVBfcQHZui1+thsVhkfZiZzWbs27cPNWvWFBY/MHLkSLRp00aWliMSH3zwgfBm2ABkCxoGgKCgIEyYMAH16tUTpjMyMlL2uJSPPvpIqD5KKbp16yZrFrbZbEbXrl3xwgsvYOTIkUJ0KsE502g00Ol0sFgswno+VqlSRYieB0EpRVxcHAYPHoy33npLiM6bN28iNTUVvr6+QvTxxp5szdUA3oW1AfotAH0opet4DawCK2q1+t7CFkFWVhYAyLrDJoTgueeew/fffy9MZ2hoKOLi4oTpux9169ZFdHS0MH137tzBoEGDcOjQIWE6S+Pl5YUFCxagVatWwnQmJSXhzJnHukTjPyCEYPXq1XjppZdkG4OrqyuOHDki9HQ4KysLvr6+spVDAqzPcIvFIizurbCwELNmzRLez9MWQgguXLiAy5cvC9Op1Wrh5ub25DlnhJBvAdymlC6ilH4J4DYhZDm/oVUAWHddFotFaFmJDh06oHbt2sL0lcbFxQWBgYFCTwy3bNmCnTt3CtN3P65cuYIlS5YgLy9PiL6bN29i3bp1wvv+laagoEBoFuG0adMwePBgYfrux7Zt21C/fn1Z6+rJgegrPiVc5cbExGDMmDHC9N25cwcffvghTpw4IUzn/VCr1cIz7jUajaw3ASyx54y1EaX0nodAKdUBaMJ+SBXYMnLkSNy+fRsBAQFC9NWpUwe///47nnnmGSH6HoToh/gnn3yCzz77TJi++5GQkIDXXntNWK9J6ZRU7lItLVq0wOjRo4Xpy8rKkv2FbTQakZSUdM8GvDl06BD8/f1x4MABIfoehOgwjenTp+OHH34Qpu9+tGnTBosXLxbWGk56bsr9HRf9DFfCumaJPTFnLoSQwBKnDIQQtZ2fr6Ac+Pn53asF9SQh+iGelZWF8PBwYfruh+gSIkq4wgbkOU0RXbG9NHLYOjc3V/a+g6JPUyIiImS3NfBXFwx3d3fuupSy6dJoNELXdWxsLJ5++mlh+nhjz8nZfABHCCEzCSEzARwGMI/PsCqQuH37NqZNmyYsTmPRokWIjIxEQUGBEH0P4kncdYnOXFTKDlsOR1zuOT+ptm7cuLHQkInVq1fj2LFjwvTdj0uXLsHd3R0bNmwQok8ptm7evDkaNGggTN+7776L2bNnC9PHmzKffFFKvyOEJADoUPJXfSmlSXyGVYFEXl4eZs6ciTp16qB+/frc9aWlpSElJQWVKlXiruthzJo1S1ipAaPRiJycHNkfZnLU/AoJCZG93Ylarcbx48eF6KKUyt6yChBva6WcpixYsECovjfeeAPDhw+XNUtVus4U5YgrxdYff/yxUH2U0scm3gywLyHAA0A0AD8AagD9pVZOFfBD9PWHFEAr95e8adOmiImJEaJL+reV2zkTfZry5ptv4vbt23Bzkzc6QeQpKaUUP/30E4YNGyZE34NQq9Xo1KmTsALXWq0WHh4esl9risRoNCI3N1cx61rUM/yNN97AnTt3ZHfOREIphY+Pz5N5cgZgC4AcAIkAivkMp4LSBAQEgBAidNcl98MMAJKTkxEfH48XXniBu/Og0Whw5coVYUkXD8LX1xdnz55FjRo1ZB2HaHr27ImQkBAhdaBcXFzQvXt3rjrKQqVKlfDrr78K0xcTE4PXXntN9k3XDz/8gFmzZiE+Pp57yQMl1DgDADc3N/j5+QlzzlxdXREUFCRE18OQisKeOHGCuw1yc3NRUFAga51K1tjz1qtOKe3KbSQV3BdXV1cEBAQIvf6Q+2EGAL/88gvGjh2Lzp07IyQkhKsuNzc32ZMBAGttIJExGhMnToSbmxs+/fRTYTrvR9u2bdG2bVshujIzM3HkyBHExcXJfp0rkoEDB2LgwIFyDwNFRUVISkqCVqsV5pwpYbMp8nR4+fLlyMvLw/jx44XoexAWiwWpqalCwgiUZGtW2LNNPUwIachtJBU8EJEB03FxcXjuueeE6HoYIq8Czp49i7lz5wqN9XoQa9aswbp1Ymo779u3T3i7qPtRXFyM5ORkIUkoiYmJ6N27Ny5dusRd16Po0aOHsOvVoqIiWdt0SYhc10qJvQKAsWPHokePHkJ0/fjjj7KXDwHExlUqydassOfkLA7AcELINVivNQkASikV23r+CeTUqVPw8vISouuTTz4RoudRSItMxG7zyJEjeO+99/Diiy/KfpqyePFiqFQqIaccWq1W6Endgzh8+DA6dOiAvXv3ol27dlx1KekhXlBQIKzgcHR0NJo0aSL7S1tkXGWLFi2QlJSkiDCBiRMnCtOVlZUla99YCZG2VsoVNkvscc66cRtFBQ/lSQrilRC561LSwtZoNEhJSRGiSynxhXI8xJUy74sXLwrRpdVqhRVBfRgi13WlSpUUU/eqsLAQOTk5CA0N5a5Lq9WiYUP5L7lE2rpq1aoYM2YMwsLCuOsShT29NVPu98NzcBVYWbt2LaZMmcJdj06ng5eXF7755hvuuh6FyBd2VlYWvL29ZS8fAoiLTSksLER+fr5iHFJA3PWHi4uL7MkfgLhwBYvFguzsbEXYOjg4GJ06dRLiKB44cACff/65Iq5zJ02aJOyUWimbrqCgIPzrX/8S4pA2btwYixcvVsSJISvsSoMjhDQG8GzJHw9SSk+zH1IFpTl8+DBWrlyJOXPmcNWTlZWFwsJCRTgp1atXx/Hjx/HUU09x16WUJAhA3As7Pz8fTZo0kbWHqoTokzO1Ws09K7QsSI447/pMer0eFotFES/sypUrC8tS3bJlC77++mvZA+MBq611Oh33jOTi4mIYDAZF2Nrf3x9btmwRoquwsBDu7u6ylwViSZlnQggZD+AVAJtK/moVIWQJpfQLLiOr4B4ajQa5ubkwGo1c238oKR7H3d0dzZo1E6JLKTtNwPoQLygoQFFREde08MqVK8veGFnCy8sLnp6eQpzSyZMnY+jQodz1lIUWLVpg8ODBMBqNUKlU3PQo6dpeJEpb1xaLBTk5OVxPDT08PGAwGGA2m7npUCITJ07E+vXrkZmZKfdQmGGPCz8KQEtK6TRK6TQAsbA6axVwRjpZ0Ol0XPUopdeixJo1a7B7927uejZu3IhffvmFu56yMHbs2HsFQ58kvvzyS/Tt25e7ntq1a6N169bc9ZSFvn374rvvvuPqmAGAj48Ppk6diujoaK56ykrbtm3x5ptvctejhE4QEiKv7gkhijlBatWqFV5++WXuepRka1bY45wRALbuuLnk7yrgjKjMRSUFSwPAzJkzsXTpUu56PD09FbOw/fz8oFaruRcL/fnnn9GiRQthyQePYtSoUYiNjeWuZ+3atTh06BB3PfbAOyaqSpUq+M9//qOIzFzA2pIuNTWVux4lvbBFlRA5c+YMRo4ciatXr3LVU1YsFgsyMjK461HSKSkr7HHOVgA4SgiZQQiZASAewHIuo6rgb2g0Gnh5eXFPuw8PD8eoUaMUUV0aEBd/9d5772HXrl3c9ZSF1NRUTJ06lXsdruvXr+P48eOKOaG7evUqTp06xV3PO++8g+XLlfHYio+Ph5eXF/bs2cNVT15eHrKzsxURGA+IS3pR0gu7YcOGmDdvHveA9YsXL2LFihVCagaWBbVaLSzjXimOOCvsaXy+gBCyD9Z6ZwTACErpSV4Dq+AvnnvuOeTn53PX06ZNG7Rp04a7nrKiVqu577CNRiPmzp0LLy8vdO0qfwOM7OxszJkzB82bN0fdunW56VFSfCFgjQW7ePEi16K4UtNzpbywfXx8UFhYyN1RWbJkCSZNmgS9Xg9/f3+uusqCRqNBeno6dz0JCQkwmUzc9ZSFsLAwTJo0ibsepcUXajQaXL58mbserVYrrBezKOxJCPgWwHhK6YmSPwcSQpZTSkdyG10FACCsH15RURE8PDxk778nodFocPIkX/9fKU3PJUTFpmi1Wvj5+XFNMLEHEaek+fn5KC4uVtSLC+Bv66ysrHv9HZWAqNMUJTiiEhaLBVevXoWvry/XdnRK23SJsvW4ceMQFRXFXY9I7LnWbEQp1Ut/oJTqADRhP6QKSlNcXIxhw4Zh8+bNXPW88MILaNq0KVcd9iDiha20naaoshJKuvIB/l5WghdKi6mUsvZEfMcrV66smE1X69at0bNnT646cnJy8N577ykmI9lisSAyMhJff/01Vz1Sz1LeSSZlpU2bNnjxxRe5X6lPnjwZvXr14qpDNPY4Zy6EkHs5wIQQNeysk1ZB+VCpVPjhhx+QkJDAVU9WVpYiqohLvPfee0hOTuaqQ2kZql5eXvDw8ODunEVERHBvlWQPGo0GRqOR6/W90k4VPD094eXlJcQRV8qcAWDYsGHc4/5u3ryJuXPnKqKHKgC4ubnB399fyCmSkqrk9+/fH4sWLeK6MTAYDEhPT4fBYOCmQw7sca7mw9r8fAMACmAggNlcRlXB3yCECAmi1Wq1qF+/Plcd9iAiMSEnJweEEMW8vKSx6PX6R/+yA3z00Udc5duLbTabj48PFx0NGjRAUlKSoqqIv/nmm2jevDlXHUqKs7OFZ/FdpZ2SAmISIT777DOu8suDyWQCIQSurq5c5J87dw4xMTHYvHkz+vTpw0WHHNiTEPAdISQBQAdYEwL6UkqTuI2sgr/B64ovMUWH+KtaxIZrFHfV9eeff2LNmjUYNWoUqlWrxkyu7Zx79eoFg8GgiIrxEleuXOGSRWk775gw5ZyQAkDHjh2xYcMG5o3nS89ZKb0WJebOnctFru28x4wZo6jv9y+//ILevXvj4MGD3ApNK+2UFBCXfa4kfv31V3Tu3BmHDx9Gq1atuOhQWmgKK+y6lixxxiocMhngsetKTNFhyNJ4GEwWqNxckOdRWVFf8JSUFEyfPh1t27Zl5pyVnvPq0bGKc1R4dAYoPW/zbwvxyvOd8O677zLXVR5q1aqFWrVqMZVZes7vt/KBLvkExowZo5iYHIvFgoKCAqanhf/8jndR1Hfc29sbRUVFzB0VW4dUqSdnvDfYX0yfgBYtWuCNN95grqc8SEkZImytpHcXCypixpyE2rVrIzc3l6nM+KtaGEwWWChgNFnQ7aVx6NChDlMdjsCj+G7pOX+18Tf4pB5S1HXAypUrkZycjNmz2UUNlJ53FgJgNBqZyXeUwsJCHDx4EFFRUahZsyYTmaXn/NOh8/jpkwkYO3YsE/ksGDx4MM6dO4ekJHZ73tLz3nL4PCICGiome5HHui7tkPbwKvqbLiXwzjvvMI+LKj3vO4fPKcbOAJ/iu6Xn3DfAWv9TSY44CxRx1k0IGUAIOU8IsRBCxDRUdDJWrVqFrVu3MpUZG66Bys0FrgRwd3PBB68OQocOHZjqcAQepQZKz1l74Qg2bdr06A8K5I8//sCKFSuYyrSdt5srQVHqWUU9zPR6Pbp06YKff/6ZmczStvbMTUNgYCC32JfyEBgYyPxE/O+2dsGnk17BsmXLmOpwBB4v7NIOaXhsFxQUFMDLy4uZDkfp0qUL84zC0vM2a8IVta5F2PqSzvI3XY8LSjk5OwegL4D/yT2QJ4mYsECsHh2L+KtaNKnmg+qe1oa5Snl58SgrYTvn2HANZoxdrKiHGfBXbArLgGnbeQdZdBg0+6KiThVE2Hree98+cbau4VGE3gqztZQRztLWkkNqNFng7uaC2HANKlWqxEw+CzIyMnDp0iXExcUxiwG0nbe06dJo2jGRzYKAgAAQQrjaunerenh24ULF9BNlRXmK0OpL/hwIYD6LIrSU0gslMh0V9diyefNmfPnll9ixYwfTmKSYsEDEhAVi+/bteKZXLxw/fpxbkK698CorIc0ZUF6ZAcDqqBQXF6OgoADe3t7M5ErzltoFKclR8fDwgLe39xNpa5PJhLy8PKZFYqV5Hz16FICybO3u7o6xY8eiSRN2ZTJLO+IHNq3EHpMJkydPZqbDUX744QdMmDABWq2W2SmP7bxDSA4GzL6oKFu7uLhgypQpaN26NTOZpW0dExYIdH+WmXylYI+r+Y8itIQQ4UVoCSGvAngVALPYFGfgzp072LNnD7RaLdPMRQklZjcRQnDr1i2ulc2zsrKYB6I7iu11LkvnTMLf3x99+/ZV3Prhnc2m1WpRo0YNbvLLg62teXzPlRos/cUXXzCXaeuIj9+4ESqVSlHOme0VH8srOGnep06dQmRkJKpUqcJMNgv+85//MJdpa+tLly7By8tLcWvbUexxzlwIIYElnQHsLkJLCPkNQOh9/q8PKKVbyiqHUroEwBIAaNasmTI6+QrAdmHzdM6UtOsCwL0orru7u+IeZhqNBv7+/twa3cfExGDjxo1cZDsC7zpQ+/fvV1yhypiYGEyfPp2LEw4od11bLBYUFhZynXejRo24yC4vPOKvbImOjhbSx9JeCgsLkZ+fz+07OGTIEAQHBzONV1UCworQUko72Tm2CmzgkeFki1arhUql4lYAtLwsXboUOTk5mDhxIhf5LLPkWPH888/j+eefl3sYwvn666+5vawBKKa3pC2NGjXi6kS0atUKS5YsUVThXQDo1q0bcnNzceTIES7ytVqt4k4LeT/DlUq/fv2QmZmJ48ePc5GflZWFevXqcZEtJ2WOSqSUfgegP4AMAJmwFqH9ntfAKvg7vJskSwVolRb39/PPP2PlypVyD+OxYtKkSXjqqafkHsY/aNmyJRo0aMBFdmFhId59913Ex8dzkV9eLBYLbt26xbxMjkRkZCReeeUVRWUtAtYTcV7PMovFguzsbMWdFvI+OVu+fDnat2+vqBI5AP/m50p0xFlgV8oIpfQ8pfRLSukXLLsDEEKeJ4SkA2gFYAchZDcr2Y8LQUFBqF+/Ptzd3bnI79+/P6ZPn85FtiPwvOq6du0a/vWvf90LmlYKubm5GDx4MLZv385FfkZGBvdGxOXh9OnT+OGHH7jIzszMxLx583Du3Dku8svLnTt3ULVqVaxatYqL/KSkJJw+fZqLbEfgua7z8vLg7+8vpP2bPdSoUQMbNmxA27ZtuchPSkrC0aNHub0jygtPWxcXF+Pu3buKc8RZ8MhrTULIH5TSOEJIHqzXmff+LwCUUurwXQGldDOAzY7KeZypWrUq1xdLly5duMl2BI3GWgGaRx++9PR0bNu2DePGjWMq11FUKhXWrl2LRo0aoWfPnszlK61Nl8S6devw6aefYvDgwcxtrcSK8QD/05Tp06fj3LlzuHDhAhf55UWj0UCn08FisTBvLSWqwbi9eHl5oV+/ftzkK3VdazQa5OTkwGQyMS93odSEFxY8clWUOGYEQH1KqZ/Njy8Lx6wCZZCUlITMzEy5h/EPNBoNDAYDCgoKmMtWYoYqYG3f5OXlxTW+UGlzBqyOitls5nLFp1RbS3GevGyt1Be2Wq2GxWLhdp2rVPbt24cTJ05wka3kdQ1YC02zxs/PD6tWrULHjh2Zy5abMm1ZqPUOpOJkS2aef/55TJs2jYvstm3bcpPtCGq1GiqVisvCVuppCsC3rIRSX9g84yqfVFsr9YXdunVrTJ8+nUtD9iNHjmDAgAFISUlhLttRRo0ahQULFnCRrVRbx8XFYe7cuVz62fr4+GDIkCGIjIxkLltu7FkZ8YSQ5txGUsEj+fPPP3H27FnmcpUaQAsAI0eORFFR0RNT202CZxDtgAED0LlzZy6yHYFHlwAJnU4H4MmztVId8ZYtW2LGjBlcMmgvXbqEDRs2wGKxMJftKDzjryIiItC0aVMush2hSZMmmDx5Mhdb37hxAwcOHEBRURFz2XJjzwVwewCvE0KuA8jHXzFnyiom8xgjxV+xRq/Xw2KxKPIhzmNnLeHp6YmoqCjFZbIB1iw7Dw8PLrI//fRTLnIdhefJ2ZgxYzB8+HCm3TVYMXnyZC7fQUqpYk9TzGYzMjMz4evry7x8ipLjkHiekn733Xdc5DqK0WhESkoKKleujICAAKayt2/fjtdffx3p6elcNvByYs+brxuAcAAdAPQC0LPkvxUIIigoiEtcmJIfZpmZmRgxYgT279/PXPbbb7+tuEBpifXr13PJ4DObzYorxCoRHR2NkydPMm31YkulSpUUVyoGAF544QX07t2buVxKKTZv3oyXXnqJuWxH+fPPP1GlShX89NNPzGVnZWXBzc0Nvr6+zGU7Cu9Cy0okJSUFkZGR2LZtG3PZSr79cBR7nLNUAM8CeJlSmgJr5mYIl1FVcF9CQkJw+/Zt5nKVWkUcsJ6crVy5EqdOnZJ7KI8FSUlJ8PDwUGSHAG9vb0RHR3MphLxo0SLMnl3mmtlCyc7O5hIk7uLigu7du6N+/frMZTtKcHAwAGspEdZotVpF1mwErBtsXnOuW7cu1q1bx1y2o/AMV9BqtfD29lbkibij2OOcLYa1DtkLJX/OA7CI+YgqeCDR0dFo2bIlzGYzU7nh4eFYsWIFGjduzFQuCwIDA+Hu7o6MjAzmskeOHImpU6cyl8uCjRs3Ii4ujnkshfSAZNnbjyXLli2715idJVu2bOGyc2fB119/jZiYGOa2zszMxNatWxVZViIgIAAqlYrLZtPLywtRUVHM5bJg7Nix+OWXX5jXGczMzMTly5dhMpmYymVBQEAA3NzcuDrijyP2OGctKaVvAigCrI3PAbBPv6jggYwePRq7du2Cq6srU7khISEYPny44npMAtbdf3BwMJeH+B9//IHr168zl8sCvV6PQ4cOMXdKlX4N8OGHH2LNmjXM5So1MB4AQkOtLYca20CnAAAgAElEQVRZ2/rEiRPo3bs3Ll68yFQuCwghCAkJ4bLp+uyzz7B3717mclkQGRmJ2NhYbnX8lLiueT7Ds7KyFDlnFtjjnBkJIa4oKURLCAkCoLx0mArs5urVq4iPj1dk1XjA+vLi8RBX8sIOCbFGDLCet5JLSgBWW/N4iCs1MB74y9as5610R5xXmIaSyczMxMqVK3Hjxg2mcpXsnAH8nuEzZ87EZ599xlyuErDHOfsvrLXOQgghswH8AeA/XEZVwX1JSkpC7dq1sXPnTqZylyxZwq2lCAvCw8OZV5Y2mUzQ6/WKdVKe5Bc2L0dc6bZ+0hzxSZMm4fXXX2cut1evXli8eDFzuSxITU3FiBEjkJCQwFSukuOGAeuJ+Pjx45nLbdq0KZ599lnmcpVAmd94lNLVhJBEAFIp3j6UUmWmuj2m+Pj44Pr160hPT2cqVzpBUmIALQAuQa46nQ6UUsU6KbyuumJjYzFlyhRuZTocJTQ0lHmbMoPBAA8PD8X1WpSQbM3DESeEMC9fwIpBgwYxl0kpxa5du9CwYUPmslnAyxEPCQlBly5dFOuc9enTh4vcDRs2oEGDBoqNMXSEMp+cEUI8ADQF4A9AA2AAIUR5JeUfY3jusJW6qHlhMBjQunVrhIeHyz2U+xIcHIzo6Gjm9a86duyITz75hKlMlkgnZyyv2FUqFbKzszFlyhRmMlkSEhKClStXokOHDkzlZmVlQa1WM49RZYVOp0NCQgLTYrG5ubkwmUyK3XRJWaqsn+E9evTArl27uGQ6s+DOnTvYv38/03VtMpkwYMAArF27lplMJWHPteYWAL0BmGAtQiv9VCAIDw8PBAYGctlhK9k52717N5577jmmWWfVqlXDoUOH0KNHD2YyWeLh4YGTJ09iyJAhTOXeuXMHd+/eZSqTJZMnT2Yej6N03N3d8fLLLyMiIoKp3MmTJ2Pr1q1MZbLk+++/R/PmzZmua6Vf76lUKi7PcKWzZs0atGvX7l6nDhYouesHC+xxzqpTSgdRSudSSudLP9xGVsF94RGTo+RgacCaufjbb7/h1q1bcg/F6enVqxf69+8v9zAeiEajQVBQENMr9hMnTmDAgAFITk5mJpM1p0+fxvHjx5nKrF27NreCvizgcZ2r9MB4gM8zfMiQIejatStTmSzhYWulO+KOYo9zdpgQosyL/CeIPn36oFmzZkxlfvXVV3j33XeZymQJj/irH3/8EQ0bNuRSe4cVb775JvO4HCVnqALWXnnTpk1jWv4hOTkZGzZsUGxnBAAYP3483nnnHaYy161bh0OHDjGVyRIeYRqEEMTExCi6lc9PP/2ERYvYlghNTU1FcXExU5ks4WFrZ3DEHeGRCQGEkLOwls9wAzCCEHIVQDEqemvKAo94ISVnagJ8MhdTUlJw7tw55n39WKLVanHy5EmmMpV+hZ2Tk4OZM2eiXr16zIJ8neEhHhoayrxLwDvvvIPOnTvjmWeeYSqXFTxe2M2bN2eeCcmaunXrMpep1WoV2QlCgoetlZ557ihlydbsyX0UFdgFpZTZtU9hYSF+/vlntGjRAjVq1GAikzU8Ts6ysrLg6empyKbnEqxrfhmNRuTm5iraOeN5/aHkhzjrml9S0/MnzdbOwJEjR3Dw4EGmtxVKPxHnYet27drh8OHDXJxdJfDIa01KaUpJL80MAP0ALASwAEDfkr+rQBCJKToM/c/38KnVCPn5bHIx0tLS0L9/fy6NxVlxRW9BnT5jkU38mclUcv89wGrrm/4NUOxbDQUFBUxkOsMJEo92XVqtFn5+fnB3d2cmkyWJKTrcCmiIYt9qKCwsZCKzoKAARUVFirb1Fb0FI//vR9Rqxi5LdeHChYiNjVVsQe3EFB0W7jqPDz9fwczWlFJkZ2cr2taBgYFYv349evfuzUxmQEAAWrVqpejbD0ewJ+bsOwD1AXwB4EsATwP4nsegKvgniSk6DFkaj0O5gdD0/wh7zlxjIlfphSoTU3QYsuwojFFdsV5bBYkpbLJ9lHy9J9n6eHEoQgbPxp7TbGxdqVIlLFiwAHFxcUzk8UBq68Nyh+3p6Yl69eoxk8cSXrZ2lnW9N8sH7/96i9m6vnz5Mq5evarITRcvWxsMBrz00kto0aIFE3k8IISgf//+qF27NjOZBw8e5NLqTSnYU3a9LqXUtjP2XkLIadYDquD+xF/VwmCygIKAuLjij8t30KuV43KVfuUjzdtCAaPJgvirWsSEBTost3Hjxoo9Dre1tYubO07ezGcSW+Dv748JEyYwkMSPxBQdfFv2R0p+HjOZn376KTNZrLG1tZu7B5Jz2TgVzrSuDUZ261rJ13uln+EHL2egR6zjmwYPDw8sX76cwQj5kZiiw4YDpxHuY8Irz3diInPlypXYtWsXXnzxRSbylIY9ztlJQkgspTQeAAghLQEoNxXoMSM2XAOVmwsMJgtMFjNCSS4TuUpPR5bmXWw0wWK2IDaczYN35syZTOTwQJqz0WSBu7sbujeLZCJXq9UiKysL4eHhirzik04WDJGdcNPNBYkpOiYvbCXzN1u7ueDZuqFM5NavXx9JSUmoWrUqE3mskeZdZDDBYjExW9dKjrO79ww3ljzDXdg8wy0WCwghijwtBP5a10UGE2AxoWlTNutaybZmgT3Xmi1hLadxnRByHcARAG0JIWcJIWe4jK6Ce8SEBWL16Fi8GlsFGT9+gEoFbK59lH79Ic37qfwLKNo597F/WQN/zfmdznWxenQsszlv2LABUVFRii0fcr9TUhb0798fCxcuZCKLNZKtx3eMwOinCuF59yYTuR4eHnj66afh788uTpMl99Z1wQUYd89n9h1X8smZNOfRsaHI+PEDeBWwiavcuXMnVCoVEhMTmchjjbSuQVxAiSuzda1kW7PAnpMz5Va4e0KICQtE42q+uNazDbMruaFDh6J58+aKbfsBWOfdKiAPe5PiYTabHW5HYzabERISwq0ZLwtiwgIRXd0PtWrVwpgxY/D+++87LFPpCQG2JwvUYkLL2mxe2Lt371ZsJjJgtXXDKt7w8IhCwUcfMSmJcPToURw5cgRjxoxRbB/VmLBAxPrlYH9SPCwWC1xc7DkreIDMmBjUqVOHwej4YF3X0RgZu5fZhjgrKwsmk0mxPVT/fvvBbl1rtVo0aNCAiSwlUubVIGVtPuiH5yAr+As3Nzf873//Q/v27ZnICw0NRdu2bRV7JC4REhICi8Vy7xrWEXQ6HbRaLZOXAU9cXV1RWFjIrNF9VlYWvL294enpyUQea6SThda+WtxYNQW1fBzPuCsuLsbdu3cVezIsIbX1YZWlumvXLkyYMEGxfTUlQkJCYDab720cHGXFihWYOnUqE1m8cHV1RWhoKNzc7DkbeTBK33RJ67qVTzYyfvwAtX3ZyK241iyBEDKAEOJb8r//TQjZRAhpym9oFTwIs9mM3Fw28Qo7duzAzp07mcjiCctaZ0qPs7OFZeaiMzzMYsIC8a9ITxhuXmQyb6W/uGxhWdcuKysLAQEBzBwAXvCoYegMLF68GN988w0TWVqtFq6uroq9wgZK1nWEBww3LzKzdUJCAqZNm8ZElhKx5+jgQ0ppHiEkDkAXAN8C+IrPsCp4GN26dWPWR23OnDmYN28eE1k8CQ8PR8eOHZmc8Ck9k82W0NBQZg8zZ4nRYFlN3NkccVa2dgZHHLB2J/n1118RFhbmsKzU1FRUrVoVmzZtYjAyvqxfvx7fffcdE1nSulb67UfHjh1x5MgR1KpVi4m8mjVrokqVKkxkKRF7tlXmkv/2APAVpXQLIWQG+yFV8CiCg4Px559/MpGVlZXlFPf2TZs2xW+//cZElrO9sI8dO