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module3/exo3/exercice.ipynb

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{
"cells": [],
"cells": [
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from scipy.optimize import curve_fit\n",
"import numpy as np\n",
"import isoweek # Pour gérer les semaines ISO"
]
},
{
"cell_type": "code",
"execution_count": 55,
"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 = \"monthly_in_situ_co2_mlo.csv\"\n",
"# Vérifier si le fichier local existe, et s'il n'existe pas, le télécharger depuis l'URL\n",
"import os\n",
"import urllib.request\n",
"\n",
"# Vérifier si le fichier local n'existe pas\n",
"if not os.path.exists(data):\n",
" # Télécharger les données depuis l'URL et les enregistrer dans le fichier local\n",
" urllib.request.urlretrieve(data_url, data)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Yr</th>\n",
" <th>Mn</th>\n",
" <th>Date</th>\n",
" <th>Date</th>\n",
" <th>CO2</th>\n",
" <th>seasonally</th>\n",
" <th>fit</th>\n",
" <th>seasonally</th>\n",
" <th>CO2</th>\n",
" <th>seasonally</th>\n",
" <th>Sta</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>adjusted</td>\n",
" <td></td>\n",
" <td>adjusted fit</td>\n",
" <td>filled</td>\n",
" <td>adjusted filled</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td></td>\n",
" <td></td>\n",
" <td>Excel</td>\n",
" <td></td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1958</td>\n",
" <td>01</td>\n",
" <td>21200</td>\n",
" <td>1958.0411</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1958</td>\n",
" <td>02</td>\n",
" <td>21231</td>\n",
" <td>1958.1260</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1958</td>\n",
" <td>03</td>\n",
" <td>21259</td>\n",
" <td>1958.2027</td>\n",
" <td>315.71</td>\n",
" <td>314.44</td>\n",
" <td>316.19</td>\n",
" <td>314.91</td>\n",
" <td>315.71</td>\n",
" <td>314.44</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1958</td>\n",
" <td>04</td>\n",
" <td>21290</td>\n",
" <td>1958.2877</td>\n",
" <td>317.45</td>\n",
" <td>315.16</td>\n",
" <td>317.30</td>\n",
" <td>314.99</td>\n",
" <td>317.45</td>\n",
" <td>315.16</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>1958</td>\n",
" <td>05</td>\n",
" <td>21320</td>\n",
" <td>1958.3699</td>\n",
" <td>317.51</td>\n",
" <td>314.69</td>\n",
" <td>317.89</td>\n",
" <td>315.07</td>\n",
" <td>317.51</td>\n",
" <td>314.69</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1958</td>\n",
" <td>06</td>\n",
" <td>21351</td>\n",
" <td>1958.4548</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>317.27</td>\n",
" <td>315.15</td>\n",
" <td>317.27</td>\n",
" <td>315.15</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>1958</td>\n",
" <td>07</td>\n",
" <td>21381</td>\n",
" <td>1958.5370</td>\n",
" <td>315.87</td>\n",
" <td>315.20</td>\n",
" <td>315.86</td>\n",
" <td>315.22</td>\n",
" <td>315.87</td>\n",
" <td>315.20</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>1958</td>\n",
" <td>08</td>\n",
" <td>21412</td>\n",
" <td>1958.6219</td>\n",
" <td>314.93</td>\n",
" <td>316.21</td>\n",
" <td>313.97</td>\n",
" <td>315.29</td>\n",
" <td>314.93</td>\n",
" <td>316.21</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>1958</td>\n",
" <td>09</td>\n",
" <td>21443</td>\n",
" <td>1958.7068</td>\n",
" <td>313.21</td>\n",
" <td>316.11</td>\n",