8ZE1oQJE5gVtOUJy2rilFLExMSgevXqDsviTUhICLOgbmdyxCVn3FEyMzNx69YtxV/lAtZ5s2rX1b59e8Vm5doSFBSEoKAgJrLu3LmDZcuWoX///oiMZJPNrjTscc5uEEL+B6ATgE8JIR6w7+StAkZIO2wWbZycZYfNktDQUAwdOlTRzZElOnXqxOzl1akTm/pCvAkJCUGlSpWYdMFo3Lix4nstSsyaNQsWi4WJLK1W6xSnChaLBZs2bUJERASio6MdkqX0zHNbWJ6SDh48mIkc3phMJqxatQoNGjRAs2bNHJJ15coVvP/++4iOjq5wzgAMhDVj8/8opXpCSBUAk/kMq4KHERoaioKCAty9exe+vuWPrrRYLE7lnEVHR6NXr14O1yiLjY1FbGwso1HxZeTIkcxk7d+/HxEREYp3Sv39/ZGfn6/4axrWREREMJO1d+9eFBcXM5PHC0IIhgwZgrffftth58yZwhVCQkKQm5uLwsJCVKpUySFZOp0Ofn5+ij8xdHV1xauvvoqJEyc67Jw5UyxpebEnW7MAwBUAXQghYwEEU0p/4TayCh6IdJLi6LWPXq+HxWJxmi94bm4url1zvOWJ2Wx+9C8pCLPZ7PCYjUYj2rVrh2XLljEaFT9YFtRctGgRmjVrBpPJxEQeT65evYrPP/+cSUayn58fsysknhBCmMVVOtvJmZubGxNb16tXD6+//jqDUfGFZWu2CufMBkLIeACrAQSX/KwihLzFa2AVPJjmzZvj448/dujUDLCeUFy+fBlDhw5lNDK+sHqIv/LKK4quhWTL77//DpVKhfj4eIfkZGdnA3Ceh9lHH33EpCTCn3/+icuXLys+axEALl68iLfffhvJyckOySkuLsa7777r8HdGFKxe2LVq1UL//v0RGKj8QtUvv/wyiouLHa6/RymFVqt1mnXN6jrXmU5Jy4s9MWOjALSklE6jlE4DEAvgFT7DquBhPP300/jwww/vBU6XF1dXV0RGRjrFThNg9xC/ceOGYgs2lkaj0cBisTj8QLt16xYAOPydEUViYiJ+/vlnh+Xcvn0bwcHBDEbEH1ZZqnfu3MG8efNw9uxZFsPiDqsXdq9evbB+/XrFX+8B1nqVLOos5uXlwWg0Oo2TwsrWzlA+xFHs+XYQ/JWxiZL//WQFhSgESilu3Ljh8JH4sWPHMH/+fCaB1yJgdXKWlpam6IrxtrC6wk5LSwMAp5n3k2hrVlmqkq2dIUMVYGdrZwpXyMvLw+jRo/HLL45FBt28aW335QzJHwC7Wn4zZ85EWlraYx2Xao9ztgLAUULIjJISGvEAlB/A8hhisVhQs2ZNfP755w7J2b17NyZNmuQUO00AiIuLQ48ePUBp+SvHU0qRmprqNC/soKAgEEIcfnk5m3MWEhKCzMxMh1+4zuScSSd8T5qtP/jgA+zdu9dhOS1atMCLL77IYET8UalUWLZsmcNlcqTuIc5i65kzZ+Lo0aMOy3F1dXUah7S8lDkQg1K6gBCyH8AzsJ6YjaCUnuQ2sgoeiKurK4KDgx1+iKempiI4OFix7XxKM2TIEAwZMsQhGXq9Hvn5+U7zMHNzc0PlypUdtnWvXr0QGhrKrCwHb0JDQ2GxWJCZmVnuq1hKKVq2bIlWrVoxHh0f3N3doVarnzjnjFVR0tTUVDRv3pyJLN54eHggMDDQ4VOkWrVq4eOPP0ZUVBSjkfGFVT22adOmITo6Gn379mUiT4nYFSVLKU0EwKZKYgUOwSL+yplOFSQopaCUljteg1KK9957D8888wzjkfFj/PjxDicw1KhRw6lsXbNmTdSpUwd3794ttwxCCNatW8dwVPw5efKkw/FDWVlZ8PX1dZp4nNTUVGzatAmDBg0q92lIYWEhsrKynOo7ziL+KiIiAh9++CGjEfHn6tWr+OGHHzBixIhyO2qUUsyfPx+vvfbaY+2c2ZOt2YwQspkQcoIQcoYQcpYQcobFIAgh8wghF0vkbiaEOEe0toywuLt3NucsMTERXl5eDsVpqNVqzJkzx2nqnAHWa58BAwY4JGPHjh1OU4wVsJ70Xbp0iWntL2egZs2a8Pb2dkjGnDlzcOfOHUYj4s+1a9cwYcIEnD9/vtwypOs9Z4mzA9g4Z9evX3eqvqQpKSn497//jYsXL5Zbhk6nQ0FBgVO9u8qDPccPq2GNO+sHoBeAniX/ZcGvABpQShsBuAzA8Rz6xxwWCzs9PR01a9ZkNCL+BAYGoqioyCGnVK/XIycnh+Go+GM0Gh12xN966y0sXLiQ0Yicg40bNyI0NNTh0hQi2bFjBz755BOH5ThLqALApvm5s13lAkBYWJjDGZuvv/46evbsyWhE/GFha2d0xMuDPd+MTErpVkrpNUppivTDYhCU0l8opVKVyHgAj/e/OgOGDx+O2bNnOyQjIyPD4Wr7ImFRamDevHnQaDROldk1depUhIeHlzsRwmKxID093aleXAaDAR06dMCKFSvKLSMlJQUZGRlOU2YAAH777TeH1/Wrr76K9evXMxoRf1is65CQEIwbNw5169ZlNSzufPvtt9i3b59DMpzt9oOFrZ3RES8P9sScTSeELAXwO4B7fUEopZsYj2kkgLWMZT52tG/f3mEZnp6eTrXD9vb2ho+Pj0OnSGlpaahWrZrTZKgC1t1mYWFhudt1ZWRkwGg0OtXDTKVS4ejRo2jSpEm5ZaSlpcHLy8spipJKhISEID8/H3fv3oWPj4/dny8uLsY333zjVKcK/v7+UKlUDr2w69ev73D2ujOSnp7uND1zAevth7u7u0O2zs7Ohqurq1M9z8qDPSdnIwBEw9pfsxf+utosE4SQ3wgh5+7z09vmdz4AYIL1CvVBcl4lhCQQQhIyMzPtGP7jxd27d3Hs2DHk5uaW6/MnTpzA22+/fa84qbPgaE0kZyqjIeForTNn3Wk6amvpVMGZaiE5eu1z48YNAM5la6mFkyObLq1W6xS9RG05cOAAunbteq9Wmb3k5uYiNzfX6WztaDLbsGHDUFxczCzzU6nYc3LWmFLasLyKKKUPde8JIS/D6ux1pA+5v6GULgGwBACaNWtW/oJXTs7Ro0fRqVMn7N27F+3atbP78wkJCfj8888xadIk9oPjyKhRoxyq+J6WloYWLVowHBF/bF/YkZGRdn/eWZ0zRx/iznblA/z92uepp56y+/POautDhw45dMI5bNgw3L59GydOnGA4Kr7k5uZi9+7dSE9PL5ej4WzFhiVOnTrlcCaxM918lBd7nLN4Qkg9SmkS60EQQroCeA9A25IG6xU8Akd32KmpqU5ZyG/KlCnl/qwUe9WvXz+GI+KPoydnnTt3xrFjx5ymFpKEo8H8Xbt2dYrm37ZIti7vrYCzOmeOOhjp6emoXbs2o9GIwdF1HRoaiuXLl6N169Ysh8UdR2NA33//fajVaqc7WLAXe5yzOAAvE0KuwRpzRgDQkgxLR/kSgAeAX0uuIOIppa8zkPvY4mirl7S0NFStWtXpdiCUUuh0OqjVars/azabsWDBAofimOQgLCwMn3zyCerXr1+uz/v6+jpNcU5bmjZt6tCV5EcffcRwNGJo1KgRCgoKUKlSpXJ9vri4GGq12ulOU3755RccPnwYM2bMKNfn09LS0KZNG7aD4oyjG2yNRoMRI0awHJIQtm7disOHD2POnDnl+vz69esRExPDeFTKw56Ys7MAIgF0xl8xZ+UvVmIDpTSCUlqDUhpd8lPhmD0CRwMrnfHKBwBmzZoFjUYDg8Fg92fd3d3x5ptvOt1O09/fH1OmTMHTTz9drs9v2LABmzdvZjwq/vz73//Gxo0by/VZk8lUru+I3Li5uZXbMQOs1/5ardbhWmmiOXDgAGbNmgWLxWL3Z+/evQu9Xu90Dqmj7bqSkpKcqnahRHx8PObPn18uW1NKkZ6e7nS2Lg/2OGcRtiU0KKXXATjXPcljhIuLC4KDg8t9clZQUOBUNc4kpKuA8hTZzMjIwLlz52AymR79ywojPT0d165dK9dn58+fj0WLFjEekbI5cuQIPD09sWfPHrmHYjfTpk3DsmVPVtvikJAQmM1maLVauz/rrFe5Hh4eaNq0abmd8Xnz5qF3796P/kWFERISApPJBJ1OZ/dntVotioqKnM7W5eGRzhkhZAwh5CyAuiUV/KWfawCYdAiooHz873//w9ixY8v12fj4eKxe/cCkWMXiyHXu2rVr0bBhw3I9FOSmZ8+eGD9+fLk+66ynpAcPHkSdOnVw5oz9j5m0tDRQSsvdl1NONm3ahO3bt5frs8OHD8fcuXMZj4g/jsRfqdVqzJs3Dy1btmQ9LO4kJiZi4sSJ5fqss65rR57hzuqIl4eyxJytAbATwCcAbKOx8yil2VxGVUGZ6NGjh0Ofd7Q6tRw4UsQwLS0Nnp6eqFy5Muthcae8HSFMJhNu3brllA8zNzc3JCcn48aNG2jUyL7QVmd+iDvS/WPbtm3w8vJiPCL+2K7rhg3tKwoQEhLy2AeH34/09HS7/62UgK2t7Y2jzc/PR82aNREWFsZjaIrikc4ZpTQHQA6AF/gPpwJ7SE5OxuXLl8vspCWm6BB/VYsqLnlY/d9ZmDFjhtMtbnt3XdKcY8M192qcOVPdK4nQ0FC7+tFJ867tbYTFYnFKJ8XegGlbW6elpcHf379cRXvlJjQ0FPHx8WX+fWneTap6Izs726ltnZWVVabft7V1ZeTCYrE4XbYmYI2hPXr0KLZt22bX5yilSEtLQ7du3TiNjB8hISFwdXWFXq+3+7NxcXFISWHSmEjx2JOtCUJIIKxJAffKylNKD7AeVAVlY8WKFZg3bx6Ki4sfeQqWmKLDkKXxMJgscCUUqfFJ+MBoFDRSdoSGhmLatGmIjo5+5O/azlnl5gIfvXM6KcBfpymU0kc6l7bzdiOAqmqUU87bnquu0raunlXslHMG7KvvZjtvdxcCVdUopwyWjoiIQGFhYZk6lpS2dYPMvTi05XunK6gNWGNnDx48WObfl5zSepXdnbb5d926dWEwGMp8c2PriMeEOU+3D0cps3NGCBkNYDysfS9PAYgFcARABz5Dq+BRhIaGwmQyITs7+5FXdfFXtTCYLLBQgFLAs2ZDp1zYHh4eZS6RYDtno8mCO8QfDWo4VxabREhICIqLi5GTk4OAgICH/q7tvM0APv5qDdq2db7cHS8vL/j6+pbp5Ky0rWu16Iz+7Zwz3T40NBSVKlVCQUHBI68o/zZvM3Xade3q6lrmsj6lbX29wN0p5wxY13VOTg6Kiooe6Zj+zSl1dcHXG35Blxj7i1LLjT3hNKUd8TbmU7DcuYKlS5dyHKEysCfoaDyA5gBSKKXtATQB8OT2T1IA9sRfxYZroHJzgSsBXKgF9PYlp4y9AqxXH6mpqY/8Pds5u7u5YNJLfTBmzBgBI2RPt27d8N1330GlUj3yd0vPu1PjWg6VZ5CTfv36lakrQuk5j+nXCa+/7pwVeSZPnoysrKwyxY7ZztvVBaiuKnDaeJxZs2bhq6++euTvlbZ13pUTTnlaCNh3df93R9wCk7o2atWqxXmEfJg6dWqZeqGWdsSPXdPh0qVLAkYoP/ZcaxZRSosIISCEeFBKLxJC6nIbWQWPxDb+6lGBlTFhgVg9OhbxV7X4eeVncHErcMrYKwDo27cvCCHYv3//Q3/Pds7OfiRer1491KtXr0y/azvvvCsnsHf9MsQ4acD0ihUryvR7tnNuHhYAtUUPo9EH7u7unEfIHnvW5T++4/9xLElITrZu3YrAwMBHbqD+NufaarT77A90HTlS0CjZYrvBfpRTLTmlRpMFri4ERalnYDSGOeV3/Ndff0VQUNAjM9Bt5+zu5oKcPxNQL9I5T0ntxZ6Ts3RCSACAn2Ct5L8FQPk6tlbABHvTz2PCAvFm+wiEuhWicePGPIfGFXuaJEtzruZRjJ07dyIvL4/z6PhgMBhw6NAhpKenl+n3pXnHb1+DlStX8h2cQpDmHGjWITw8HGvWrJF7SOXixo0bGDBgAA4cKFs4rzRvZ958APZlqUpzfirABXfv3nXaa81atWqhbdu2Zbrqk5zSdzrXRVvLaUwZPcgpM+6Bstvads6rRrXAzTOHnNbW9lJmy1JKn6eU6imlMwB8CGAZgD68BlbBo6lVqxb27NmDLl262PW5ZcuWYcOGDZxGxZ/ylBrYt28funfv7rSZPrm5uYiLi8OmTZvs+pyz1kKSmDZtmt1XVs5cRgOwxuRs2LAB58+ft+tzL7/8MkaNGsVpVPwJDQ21e12rVCr8+OOP6NmzJ6dR8aVBgwbYt28fmjVrVqbfl5zS4hsXnLL9noQ9tpbmXKOSteuHs15h24td2ZoSlNKH3ydVIARPT0+0b99e7mEIJzQ0tMxBtBLSC9sZuyIA1kKbrq6udr+80tLSnLoPnbu7O27cuIHi4mJ4eHiU6TPS6aKzOmdBQUEghNht68TExDLF5ymVkJAQZGZmwmKxlPlEyMvLC4P+v707j4+quv8//vokIawBQgBZlE2KgoIhiRoQFL62VC21WkUFVNQKKlpX+CmlpVCsUpFqcUEBURRqoe7ghgtYFFAJBEGRRQwmoAJhDwmQ5Pz+mBkMmGVmmDt35p7P8/HgQTJz5+bzzp3JnDn3nHOvvNLhymJPvH/oOuGEE9i2bVtIx/rAgQP07NmTU06xYzRVfPaJqiPeeustFixYEPT2W7du5eyzzw7pMbEmnIVo8/PzadiwIQ0bNnSqLEeFc7mukpIStm/fHtd/xAPjKkO5XFegIR6vn7CTkpJo2rRpyCuox/sbdosWLWjcuHFI619t2LCBRYsWxeUl2QKys7MZNWpUSI/Jz8+P2+c3+D44tWrVKqRhJu3bt+eTTz6hX79+DlYWO7RxFufGjRvHpEmTgt4+Ly+Pzz77jLKyMgercta5557L1KlTQ2poxfsbF4R+2ueHH36gVq34XWYAwrusT35+Pk2bNo3bGaoQ+qn7vXv3snfv3rg+1rfeeis7duygSZMmQT/m+eef5/zzz3ewKuft3r2bb775JujtAxf/judjfcstt7B582YaNWrkdikxK6zTmip2tGjRgry8vKC3j/fxOACdOnWiU6dOIT3GC42zUFB8FFcAACAASURBVBYnBd+YxJKSkrhuiId6lQCAgQMHxuV1Fivq0qVLUMumBHjhdR3O7PH8/HxatWpFUlL8vpWF+roG+OKLL+LyMl3HY/z48cybN49PP/00blcaCEXIPWci8isRmSYi6f7vh0W+LBWsUD9hB9YHi+c/4mVlZaxYseLIG1Iwnn32WSZMmOBgVc4bO3Ysjz32WEiPSUhIiMup9gFt27bl+uuvP9KDFozzzjuP66+/3sGqnDdnzhxeeOGFoLcXEX7zm99w6qnxt9hwwPbt2xkwYADvvfde0I/xyoeuUP6GiwidOnWK69OaP/zwAxdddBHvvPNO0I9Zu3YthYWFVjTMILzTmsOBkcDVIvJ/QM3X0VGOadGiBdu2bePQoUNBbZ+fn09KSkpcdyeXlZWRmZkZ9BpYAF27do3r5UMAzj77bHr06BH09nPmzGHo0KGUl5c7WJWzTjjhBGbMmMGZZ54Z9GM++eQTtm+3a33sLl26MH/+/KAuaxarkpOTeemll/jiiy+CfowXGmehDldYs2YNjz76aFjXpowVtWvX5u2332bt2rVBP8YLxzoU4TTOtvuX1BgB9MN31QDlktNOOw1jTNDT7lu1ahXy0huxJjk5mTZt2gT9wt6xYwfTpk1jy5YtDlfmrMLCQv79738HfXHohQsX8tprr8XtWkgBxpig34j2799Pr169mDFjhsNVOeu1116jR48e7Nmzx+1SoqZhw4bUrl076FN8gYt/x/sbdnZ2Nv379w96+MFHH33EXXfdxcGDBx2uzDmNGzcmOTk55Eld8dxbGKpw/mq/GfjCGHMf8HzkylGhuuCCC1i/fn3QvUL33Xcf//3vfx2uynkZGRnk5OQEte3q1asZNmwYX3/9tcNVOWvDhg0MHjyYjz/+OKjtvfDGBXD++efz+9//PqhtvTD2CnxLiCxbtizoXqRhw4bF/Tg7EeHkk08O+nVqjOGDDz5g2LD4HlkzaNAgZs2aFfSaZfn5+SQnJ9OsWTOHK3OOiNC8efOgL1ZfXl7Oli1b4v51HYqgG2ciUkdETgc2isiRxaWMMaENglER1ahRI37xi1/Efe9IqDIzM9mwYUNQPQteecPu1q0bCQkJrFixIqjtv/vuu7jPDL4JICtWrMAYU+O2XjnWGRkZAEEf602bNnnib0BGRkbQmRMSEujZs2fIk4NikTGG4uLioLbNz8+ndevWcX+8O3bsGHRD/MCBA1x22WWcddZZDlcVO2o8uiKSJCIPAQXATGAWkC8iD4lI/I409pB58+Zx//3317jdwYMHad26NdOnT49CVc4KLKyam5tb47ZeecOuV68eXbp0CbrH0Cs9Z1lZWezZsyeo5Qa8cqxbtmxJixYtgm6oeOVY9+zZk9atW1NUVFTjths2bGDWrFlxe0m2gPLyclq3bs3o0aOD2t4rx7pv3740a9YsqA9dDRo04D//+Q+XXnppFCqLDcE0vScCTYD2xphMY0x34GSgMfCwk8Wp4Hz00Ufcf//9HD58uNrtCgoK2Lp1a1xPOw/o2bMn77777pEehup4Yd2rgMzMTHJycmr8g1ZSUkJqaiodOnSIUmXOCTTEg2mU5ufnIyK0bt3a6bIcFzjWNfHK2CvwrX/12WefUb9+/Rq3fe+997jmmmvYv39/FCpzTkJCAm3atLGuIT5mzBjmz58f1OzLYBpwXhNM46w/MNQYc+TjiTFmL3ALcJFThangZWZmcvDgQb766qtqtwssoxGvlzCqqFGjRvTr14+UlJQat/XKHzPwHesff/yxxrEaderU4dtvv+Xuu++OUmXOOe2000hOTg6qoTJo0CBeeumluF4+JOCCCy7gjDPOqPGNaefOnRQXF3vmOR6s/Px8atWqFdIyK7EqIyODlStXBjWzes2aNfzrX/+KQlXREUzDa/LkyaSmpsb1DNVQBdM4M6aS354xpgywrzkbg4LtWfDKKZ+AFStW8OSTT9a43fPPPx/XF3qvaNCgQRQUFNCyZUu3S4ma5ORkHn744aAubt2pU6egJw/Euttuu43Zs2fX2LNQXl7OzTffHNJyI7Fs0KBBXHPNNTVu55WxV+BrnO3du5dNmzbVuG39+vVJS0uLQlXO69WrV1AfIPPz8ykpKYnrJaBCFcyz+isRufbYG0XkGiC+p795RMeOHUlJSamxcRboOfPKdOT58+dz22231TjmJC0tzROn98CXpXXr1jW+Yb/yyitccMEF7Ny5M0qVOeuPf/wj5557bo3bzZs3r8Ye5HhT0xqGzZo1Y8qUKZxzzjlRqshZ5eXlLF68uMbtvNQjHuwEkA0bNnDPPfcE1YiLBwkJCXz66ac1bhc41rYsQAvBNc5uBW4VkUUiMklEHhaRj4A/4ju1qVyWkJBAVlZWjQtvduzYkcGDB3ti7BX4egyNMdVOCigqKmLMmDGsWrUqipU564UXXqjxeqqrVq1iwYIFQZ32jQclJSV88sknFBYWVrmNMYaBAwcybdq0KFbmrPT0dIYPH17tNsXFxXF9ia5jZWZmsnnz5mqPNRD315es6PTTT2fUqFE1XuFh9erV/POf//TM+ncZGRnk5ubWeOF629Y4g+AaZ3WBe4C/AXnAd/6vRwB1qn6YiqZ3332XuXPnVrvNVVddxaxZs6JUkfOCOZ27efNmxo8fH/QivfFgwYIFPPLII9Vuk5+fT8uWLT0x9grgq6++olevXrz//vtVbrN7926Kioo884YNvtXja+oRHz9+PA0aNIjrK0FUFOhFWrlyZbXbLVq0iAceeCAaJTkuOTmZBx54gG7dulW7ndeGpmRmZlJcXMy6deuq3c5LDfFgBdM4exTYa4z50BjzmDFmsjHmA+CA/z4VA4J5E/bSp2vwvXG1bNmy2jcvr/0xA9+b15YtW6pdXdtLp3zA17NQ06QArx7rNWvWVLsafH5+PieccIInxl4BdO/eHaj5FN9JJ51E27Zto1FSVBQVFbF06dJqB8jn5+dTp04dz4w5CzTEa/oAMnjwYC66yK75h8G8mtsZY362TLUxZjnQLuIVqbDs3LmT/v37VzvwvXnz5vzpT3+KYlXOy8zMZPXq1VXeH3jD9sIM1YBgegy91jhLTk6ma9eu1b5hB461l05/ZGRkUFpaypo1a6rcxmvHukmTJtxwww3VjhPNy8vjwQcfpKCgIIqVOev555+nZ8+e1WYKnN7zytirU089lWuvvbbG5++DDz7IlVdeGaWqYkMwjbPqTl16Y/CSBzRq1IhFixbx0UcfVXr/vn372LlzJ40bN45yZc6aMWMGn3/+eZX3f/fdd4gIrVq1imJVzgpc3Lq6hkr79u2P9EB4RWZmZrVXCvBqzxnY1RAHeOaZZ7j88survH/lypX86U9/Ytu2bVGsylnBHOs9e/Z46lgnJiYyc+ZM+vbtW+U2JSUlQS1K7DXBNM4+F5Ghx94oIn8AgluqXDkuMTGR7t27V/nCDszu8dILG3wz1ao7pbt161ZPjb0C3wWiTzvttGovgP722297spd0165dfPvtt5XeP2DAABYvXuypZUbat2/PiBEj6Nq1a6X3l5eXe3Y8zu7du6ucqRqYee6l3N26dSMxMbHaD13vvPMOCxYsiGJVzgssolzVmMl58+bRoEGDanuPvSiYxtmdwPUVZmtO8s/WvBG4w9nyVCgyMzOrnPkyY8YMkpKS6N27twuVOefgwYPcfvvtvPzyy5XeP23aNE9NBghYtWoVjz5a+ZDPvXv3enJF7YsvvpjFixdXufp/WloavXr1CvoC0vFARJg4cSI9evSo9P7S0lLGjBnDhRdeGOXKnLVw4UJSU1NZunRppfcHxl41bdo0ypU5p27dunTu3LnGsXZeuMJLRbNnz6ZNmzasX7++0vsDp3m9cNWPUNTYODPG/GiM6QmMwzdbMw8YZ4zpYYz5wdnyVCgCM1+OvZhsYWEh06dPZ/DgwZ4ajwO+sUhz5sxh3rx5P7uvrKwMEfHcqVyg2gbIgAED+N3vfhfFaqKjRYsW9OrVi9q1a//svvz8fIYPH86WLVtcqMxZhw4dIjc3t9LLsyUnJzN69Gj69OkT/cIc1KVLF6DqU3xLly7l5JNP9szYq4DqLvz+zTffcOWVV7Js2bIoV+WswAzVqnJ/++231KtXz5N/x6sT9PQeY8xC/2zNx4wxHzpZlArPWWedRe/evSkuLj7q9oYNGzJ16lRGjRrlUmXOEZEjY5EqKi8v58wzz2TChAkuVeasTZs2cf7557No0aKjbl+5ciULFiyosqcl3i1cuJBnnnnmZ7dPnjyZqVOn1rheUjx65ZVX6N69+88W1y0tLWXq1Klxf23Jypxwwgm0bt260jfsH374gfXr1zNs2DAXKnPWXXfdxX//+99Ke74nT57MK6+84rkP2J07d6Z27dqVNsRLSkqYM2cOffv29VxDvEbGmLj9l5mZaZT685//bBITE82BAweO3Pb6668bwMyePdvFypyza9cuA5gHHnjgqNsHDhxoUlJSzK5du1yqzFlDhw41qamppry8/Mhtu3fvNikpKWbgwIEuVuacdevWGcA888wzR90+Z84cA5hXX33Vpcqc9dvf/tZ07ty50vsOHDhgiouLo1yRe3bs2GHq1atnhgwZ4nYpjjjrrLNMnz59fnb79OnTDWA+/PBDF6pyBrDcBNG+8cbCOOooFdczmzlzJhMmTPDcGmcVZWZmUlZWdtRVAP7xj3/Qrl07rrjiChcrc07jxo05+eSTj/q0+e233zJ37lxuuukmz54CqGxSwLRp09i3bx/33HOPi5U5p2PHjjRo0OCoXiRjDA899BCdOnXi4osvdrE652RkZPD1118fNVNvz549lJWVUbduXerU8eYa6K+++ioLFy486rYnn3ySAwcOMGLECJeqclbg7MexkwIGDBjAjBkzPHfaPhjaOPOYiRMn0rx5c8rKyjh8+DBjxoxh3rx5nhokfayMjAxat2595HIvH3/8MUuWLOGee+7x3ODZio4dnzJlyhQSEhK48847XazKWceu8Xbo0CEeffRR+vbte+Q+r0lISKB79+5HHesPP/yQnJwcRo4c6ZnFZ491ySWXMGXKlKNO8Y0YMYL09HRPf9i87777eOyxx458X1xczOTJk/nNb37D6aef7mJlzhkyZAhPPfXUz45rw4YNuf766+07pQl6WtNrZs6caQDz1VdfmRdeeMEA5vXXX3e7rKi6+OKLTVpamikqKnK7FEdNmDDBAKawsNAY4zvV46Xu/8qUlJSYWrVqmXvvvdcYY8zOnTvN0KFDzTvvvONyZc668847Td26dc3hw4eNMcb069fPtGjRwqpTe1u3bjXJycnmlltucbsUR1111VWmbdu2R74vKioyEydONEuWLHGvKBfcdNNN5uWXX3a7jIgjyNOaMdGtICLjgd8B5cA24DpjzFZ3q4pPgYUMly9fzsSJE+nSpQv9+/d3uaromjRpEuvWraNevXpul+Konj170q9fP3bt2kWTJk2oW7dutYs5ekHt2rXp2rXrkcHxqampTJ061eWqnPeHP/zhyHIZxcXFlJSUcMcdd3j21F7Axo0bKSws5Oyzz2by5MmUlpZy9913u12WozIyMvjPf/5DYWEhaWlp1KtXz7OnMytasWIFhw8f5uyzzyYnJ4enn36ajh07ul2Wa8TEwHpIItLQGLPX//XtQBdjzM01PS4rK8ssX77c8friSWlpKQ0bNqRNmzasW7eO5557jiFDhrhdluNefPFFxo4dy6pVqzz/hnWsoqIi+vTpw7hx46y4/tyOHTto0qQJubm5HDp0iOzsbLdLckVZWZmnhysAXHjhhWzdupXFixfTpk0b+vXrx9y5c90uy1EffPABv/zlL3nvvfcwxvD9998zaNAgTw/RAMjKyqJx48a8//77DBo0iPnz55Ofn0+jRo3cLi2iRCTHGJNV03YxMVgh0DDzqw+432KMU0lJSaSnp/Pdd98xePBgBg4c6HZJUVG7dm3Wr1/PL37xiyoXM/Sqp59+muXLl3t2EsCxmjZtSkJCAqNGjeLSSy+tchV5r/nggw+YPXs2P/zgW17S6w0z8PUiffnll8yYMYM9e/YwcuRIt0tyXOCya7m5uYwePZrx48dbMeYqMIZ28+bNzJ07l6FDh3quYRaKmGmKi8jfgWuBPUCV52ZEZBgwDLx1MetIGjp0KPv27eP22293u5SoCZzOLSgoqHSRUq8aPnw4U6ZMoVevXvTs2dPtcqKisLCQCy64gOXLl/PAAw+QnJzsdklR8Ze//IWlS5eSkpLCli1bSElJcbskx2VkZFBWVkZ2djYffvghZ555ptslOa5JkyZ8++23bNq0iZEjR/LUU09Z0RDPzMxk2rRpR05b33GH3RcgilrPmYi8LyJrKvn3OwBjzGhjzEnAbOC2qvZjjJlqjMkyxmQ1a9YsWuXHleuvv96qhhlA27ZtAd84rMDXNggMS7jrrrtcriR6GjRoQGA4w8031zj6wTMCH0Auu+wyKxpm8NPs3FWrVnl+PGVF7dq14+GHH6Z58+Zce+21bpcTFYFjXatWLUaPHm1950vUes6MMb8MctN/A28Cf3WwHOUxIsL27dutedMK+Nvf/kb37t255JJL3C4lamrXrs0NN9xAp06dSE1NdbucqDnvvPOYNm2aFaf2AgIftN544w1uuukml6uJnvnz5/P2229z3333UbduXbfLiYrTTz+dpKQkOnTowLhx49wux3WxMiHgF8aYDf6v/wicZ4y5vKbH6YQApZQtjDHs3LmTtLQ0t0uJqvfff58WLVp4do2vyqxdu5Z7772XmTNnWvUB5NNPP+WUU07x9PjZYCcExErj7GXgFHxLaWwGbjbG1HgFY22cKaWUUipeBNs4i4kJAcaYyyK1r8OHD1NQUEBJSUmkdqlqUKdOHU488URq1arldilKKaVU3IuJxlkkFRQUkJKSQrt27ayYfuw2YwyFhYUUFBTQvn17t8tRSiml4l5MrHMWSSUlJaSlpWnDLEpEhLS0NO2pVEoppSLEc40zQBtmUaa/b6WUUipyPNk4U0oppZSKV9o4c0BiYiLp6emcccYZZGRksGTJkrD28+ijj3LgwIFK71u8eDGnnXYa6enpbNmyhcsv9608kpuby1tvvRV27UoppZRylzbOHFC3bl1yc3NZtWoVDz74IKNGjQprP9U1zmbPns2IESPIzc2ldevWvPTSS4A2zpRSSql457nZmsfq06fPz2674oorGD58OAcOHOCiiy762f3XXXcd1113HTt27DjSIxWwaNGikH7+3r17j1pEcOLEicydO5eDBw9y6aWXMm7cOIqKirjiiisoKCigrKyMv/zlL/z4449s3bqVvn370rRpUxYuXHhkH9OnT2fu3Lm8++67vP/++/z973+nf//+rFixgjFjxlBcXMzHH3/MqFGjuPLKK0OqVymllFLu8nzjzA3FxcWkp6dTUlLC999/z4cffgjAggUL2LBhA5999hnGGC6++GL+97//sX37dlq1asWbb74JwJ49e2jUqBH//Oc/WbhwIU2bNj1q/zfeeCMff/wx/fv35/LLLycvLw+A5ORk/va3v7F8+XIef/zxqGZWSimlVGR4vnFWXU9XvXr1qr2/adOmIfeUwU+nNQGWLl3Ktddey5o1a1iwYAELFiyge/fuAOzfv58NGzbQu3dvRowYwb333kv//v3p3bt3yD9TKaWUUt7g+caZ23r06MGOHTvYvn07xhhGjRpV6QV8c3JyeOuttxg1ahT9+vVjzJgxLlSrlFJKKbfphACHff3115SVlZGWlsavf/1rZsyYwf79+wHYsmUL27ZtY+vWrdSrV4+rr76aESNGsGLFCgBSUlLYt29fSD8vnMcopZRSKnZoz5kDAmPOwHd5o5kzZ5KYmEi/fv1Yu3YtPXr0AKBBgwbMmjWLjRs3MnLkSBISEqhVqxZTpkwBYNiwYVx44YW0bNnyqAkB1enbty8TJkwgPT1dJwQopZRScUiMMW7XELasrCyzfPnyo25bu3YtnTt3dqmi6Cs6WErRwVLq106ifm332trR/r3nbN7Fsk2FZHdII7Ntas0P8AAbMyullJeISI4xJqum7bTnLI4VHSzl2x1FGGMQEdo3re9qAy1acjbvYvD0ZRwqLSc5KYHZN2Z7vrFiY2allLKVjjmLY0UHSzHGYPCdPi06WOp2SVGxbFMhh0rLKTdwuLScZZsK3S7JcTZmDsjZvIsnFm4kZ/Mut0uJGhszg525bcysaub9bhYPq187yXfRcX/PmQ29ZgDZHdJITkrgcGk5tZISyO6Q5nZJjrMxM9jZY2hjZrAzt42ZA3SYRvXseDf3qPq1k2jftH5MjDmLpsy2qcy+MduqF7aNmaHyHkOvZ7cxM9iZ28bMYHejNFh2vJt7WGWNsliZJOCkzLapP3sxe/2TmI2ZbewxtDEz2Jnbxsxgb6M0FN5857aYThKw55OYDZmr6jH0cqPU1l5SG3PbmBnsbZSGwvvv2i5ITEyka9euHD58mKSkJIYMGcKdd95JQkLV8y/y8vJYsmQJgwYNOq6fXXGSAP5JAhUbZzfeeCN33303Xbp0qXIfr732Gp06dap2m1hj4ycxWzIf22NoS6PUtl5SsDO3rZlt+9AVKm2cEfknRMVra27bto1BgwaxZ88exo0bV+Vj8vLy+Pe//33cjbOaJglMnz69xn289tpr9O/fP64aZzZ+ErMxM9jTKK3IhgZpZWzMbUtmGz90hcL6pTQCT4hJC9YxePqyiE9nbt68OVOnTuXxxx/HGENeXh69e/cmIyODjIwMlixZAsB9993H4sWLSU9P55FHHqlyu4ry8vI49dRTGTJkCN26dePyyy9Hyg7Rvml91q1YyuDfnEd2VnduuOEGDh48CECfPn0ILNzboEEDRo8ezRlnnEF2djY//vgjS5Ys4Y033mDkyJGkp6fzzTffMHnyZLp06UK3bt246qqrIvr7iZTAJ7G7+51izYvaxszwU6M0UbCmUWrrUio25rYxM9ibuyrWN86i8YTo0KED5eXlbNu2jebNm/Pee++xYsUK5syZw+233w7AhAkT6N27N7m5udx1111VbnesdevWMWzYML744gsaNmzIk08+SaIp5a5bh/HfuXNZvXo1paWlRy4JVVFRURHZ2dmsWrWKc889l2nTptGzZ08uvvhiJk6cSG5uLieffDITJkxg5cqVfPHFFzz11FMR//1ESmbbVG7t29GaRgrYm9m2RqmNDVKwM7eNmcHe3FWx/rRmtE4NBS6TdfjwYW677TZyc3NJTExk/fr1lW4f7HYnnXQS55xzDgBXX301kydP5le/+hXt27enU6dOAAwZMoQnnniCO++886jHJicn079/fwAyMzN57733Kv0Z3bp1Y/DgwVxyySVccskloYdXKsIqG6fjZbYOHLcxt42Zwd7cVbG+cRaNJ8SmTZtITEykefPmjBs3jhNOOIFVq1ZRXl5OnTp1Kn3MI488EtR2IvKz74O9XmqtWrWOPD4xMZHS0sqvMPDmm2/yv//9jzfeeIPx48fz5ZdfkpRk/VNHqaiyrUEaYGNuGzODvbkrY/1pTXD21ND27du5+eabue222xAR9uzZQ8uWLUlISOCFF16grKwMgJSUFPbt23fkcVVtd6zvvvuOpUuXAvDiiy/Sq1cvTj31VPLy8ti4cSMAL7zwAuedd17QNVespby8nPz8fPr27ctDDz3E7t272b9/f1i/C6WUUkrVTBtnDiguLiY9PZ3TTjuNX/7yl/Tr14+//vWvAAwfPpyZM2eSnZ3N+vXrqV+/PuA7dZiUlMQZZ5zBI488UuV2x+rcuTMzZ86kW7du7Ny5k1tuuYU6derw7LPPMmDAALp27UpCQgI333xz0PVfddVVTJw4ke7du7NhwwauvvpqunbtSvfu3bnrrrto3Ljx8f+SlFJKKVUpCfYUWCzKysoygZmHAWvXrqVz584uVRRdeXl59O/fnzVr1rhdilW/d6WUUiocIpJjjMmqaTvtOVNKKaWUiiHaOItj7dq1i4leM6WUUkpFjicbZ/F8qjYe6e9bKaWUihzPNc7q1KlDYWGhNhiixBhDYWFhlUt9KKWUUio0nlus6sQTT6SgoIDt27e7XYo16tSpw4knnuh2GUoppZQneK5xVqtWLdq3b+92GUoppZRSYYmp05oiMkNEtomIjnJXSimllJViqnEGPAdc4HYRSimllFJuianGmTHmf8BOt+tQSimllHJL3I05E5FhwDCA+vXrk5VV40K7SimllFKxICOYjeKucWaMmQpMhcov36SUUkopFYtEZEUw28XUaU0VfTmbd/HEwo3kbN7ldilRY2NmsDO3jZnBztw2ZgY7c9uQOe56zlTk5GzexeDpyzhUWk5yUgKzb8wms22q22U5ysbMYGduGzODnbltzAx25rYlc0z1nInIi8BS4BQRKRCRP7hdk5ct21TIodJyyg0cLi1n2aZCt0tynI2Zwc7cNmYGO3PbmBnszG1L5pjqOTPGDHS7Bptkd0gjOSmBw6Xl1EpKILtDmtslOc7GzGBnbhszg525bcwMdua2JbPE8zUodULA8cvZvItlmwrJ7pDmya7hytiYGezMbWNmsDO3jZnBztzxnFlEcowxNS4zoY0zpZRSSqkoCLZxFlNjzpRSSimlbKeNM6WUcoAN0/2PZWNmpZwQUxMCbBXP58/DZWNmsDO3rZltmO5fkY2ZA2x9jtuWOZq0ceYyG/+g2ZgZ7MxtY2aofLq/13PbmBnsfI7bmDna9LSmy2xZs6UiGzODnbltzAw/TfdPFDw93b8iGzODnc9xGzNHm/acucyWNVsqsjEz2JnbxswAmW1TmX1jtlWnfWzMDHY+x23MHG26lEYMsPHcvY2Zwc7cNmZWdrHxOW5j5kjQdc6UUkoppWKIrnOmfsbGae42ZgY7c9uYGezM7/AMiwAAEKtJREFUbWNmsDO3jZlBx5xFnVtdwTbOrrExM7ib29bnt425bcwc+Pm25bYxs9u0cRZFbj7R3Jzm7tYL2+2p/bbltvn5bVtuGzODnbltzBwL9LRmFLk5/ditae6BF/akBesYPH1ZVLum3Zzab2NuG5/fYGduGzODnbltzBwLtOcsitycfuzWNHc3P/m4ObXfxtw2Pr/Bztw2ZgY7c9uYORbobM0os236caAHKfDCtmXMgM25bXp+B9iY28bMYGduGzM7RZfSiHNeejEEm8VLmcHe3MGwMTPYmdvGzGBnbhszhyrYxpme1oxBXpuhktk2tcb6vZYZ7M1dExszg525bcwMdua2MbOTwpoQICJ3iEhD8XlGRFaISL9IF+c2t9ZXcfu6ZW7ktjEz2JnbxsxgZ24bM4OduW3M7KRwe85uMMb8S0R+DTQDrgeeBRZErDKXufkpwM0BmG7ltjEz2JnbxsxgZ24bM4OduW3M7KRwG2fi//8i4FljzCoRkeoeEG9snG0H7uW2MTPYmdvGzGBnbhszg525bczspHAbZzkisgBoD4wSkRSgPHJluc/NTwEQ3HglJ7g9bdq2zGBnbhszg525bcwMdua2MbNTwpqtKSIJQDqwyRizW0TSgNbGmC8iXWB1nJ6taevMExtz25gZ7MxtY2awM7eNmcHO3PGS2ZGlNEQko7r7jTErgt5ZBHh5KQ2llFJKeYtTS2lMquY+A/xfiPtTSimllFIVhNQ4M8b0daoQpZRSSil1HIvQisjpQBegTuA2Y8zzkShKKaWUUspWYTXOROSvQB98jbO3gAuBjwFtnCmllFJKHYewrhAAXA6cD/xgjLkeOAOoHbGqlFJKKaUsFW7jrNgYUw6UikhDYBvQIXJlKaWUUkrZKdwxZ8tFpDEwDcgB9gOfRawqpZRSSilLhdU4M8YM93/5lIi8AzSM9gK0SimllFJeFNZpTRE5N/APaAM09n99XETkAhFZJyIbReS+492fUkoppVS8Cfe05sgKX9cBzsJ3ejPsRWhFJBF4AvgVUAB8LiJvGGO+CnefSimllFLxJtzTmr+t+L2InAQ8dJy1nAVsNMZs8u/zP8DvAG2cKaWUUsoaiWPHjj3unYwbN24f8NexY8dOOY59ZAPNx44d+4b/+/ZA57Fjx75VcTsRGTZu3Linx40bN6y8vLzV/v37SUtLY+7cubz99tt06tSJSZMmUVhYSH5+PrNmzaJly5bMnDmTRYsWcdJJJ/Hoo4+yb98+1q9fz4svvki7du148skn+eyzz0hLS+Pxxx/n4MGDrFq1irlz5x7Z5+rVq6lXrx5TpvhiLlmyhJdffvnI/evWrUNEmDp1KsnJyXzwwQe89tprR+7Py8vjwIEDPPPMM6SkpDBv3jzmz59/5P6tW7dSWFjIc889p5k0k2bSTJpJM2kmj2X66KOPvh87duzUmtpEIV34vEID6TF819IE37i1dCDPGHN1yDv7aZ8DgF8bY270f38NcJYx5o9VPUYvfK6UUkqpeOHUhc8DKraISoEXjTGfhLmvgALgpArfnwhsPc59KqWUUkrFlXDHnM2MdCHA58AvRKQ9sAW4ChjkwM9RSimllIpZITXORGQ1P53O/BljTLdwCzHGlIrIbcC7QCIwwxjzZbj7U0oppZSKR6H2nPX3/3+r//8X/P8PBg4cbzHGmLfwXUhdKaWUUspKITXOjDGbAUTkHGPMORXuuk9EPgH+FsnilFJKKaVsE+6Fz+uLSK/ANyLSE6gfmZKUUkoppewV7mzNPwAzRKSR//vdwA2RKUkppZRSyl7hztbMAc4QkYb41krbE9mylFJKKaXsFOpszauNMbNE5O5jbgfAGPPPCNamlIphOZt3sWxTIdkd0shsm+p2OUqpCNDXdWwItecsMK4sJdKFeI2tT3Bbc9smZ/MuBk9fxqHScpKTEph9Y7Y1x9vG57iNmcG+3Pq6jp1jHepszaf9/49zphxvcOoJHmtPnmPZmhsiX2OsZ162qZBDpeWUGzhcWs6yTYUxWWekOfEcj/Vjbevr2sZj7dTrOtZzx2KjNKwxZyLyEHA/UAy8A5wB3GmMmRXB2uKWE0/wWHzyHMvW3JGuMR4yZ3dIIzkpgcOl5dRKSiC7Q1pE9hvrf8Qj/RyPh2Nt6+vaxmPtxOs6HnLH4ofNcJfS6GeM2YtvUdoCoBMwMmJVxbnAEzxRiNgTvLInT6yxNXeka4yHzJltU5l9YzZ39zsloj0pg6cvY9KCdQyevoyczbsiUGlkRfo5Hg/H2tbXtY3H2onXdTzkduI5frzCXUqjlv//i/Bd9HxnYFKA+ukJHskeAKd6KiLJ1tyRrjEeMoPveEfy02Usfno9VqSf4/FwrG19Xdt4rCHyr+t4yO3Ec/x4iTFVXiqz6geJTAAuwXda8yygMTDfGHN2ZMurXlZWllm+fHk0f6SrYv2Uj1PiIbdtY86cEOg5C/wRj8XTH06w8ViDnbltzAz25q6MiOQYY7Jq3C6cxpn/B6QCe40xZSJSH0gxxvwQ1s7CZFvjTCmv0z/iSikvC7ZxFu6EgHr4Ln7eBhgGtAJOAeaHsz+llILIn1JRSql4FO6EgGeBQ0BP//cF+GZvKqWUUkqp4xBu4+xkY8xDwGEAY0wxYM2MgJzNu3hi4caYnE0GztQX65nBztw2ZgZ7c0daPGS28VjbmBnszV2ZcGdrHhKRuoABEJGTgYMRqyqGxfqaLU4tnBjLmcHO3DZmBrtzR3rSSTxktu1Y25gZ7M1dlZB7zsS3ZsZT+BafPUlEZgMfAP8vwrXFpFhfs8WJ+mI9M9iZ28bMYGduJ9aAi/XMYOextjEz2Ju7KiE3zoxveucdwO+B64AXgSxjzKKIVhajYnGxuoqcqC/WM4OduW3MDHbmduJNJtYzg53H2sbMYG/uqoS7ztkTwHPGmM8jX1Lw3FpKI9an+ztRX6xnBjtz25gZ7Mvt1BpwsZw5wLZjDXZmBjtyO7rOmYh8he+STZuBInyTAYwxplvIOzsOus6ZUsoWsfYmo5QKnaPrnAEXhvk4pZRSYdA14JSyR1iNM2PM5kgXopRSSimlwl/nTCmllFJKOUAbZ0oppZRSMUQbZ0oppZRSMUQbZ0oppZRSMUQbZ0oppZRSMUQbZ0oppZRSMUQbZ0oppZRSMUQbZ0oppZRSMUQbZxGQs3kXTyzcSM7mXW6XElU25rYxM9iZ28bMYGduGzPbKl6OdbiXb1J+gQsSHyotJzmCFySOdTbmtjEz2JnbxsxgZ24bMwfYdr3WeDrW2nN2nJZtKuRQaTnlBg6XlrNsU6HbJUWFjbltzAx25rYxM9iZ28bM8FNDZdKCdQyevizme5IiIZ6OdUw0zkRkgIh8KSLlIlLj1dpjSXaHNJKTEkgUqJWUQHaHtKj+fLe6aG3MbWNmsDO3jZnBztxuZ3ZLPDVUIiWejrUYY9yuARHpDJQDTwMjjDHLg3lcVlaWWb48qE0d5VbXsNtdtDbmtjFz4OfbltvGzIGfb1tuN0/vuf37PlxaTi3LnmdunsoVkRxjTI2dUDEx5swYsxZARNwuJSyZbVNdOciVffKJZh025rYxM9iZ28bMYGdutzK72SDNbJvK7BuzrWuIu3WsQxUTpzVDISLDRGS5iCzfvn272+W4Kp66aCPJxtw2ZgY7c9uYGezM7fapxcy2qdzat2PUGytu544HUTutKSLvAy0quWu0MeZ1/zaLiMPTmm5yu4vWLTbmtjEz2JnbxsxgX263Ty26xdbcEPxpzZgYcxagjTOllFI2sa1BGmBr7rgac6aUUkrZKF7GQEWarbmDFRM9ZyJyKfAY0AzYDeQaY34dxOO2A5sdLs8mTYEdbhehokKPtT30WNtDj3Xsa2uMaVbTRjHROFOxQUSWB9PdquKfHmt76LG2hx5r74i72ZpKKaWUUl6mjTOllFJKqRiijTNV0VS3C1BRo8faHnqs7aHH2iN0zJlSSimlVAzRnjOllFJKqRiijTOllFJKqRiijTMPE5GTRGShiKwVkS9F5A7/7U1E5D0R2eD/P9V/e5p/+/0i8vgx+xooIqtF5AsReUdEmrqRSVUujGP9KxHJ8R/THBH5vwr7yvTfvlFEJouIuJVL/VykjrWI1BORN0Xka/9+JriZS/1cJF/XFfb5hoisiXYWFRodc+ZhItISaGmMWSEiKUAOcAlwHbDTGDNBRO4DUo0x94pIfaA7cDpwujHmNv9+koCtQBdjzA4ReQg4YIwZG/1UqjJhHOvuwI/GmK0icjrwrjGmtX9fnwF3AMuAt4DJxpi3XYilKhGpYy0i9YCzjTELRSQZ+AB4QI917Ijk69q/v98DlwPdjDGnRz2QCpr2nHmYMeZ7Y8wK/9f7gLVAa+B3wEz/ZjPxvdgxxhQZYz4GSo7Zlfj/1ff3ojTE11hTMSKMY73SGBM4hl8CdUSktv/NoKExZqnxfXJ7PvAYFRsidayNMQeMMQv92xwCVgAnRi+JqkmkjjWAiDQA7gbuj14CFS5tnFlCRNrh6xX7FDjBGPM9+F78QPPqHmuMOQzcAqzG34MGPONgueo4hHGsLwNWGmMO4vvDX1DhvgL/bSoGHeexrrifxsBv8fWeqRgUgWM9HpgEHHC8WHXctHFmAf8nppeBO40xe8N4fC18jbPuQCvgC2BURItUERHqsRaR04B/ADcFbqpkMx37EIMicKwDtycBL+I7fb3JiVrV8TneYy0i6UBHY8yrjhaqIkYbZx7nb1i9DMw2xrziv/lH/+mrwJiGbTXsJh3AGPON/1TXXKCnQyWrMIV6rEXkROBV4FpjzDf+mws4+tTWiegp7JgToWMdMBXYYIx51PnKVagidKx7AJkikgd8DHQSkUXRSaDCoY0zD/OPD3sGWGuM+WeFu94Ahvi/HgK8XsOutgBdRKSZ//tf4Rv7oGJEqMfafxrrTWCUMeaTwMb+UyT7RCTbv89rqfn5oaIoUsfaf9/9QCPgTqfrVqGL4Ot6ijGmlTGmHdALWG+M6eN8AhUuna3pYSLSC1iMb6xYuf/mP+EbszAXaAN8Bwwwxuz0PyYP34D/ZGA30M8Y85WI3IxvBt9hYDNwnTGmMHppVHVCPdYi8md8p6Y3VNhNP2PMNhHJAp4D6gJvA380+ociZkTqWON7jecDXwOBcUmPG2OmOx5CBSWSr+sK+2wHzNfZmrFNG2dKKaWUUjFET2sqpZRSSsUQbZwppZRSSsUQbZwppZRSSsUQbZwppZRSSsUQbZwppZRSSsWQJLcLUEopp4lIGj9dmqgFUAZs939/wBijiyorpWKGLqWhlLKKiIwF9htjHna7FqWUqoye1lRKWU1E9vv/7yMiH4nIXBFZLyITRGSwiHwmIqtF5GT/ds1E5GUR+dz/7xx3EyilvEYbZ0op9ZMz8F0JoytwDdDJGHMWMB34o3+bfwGPGGPOBC7z36eUUhGjY86UUuonn/uvL4qIfAMs8N++Gujr//qX+K41G3hMQxFJMcbsi2qlSinP0saZUkr95GCFr8srfF/OT38vE4AexpjiaBamlLKHntZUSqnQLABuC3wjIuku1qKU8iBtnCmlVGhuB7JE5AsR+Qq42e2ClFLeoktpKKWUUkrFEO05U0oppZSKIdo4U0oppZSKIdo4U0oppZSKIdo4U0oppZSKIdo4U0oppZSKIdo4U0oppZSKIdo4U0oppZSKIf8fDq+FYoE7xLoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "t = data[\"Date\"][-100:]\n", + "y = data[\"seasonal variations\"][-100:]\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True, figsize=(10,8),\n", + " gridspec_kw={'height_ratios': [4, 1]})\n", + "fig.subplots_adjust(hspace=0)\n", + "ax1.errorbar(t, y, fmt='o', ms=3., linewidth=1, label=\"Data points\")\n", + "ax1.plot(t, y_fit[-100:], ls='--', c='k', label=\"Best fit\")\n", + "ax2.plot(t, (y-y_fit[-100:]), 'o', ms=3.)\n", + "ax2.axhline(0, ls='--', c='k', lw=0.5)\n", + "ax1.set_ylabel(r\"CO$_2$ atmospheric concentration variations [ppm]\")\n", + "ax2.set_ylabel(r\"residuals\")\n", + "ax2.set_xlabel(r\"Time\")\n", + "ax1.legend(loc=\"lower left\")\n", + "ax1.tick_params(labelsize=10)\n", + "ax2.tick_params(labelsize=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Etude de l'évolution lente" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous étudions maintenant l'évolution lente de la concentration de CO$_2$ dans l'atmosphère. Nous commençons par tracer les données corrigées des variations saisonnières." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,7))\n", + "ax.plot(data[\"Date\"], data[\"seasonally adjusted\"], \n", + " label=r\"slow evolution data, corrected to remove seasonal variations\")\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"CO$_2$ atmospheric concentration [ppm]\")\n", + "ax.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous choisissons dans un premier temps de modéliser l'évolution lente par un simple modèle polynomial de degré 2 :\n", + "\n", + "$$ f(t) = At^2 + Bt + C$$" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "f = lambda t, a, b, c : a*t**2 + b*t + c" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Fit polynomial : y = A*t**2 + B*t + C\n", + " Résultats du fit : \n", + " A = 0.01361 ± 0.00008\n", + " B = -52.56990 ± 0.31250\n", + " C = 51069.44683 ± 311.21431\n" + ] + } + ], + "source": [ + "# Valeurs initiales des paramètres\n", + "p_0 = np.array([1., 1e-3, 1.])\n", + "\n", + "# Noms des paramètres\n", + "param = ['A', 'B', 'C']\n", + "\n", + "# Calculs des valeurs optimales des paramètres\n", + "p_opt, p_cov = opt.curve_fit(f, data[\"Date\"], data[\"seasonally adjusted\"], sigma=None, p0=p_0, \n", + " method='lm')\n", + "\n", + "# Calcul de la liste des ordonnées du fit pour chaque valeur de x\n", + "y_fit = f(data[\"Date\"], *p_opt)\n", + "\n", + "# Affichage console\n", + "expr_str = \"y = A*t**2 + B*t + C\"\n", + "print(\" Fit polynomial :\", expr_str)\n", + "print(\" Résultats du fit : \")\n", + "for i, p in enumerate(param):\n", + " sig = np.sqrt(p_cov[i][i])\n", + " print(f\" {p} = %.5f ± %.5f\" % (p_opt[i], sig))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous traçons comme précédemment les données ainsi que le modèle qui correspond le mieux. Nous constatons visuellement que ce modèle, pourtant très simple, reproduit bien les données. Les erreurs relatives sont en effets inférieures ou égales à environ 0.5 % sur l'ensemble des points. Nous choisissons donc de conserver ce modèle, qui caractérise de façon suffisamment précise l'évolution de la concentration de CO$_2$ dans l'atmosphère sur le temps long." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "t = data[\"Date\"]\n", + "y = data[\"seasonally adjusted\"]\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True, figsize=(10,8),\n", + " gridspec_kw={'height_ratios': [4, 1]})\n", + "fig.subplots_adjust(hspace=0)\n", + "ax1.errorbar(t, y, fmt='o', ms=3., linewidth=1, label=\"Data points\")\n", + "ax1.plot(t, y_fit, ls='--', c='k', label=\"Best fit\", zorder=3)\n", + "ax2.plot(t, (y-y_fit)/y*100, 'o', ms=3.)\n", + "ax2.axhline(0, ls='--', c='k', lw=0.5)\n", + "ax1.set_ylabel(r\"CO$_2$ atmospheric concentration [ppm]\")\n", + "ax2.set_ylabel(r\"relative error [%]\")\n", + "ax2.set_xlabel(r\"Time\")\n", + "ax1.legend(loc=\"upper left\")\n", + "ax1.tick_params(labelsize=10)\n", + "ax2.tick_params(labelsize=10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +3766,9 @@ "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/montly_co2.csv b/module3/exo3/montly_co2.csv new file mode 100644 index 0000000000000000000000000000000000000000..bb7c72e58a43943e83c84e123b1b6593b10041df --- /dev/null +++ b/module3/exo3/montly_co2.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 03-Jun-2025 from archive dated 04-Jun-2025 10:21:54 " +" " +"-------------------------------------------------------------------------------------------" +" " +" 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, 314.90, 315.71, 314.43, MLO +1958, 04, 21290, 1958.2877, 317.45, 315.15, 317.30, 314.98, 317.45, 315.15, MLO +1958, 05, 21320, 1958.3699, 317.51, 314.68, 317.89, 315.06, 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, 315.21, 315.87, 315.20, MLO +1958, 08, 21412, 1958.6219, 314.93, 316.23, 313.95, 315.28, 314.93, 316.23, MLO +1958, 09, 21443, 1958.7068, 313.21, 316.13, 312.42, 315.35, 313.21, 316.13, MLO +1958, 10, 21473, 1958.7890, -99.99, -99.99, 312.41, 315.40, 312.41, 315.40, 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, 314.76, 315.51, 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, 316.29, 315.63, 316.49, 315.83, MLO +1959, 03, 21624, 1959.2027, 316.65, 315.37, 316.99, 315.69, 316.65, 315.37, MLO +1959, 04, 21655, 1959.2877, 317.72, 315.41, 318.09, 315.77, 317.72, 315.41, MLO +1959, 05, 21685, 1959.3699, 318.29, 315.46, 318.68, 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, 316.12, 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, 313.30, 316.31, 313.33, 316.35, MLO +1959, 11, 21869, 1959.8740, 314.81, 316.70, 314.53, 316.39, 314.81, 316.70, MLO +1959, 12, 21899, 1959.9562, 315.58, 316.35, 315.72, 316.47, 315.58, 316.35, MLO +1960, 01, 21930, 1960.0410, 316.43, 316.37, 316.62, 316.55, 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, 319.59, 317.44, 319.04, 316.92, 319.59, 317.44, MLO +1960, 07, 22112, 1960.5383, 318.18, 317.53, 317.59, 316.97, 318.18, 317.53, MLO +1960, 08, 22143, 1960.6230, 315.90, 317.24, 315.65, 317.01, 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, 317.11, 315.00, 316.89, MLO +1960, 12, 22265, 1960.9563, 316.19, 316.96, 316.40, 317.15, 316.19, 316.96, MLO +1961, 01, 22296, 1961.0411, 316.89, 316.83, 317.27, 317.20, 316.89, 316.83, MLO +1961, 02, 22327, 1961.1260, 317.70, 317.05, 317.93, 317.27, 317.70, 317.05, MLO +1961, 03, 22355, 1961.2027, 318.54, 317.25, 318.64, 317.33, 318.54, 317.25, MLO +1961, 04, 22386, 1961.2877, 319.48, 317.15, 319.75, 317.41, 319.48, 317.15, MLO +1961, 05, 22416, 1961.3699, 320.58, 317.73, 320.35, 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, 317.76, 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, 316.11, 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, 318.19, 318.12, 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, 319.56, 318.25, 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, 321.24, 318.38, 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, 318.55, 317.40, 318.72, MLO +1962, 09, 22904, 1962.7068, 316.24, 319.19, 315.63, 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, 318.83, 318.76, 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, 319.01, 321.49, 319.30, MLO +1963, 07, 23207, 1963.5370, 319.74, 319.06, 319.71, 319.06, 319.74, 319.06, MLO +1963, 08, 23238, 1963.6219, 317.77, 319.09, 317.75, 319.10, 317.77, 319.09, MLO +1963, 09, 23269, 1963.7068, 316.21, 319.17, 316.17, 319.15, 316.21, 319.17, MLO +1963, 10, 23299, 1963.7890, 315.98, 319.04, 316.15, 319.19, 315.98, 319.04, MLO +1963, 11, 23330, 1963.8740, 317.07, 318.98, 317.34, 319.23, 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, 319.39, 319.32, 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, 320.75, 319.41, 320.75, 319.41, MLO +1964, 04, 23482, 1964.2896, -99.99, -99.99, 321.84, 319.45, 321.84, 319.45, 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, 319.58, 318.69, 320.04, MLO +1964, 09, 23635, 1964.7077, 316.71, 319.69, 316.61, 319.61, 316.71, 319.69, 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, 321.09, 319.77, 320.89, 319.58, MLO +1965, 04, 23847, 1965.2877, 322.14, 319.78, 322.20, 319.84, 322.14, 319.78, 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, 320.00, 321.88, 319.68, MLO +1965, 07, 23938, 1965.5370, 321.21, 320.52, 320.76, 320.10, 321.21, 320.52, MLO +1965, 08, 23969, 1965.6219, 318.87, 320.19, 318.85, 320.21, 318.87, 320.19, MLO +1965, 09, 24000, 1965.7068, 317.82, 320.80, 317.33, 320.32, 317.82, 320.80, MLO +1965, 10, 24030, 1965.7890, 317.30, 320.37, 317.38, 320.43, 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, 320.66, 319.42, 320.20, MLO +1966, 01, 24122, 1966.0411, 320.62, 320.56, 320.85, 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, 324.11, 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, 321.68, 322.06, 321.40, 322.37, 321.68, 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, 321.63, 318.55, 321.55, 318.64, 321.63, 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, 320.97, 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, 322.53, 321.86, 322.50, 321.83, MLO +1967, 03, 24546, 1967.2027, 323.03, 321.72, 323.23, 321.90, 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, 321.88, 324.26, 322.08, 324.09, 321.88, 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, 319.26, 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, 321.95, 322.74, 321.72, 322.49, 321.95, 322.74, MLO +1968, 01, 24852, 1968.0410, 322.57, 322.51, 322.64, 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, 322.73, 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, 322.92, 325.57, 322.66, MLO +1968, 06, 25004, 1968.4563, 325.36, 323.17, 325.21, 323.03, 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, 323.25, 322.11, 323.47, MLO +1968, 09, 25096, 1968.7077, 320.33, 323.34, 320.34, 323.37, 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, 325.00, 323.42, 324.80, 323.66, 325.00, MLO +1969, 09, 25461, 1969.7068, 322.38, 325.39, 321.87, 324.90, 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, 323.15, 325.08, 322.85, 324.80, MLO +1969, 12, 25552, 1969.9562, 324.11, 324.90, 324.38, 325.16, 324.11, 324.90, MLO +1970, 01, 25583, 1970.0411, 325.06, 325.00, 325.31, 325.24, 325.06, 325.00, MLO +1970, 02, 25614, 1970.1260, 325.99, 325.31, 326.01, 325.32, 325.99, 325.31, MLO +1970, 03, 25642, 1970.2027, 326.93, 325.61, 326.74, 325.40, 326.93, 325.61, 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, 328.48, 325.55, 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, 322.79, 325.83, 323.10, 326.12, MLO +1970, 10, 25856, 1970.7890, 323.06, 326.18, 322.78, 325.88, 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, 325.93, 325.19, 325.97, 325.13, 325.93, MLO +1971, 01, 25948, 1971.0411, 326.17, 326.11, 326.08, 326.01, 326.17, 326.11, MLO +1971, 02, 25979, 1971.1260, 326.69, 326.01, 326.73, 326.05, 326.69, 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, 329.13, 326.19, 328.93, 325.99, MLO +1971, 06, 26099, 1971.4548, 328.57, 326.34, 328.48, 326.26, 328.57, 326.34, MLO +1971, 07, 26129, 1971.5370, 327.36, 326.66, 326.99, 326.33, 327.36, 326.66, 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, 323.42, 326.47, 323.36, 326.39, MLO +1971, 10, 26221, 1971.7890, 323.56, 326.69, 323.43, 326.54, 323.56, 326.69, MLO +1971, 11, 26252, 1971.8740, 324.80, 326.75, 324.69, 326.62, 324.80, 326.75, MLO +1971, 12, 26282, 1971.9562, 326.01, 326.81, 325.92, 326.70, 326.01, 326.81, MLO +1972, 01, 26313, 1972.0410, 326.77, 326.71, 326.86, 326.78, 326.77, 326.71, MLO +1972, 02, 26344, 1972.1257, 327.63, 326.96, 327.57, 326.88, 327.63, 326.96, MLO +1972, 03, 26373, 1972.2049, 327.75, 326.39, 328.35, 326.98, 327.75, 326.39, MLO +1972, 04, 26404, 1972.2896, 329.72, 327.30, 329.54, 327.10, 329.72, 327.30, MLO +1972, 05, 26434, 1972.3716, 330.07, 327.12, 330.18, 327.23, 330.07, 327.12, MLO +1972, 06, 26465, 1972.4563, 329.09, 326.87, 329.58, 327.38, 329.09, 326.87, MLO +1972, 07, 26495, 1972.5383, 328.04, 327.37, 328.18, 327.54, 328.04, 327.37, MLO +1972, 08, 26526, 1972.6230, 326.32, 327.70, 326.31, 327.72, 326.32, 327.70, MLO +1972, 09, 26557, 1972.7077, 324.84, 327.89, 324.85, 327.92, 324.84, 327.89, MLO +1972, 10, 26587, 1972.7896, 325.20, 328.33, 324.99, 328.11, 325.20, 328.33, MLO +1972, 11, 26618, 1972.8743, 326.50, 328.46, 326.38, 328.31, 326.50, 328.46, MLO +1972, 12, 26648, 1972.9563, 327.55, 328.35, 327.73, 328.51, 327.55, 328.35, MLO +1973, 01, 26679, 1973.0411, 328.55, 328.49, 328.79, 328.72, 328.55, 328.49, MLO +1973, 02, 26710, 1973.1260, 329.56, 328.88, 329.61, 328.92, 329.56, 328.88, MLO +1973, 03, 26738, 1973.2027, 330.30, 328.97, 330.46, 329.10, 330.30, 328.97, MLO +1973, 04, 26769, 1973.2877, 331.50, 329.10, 331.72, 329.30, 331.50, 329.10, MLO +1973, 05, 26799, 1973.3699, 332.48, 329.52, 332.43, 329.47, 332.48, 329.52, MLO +1973, 06, 26830, 1973.4548, 332.08, 329.83, 331.86, 329.63, 332.08, 329.83, MLO +1973, 07, 26860, 1973.5370, 330.87, 330.17, 330.43, 329.76, 330.87, 330.17, MLO +1973, 08, 26891, 1973.6219, 329.31, 330.67, 328.48, 329.87, 329.31, 330.67, MLO +1973, 09, 26922, 1973.7068, 327.52, 330.57, 326.89, 329.96, 327.52, 330.57, MLO +1973, 10, 26952, 1973.7890, 327.19, 330.33, 326.88, 330.01, 327.19, 330.33, MLO +1973, 11, 26983, 1973.8740, 328.17, 330.13, 328.10, 330.05, 328.17, 330.13, MLO +1973, 12, 27013, 1973.9562, 328.65, 329.45, 329.29, 330.07, 328.65, 329.45, MLO +1974, 01, 27044, 1974.0411, 329.36, 329.30, 330.17, 330.10, 329.36, 329.30, MLO +1974, 02, 27075, 1974.1260, 330.71, 330.03, 330.82, 330.12, 330.71, 330.03, MLO +1974, 03, 27103, 1974.2027, 331.49, 330.15, 331.51, 330.15, 331.49, 330.15, MLO +1974, 04, 27134, 1974.2877, 332.65, 330.24, 332.62, 330.19, 332.65, 330.24, MLO +1974, 05, 27164, 1974.3699, 333.10, 330.13, 333.19, 330.23, 333.10, 330.13, MLO +1974, 06, 27195, 1974.4548, 