" <td>312.44</td>\n",
" <td>315.35</td>\n",
" <td>313.21</td>\n",
" <td>316.11</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>1958</td>\n",
" <td>10</td>\n",
" <td>21473</td>\n",
" <td>1958.7890</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>312.42</td>\n",
" <td>315.41</td>\n",
" <td>312.42</td>\n",
" <td>315.41</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>1958</td>\n",
" <td>11</td>\n",
" <td>21504</td>\n",
" <td>1958.8740</td>\n",
" <td>313.33</td>\n",
" <td>315.21</td>\n",
" <td>313.61</td>\n",
" <td>315.46</td>\n",
" <td>313.33</td>\n",
" <td>315.21</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>1958</td>\n",
" <td>12</td>\n",
" <td>21534</td>\n",
" <td>1958.9562</td>\n",
" <td>314.67</td>\n",
" <td>315.43</td>\n",
" <td>314.77</td>\n",
" <td>315.52</td>\n",
" <td>314.67</td>\n",
" <td>315.43</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>1959</td>\n",
" <td>01</td>\n",
" <td>21565</td>\n",
" <td>1959.0411</td>\n",
" <td>315.58</td>\n",
" <td>315.52</td>\n",
" <td>315.64</td>\n",
" <td>315.57</td>\n",
" <td>315.58</td>\n",
" <td>315.52</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>1959</td>\n",
" <td>02</td>\n",
" <td>21596</td>\n",
" <td>1959.1260</td>\n",
" <td>316.49</td>\n",
" <td>315.84</td>\n",
" <td>316.29</td>\n",
" <td>315.63</td>\n",
" <td>316.49</td>\n",
" <td>315.84</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>1959</td>\n",
" <td>03</td>\n",
" <td>21624</td>\n",
" <td>1959.2027</td>\n",
" <td>316.65</td>\n",
" <td>315.38</td>\n",
" <td>316.98</td>\n",
" <td>315.70</td>\n",
" <td>316.65</td>\n",
" <td>315.38</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>1959</td>\n",
" <td>04</td>\n",
" <td>21655</td>\n",
" <td>1959.2877</td>\n",
" <td>317.72</td>\n",
" <td>315.42</td>\n",
" <td>318.09</td>\n",
" <td>315.77</td>\n",
" <td>317.72</td>\n",
" <td>315.42</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>1959</td>\n",
" <td>05</td>\n",
" <td>21685</td>\n",
" <td>1959.3699</td>\n",
" <td>318.29</td>\n",
" <td>315.46</td>\n",
" <td>318.68</td>\n",
" <td>315.85</td>\n",
" <td>318.29</td>\n",
" <td>315.46</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>1959</td>\n",
" <td>06</td>\n",
" <td>21716</td>\n",
" <td>1959.4548</td>\n",
" <td>318.15</td>\n",
" <td>316.00</td>\n",
" <td>318.07</td>\n",
" <td>315.94</td>\n",
" <td>318.15</td>\n",
" <td>316.00</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>1959</td>\n",
" <td>07</td>\n",
" <td>21746</td>\n",
" <td>1959.5370</td>\n",
" <td>316.54</td>\n",
" <td>315.87</td>\n",
" <td>316.67</td>\n",
" <td>316.03</td>\n",
" <td>316.54</td>\n",
" <td>315.87</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>1959</td>\n",
" <td>08</td>\n",
" <td>21777</td>\n",
" <td>1959.6219</td>\n",
" <td>314.80</td>\n",
" <td>316.09</td>\n",
" <td>314.80</td>\n",
" <td>316.13</td>\n",
" <td>314.80</td>\n",
" <td>316.09</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>1959</td>\n",
" <td>09</td>\n",
" <td>21808</td>\n",
" <td>1959.7068</td>\n",
" <td>313.84</td>\n",
" <td>316.75</td>\n",
" <td>313.30</td>\n",
" <td>316.22</td>\n",
" <td>313.84</td>\n",
" <td>316.75</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>1959</td>\n",
" <td>10</td>\n",
" <td>21838</td>\n",
" <td>1959.7890</td>\n",
" <td>313.33</td>\n",
" <td>316.34</td>\n",
" <td>313.31</td>\n",
" <td>316.31</td>\n",
" <td>313.33</td>\n",
" <td>316.34</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>1959</td>\n",
" <td>11</td>\n",
" <td>21869</td>\n",
" <td>1959.8740</td>\n",
" <td>314.81</td>\n",
" <td>316.69</td>\n",
" <td>314.53</td>\n",
" <td>316.40</td>\n",
" <td>314.81</td>\n",
" <td>316.69</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>1959</td>\n",
" <td>12</td>\n",
" <td>21899</td>\n",
" <td>1959.9562</td>\n",
" <td>315.58</td>\n",
" <td>316.35</td>\n",
" <td>315.72</td>\n",
" <td>316.48</td>\n",
" <td>315.58</td>\n",
" <td>316.35</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>1960</td>\n",
" <td>01</td>\n",
" <td>21930</td>\n",
" <td>1960.0410</td>\n",
" <td>316.43</td>\n",
" <td>316.37</td>\n",
" <td>316.63</td>\n",
" <td>316.56</td>\n",
" <td>316.43</td>\n",
" <td>316.37</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>1960</td>\n",
" <td>02</td>\n",
" <td>21961</td>\n",
" <td>1960.1257</td>\n",
" <td>316.98</td>\n",
" <td>316.33</td>\n",
" <td>317.29</td>\n",
" <td>316.64</td>\n",
" <td>316.98</td>\n",
" <td>316.33</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>1960</td>\n",
" <td>03</td>\n",
" <td>21990</td>\n",
" <td>1960.2049</td>\n",
" <td>317.58</td>\n",
" <td>316.28</td>\n",
" <td>318.03</td>\n",
" <td>316.72</td>\n",
" <td>317.58</td>\n",
" <td>316.28</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>1960</td>\n",
" <td>04</td>\n",
" <td>22021</td>\n",
" <td>1960.2896</td>\n",
" <td>319.03</td>\n",
" <td>316.70</td>\n",
" <td>319.14</td>\n",
" <td>316.79</td>\n",
" <td>319.03</td>\n",
" <td>316.70</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>764</th>\n",
" <td>2021</td>\n",
" <td>07</td>\n",
" <td>44392</td>\n",
" <td>2021.5370</td>\n",
" <td>416.65</td>\n",
" <td>415.85</td>\n",
" <td>416.95</td>\n",
" <td>416.18</td>\n",
" <td>416.65</td>\n",
" <td>415.85</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>765</th>\n",
" <td>2021</td>\n",
" <td>08</td>\n",
" <td>44423</td>\n",
" <td>2021.6219</td>\n",
" <td>414.34</td>\n",
" <td>415.89</td>\n",
" <td>414.78</td>\n",
" <td>416.36</td>\n",
" <td>414.34</td>\n",
" <td>415.89</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>766</th>\n",
" <td>2021</td>\n",
" <td>09</td>\n",
" <td>44454</td>\n",
" <td>2021.7068</td>\n",
" <td>412.90</td>\n",
" <td>416.40</td>\n",
" <td>413.04</td>\n",
" <td>416.55</td>\n",
" <td>412.90</td>\n",
" <td>416.40</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>767</th>\n",
" <td>2021</td>\n",
" <td>10</td>\n",
" <td>44484</td>\n",
" <td>2021.7890</td>\n",
" <td>413.55</td>\n",
" <td>417.16</td>\n",
" <td>413.14</td>\n",
" <td>416.74</td>\n",
" <td>413.55</td>\n",
" <td>417.16</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>768</th>\n",
" <td>2021</td>\n",
" <td>11</td>\n",
" <td>44515</td>\n",
" <td>2021.8740</td>\n",
" <td>414.82</td>\n",
" <td>417.08</td>\n",
" <td>414.69</td>\n",
" <td>416.92</td>\n",
" <td>414.82</td>\n",
" <td>417.08</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>769</th>\n",
" <td>2021</td>\n",
" <td>12</td>\n",
" <td>44545</td>\n",
" <td>2021.9562</td>\n",
" <td>416.43</td>\n",
" <td>417.36</td>\n",
" <td>416.19</td>\n",
" <td>417.10</td>\n",
" <td>416.43</td>\n",
" <td>417.36</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>770</th>\n",