332.26, 330.01, 332.51, 330.27, 332.26, 330.01, MLO +1974, 07, 27225, 1974.5370, 331.18, 330.48, 330.99, 330.32, 331.18, 330.48, MLO +1974, 08, 27256, 1974.6219, 329.40, 330.76, 328.97, 330.37, 329.40, 330.76, MLO +1974, 09, 27287, 1974.7068, 327.44, 330.50, 327.35, 330.42, 327.44, 330.50, MLO +1974, 10, 27317, 1974.7890, 327.38, 330.54, 327.33, 330.47, 327.38, 330.54, MLO +1974, 11, 27348, 1974.8740, 328.46, 330.44, 328.58, 330.53, 328.46, 330.44, MLO +1974, 12, 27378, 1974.9562, 329.58, 330.38, 329.81, 330.59, 329.58, 330.38, MLO +1975, 01, 27409, 1975.0411, 330.41, 330.35, 330.74, 330.67, 330.41, 330.35, MLO +1975, 02, 27440, 1975.1260, 331.41, 330.73, 331.44, 330.75, 331.41, 330.73, MLO +1975, 03, 27468, 1975.2027, 332.04, 330.70, 332.19, 330.83, 332.04, 330.70, MLO +1975, 04, 27499, 1975.2877, 333.32, 330.89, 333.36, 330.92, 333.32, 330.89, MLO +1975, 05, 27529, 1975.3699, 333.98, 331.01, 333.99, 331.01, 333.98, 331.01, MLO +1975, 06, 27560, 1975.4548, 333.62, 331.35, 333.35, 331.11, 333.62, 331.35, MLO +1975, 07, 27590, 1975.5370, 331.91, 331.21, 331.88, 331.21, 331.91, 331.21, MLO +1975, 08, 27621, 1975.6219, 330.06, 331.43, 329.90, 331.30, 330.06, 331.43, MLO +1975, 09, 27652, 1975.7068, 328.56, 331.63, 328.31, 331.39, 328.56, 331.63, MLO +1975, 10, 27682, 1975.7890, 328.35, 331.51, 328.33, 331.48, 328.35, 331.51, MLO +1975, 11, 27713, 1975.8740, 329.50, 331.48, 329.61, 331.56, 329.50, 331.48, MLO +1975, 12, 27743, 1975.9562, 330.77, 331.58, 330.85, 331.64, 330.77, 331.58, MLO +1976, 01, 27774, 1976.0410, 331.76, 331.70, 331.80, 331.72, 331.76, 331.70, MLO +1976, 02, 27805, 1976.1257, 332.58, 331.89, 332.50, 331.80, 332.58, 331.89, MLO +1976, 03, 27834, 1976.2049, 333.50, 332.13, 333.27, 331.88, 333.50, 332.13, MLO +1976, 04, 27865, 1976.2896, 334.59, 332.14, 334.43, 331.96, 334.59, 332.14, MLO +1976, 05, 27895, 1976.3716, 334.89, 331.91, 335.02, 332.04, 334.89, 331.91, MLO +1976, 06, 27926, 1976.4563, 334.34, 332.10, 334.35, 332.12, 334.34, 332.10, MLO +1976, 07, 27956, 1976.5383, 333.06, 332.38, 332.85, 332.21, 333.06, 332.38, MLO +1976, 08, 27987, 1976.6230, 330.95, 332.35, 330.87, 332.30, 330.95, 332.35, MLO +1976, 09, 28018, 1976.7077, 329.31, 332.40, 329.30, 332.41, 329.31, 332.40, MLO +1976, 10, 28048, 1976.7896, 328.95, 332.11, 329.36, 332.52, 328.95, 332.11, MLO +1976, 11, 28079, 1976.8743, 330.32, 332.30, 330.69, 332.65, 330.32, 332.30, MLO +1976, 12, 28109, 1976.9563, 331.69, 332.50, 332.00, 332.79, 331.69, 332.50, MLO +1977, 01, 28140, 1977.0411, 332.94, 332.88, 333.02, 332.95, 332.94, 332.88, MLO +1977, 02, 28171, 1977.1260, 333.43, 332.74, 333.82, 333.12, 333.43, 332.74, MLO +1977, 03, 28199, 1977.2027, 334.71, 333.36, 334.65, 333.28, 334.71, 333.36, MLO +1977, 04, 28230, 1977.2877, 336.08, 333.64, 335.92, 333.47, 336.08, 333.64, MLO +1977, 05, 28260, 1977.3699, 336.76, 333.77, 336.63, 333.64, 336.76, 333.77, MLO +1977, 06, 28291, 1977.4548, 336.28, 334.00, 336.08, 333.82, 336.28, 334.00, MLO +1977, 07, 28321, 1977.5370, 334.93, 334.22, 334.67, 333.99, 334.93, 334.22, MLO +1977, 08, 28352, 1977.6219, 332.76, 334.14, 332.75, 334.16, 332.76, 334.14, MLO +1977, 09, 28383, 1977.7068, 331.60, 334.69, 331.22, 334.32, 331.60, 334.69, MLO +1977, 10, 28413, 1977.7890, 331.17, 334.35, 331.30, 334.46, 331.17, 334.35, MLO +1977, 11, 28444, 1977.8740, 332.41, 334.40, 332.64, 334.61, 332.41, 334.40, MLO +1977, 12, 28474, 1977.9562, 333.86, 334.67, 333.95, 334.74, 333.86, 334.67, MLO +1978, 01, 28505, 1978.0411, 334.98, 334.92, 334.96, 334.88, 334.98, 334.92, MLO +1978, 02, 28536, 1978.1260, 335.40, 334.71, 335.72, 335.02, 335.40, 334.71, MLO +1978, 03, 28564, 1978.2027, 336.65, 335.29, 336.51, 335.14, 336.65, 335.29, MLO +1978, 04, 28595, 1978.2877, 337.76, 335.32, 337.72, 335.26, 337.76, 335.32, MLO +1978, 05, 28625, 1978.3699, 338.02, 335.02, 338.38, 335.38, 338.02, 335.02, MLO +1978, 06, 28656, 1978.4548, 337.91, 335.63, 337.76, 335.50, 337.91, 335.63, MLO +1978, 07, 28686, 1978.5370, 336.55, 335.84, 336.28, 335.60, 336.55, 335.84, MLO +1978, 08, 28717, 1978.6219, 334.69, 336.07, 334.30, 335.71, 334.69, 336.07, MLO +1978, 09, 28748, 1978.7068, 332.77, 335.86, 332.70, 335.81, 332.77, 335.86, MLO +1978, 10, 28778, 1978.7890, 332.56, 335.75, 332.72, 335.90, 332.56, 335.75, MLO +1978, 11, 28809, 1978.8740, 333.93, 335.93, 334.02, 336.00, 333.93, 335.93, MLO +1978, 12, 28839, 1978.9562, 334.96, 335.77, 335.30, 336.10, 334.96, 335.77, MLO +1979, 01, 28870, 1979.0411, 336.24, 336.18, 336.28, 336.20, 336.24, 336.18, MLO +1979, 02, 28901, 1979.1260, 336.77, 336.08, 337.02, 336.32, 336.77, 336.08, MLO +1979, 03, 28929, 1979.2027, 337.97, 336.61, 337.80, 336.43, 337.97, 336.61, MLO +1979, 04, 28960, 1979.2877, 338.89, 336.44, 339.02, 336.55, 338.89, 336.44, MLO +1979, 05, 28990, 1979.3699, 339.48, 336.48, 339.69, 336.68, 339.48, 336.48, MLO +1979, 06, 29021, 1979.4548, 339.30, 337.01, 339.08, 336.82, 339.30, 337.01, MLO +1979, 07, 29051, 1979.5370, 337.74, 337.03, 337.63, 336.95, 337.74, 337.03, MLO +1979, 08, 29082, 1979.6219, 336.10, 337.48, 335.67, 337.09, 336.10, 337.48, MLO +1979, 09, 29113, 1979.7068, 333.93, 337.03, 334.12, 337.24, 333.93, 337.03, MLO +1979, 10, 29143, 1979.7890, 333.87, 337.07, 334.19, 337.38, 333.87, 337.07, MLO +1979, 11, 29174, 1979.8740, 335.30, 337.30, 335.56, 337.54, 335.30, 337.30, MLO +1979, 12, 29204, 1979.9562, 336.74, 337.56, 336.90, 337.69, 336.74, 337.56, MLO +1980, 01, 29235, 1980.0410, 338.03, 337.97, 337.93, 337.86, 338.03, 337.97, MLO +1980, 02, 29266, 1980.1257, 338.37, 337.68, 338.73, 338.03, 338.37, 337.68, MLO +1980, 03, 29295, 1980.2049, 340.09, 338.70, 339.59, 338.18, 340.09, 338.70, MLO +1980, 04, 29326, 1980.2896, 340.78, 338.30, 340.84, 338.35, 340.78, 338.30, MLO +1980, 05, 29356, 1980.3716, 341.48, 338.47, 341.51, 338.50, 341.48, 338.47, MLO +1980, 06, 29387, 1980.4563, 341.19, 338.91, 340.89, 338.64, 341.19, 338.91, MLO +1980, 07, 29417, 1980.5383, 339.57, 338.89, 339.43, 338.78, 339.57, 338.89, MLO +1980, 08, 29448, 1980.6230, 337.61, 339.02, 337.46, 338.91, 337.61, 339.02, MLO +1980, 09, 29479, 1980.7077, 335.90, 339.02, 335.89, 339.03, 335.90, 339.02, MLO +1980, 10, 29509, 1980.7896, 336.03, 339.23, 335.95, 339.14, 336.03, 339.23, MLO +1980, 11, 29540, 1980.8743, 337.12, 339.12, 337.27, 339.25, 337.12, 339.12, MLO +1980, 12, 29570, 1980.9563, 338.23, 339.05, 338.56, 339.36, 338.23, 339.05, MLO +1981, 01, 29601, 1981.0411, 339.25, 339.19, 339.54, 339.46, 339.25, 339.19, MLO +1981, 02, 29632, 1981.1260, 340.50, 339.80, 340.27, 339.56, 340.50, 339.80, MLO +1981, 03, 29660, 1981.2027, 341.40, 340.03, 341.04, 339.65, 341.40, 340.03, MLO +1981, 04, 29691, 1981.2877, 342.52, 340.06, 342.22, 339.74, 342.52, 340.06, MLO +1981, 05, 29721, 1981.3699, 342.93, 339.91, 342.85, 339.83, 342.93, 339.91, MLO +1981, 06, 29752, 1981.4548, 342.27, 339.97, 342.19, 339.91, 342.27, 339.97, MLO +1981, 07, 29782, 1981.5370, 340.50, 339.79, 340.68, 340.00, 340.50, 339.79, MLO +1981, 08, 29813, 1981.6219, 338.45, 339.84, 338.66, 340.09, 338.45, 339.84, MLO +1981, 09, 29844, 1981.7068, 336.71, 339.83, 337.05, 340.19, 336.71, 339.83, MLO +1981, 10, 29874, 1981.7890, 336.88, 340.09, 337.08, 340.28, 336.88, 340.09, MLO +1981, 11, 29905, 1981.8740, 338.38, 340.39, 338.40, 340.39, 338.38, 340.39, MLO +1981, 12, 29935, 1981.9562, 339.63, 340.45, 339.70, 340.50, 339.63, 340.45, MLO +1982, 01, 29966, 1982.0411, 340.77, 340.71, 340.68, 340.61, 340.77, 340.71, MLO +1982, 02, 29997, 1982.1260, 341.63, 340.94, 341.42, 340.71, 341.63, 340.94, MLO +1982, 03, 30025, 1982.2027, 342.72, 341.34, 342.19, 340.80, 342.72, 341.34, MLO +1982, 04, 30056, 1982.2877, 343.59, 341.12, 343.38, 340.90, 343.59, 341.12, MLO +1982, 05, 30086, 1982.3699, 344.16, 341.12, 344.01, 340.98, 344.16, 341.12, MLO +1982, 06, 30117, 1982.4548, 343.37, 341.06, 343.34, 341.06, 343.37, 341.06, MLO +1982, 07, 30147, 1982.5370, 342.07, 341.36, 341.82, 341.14, 342.07, 341.36, MLO +1982, 08, 30178, 1982.6219, 339.83, 341.22, 339.79, 341.22, 339.83, 341.22, MLO +1982, 09, 30209, 1982.7068, 338.00, 341.13, 338.16, 341.30, 338.00, 341.13, MLO +1982, 10, 30239, 1982.7890, 337.88, 341.11, 338.19, 341.40, 337.88, 341.11, MLO +1982, 11, 30270, 1982.8740, 339.28, 341.30, 339.52, 341.52, 339.28, 341.30, MLO +1982, 12, 30300, 1982.9562, 340.51, 341.33, 340.84, 341.65, 340.51, 341.33, MLO +1983, 01, 30331, 1983.0411, 341.40, 341.33, 341.87, 341.80, 341.40, 341.33, MLO +1983, 02, 30362, 1983.1260, 342.54, 341.84, 342.68, 341.97, 342.54, 341.84, MLO +1983, 03, 30390, 1983.2027, 343.12, 341.74, 343.53, 342.14, 343.12, 341.74, MLO +1983, 04, 30421, 1983.2877, 344.96, 342.48, 344.82, 342.33, 344.96, 342.48, MLO +1983, 05, 30451, 1983.3699, 345.77, 342.73, 345.56, 342.52, 345.77, 342.73, MLO +1983, 06, 30482, 1983.4548, 345.34, 343.03, 345.00, 342.71, 345.34, 343.03, MLO +1983, 07, 30512, 1983.5370, 344.00, 343.28, 343.57, 342.88, 344.00, 343.28, MLO +1983, 08, 30543, 1983.6219, 342.40, 343.80, 341.62, 343.06, 342.40, 343.80, MLO +1983, 09, 30574, 1983.7068, 339.89, 343.02, 340.07, 343.22, 339.89, 343.02, MLO +1983, 10, 30604, 1983.7890, 340.01, 343.24, 340.15, 343.37, 340.01, 343.24, MLO +1983, 11, 30635, 1983.8740, 341.16, 343.18, 341.52, 343.52, 341.16, 343.18, MLO +1983, 12, 30665, 1983.9562, 342.99, 343.81, 342.86, 343.67, 342.99, 343.81, MLO +1984, 01, 30696, 1984.0410, 343.82, 343.76, 343.89, 343.81, 343.82, 343.76, MLO +1984, 02, 30727, 1984.1257, 344.62, 343.92, 344.66, 343.95, 344.62, 343.92, MLO +1984, 03, 30756, 1984.2049, 345.38, 343.98, 345.50, 344.08, 345.38, 343.98, MLO +1984, 04, 30787, 1984.2896, 347.15, 344.64, 346.74, 344.21, 347.15, 344.64, MLO +1984, 05, 30817, 1984.3716, 347.52, 344.47, 347.38, 344.33, 347.52, 344.47, MLO +1984, 06, 30848, 1984.4563, 346.88, 344.58, 346.73, 344.46, 346.88, 344.58, MLO +1984, 07, 30878, 1984.5383, 345.47, 344.78, 345.23, 344.57, 345.47, 344.78, MLO +1984, 08, 30909, 1984.6230, 343.34, 344.77, 343.22, 344.68, 343.34, 344.77, MLO +1984, 09, 30940, 1984.7077, 341.13, 344.29, 341.62, 344.80, 341.13, 344.29, MLO +1984, 10, 30970, 1984.7896, 341.40, 344.64, 341.69, 344.91, 341.40, 344.64, MLO +1984, 11, 31001, 1984.8743, 343.02, 345.04, 343.03, 345.03, 343.02, 345.04, MLO +1984, 12, 31031, 1984.9563, 344.25, 345.07, 344.35, 345.15, 344.25, 345.07, MLO +1985, 01, 31062, 1985.0411, 344.99, 344.93, 345.35, 345.28, 344.99, 344.93, MLO +1985, 02, 31093, 1985.1260, 346.01, 345.31, 346.12, 345.40, 346.01, 345.31, MLO +1985, 03, 31121, 1985.2027, 347.43, 346.05, 346.91, 345.51, 347.43, 346.05, MLO +1985, 04, 31152, 1985.2877, 348.34, 345.85, 348.13, 345.62, 348.34, 345.85, MLO +1985, 05, 31182, 1985.3699, 348.92, 345.86, 348.78, 345.73, 348.92, 345.86, MLO +1985, 06, 31213, 1985.4548, 348.24, 345.91, 348.13, 345.82, 348.24, 345.91, MLO +1985, 07, 31243, 1985.5370, 346.54, 345.81, 346.60, 345.91, 346.54, 345.81, MLO +1985, 08, 31274, 1985.6219, 344.64, 346.05, 344.56, 346.00, 344.64, 346.05, MLO +1985, 09, 31305, 1985.7068, 343.06, 346.21, 342.91, 346.08, 343.06, 346.21, MLO +1985, 10, 31335, 1985.7890, 342.77, 346.03, 342.93, 346.17, 342.77, 346.03, MLO +1985, 11, 31366, 1985.8740, 344.21, 346.25, 344.24, 346.26, 344.21, 346.25, MLO +1985, 12, 31396, 1985.9562, 345.53, 346.36, 345.54, 346.35, 345.53, 346.36, MLO +1986, 01, 31427, 1986.0411, 346.28, 346.21, 346.53, 346.45, 346.28, 346.21, MLO +1986, 02, 31458, 1986.1260, 346.93, 346.23, 347.28, 346.56, 346.93, 346.23, MLO +1986, 03, 31486, 1986.2027, 347.83, 346.44, 348.07, 346.67, 347.83, 346.44, MLO +1986, 04, 31517, 1986.2877, 349.53, 347.03, 349.31, 346.79, 349.53, 347.03, MLO +1986, 05, 31547, 1986.3699, 350.19, 347.12, 349.98, 346.92, 350.19, 347.12, MLO +1986, 06, 31578, 1986.4548, 349.54, 347.20, 349.36, 347.04, 349.54, 347.20, MLO +1986, 07, 31608, 1986.5370, 347.92, 347.19, 347.86, 347.17, 347.92, 347.19, MLO +1986, 08, 31639, 1986.6219, 345.88, 347.29, 345.85, 347.30, 345.88, 347.29, MLO +1986, 09, 31670, 1986.7068, 344.83, 348.00, 344.25, 347.43, 344.83, 348.00, MLO +1986, 10, 31700, 1986.7890, 344.16, 347.42, 344.30, 347.55, 344.16, 347.42, MLO +1986, 11, 31731, 1986.8740, 345.64, 347.68, 345.67, 347.68, 345.64, 347.68, MLO +1986, 12, 31761, 1986.9562, 346.88, 347.71, 347.00, 347.82, 346.88, 347.71, MLO +1987, 01, 31792, 1987.0411, 348.00, 347.94, 348.04, 347.96, 348.00, 347.94, MLO +1987, 02, 31823, 1987.1260, 348.47, 347.76, 348.83, 348.12, 348.47, 347.76, MLO +1987, 03, 31851, 1987.2027, 349.41, 348.01, 349.67, 348.26, 349.41, 348.01, MLO +1987, 04, 31882, 1987.2877, 350.97, 348.47, 350.96, 348.44, 350.97, 348.47, MLO +1987, 