" <td>2022</td>\n",
" <td>01</td>\n",
" <td>44576</td>\n",
" <td>2022.0411</td>\n",
" <td>418.01</td>\n",
" <td>417.94</td>\n",
" <td>417.34</td>\n",
" <td>417.26</td>\n",
" <td>418.01</td>\n",
" <td>417.94</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>771</th>\n",
" <td>2022</td>\n",
" <td>02</td>\n",
" <td>44607</td>\n",
" <td>2022.1260</td>\n",
" <td>418.99</td>\n",
" <td>418.21</td>\n",
" <td>418.21</td>\n",
" <td>417.42</td>\n",
" <td>418.99</td>\n",
" <td>418.21</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>772</th>\n",
" <td>2022</td>\n",
" <td>03</td>\n",
" <td>44635</td>\n",
" <td>2022.2027</td>\n",
" <td>418.45</td>\n",
" <td>416.92</td>\n",
" <td>419.11</td>\n",
" <td>417.56</td>\n",
" <td>418.45</td>\n",
" <td>416.92</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>773</th>\n",
" <td>2022</td>\n",
" <td>04</td>\n",
" <td>44666</td>\n",
" <td>2022.2877</td>\n",
" <td>420.02</td>\n",
" <td>417.25</td>\n",
" <td>420.50</td>\n",
" <td>417.71</td>\n",
" <td>420.02</td>\n",
" <td>417.25</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>774</th>\n",
" <td>2022</td>\n",
" <td>05</td>\n",
" <td>44696</td>\n",
" <td>2022.3699</td>\n",
" <td>420.77</td>\n",
" <td>417.36</td>\n",
" <td>421.27</td>\n",
" <td>417.86</td>\n",
" <td>420.77</td>\n",
" <td>417.36</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>775</th>\n",
" <td>2022</td>\n",
" <td>06</td>\n",
" <td>44727</td>\n",
" <td>2022.4548</td>\n",
" <td>420.68</td>\n",
" <td>418.09</td>\n",
" <td>420.60</td>\n",
" <td>418.03</td>\n",
" <td>420.68</td>\n",
" <td>418.09</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>776</th>\n",
" <td>2022</td>\n",
" <td>07</td>\n",
" <td>44757</td>\n",
" <td>2022.5370</td>\n",
" <td>418.68</td>\n",
" <td>417.87</td>\n",
" <td>418.98</td>\n",
" <td>418.21</td>\n",
" <td>418.68</td>\n",
" <td>417.87</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>777</th>\n",
" <td>2022</td>\n",
" <td>08</td>\n",
" <td>44788</td>\n",
" <td>2022.6219</td>\n",
" <td>416.76</td>\n",
" <td>418.31</td>\n",
" <td>416.80</td>\n",
" <td>418.40</td>\n",
" <td>416.76</td>\n",
" <td>418.31</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>778</th>\n",
" <td>2022</td>\n",
" <td>09</td>\n",
" <td>44819</td>\n",
" <td>2022.7068</td>\n",
" <td>415.41</td>\n",
" <td>418.91</td>\n",
" <td>415.07</td>\n",
" <td>418.59</td>\n",
" <td>415.41</td>\n",
" <td>418.91</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>779</th>\n",
" <td>2022</td>\n",
" <td>10</td>\n",
" <td>44849</td>\n",
" <td>2022.7890</td>\n",
" <td>415.31</td>\n",
" <td>418.93</td>\n",
" <td>415.18</td>\n",
" <td>418.78</td>\n",
" <td>415.31</td>\n",
" <td>418.93</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>780</th>\n",
" <td>2022</td>\n",
" <td>11</td>\n",
" <td>44880</td>\n",
" <td>2022.8740</td>\n",
" <td>417.04</td>\n",
" <td>419.31</td>\n",
" <td>416.74</td>\n",
" <td>418.98</td>\n",
" <td>417.04</td>\n",
" <td>419.31</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>781</th>\n",
" <td>2022</td>\n",
" <td>12</td>\n",
" <td>44910</td>\n",
" <td>2022.9562</td>\n",
" <td>418.57</td>\n",
" <td>419.49</td>\n",
" <td>418.27</td>\n",
" <td>419.18</td>\n",
" <td>418.57</td>\n",
" <td>419.49</td>\n",
" <td>MKO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>782</th>\n",
" <td>2023</td>\n",