05, 31912, 1987.3699, 351.84, 348.76, 351.69, 348.61, 351.84, 348.76, MLO +1987, 06, 31943, 1987.4548, 351.25, 348.91, 351.12, 348.80, 351.25, 348.91, MLO +1987, 07, 31973, 1987.5370, 349.50, 348.77, 349.68, 348.98, 349.50, 348.77, MLO +1987, 08, 32004, 1987.6219, 348.08, 349.50, 347.73, 349.18, 348.08, 349.50, MLO +1987, 09, 32035, 1987.7068, 346.44, 349.61, 346.18, 349.37, 346.44, 349.61, MLO +1987, 10, 32065, 1987.7890, 346.09, 349.37, 346.30, 349.56, 346.09, 349.37, MLO +1987, 11, 32096, 1987.8740, 347.54, 349.59, 347.74, 349.77, 347.54, 349.59, MLO +1987, 12, 32126, 1987.9562, 348.69, 349.53, 349.15, 349.97, 348.69, 349.53, MLO +1988, 01, 32157, 1988.0410, 350.16, 350.10, 350.25, 350.17, 350.16, 350.10, MLO +1988, 02, 32188, 1988.1257, 351.47, 350.76, 351.10, 350.38, 351.47, 350.76, MLO +1988, 03, 32217, 1988.2049, 351.96, 350.54, 352.01, 350.57, 351.96, 350.54, MLO +1988, 04, 32248, 1988.2896, 353.33, 350.79, 353.33, 350.77, 353.33, 350.79, MLO +1988, 05, 32278, 1988.3716, 353.97, 350.88, 354.05, 350.96, 353.97, 350.88, MLO +1988, 06, 32309, 1988.4563, 353.55, 351.23, 353.45, 351.15, 353.55, 351.23, MLO +1988, 07, 32339, 1988.5383, 352.14, 351.44, 351.99, 351.32, 352.14, 351.44, MLO +1988, 08, 32370, 1988.6230, 350.19, 351.64, 350.01, 351.49, 350.19, 351.64, MLO +1988, 09, 32401, 1988.7077, 348.50, 351.69, 348.44, 351.65, 348.50, 351.69, MLO +1988, 10, 32431, 1988.7896, 348.66, 351.94, 348.53, 351.79, 348.66, 351.94, MLO +1988, 11, 32462, 1988.8743, 349.85, 351.89, 349.90, 351.92, 349.85, 351.89, MLO +1988, 12, 32492, 1988.9563, 351.12, 351.96, 351.23, 352.05, 351.12, 351.96, MLO +1989, 01, 32523, 1989.0411, 352.55, 352.48, 352.24, 352.17, 352.55, 352.48, MLO +1989, 02, 32554, 1989.1260, 352.86, 352.15, 353.00, 352.28, 352.86, 352.15, MLO +1989, 03, 32582, 1989.2027, 353.48, 352.08, 353.80, 352.38, 353.48, 352.08, MLO +1989, 04, 32613, 1989.2877, 355.21, 352.69, 355.02, 352.49, 355.21, 352.69, MLO +1989, 05, 32643, 1989.3699, 355.47, 352.38, 355.68, 352.59, 355.47, 352.38, MLO +1989, 06, 32674, 1989.4548, 354.92, 352.57, 355.02, 352.69, 354.92, 352.57, MLO +1989, 07, 32704, 1989.5370, 353.70, 352.96, 353.48, 352.79, 353.70, 352.96, MLO +1989, 08, 32735, 1989.6219, 351.47, 352.89, 351.43, 352.88, 351.47, 352.89, MLO +1989, 09, 32766, 1989.7068, 349.61, 352.80, 349.77, 352.98, 349.61, 352.80, MLO +1989, 10, 32796, 1989.7890, 349.79, 353.08, 349.80, 353.08, 349.79, 353.08, MLO +1989, 11, 32827, 1989.8740, 351.10, 353.15, 351.14, 353.18, 351.10, 353.15, MLO +1989, 12, 32857, 1989.9562, 352.32, 353.16, 352.46, 353.28, 352.32, 353.16, MLO +1990, 01, 32888, 1990.0411, 353.46, 353.40, 353.46, 353.38, 353.46, 353.40, MLO +1990, 02, 32919, 1990.1260, 354.50, 353.79, 354.21, 353.48, 354.50, 353.79, MLO +1990, 03, 32947, 1990.2027, 355.19, 353.78, 355.00, 353.58, 355.19, 353.78, MLO +1990, 04, 32978, 1990.2877, 356.00, 353.47, 356.23, 353.68, 356.00, 353.47, MLO +1990, 05, 33008, 1990.3699, 356.96, 353.86, 356.89, 353.79, 356.96, 353.86, MLO +1990, 06, 33039, 1990.4548, 356.04, 353.68, 356.24, 353.90, 356.04, 353.68, MLO +1990, 07, 33069, 1990.5370, 354.62, 353.89, 354.73, 354.02, 354.62, 353.89, MLO +1990, 08, 33100, 1990.6219, 352.71, 354.14, 352.69, 354.15, 352.71, 354.14, MLO +1990, 09, 33131, 1990.7068, 350.77, 353.98, 351.08, 354.29, 350.77, 353.98, MLO +1990, 10, 33161, 1990.7890, 350.99, 354.29, 351.15, 354.43, 350.99, 354.29, MLO +1990, 11, 33192, 1990.8740, 352.64, 354.70, 352.54, 354.58, 352.64, 354.70, MLO +1990, 12, 33222, 1990.9562, 354.02, 354.86, 353.90, 354.73, 354.02, 354.86, MLO +1991, 01, 33253, 1991.0411, 354.53, 354.46, 354.95, 354.87, 354.53, 354.46, MLO +1991, 02, 33284, 1991.1260, 355.55, 354.84, 355.74, 355.01, 355.55, 354.84, MLO +1991, 03, 33312, 1991.2027, 356.96, 355.55, 356.55, 355.13, 356.96, 355.55, MLO +1991, 04, 33343, 1991.2877, 358.40, 355.86, 357.80, 355.25, 358.40, 355.86, MLO +1991, 05, 33373, 1991.3699, 359.14, 356.03, 358.45, 355.34, 359.14, 356.03, MLO +1991, 06, 33404, 1991.4548, 358.04, 355.68, 357.76, 355.42, 358.04, 355.68, MLO +1991, 07, 33434, 1991.5370, 355.98, 355.24, 356.19, 355.49, 355.98, 355.24, MLO +1991, 08, 33465, 1991.6219, 353.81, 355.24, 354.08, 355.54, 353.81, 355.24, MLO +1991, 09, 33496, 1991.7068, 351.95, 355.16, 352.38, 355.60, 351.95, 355.16, MLO +1991, 10, 33526, 1991.7890, 352.02, 355.33, 352.37, 355.66, 352.02, 355.33, MLO +1991, 11, 33557, 1991.8740, 353.55, 355.62, 353.68, 355.73, 353.55, 355.62, MLO +1991, 12, 33587, 1991.9562, 354.79, 355.63, 354.97, 355.79, 354.79, 355.63, MLO +1992, 01, 33618, 1992.0410, 355.79, 355.72, 355.94, 355.86, 355.79, 355.72, MLO +1992, 02, 33649, 1992.1257, 356.53, 355.81, 356.66, 355.93, 356.53, 355.81, MLO +1992, 03, 33678, 1992.2049, 357.61, 356.18, 357.45, 356.00, 357.61, 356.18, MLO +1992, 04, 33709, 1992.2896, 358.95, 356.38, 358.64, 356.06, 358.95, 356.38, MLO +1992, 05, 33739, 1992.3716, 359.46, 356.34, 359.23, 356.11, 359.46, 356.34, MLO +1992, 06, 33770, 1992.4563, 359.05, 356.70, 358.48, 356.16, 359.05, 356.70, MLO +1992, 07, 33800, 1992.5383, 356.82, 356.11, 356.87, 356.19, 356.82, 356.11, MLO +1992, 08, 33831, 1992.6230, 354.80, 356.26, 354.73, 356.23, 354.80, 356.26, MLO +1992, 09, 33862, 1992.7077, 352.81, 356.04, 353.01, 356.26, 352.81, 356.04, MLO +1992, 10, 33892, 1992.7896, 353.11, 356.42, 352.99, 356.29, 353.11, 356.42, MLO +1992, 11, 33923, 1992.8743, 353.96, 356.03, 354.28, 356.33, 353.96, 356.03, MLO +1992, 12, 33953, 1992.9563, 355.20, 356.04, 355.54, 356.37, 355.20, 356.04, MLO +1993, 01, 33984, 1993.0411, 356.50, 356.44, 356.50, 356.42, 356.50, 356.44, MLO +1993, 02, 34015, 1993.1260, 356.97, 356.25, 357.22, 356.48, 356.97, 356.25, MLO +1993, 03, 34043, 1993.2027, 358.18, 356.76, 357.98, 356.55, 358.18, 356.76, MLO +1993, 04, 34074, 1993.2877, 359.26, 356.71, 359.19, 356.63, 359.26, 356.71, MLO +1993, 05, 34104, 1993.3699, 360.08, 356.95, 359.84, 356.71, 360.08, 356.95, MLO +1993, 06, 34135, 1993.4548, 359.40, 357.02, 359.16, 356.80, 359.40, 357.02, MLO +1993, 07, 34165, 1993.5370, 357.38, 356.64, 357.61, 356.90, 357.38, 356.64, MLO +1993, 08, 34196, 1993.6219, 355.33, 356.76, 355.54, 357.01, 355.33, 356.76, MLO +1993, 09, 34227, 1993.7068, 353.50, 356.73, 353.89, 357.14, 353.50, 356.73, MLO +1993, 10, 34257, 1993.7890, 353.80, 357.12, 353.96, 357.28, 353.80, 357.12, MLO +1993, 11, 34288, 1993.8740, 355.15, 357.23, 355.37, 357.43, 355.15, 357.23, MLO +1993, 12, 34318, 1993.9562, 356.62, 357.46, 356.76, 357.59, 356.62, 357.46, MLO +1994, 01, 34349, 1994.0411, 358.19, 358.12, 357.83, 357.76, 358.19, 358.12, MLO +1994, 02, 34380, 1994.1260, 358.73, 358.01, 358.66, 357.93, 358.73, 358.01, MLO +1994, 03, 34408, 1994.2027, 359.79, 358.37, 359.52, 358.08, 359.79, 358.37, MLO +1994, 04, 34439, 1994.2877, 361.09, 358.53, 360.82, 358.25, 361.09, 358.53, MLO +1994, 05, 34469, 1994.3699, 361.51, 358.38, 361.55, 358.42, 361.51, 358.38, MLO +1994, 06, 34500, 1994.4548, 360.78, 358.39, 360.95, 358.58, 360.78, 358.39, MLO +1994, 07, 34530, 1994.5370, 359.38, 358.63, 359.46, 358.75, 359.38, 358.63, MLO +1994, 08, 34561, 1994.6219, 357.31, 358.75, 357.45, 358.92, 357.31, 358.75, MLO +1994, 09, 34592, 1994.7068, 355.68, 358.92, 355.85, 359.10, 355.68, 358.92, MLO +1994, 10, 34622, 1994.7890, 355.83, 359.17, 355.96, 359.28, 355.83, 359.17, MLO +1994, 11, 34653, 1994.8740, 357.42, 359.51, 357.40, 359.46, 357.42, 359.51, MLO +1994, 12, 34683, 1994.9562, 358.87, 359.72, 358.81, 359.64, 358.87, 359.72, MLO +1995, 01, 34714, 1995.0411, 359.81, 359.74, 359.91, 359.83, 359.81, 359.74, MLO +1995, 02, 34745, 1995.1260, 360.84, 360.12, 360.75, 360.01, 360.84, 360.12, MLO +1995, 03, 34773, 1995.2027, 361.48, 360.06, 361.61, 360.18, 361.48, 360.06, MLO +1995, 04, 34804, 1995.2877, 363.30, 360.74, 362.93, 360.35, 363.30, 360.74, MLO +1995, 05, 34834, 1995.3699, 363.64, 360.50, 363.66, 360.52, 363.64, 360.50, MLO +1995, 06, 34865, 1995.4548, 363.11, 360.72, 363.05, 360.68, 363.11, 360.72, MLO +1995, 07, 34895, 1995.5370, 361.75, 361.00, 361.55, 360.84, 361.75, 361.00, MLO +1995, 08, 34926, 1995.6219, 359.31, 360.75, 359.52, 361.01, 359.31, 360.75, MLO +1995, 09, 34957, 1995.7068, 357.91, 361.16, 357.91, 361.17, 357.91, 361.16, MLO +1995, 10, 34987, 1995.7890, 357.62, 360.96, 357.99, 361.32, 357.62, 360.96, MLO +1995, 11, 35018, 1995.8740, 359.42, 361.52, 359.42, 361.49, 359.42, 361.52, MLO +1995, 12, 35048, 1995.9562, 360.56, 361.41, 360.81, 361.64, 360.56, 361.41, MLO +1996, 01, 35079, 1996.0410, 361.91, 361.84, 361.87, 361.79, 361.91, 361.84, MLO +1996, 02, 35110, 1996.1257, 363.11, 362.38, 362.68, 361.94, 363.11, 362.38, MLO +1996, 03, 35139, 1996.2049, 363.89, 362.43, 363.54, 362.07, 363.89, 362.43, MLO +1996, 04, 35170, 1996.2896, 364.58, 361.99, 364.81, 362.20, 364.58, 361.99, MLO +1996, 05, 35200, 1996.3716, 365.29, 362.13, 365.46, 362.31, 365.29, 362.13, MLO +1996, 06, 35231, 1996.4563, 364.84, 362.47, 364.78, 362.42, 364.84, 362.47, MLO +1996, 07, 35261, 1996.5383, 363.52, 362.80, 363.21, 362.52, 363.52, 362.80, MLO +1996, 08, 35292, 1996.6230, 361.35, 362.82, 361.10, 362.62, 361.35, 362.82, MLO +1996, 09, 35323, 1996.7077, 359.32, 362.58, 359.42, 362.70, 359.32, 362.58, MLO +1996, 10, 35353, 1996.7896, 359.48, 362.83, 359.45, 362.78, 359.48, 362.83, MLO +1996, 11, 35384, 1996.8743, 360.64, 362.73, 360.79, 362.86, 360.64, 362.73, MLO +1996, 12, 35414, 1996.9563, 362.21, 363.06, 362.11, 362.94, 362.21, 363.06, MLO +1997, 01, 35445, 1997.0411, 363.06, 363.00, 363.10, 363.03, 363.06, 363.00, MLO +1997, 02, 35476, 1997.1260, 363.87, 363.14, 363.85, 363.12, 363.87, 363.14, MLO +1997, 03, 35504, 1997.2027, 364.44, 363.01, 364.65, 363.20, 364.44, 363.01, MLO +1997, 04, 35535, 1997.2877, 366.23, 363.66, 365.91, 363.31, 366.23, 363.66, MLO +1997, 05, 35565, 1997.3699, 366.68, 363.52, 366.59, 363.43, 366.68, 363.52, MLO +1997, 06, 35596, 1997.4548, 365.52, 363.11, 365.95, 363.57, 365.52, 363.11, MLO +1997, 07, 35626, 1997.5370, 364.36, 363.61, 364.43, 363.72, 364.36, 363.61, MLO +1997, 08, 35657, 1997.6219, 362.39, 363.84, 362.41, 363.89, 362.39, 363.84, MLO +1997, 09, 35688, 1997.7068, 360.08, 363.34, 360.82, 364.10, 360.08, 363.34, MLO +1997, 10, 35718, 1997.7890, 360.67, 364.03, 360.96, 364.31, 360.67, 364.03, MLO +1997, 11, 35749, 1997.8740, 362.32, 364.43, 362.47, 364.55, 362.32, 364.43, MLO +1997, 12, 35779, 1997.9562, 364.17, 365.02, 363.96, 364.80, 364.17, 365.02, MLO +1998, 01, 35810, 1998.0411, 365.22, 365.15, 365.15, 365.07, 365.22, 365.15, MLO +1998, 02, 35841, 1998.1260, 366.04, 365.31, 366.09, 365.35, 366.04, 365.31, MLO +1998, 03, 35869, 1998.2027, 367.20, 365.77, 367.05, 365.60, 367.20, 365.77, MLO +1998, 04, 35900, 1998.2877, 368.50, 365.92, 368.47, 365.87, 368.50, 365.92, MLO +1998, 05, 35930, 1998.3699, 369.19, 366.02, 369.30, 366.13, 369.19, 366.02, MLO +1998, 06, 35961, 1998.4548, 368.77, 366.36, 368.79, 366.40, 368.77, 366.36, MLO +1998, 07, 35991, 1998.5370, 367.53, 366.78, 367.35, 366.64, 367.53, 366.78, MLO +1998, 08, 36022, 1998.6219, 365.67, 367.13, 365.38, 366.87, 365.67, 367.13, MLO +1998, 09, 36053, 1998.7068, 363.80, 367.07, 363.80, 367.09, 363.80, 367.07, MLO +1998, 10, 36083, 1998.7890, 364.13, 367.51, 363.92, 367.28, 364.13, 367.51, MLO +1998, 11, 36114, 1998.8740, 365.36, 367.47, 365.37, 367.46, 365.36, 367.47, MLO +1998, 12, 36144, 1998.9562, 366.87, 367.73, 366.77, 367.61, 366.87, 367.73, MLO +1999, 01, 36175, 1999.0411, 368.05, 367.99, 367.82, 367.74, 368.05, 367.99, MLO +1999, 02, 36206, 1999.1260, 368.77, 368.04, 368.60, 367.86, 368.77, 368.04, MLO +1999, 03, 36234, 1999.2027, 369.49, 368.05, 369.40, 367.95, 369.49, 368.05, MLO +1999, 04, 36265, 1999.2877, 371.04, 368.45, 370.64, 368.03, 371.04, 368.45, MLO +1999, 05, 36295, 1999.3699, 370.90, 367.72, 371.28, 368.10, 370.90, 367.72, MLO +1999, 06, 36326, 1999.4548, 370.25, 367.83, 370.57, 368.17, 370.25, 367.83, MLO +1999, 07, 36356, 1999.5370, 369.17, 368.41, 368.96, 368.24, 369.17, 368.41, MLO +1999, 08, 36387, 1999.6219, 366.83, 368.29, 366.81, 368.31, 366.83, 368.29, MLO +1999, 09, 36418, 1999.7068, 364.54, 367.82, 365.09, 368.39, 364.54, 367.82, MLO +1999, 10, 36448, 1999.7890, 365.04, 368.42, 365.10, 368.47, 365.04, 368.42, MLO +1999, 11, 36479, 1999.8740, 366.58, 368.70, 366.46, 368.55, 366.58, 368.70, MLO +1999, 12, 36509, 1999.9562, 367.91, 368.78, 367.79, 368.64, 367.91, 368.78, MLO +2000, 01, 36540, 2000.0410, 369.05, 368.98, 368.81, 368.73, 369.05, 368.98, MLO +2000, 02, 36571, 2000.1257, 369.37, 368.64, 369.57, 368.83, 369.37, 368.64, MLO +2000, 03, 36600, 2000.2049, 370.42, 368.95, 370.41, 368.92, 