" <td>01</td>\n",
" <td>44941</td>\n",
" <td>2023.0411</td>\n",
" <td>419.24</td>\n",
" <td>419.17</td>\n",
" <td>419.46</td>\n",
" <td>419.38</td>\n",
" <td>419.24</td>\n",
" <td>419.17</td>\n",
" <td>MKO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>783</th>\n",
" <td>2023</td>\n",
" <td>02</td>\n",
" <td>44972</td>\n",
" <td>2023.1260</td>\n",
" <td>420.33</td>\n",
" <td>419.55</td>\n",
" <td>420.38</td>\n",
" <td>419.59</td>\n",
" <td>420.33</td>\n",
" <td>419.55</td>\n",
" <td>MKO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>784</th>\n",
" <td>2023</td>\n",
" <td>03</td>\n",
" <td>45000</td>\n",
" <td>2023.2027</td>\n",
" <td>420.51</td>\n",
" <td>418.97</td>\n",
" <td>421.34</td>\n",
" <td>419.79</td>\n",
" <td>420.51</td>\n",
" <td>418.97</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>785</th>\n",
" <td>2023</td>\n",
" <td>04</td>\n",
" <td>45031</td>\n",
" <td>2023.2877</td>\n",
" <td>422.73</td>\n",
" <td>419.95</td>\n",
" <td>422.81</td>\n",
" <td>420.01</td>\n",
" <td>422.73</td>\n",
" <td>419.95</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>786</th>\n",
" <td>2023</td>\n",
" <td>05</td>\n",
" <td>45061</td>\n",
" <td>2023.3699</td>\n",
" <td>423.78</td>\n",
" <td>420.36</td>\n",
" <td>423.65</td>\n",
" <td>420.23</td>\n",
" <td>423.78</td>\n",
" <td>420.36</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>787</th>\n",
" <td>2023</td>\n",
" <td>06</td>\n",
" <td>45092</td>\n",
" <td>2023.4548</td>\n",
" <td>423.39</td>\n",
" <td>420.80</td>\n",
" <td>423.03</td>\n",
" <td>420.46</td>\n",
" <td>423.39</td>\n",
" <td>420.80</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>788</th>\n",
" <td>2023</td>\n",
" <td>07</td>\n",
" <td>45122</td>\n",
" <td>2023.5370</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>789</th>\n",
" <td>2023</td>\n",
" <td>08</td>\n",
" <td>45153</td>\n",
" <td>2023.6219</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>790</th>\n",
" <td>2023</td>\n",
" <td>09</td>\n",
" <td>45184</td>\n",
" <td>2023.7068</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>791</th>\n",
" <td>2023</td>\n",
" <td>10</td>\n",
" <td>45214</td>\n",
" <td>2023.7890</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>792</th>\n",
" <td>2023</td>\n",
" <td>11</td>\n",
" <td>45245</td>\n",
" <td>2023.8740</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>793</th>\n",
" <td>2023</td>\n",
" <td>12</td>\n",
" <td>45275</td>\n",
" <td>2023.9562</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>794 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" Yr Mn Date Date CO2 seasonally fit \\\n",
"0 adjusted \n",
"1 Excel [ppm] [ppm] [ppm] \n",
"2 1958 01 21200 1958.0411 -99.99 -99.99 -99.99 \n",
"3 1958 02 21231 1958.1260 -99.99 -99.99 -99.99 \n",
"4 1958 03 21259 1958.2027 315.71 314.44 316.19 \n",
"5 1958 04 21290 1958.2877 317.45 315.16 317.30 \n",
"6 1958 05 21320 1958.3699 317.51 314.69 317.89 \n",
"7 1958 06 21351 1958.4548 -99.99 -99.99 317.27 \n",
"8 1958 07 21381 1958.5370 315.87 315.20 315.86 \n",
"9 1958 08 21412 1958.6219 314.93 316.21 313.97 \n",
"10 1958 09 21443 1958.7068 313.21 316.11 312.44 \n",
"11 1958 10 21473 1958.7890 -99.99 -99.99 312.42 \n",
"12 1958 11 21504 1958.8740 313.33 315.21 313.61 \n",
"13 1958 12 21534 1958.9562 314.67 315.43 314.77 \n",
"14 1959 01 21565 1959.0411 315.58 315.52 315.64 \n",
"15 1959 02 21596 1959.1260 316.49 315.84 316.29 \n",
"16 1959 03 21624 1959.2027 316.65 315.38 316.98 \n",
"17 1959 04 21655 1959.2877 317.72 315.42 318.09 \n",
"18 1959 05 21685 1959.3699 318.29 315.46 318.68 \n",
"19 1959 06 21716 1959.4548 318.15 316.00 318.07 \n",
"20 1959 07 21746 1959.5370 316.54 315.87 316.67 \n",
"21 1959 08 21777 1959.6219 314.80 316.09 314.80 \n",
"22 1959 09 21808 1959.7068 313.84 316.75 313.30 \n",
"23 1959 10 21838 1959.7890 313.33 316.34 313.31 \n",
"24 1959 11 21869 1959.8740 314.81 316.69 314.53 \n",
"25 1959 12 21899 1959.9562 315.58 316.35 315.72 \n",
"26 1960 01 21930 1960.0410 316.43 316.37 316.63 \n",
"27 1960 02 21961 1960.1257 316.98 316.33 317.29 \n",
"28 1960 03 21990 1960.2049 317.58 316.28 318.03 \n",
"29 1960 04 22021 1960.2896 319.03 316.70 319.14 \n",
".. ... ... ... ... ... ... ... \n",
"764 2021 07 44392 2021.5370 416.65 415.85 416.95 \n",
"765 2021 08 44423 2021.6219 414.34 415.89 414.78 \n",
"766 2021 09 44454 2021.7068 412.90 416.40 413.04 \n",
"767 2021 10 44484 2021.7890 413.55 417.16 413.14 \n",
"768 2021 11 44515 2021.8740 414.82 417.08 414.69 \n",
"769 2021 12 44545 2021.9562 416.43 417.36 416.19 \n",
"770 2022 01 44576 2022.0411 418.01 417.94 417.34 \n",
"771 2022 02 44607 2022.1260 418.99 418.21 418.21 \n",
"772 2022 03 44635 2022.2027 418.45 416.92 419.11 \n",
"773 2022 04 44666 2022.2877 420.02 417.25 420.50 \n",
"774 2022 05 44696 2022.3699 420.77 417.36 421.27 \n",
"775 2022 06 44727 2022.4548 420.68 418.09 420.60 \n",
"776 2022 07 44757 2022.5370 418.68 417.87 418.98 \n",
"777 2022 08 44788 2022.6219 416.76 418.31 416.80 \n",
"778 2022 09 44819 2022.7068 415.41 418.91 415.07 \n",
"779 2022 10 44849 2022.7890 415.31 418.93 415.18 \n",
"780 2022 11 44880 2022.8740 417.04 419.31 416.74 \n",
"781 2022 12 44910 2022.9562 418.57 419.49 418.27 \n",
"782 2023 01 44941 2023.0411 419.24 419.17 419.46 \n",
"783 2023 02 44972 2023.1260 420.33 419.55 420.38 \n",
"784 2023 03 45000 2023.2027 420.51 418.97 421.34 \n",
"785 2023 04 45031 2023.2877 422.73 419.95 422.81 \n",
"786 2023 05 45061 2023.3699 423.78 420.36 423.65 \n",
"787 2023 06 45092 2023.4548 423.39 420.80 423.03 \n",
"788 2023 07 45122 2023.5370 -99.99 -99.99 -99.99 \n",
"789 2023 08 45153 2023.6219 -99.99 -99.99 -99.99 \n",
"790 2023 09 45184 2023.7068 -99.99 -99.99 -99.99 \n",
"791 2023 10 45214 2023.7890 -99.99 -99.99 -99.99 \n",
"792 2023 11 45245 2023.8740 -99.99 -99.99 -99.99 \n",
"793 2023 12 45275 2023.9562 -99.99 -99.99 -99.99 \n",
"\n",
" seasonally CO2 seasonally Sta \n",
"0 adjusted fit filled adjusted filled NaN \n",
"1 [ppm] [ppm] [ppm] NaN \n",
"2 -99.99 -99.99 -99.99 MLO \n",
"3 -99.99 -99.99 -99.99 MLO \n",
"4 314.91 315.71 314.44 MLO \n",
"5 314.99 317.45 315.16 MLO \n",
"6 315.07 317.51 314.69 MLO \n",
"7 315.15 317.27 315.15 MLO \n",
"8 315.22 315.87 315.20 MLO \n",
"9 315.29 314.93 316.21 MLO \n",
"10 315.35 313.21 316.11 MLO \n",
"11 315.41 312.42 315.41 MLO \n",
"12 315.46 313.33 315.21 MLO \n",
"13 315.52 314.67 315.43 MLO \n",
"14 315.57 315.58 315.52 MLO \n",
"15 315.63 316.49 315.84 MLO \n",
"16 315.70 316.65 315.38 MLO \n",
"17 315.77 317.72 315.42 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",
"21 316.13 314.80 316.09 MLO \n",
"22 316.22 313.84 316.75 MLO \n",
"23 316.31 313.33 316.34 MLO \n",