370.42, 368.95, MLO +2000, 04, 36631, 2000.2896, 371.57, 368.94, 371.67, 369.03, 371.57, 368.94, MLO +2000, 05, 36661, 2000.3716, 371.74, 368.55, 372.33, 369.15, 371.74, 368.55, MLO +2000, 06, 36692, 2000.4563, 371.60, 369.20, 371.66, 369.28, 371.60, 369.20, MLO +2000, 07, 36722, 2000.5383, 370.02, 369.30, 370.10, 369.41, 370.02, 369.30, MLO +2000, 08, 36753, 2000.6230, 368.03, 369.52, 368.03, 369.55, 368.03, 369.52, MLO +2000, 09, 36784, 2000.7077, 366.53, 369.83, 366.38, 369.70, 366.53, 369.83, MLO +2000, 10, 36814, 2000.7896, 366.64, 370.02, 366.47, 369.84, 366.64, 370.02, MLO +2000, 11, 36845, 2000.8743, 368.20, 370.32, 367.89, 369.98, 368.20, 370.32, MLO +2000, 12, 36875, 2000.9563, 369.44, 370.30, 369.26, 370.11, 369.44, 370.30, MLO +2001, 01, 36906, 2001.0411, 370.20, 370.13, 370.32, 370.24, 370.20, 370.13, MLO +2001, 02, 36937, 2001.1260, 371.42, 370.68, 371.11, 370.36, 371.42, 370.68, MLO +2001, 03, 36965, 2001.2027, 372.04, 370.59, 371.93, 370.47, 372.04, 370.59, MLO +2001, 04, 36996, 2001.2877, 372.78, 370.18, 373.21, 370.59, 372.78, 370.18, MLO +2001, 05, 37026, 2001.3699, 373.94, 370.74, 373.91, 370.71, 373.94, 370.74, MLO +2001, 06, 37057, 2001.4548, 373.23, 370.80, 373.25, 370.84, 373.23, 370.80, MLO +2001, 07, 37087, 2001.5370, 371.54, 370.78, 371.70, 370.98, 371.54, 370.78, MLO +2001, 08, 37118, 2001.6219, 369.47, 370.94, 369.62, 371.12, 369.47, 370.94, MLO +2001, 09, 37149, 2001.7068, 367.88, 371.18, 367.96, 371.27, 367.88, 371.18, MLO +2001, 10, 37179, 2001.7890, 368.01, 371.42, 368.04, 371.43, 368.01, 371.42, MLO +2001, 11, 37210, 2001.8740, 369.60, 371.73, 369.49, 371.59, 369.60, 371.73, MLO +2001, 12, 37240, 2001.9562, 371.15, 372.02, 370.91, 371.75, 371.15, 372.02, MLO +2002, 01, 37271, 2002.0411, 372.36, 372.29, 372.00, 371.93, 372.36, 372.29, MLO +2002, 02, 37302, 2002.1260, 373.00, 372.26, 372.85, 372.10, 373.00, 372.26, MLO +2002, 03, 37330, 2002.2027, 373.44, 371.99, 373.73, 372.26, 373.44, 371.99, MLO +2002, 04, 37361, 2002.2877, 374.77, 372.16, 375.08, 372.45, 374.77, 372.16, MLO +2002, 05, 37391, 2002.3699, 375.48, 372.27, 375.85, 372.64, 375.48, 372.27, MLO +2002, 06, 37422, 2002.4548, 375.33, 372.90, 375.27, 372.86, 375.33, 372.90, MLO +2002, 07, 37452, 2002.5370, 373.95, 373.19, 373.79, 373.07, 373.95, 373.19, MLO +2002, 08, 37483, 2002.6219, 371.41, 372.88, 371.78, 373.29, 371.41, 372.88, MLO +2002, 09, 37514, 2002.7068, 370.63, 373.94, 370.20, 373.53, 370.63, 373.94, MLO +2002, 10, 37544, 2002.7890, 370.18, 373.59, 370.36, 373.75, 370.18, 373.59, MLO +2002, 11, 37575, 2002.8740, 372.01, 374.14, 371.88, 373.99, 372.01, 374.14, MLO +2002, 12, 37605, 2002.9562, 373.71, 374.58, 373.36, 374.21, 373.71, 374.58, MLO +2003, 01, 37636, 2003.0411, 374.61, 374.55, 374.51, 374.43, 374.61, 374.55, MLO +2003, 02, 37667, 2003.1260, 375.55, 374.81, 375.40, 374.65, 375.55, 374.81, MLO +2003, 03, 37695, 2003.2027, 376.04, 374.58, 376.32, 374.85, 376.04, 374.58, MLO +2003, 04, 37726, 2003.2877, 377.58, 374.96, 377.70, 375.06, 377.58, 374.96, MLO +2003, 05, 37756, 2003.3699, 378.28, 375.07, 378.48, 375.27, 378.28, 375.07, MLO +2003, 06, 37787, 2003.4548, 378.07, 375.62, 377.89, 375.47, 378.07, 375.62, MLO +2003, 07, 37817, 2003.5370, 376.54, 375.78, 376.39, 375.66, 376.54, 375.78, MLO +2003, 08, 37848, 2003.6219, 374.42, 375.90, 374.34, 375.85, 374.42, 375.90, MLO +2003, 09, 37879, 2003.7068, 372.92, 376.23, 372.70, 376.03, 372.92, 376.23, MLO +2003, 10, 37909, 2003.7890, 372.94, 376.36, 372.79, 376.20, 372.94, 376.36, MLO +2003, 11, 37940, 2003.8740, 374.29, 376.42, 374.24, 376.36, 374.29, 376.42, MLO +2003, 12, 37970, 2003.9562, 375.63, 376.50, 375.65, 376.50, 375.63, 376.50, MLO +2004, 01, 38001, 2004.0410, 376.73, 376.66, 376.72, 376.64, 376.73, 376.66, MLO +2004, 02, 38032, 2004.1257, 377.31, 376.57, 377.53, 376.78, 377.31, 376.57, MLO +2004, 03, 38061, 2004.2049, 378.33, 376.85, 378.40, 376.90, 378.33, 376.85, MLO +2004, 04, 38092, 2004.2896, 380.44, 377.79, 379.69, 377.02, 380.44, 377.79, MLO +2004, 05, 38122, 2004.3716, 380.56, 377.33, 380.36, 377.14, 380.56, 377.33, MLO +2004, 06, 38153, 2004.4563, 379.49, 377.07, 379.66, 377.26, 379.49, 377.07, MLO +2004, 07, 38183, 2004.5383, 377.71, 376.98, 378.08, 377.38, 377.71, 376.98, MLO +2004, 08, 38214, 2004.6230, 375.77, 377.28, 375.97, 377.52, 375.77, 377.28, MLO +2004, 09, 38245, 2004.7077, 373.99, 377.33, 374.31, 377.67, 373.99, 377.33, MLO +2004, 10, 38275, 2004.7896, 374.17, 377.60, 374.42, 377.83, 374.17, 377.60, MLO +2004, 11, 38306, 2004.8743, 375.80, 377.93, 375.90, 378.01, 375.80, 377.93, MLO +2004, 12, 38336, 2004.9563, 377.39, 378.26, 377.35, 378.20, 377.39, 378.26, MLO +2005, 01, 38367, 2005.0411, 378.29, 378.22, 378.48, 378.40, 378.29, 378.22, MLO +2005, 02, 38398, 2005.1260, 379.56, 378.81, 379.37, 378.62, 379.56, 378.81, MLO +2005, 03, 38426, 2005.2027, 380.07, 378.61, 380.30, 378.82, 380.07, 378.61, MLO +2005, 04, 38457, 2005.2877, 382.01, 379.38, 381.69, 379.04, 382.01, 379.38, MLO +2005, 05, 38487, 2005.3699, 382.21, 378.98, 382.48, 379.25, 382.21, 378.98, MLO +2005, 06, 38518, 2005.4548, 382.05, 379.59, 381.91, 379.47, 382.05, 379.59, MLO +2005, 07, 38548, 2005.5370, 380.63, 379.87, 380.42, 379.68, 380.63, 379.87, MLO +2005, 08, 38579, 2005.6219, 378.63, 380.12, 378.38, 379.90, 378.63, 380.12, MLO +2005, 09, 38610, 2005.7068, 376.39, 379.72, 376.76, 380.11, 376.39, 379.72, MLO +2005, 10, 38640, 2005.7890, 376.77, 380.21, 376.88, 380.31, 376.77, 380.21, MLO +2005, 11, 38671, 2005.8740, 378.27, 380.42, 378.38, 380.51, 378.27, 380.42, MLO +2005, 12, 38701, 2005.9562, 379.93, 380.80, 379.83, 380.69, 379.93, 380.80, MLO +2006, 01, 38732, 2006.0411, 381.33, 381.27, 380.96, 380.88, 381.33, 381.27, MLO +2006, 02, 38763, 2006.1260, 381.98, 381.24, 381.81, 381.05, 381.98, 381.24, MLO +2006, 03, 38791, 2006.2027, 382.53, 381.06, 382.68, 381.20, 382.53, 381.06, MLO +2006, 04, 38822, 2006.2877, 384.33, 381.69, 384.01, 381.36, 384.33, 381.69, MLO +2006, 05, 38852, 2006.3699, 384.89, 381.65, 384.74, 381.50, 384.89, 381.65, MLO +2006, 06, 38883, 2006.4548, 384.00, 381.53, 384.09, 381.65, 384.00, 381.53, MLO +2006, 07, 38913, 2006.5370, 382.25, 381.48, 382.52, 381.79, 382.25, 381.48, MLO +2006, 08, 38944, 2006.6219, 380.44, 381.93, 380.41, 381.94, 380.44, 381.93, MLO +2006, 09, 38975, 2006.7068, 378.77, 382.11, 378.73, 382.09, 378.77, 382.11, MLO +2006, 10, 39005, 2006.7890, 379.03, 382.47, 378.80, 382.23, 379.03, 382.47, MLO +2006, 11, 39036, 2006.8740, 380.11, 382.26, 380.25, 382.38, 380.11, 382.26, MLO +2006, 12, 39066, 2006.9562, 381.63, 382.50, 381.67, 382.53, 381.63, 382.50, MLO +2007, 01, 39097, 2007.0411, 382.55, 382.48, 382.76, 382.68, 382.55, 382.48, MLO +2007, 02, 39128, 2007.1260, 383.68, 382.94, 383.60, 382.84, 383.68, 382.94, MLO +2007, 03, 39156, 2007.2027, 384.31, 382.84, 384.47, 382.98, 384.31, 382.84, MLO +2007, 04, 39187, 2007.2877, 386.20, 383.55, 385.81, 383.14, 386.20, 383.55, MLO +2007, 05, 39217, 2007.3699, 386.38, 383.13, 386.55, 383.30, 386.38, 383.13, MLO +2007, 06, 39248, 2007.4548, 385.85, 383.38, 385.91, 383.46, 385.85, 383.38, MLO +2007, 07, 39278, 2007.5370, 384.42, 383.65, 384.35, 383.62, 384.42, 383.65, MLO +2007, 08, 39309, 2007.6219, 381.81, 383.31, 382.25, 383.78, 381.81, 383.31, MLO +2007, 09, 39340, 2007.7068, 380.83, 384.18, 380.57, 383.94, 380.83, 384.18, MLO +2007, 10, 39370, 2007.7890, 380.83, 384.29, 380.66, 384.10, 380.83, 384.29, MLO +2007, 11, 39401, 2007.8740, 382.32, 384.49, 382.12, 384.25, 382.32, 384.49, MLO +2007, 12, 39431, 2007.9562, 383.58, 384.46, 383.54, 384.40, 383.58, 384.46, MLO +2008, 01, 39462, 2008.0410, 385.04, 384.97, 384.63, 384.55, 385.04, 384.97, MLO +2008, 02, 39493, 2008.1257, 385.81, 385.06, 385.46, 384.70, 385.81, 385.06, MLO +2008, 03, 39522, 2008.2049, 385.80, 384.30, 386.35, 384.84, 385.80, 384.30, MLO +2008, 04, 39553, 2008.2896, 386.74, 384.06, 387.69, 384.99, 386.74, 384.06, MLO +2008, 05, 39583, 2008.3716, 388.48, 385.23, 388.40, 385.15, 388.48, 385.23, MLO +2008, 06, 39614, 2008.4563, 388.02, 385.57, 387.75, 385.32, 388.02, 385.57, MLO +2008, 07, 39644, 2008.5383, 386.22, 385.48, 386.19, 385.48, 386.22, 385.48, MLO +2008, 08, 39675, 2008.6230, 384.05, 385.58, 384.09, 385.65, 384.05, 385.58, MLO +2008, 09, 39706, 2008.7077, 383.05, 386.42, 382.43, 385.81, 383.05, 386.42, MLO +2008, 10, 39736, 2008.7896, 382.75, 386.20, 382.53, 385.97, 382.75, 386.20, MLO +2008, 11, 39767, 2008.8743, 383.98, 386.14, 383.99, 386.13, 383.98, 386.14, MLO +2008, 12, 39797, 2008.9563, 385.08, 385.96, 385.42, 386.28, 385.08, 385.96, MLO +2009, 01, 39828, 2009.0411, 386.63, 386.56, 386.52, 386.44, 386.63, 386.56, MLO +2009, 02, 39859, 2009.1260, 387.10, 386.35, 387.36, 386.60, 387.10, 386.35, MLO +2009, 03, 39887, 2009.2027, 388.50, 387.03, 388.24, 386.75, 388.50, 387.03, MLO +2009, 04, 39918, 2009.2877, 389.54, 386.88, 389.59, 386.92, 389.54, 386.88, MLO +2009, 05, 39948, 2009.3699, 390.15, 386.88, 390.35, 387.09, 390.15, 386.88, MLO +2009, 06, 39979, 2009.4548, 389.60, 387.12, 389.73, 387.27, 389.60, 387.12, MLO +2009, 07, 40009, 2009.5370, 388.05, 387.28, 388.19, 387.46, 388.05, 387.28, MLO +2009, 08, 40040, 2009.6219, 386.06, 387.57, 386.12, 387.66, 386.06, 387.57, MLO +2009, 09, 40071, 2009.7068, 384.64, 388.01, 384.48, 387.87, 384.64, 388.01, MLO +2009, 10, 40101, 2009.7890, 384.32, 387.80, 384.62, 388.08, 384.32, 387.80, MLO +2009, 11, 40132, 2009.8740, 386.05, 388.22, 386.16, 388.31, 386.05, 388.22, MLO +2009, 12, 40162, 2009.9562, 387.48, 388.37, 387.66, 388.53, 387.48, 388.37, MLO +2010, 01, 40193, 2010.0411, 388.55, 388.49, 388.84, 388.76, 388.55, 388.49, MLO +2010, 02, 40224, 2010.1260, 390.08, 389.33, 389.75, 388.99, 390.08, 389.33, MLO +2010, 03, 40252, 2010.2027, 391.02, 389.54, 390.68, 389.18, 391.02, 389.54, MLO +2010, 04, 40283, 2010.2877, 392.39, 389.72, 392.08, 389.39, 392.39, 389.72, MLO +2010, 05, 40313, 2010.3699, 393.24, 389.96, 392.86, 389.59, 393.24, 389.96, MLO +2010, 06, 40344, 2010.4548, 392.26, 389.77, 392.24, 389.77, 392.26, 389.77, MLO +2010, 07, 40374, 2010.5370, 390.35, 389.57, 390.69, 389.95, 390.35, 389.57, MLO +2010, 08, 40405, 2010.6219, 388.53, 390.03, 388.58, 390.12, 388.53, 390.03, MLO +2010, 09, 40436, 2010.7068, 386.85, 390.23, 386.89, 390.29, 386.85, 390.23, MLO +2010, 10, 40466, 2010.7890, 387.18, 390.67, 386.97, 390.44, 387.18, 390.67, MLO +2010, 11, 40497, 2010.8740, 388.69, 390.87, 388.44, 390.60, 388.69, 390.87, MLO +2010, 12, 40527, 2010.9562, 389.83, 390.72, 389.87, 390.73, 389.83, 390.72, MLO +2011, 01, 40558, 2011.0411, 391.33, 391.26, 390.95, 390.87, 391.33, 391.26, MLO +2011, 02, 40589, 2011.1260, 391.96, 391.21, 391.77, 391.01, 391.96, 391.21, MLO +2011, 03, 40617, 2011.2027, 392.49, 391.00, 392.63, 391.13, 392.49, 391.00, MLO +2011, 04, 40648, 2011.2877, 393.40, 390.73, 393.96, 391.27, 393.40, 390.73, MLO +2011, 05, 40678, 2011.3699, 394.33, 391.04, 394.70, 391.41, 394.33, 391.04, MLO +2011, 06, 40709, 2011.4548, 393.75, 391.25, 394.05, 391.57, 393.75, 391.25, MLO +2011, 07, 40739, 2011.5370, 392.64, 391.87, 392.48, 391.74, 392.64, 391.87, MLO +2011, 08, 40770, 2011.6219, 390.25, 391.75, 390.37, 391.92, 390.25, 391.75, MLO +2011, 09, 40801, 2011.7068, 389.05, 392.44, 388.69, 392.10, 389.05, 392.44, MLO +2011, 10, 40831, 2011.7890, 388.98, 392.47, 388.80, 392.27, 388.98, 392.47, MLO +2011, 11, 40862, 2011.8740, 390.30, 392.48, 390.30, 392.46, 390.30, 392.48, MLO +2011, 12, 40892, 2011.9562, 391.86, 392.75, 391.77, 392.64, 391.86, 392.75, MLO +2012, 01, 40923, 2012.0410, 393.13, 393.07, 392.91, 392.83, 393.13, 393.07, MLO +2012, 02, 40954, 2012.1257, 393.42, 392.66, 393.79, 393.02, 393.42, 392.66, MLO +2012, 03, 40983, 2012.2049, 394.43, 392.92, 394.74, 393.21, 394.43, 392.92, MLO +2012, 04, 41014, 2012.2896, 396.51, 393.80, 396.14, 393.42, 396.51, 393.80, MLO +2012, 05, 41044, 2012.3716, 396.96, 393.67, 396.91, 393.62, 396.96, 393.67, MLO +2012, 06, 41075, 2012.4563, 395.97, 393.49, 396.30, 393.84, 395.97, 393.49, MLO +2012, 07, 41105, 2012.5383, 394.60, 393.86, 394.77, 394.06, 394.60, 393.86, MLO +2012, 08, 41136, 2012.6230, 392.61, 394.15, 392.72, 394.29, 392.61, 394.15, MLO +2012, 09, 41167, 2012.7077, 391.20, 394.61, 391.11, 394.54, 391.20, 394.61, MLO +2012, 10, 41197, 2012.7896, 391.09, 394.58, 391.29, 394.77, 391.09, 394.58, MLO +2012, 11, 41228, 2012.8743, 393.03, 395.21, 392.85, 395.01, 393.03, 395.21, MLO +2012, 12, 41258, 2012.9563, 394.42, 395.31, 394.37, 395.24, 394.42, 395.31, MLO +2013, 01, 41289, 2013.0411, 395.69, 395.63, 395.56, 395.48, 395.69, 395.63, MLO +2013, 02, 41320, 2013.1260, 396.94, 396.18, 396.48, 395.71, 396.94, 396.18, MLO +2013, 03, 41348, 2013.2027, 397.36, 395.86, 397.42, 395.91, 397.36, 395.86, MLO +2013, 04, 41379, 2013.2877, 398.44, 395.76, 398.83, 396.12, 398.44, 395.76, MLO +2013, 05, 41409, 2013.3699, 400.06, 396.76, 399.62, 396.32, 400.06, 396.76, MLO +2013, 06, 41440, 2013.4548, 398.96, 396.45, 399.01, 396.53, 398.96, 396.45, MLO +2013, 07, 41470, 2013.5370, 397.45, 396.68, 397.46, 396.72, 397.45, 396.68, MLO +2013, 08, 41501, 2013.6219, 395.48, 397.00, 395.35, 396.91, 395.48, 397.00, MLO +2013, 09, 41532, 2013.7068, 393.47, 396.88, 393.67, 397.10, 393.47, 396.88, MLO +2013, 10, 41562, 2013.7890, 393.77, 397.28, 393.78, 397.28, 393.77, 397.28, MLO +2013, 11, 41593, 2013.8740, 395.27, 397.47, 395.29, 397.46, 395.27, 397.47, MLO +2013, 12, 41623, 2013.9562, 396.90, 397.79, 396.75, 397.63, 396.90, 397.79, MLO +2014, 01, 41654, 2014.0411, 398.01, 397.94, 397.89, 397.80, 398.01, 397.94, MLO +2014, 02, 41685, 2014.1260, 398.18, 397.42, 398.75, 397.98, 398.18, 397.42, MLO +2014, 03, 41713, 2014.2027, 399.56, 398.06, 399.64, 398.13, 399.56, 398.06, MLO +2014, 04, 41744, 2014.2877, 401.43, 398.74, 401.01, 398.30, 401.43, 398.74, MLO +2014, 05, 41774, 2014.3699, 401.98, 398.67, 401.76, 398.46, 401.98, 398.67, MLO +2014, 06, 41805, 2014.4548, 401.41, 398.90, 401.11, 398.62, 401.41, 398.90, MLO +2014, 07, 41835, 2014.5370, 399.17, 398.38, 399.52, 398.77, 399.17, 398.38, MLO +2014, 08, 41866, 2014.6219, 397.30, 398.82, 397.37, 398.93, 397.30, 398.82, MLO +2014, 09, 41897, 2014.7068, 395.49, 398.90, 395.66, 399.09, 395.49, 398.90, MLO +2014, 10, 41927, 2014.7890, 395.74, 399.25, 395.75, 399.25, 395.74, 399.25, MLO +2014, 11, 41958, 2014.8740, 397.32, 399.52, 397.24, 399.42, 397.32, 399.52, MLO +2014, 12, 41988, 2014.9562, 398.89, 399.78, 398.71, 399.58, 398.89, 399.78, MLO +2015, 01, 42019, 2015.0411, 399.94, 399.88, 399.84, 399.76, 399.94, 399.88, MLO +2015, 02, 42050, 2015.1260, 400.40, 399.63, 400.71, 399.94, 400.40, 399.63, MLO +2015, 03, 42078, 2015.2027, 401.60, 400.10, 401.62, 400.11, 401.60, 400.10, MLO +2015, 04, 42109, 2015.2877, 403.52, 400.82, 403.02, 400.30, 403.52, 400.82, MLO +2015, 05, 42139, 2015.3699, 404.03, 400.72, 403.82, 400.50, 404.03, 400.72, MLO +2015, 06, 42170, 2015.4548, 402.81, 400.29, 403.22, 400.72, 402.81, 400.29, MLO +2015, 07, 42200, 2015.5370, 401.54, 400.75, 401.70, 400.95, 401.54, 400.75, MLO +2015, 08, 42231, 2015.6219, 398.93, 400.45, 399.65, 401.21, 398.93, 400.45, MLO +2015, 09, 42262, 2015.7068, 397.43, 400.85, 398.06, 401.50, 397.43, 400.85, MLO +2015, 10, 42292, 2015.7890, 398.22, 401.74, 398.28, 401.79, 398.22, 401.74, MLO +2015, 11, 42323, 2015.8740, 400.17, 402.38, 399.92, 402.10, 400.17, 402.38, MLO +2015, 12, 42353, 2015.9562, 401.82, 402.72, 401.53, 402.41, 401.82, 402.72, MLO +2016, 01, 42384, 2016.0410, 402.57, 402.50, 402.81, 402.73, 402.57, 402.50, MLO +2016, 02, 42415, 2016.1257, 404.10, 403.33, 403.81, 403.03, 404.10, 403.33, MLO +2016, 03, 42444, 2016.2049, 404.79, 403.26, 404.86, 403.31, 404.79, 403.26, MLO +2016, 04, 42475, 2016.2896, 407.48, 404.75, 406.34, 403.59, 407.48, 404.75, MLO +2016, 05, 42505, 2016.3716, 407.60, 404.27, 407.17, 403.84, 407.60, 404.27, MLO +2016, 06, 42536, 2016.4563, 406.94, 404.44, 406.56, 404.08, 406.94, 404.44, MLO +2016, 07, 42566, 2016.5383, 404.43, 403.68, 405.03, 404.30, 404.43, 403.68, MLO +2016, 08, 42597, 2016.6230, 402.16, 403.72, 402.93, 404.53, 402.16, 403.72, MLO +2016, 09, 42628, 2016.7077, 400.94, 404.39, 401.29, 404.75, 400.94, 404.39, MLO +2016, 10, 42658, 2016.7896, 401.43, 404.96, 401.44, 404.96, 401.43, 404.96, MLO +2016, 11, 42689, 2016.8743, 403.57, 405.77, 402.99, 405.17, 403.57, 405.77, MLO +2016, 12, 42719, 2016.9563, 404.48, 405.38, 404.48, 405.36, 404.48, 405.38, MLO +2017, 01, 42750, 2017.0411, 406.00, 405.93, 405.64, 405.56, 406.00, 405.93, MLO +2017, 02, 42781, 2017.1260, 406.57, 405.80, 406.52, 405.74, 406.57, 405.80, MLO +2017, 03, 42809, 2017.2027, 406.99, 405.48, 407.42, 405.90, 406.99, 405.48, MLO +2017, 04, 42840, 2017.2877, 408.88, 406.17, 408.80, 406.07, 408.88, 406.17, MLO +2017, 05, 42870, 2017.3699, 409.84, 406.50, 409.56, 406.23, 409.84, 406.50, MLO +2017, 06, 42901, 2017.4548, 409.04, 406.51, 408.90, 406.39, 409.04, 406.51, MLO +2017, 07, 42931, 2017.5370, 407.14, 406.35, 407.30, 406.54, 407.14, 406.35, MLO +2017, 08, 42962, 2017.6219, 405.19, 406.73, 405.13, 406.70, 405.19, 406.73, MLO +2017, 09, 42993, 2017.7068, 403.20, 406.64, 403.40, 406.85, 403.20, 406.64, MLO +2017, 10, 43023, 2017.7890, 403.56, 407.11, 403.47, 407.01, 403.56, 407.11, MLO +2017, 11, 43054, 2017.8740, 405.10, 407.32, 404.97, 407.16, 405.10, 407.32, MLO +2017, 12, 43084, 2017.9562, 406.68, 407.58, 406.43, 407.31, 406.68, 407.58, MLO +2018, 01, 43115, 2018.0411, 407.98, 407.91, 407.55, 407.47, 407.98, 407.91, MLO +2018, 02, 43146, 2018.1260, 408.35, 407.58, 408.41, 407.63, 408.35, 407.58, MLO +2018, 03, 43174, 2018.2027, 409.21, 407.70, 409.31, 407.78, 409.21, 407.70, MLO +2018, 04, 43205, 2018.2877, 410.23, 407.51, 410.70, 407.96, 410.23, 407.51, MLO +2018, 05, 43235, 2018.3699, 411.23, 407.89, 411.50, 408.16, 411.23, 407.89, MLO +2018, 06, 43266, 2018.4548, 410.81, 408.27, 410.89, 408.37, 410.81, 408.27, MLO +2018, 07, 43296, 2018.5370, 408.83, 408.04, 409.36, 408.60, 408.83, 408.04, MLO +2018, 08, 43327, 2018.6219, 407.02, 408.56, 407.28, 408.85, 407.02, 408.56, MLO +2018, 09, 43358, 2018.7068, 405.53, 408.98, 405.65, 409.12, 405.53, 408.98, MLO +2018, 10, 43388, 2018.7890, 405.93, 409.49, 405.84, 409.38, 405.93, 409.49, MLO +2018, 11, 43419, 2018.8740, 408.05, 410.28, 407.45, 409.65, 408.05, 410.28, MLO +2018, 12, 43449, 2018.9562, 409.16, 410.06, 409.02, 409.91, 409.16, 410.06, MLO +2019, 01, 43480, 2019.0411, 410.85, 410.78, 410.25, 410.17, 410.85, 410.78, MLO +2019, 02, 43511, 2019.1260, 411.58, 410.81, 411.20, 410.41, 411.58, 410.81, MLO +2019, 03, 43539, 2019.2027, 411.90, 410.38, 412.16, 410.63, 411.90, 410.38, MLO +2019, 04, 43570, 2019.2877, 413.46, 410.74, 413.60, 410.86, 413.46, 410.74, MLO +2019, 05, 43600, 2019.3699, 414.75, 411.40, 414.43, 411.07, 414.75, 411.40, MLO +2019, 06, 43631, 2019.4548, 413.89, 411.35, 413.82, 411.30, 413.89, 411.35, MLO +2019, 07, 43661, 2019.5370, 411.79, 411.00, 412.27, 411.51, 411.79, 411.00, MLO +2019, 08, 43692, 2019.6219, 410.02, 411.56, 410.15, 411.73, 410.02, 411.56, MLO +2019, 09, 43723, 2019.7068, 408.48, 411.93, 408.48, 411.95, 408.48, 411.93, MLO +2019, 10, 43753, 2019.7890, 408.40, 411.96, 408.62, 412.17, 408.40, 411.96, MLO +2019, 11, 43784, 2019.8740, 410.16, 412.39, 410.19, 412.39, 410.16, 412.39, MLO +2019, 12, 43814, 2019.9562, 411.81, 412.71, 411.72, 412.61, 411.81, 412.71, MLO +2020, 01, 43845, 2020.0410, 413.32, 413.25, 412.90, 412.82, 413.32, 413.25, MLO +2020, 02, 43876, 2020.1257, 414.04, 413.27, 413.82, 413.03, 414.04, 413.27, MLO +2020, 03, 43905, 2020.2049, 414.44, 412.90, 414.79, 413.23, 414.44, 412.90, MLO +2020, 04, 43936, 2020.2896, 416.11, 413.34, 416.21, 413.43, 416.11, 413.34, MLO +2020, 05, 43966, 2020.3716, 417.16, 413.80, 416.99, 413.63, 417.16, 413.80, MLO +2020, 06, 43997, 2020.4563, 416.29, 413.76, 416.34, 413.83, 416.29, 413.76, MLO +2020, 07, 44027, 2020.5383, 414.43, 413.66, 414.75, 414.02, 414.43, 413.66, MLO +2020, 08, 44058, 2020.6230, 412.52, 414.10, 412.61, 414.22, 412.52, 414.10, MLO +2020, 09, 44089, 2020.7077, 411.17, 414.65, 410.92, 414.42, 411.17, 414.65, MLO +2020, 10, 44119, 2020.7896, 411.12, 414.69, 411.05, 414.61, 411.12, 414.69, MLO +2020, 11, 44150, 2020.8743, 412.89, 415.12, 412.59, 414.80, 412.89, 415.12, MLO +2020, 12, 44180, 2020.9563, 413.88, 414.79, 414.08, 414.97, 413.88, 414.79, MLO +2021, 01, 44211, 2021.0411, 415.15, 415.08, 415.24, 415.15, 415.15, 415.08, MLO +2021, 02, 44242, 2021.1260, 416.47, 415.69, 416.12, 415.33, 416.47, 415.69, MLO +2021, 03, 44270, 2021.2027, 417.10, 415.57, 417.03, 415.48, 417.10, 415.57, MLO +2021, 04, 44301, 2021.2877, 418.26, 415.52, 418.42, 415.66, 418.26, 415.52, MLO +2021, 05, 44331, 2021.3699, 418.95, 415.58, 419.19, 415.82, 418.95, 415.58, MLO +2021, 06, 44362, 2021.4548, 418.70, 416.13, 418.54, 416.00, 418.70, 416.13, MLO +2021, 07, 44392, 2021.5370, 416.66, 415.86, 416.94, 416.17, 416.66, 415.86, MLO +2021, 08, 44423, 2021.6219, 414.38, 415.93, 414.77, 416.36, 414.38, 415.93, MLO +2021, 09, 44454, 2021.7068, 412.93, 416.41, 413.05, 416.55, 412.93, 416.41, MLO +2021, 10, 44484, 2021.7890, 413.52, 417.11, 413.16, 416.73, 413.52, 417.11, MLO +2021, 11, 44515, 2021.8740, 414.81, 417.05, 414.69, 416.91, 414.81, 417.05, MLO +2021, 12, 44545, 2021.9562, 416.43, 417.34, 416.19, 417.08, 416.43, 417.34, MLO +2022, 01, 44576, 2022.0411, 418.01, 417.94, 417.33, 417.24, 418.01, 417.94, MLO +2022, 02, 44607, 2022.1260, 418.99, 418.21, 418.19, 417.40, 418.99, 418.21, MLO +2022, 03, 44635, 2022.2027, 418.45, 416.92, 419.08, 417.53, 418.45, 416.92, MLO +2022, 04, 44666, 2022.2877, 420.01, 417.26, 420.45, 417.68, 420.01, 417.26, MLO +2022, 05, 44696, 2022.3699, 420.78, 417.40, 421.21, 417.84, 420.78, 417.40, MLO +2022, 06, 44727, 2022.4548, 420.68, 418.11, 420.55, 418.00, 420.68, 418.11, MLO +2022, 07, 44757, 2022.5370, 418.71, 417.91, 418.94, 418.17, 418.71, 417.91, MLO +2022, 08, 44788, 2022.6219, 416.75, 418.30, 416.77, 418.36, 416.75, 418.30, MLO +2022, 09, 44819, 2022.7068, 415.42, 418.90, 415.04, 418.55, 415.42, 418.90, MLO +2022, 10, 44849, 2022.7890, 415.31, 418.90, 415.16, 418.74, 415.31, 418.90, MLO +2022, 11, 44880, 2022.8740, 417.03, 419.27, 416.72, 418.94, 417.03, 419.27, MLO +2022, 12, 44910, 2022.9562, 418.46, 419.38, 418.25, 419.15, 418.46, 419.38, MKO +2023, 01, 44941, 2023.0411, 419.13, 419.06, 419.45, 419.37, 419.13, 419.06, MKO +2023, 02, 44972, 2023.1260, 420.33, 419.56, 420.39, 419.60, 420.33, 419.56, MKO +2023, 03, 45000, 2023.2027, 420.51, 418.98, 421.37, 419.83, 420.51, 418.98, MLO +2023, 04, 45031, 2023.2877, 422.73, 419.98, 422.87, 420.09, 422.73, 419.98, MLO +2023, 05, 45061, 2023.3699, 423.78, 420.39, 423.75, 420.36, 423.78, 420.39, MLO +2023, 06, 45092, 2023.4548, 423.39, 420.82, 423.21, 420.66, 423.39, 420.82, MLO +2023, 07, 45122, 2023.5370, 421.62, 420.82, 421.71, 420.95, 421.62, 420.82, MLO +2023, 08, 45153, 2023.6219, 419.56, 421.11, 419.66, 421.26, 419.56, 421.11, MLO +2023, 09, 45184, 2023.7068, 418.06, 421.56, 418.06, 421.57, 418.06, 421.56, MLO +2023, 10, 45214, 2023.7890, 418.41, 422.01, 418.29, 421.88, 418.41, 422.01, MLO +2023, 11, 45245, 2023.8740, 420.11, 422.37, 419.96, 422.19, 420.11, 422.37, MLO +2023, 12, 45275, 2023.9562, 421.65, 422.57, 421.59, 422.49, 421.65, 422.57, MLO +2024, 01, 45306, 2024.0410, 422.62, 422.55, 422.87, 422.79, 422.62, 422.55, MLO +2024, 02, 45337, 2024.1257, 424.34, 423.56, 423.87, 423.08, 424.34, 423.56, MLO +2024, 03, 45366, 2024.2049, 425.22, 423.66, 424.93, 423.35, 425.22, 423.66, MLO +2024, 04, 45397, 2024.2896, 426.30, 423.51, 426.45, 423.64, 426.30, 423.51, MLO +2024, 05, 45427, 2024.3716, 426.70, 423.31, 427.30, 423.91, 426.70, 423.31, MLO +2024, 06, 45458, 2024.4563, 426.62, 424.07, 426.72, 424.19, 426.62, 424.07, MLO +2024, 07, 45488, 2024.5383, 425.40, 424.63, 425.20, 424.46, 425.40, 424.63, MLO +2024, 08, 45519, 2024.6230, 422.70, 424.29, 423.11, 424.74, 422.70, 424.29, MLO +2024, 09, 45550, 2024.7077, 421.60, 425.11, 421.49, 425.02, 421.60, 425.11, MLO +2024, 10, 45580, 2024.7896, 422.05, 425.65, 421.69, 425.28, 422.05, 425.65, MLO +2024, 11, 45611, 2024.8743, 423.61, 425.86, 423.31, 425.53, 423.61, 425.86, MLO +2024, 12, 45641, 2024.9563, 425.01, 425.93, 424.87, 425.77, 425.01, 425.93, MLO +2025, 01, 45672, 2025.0411, 426.42, 426.35, 426.09, 426.01, 426.42, 426.35, MLO +2025, 02, 45703, 2025.1260, 427.00, 426.21, 427.03, 426.24, 427.00, 426.21, MLO +2025, 03, 45731, 2025.2027, 427.73, 426.19, 427.99, 426.44, 427.73, 426.19, MLO +2025, 04, 45762, 2025.2877, 429.24, 426.47, 429.44, 426.65, 429.24, 426.47, MLO +2025, 05, 45792, 2025.3699, 430.20, 426.80, -99.99, -99.99, 430.20, 426.80, MLO +2025, 06, 45823, 2025.4548, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO +2025, 07, 45853, 2025.5370, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO +2025, 08, 45884, 2025.6219, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO +2025, 09, 45915, 2025.7068, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO +2025, 10, 45945, 2025.7890, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO +2025, 11, 45976, 2025.8740, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO +2025, 12, 46006, 2025.9562, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO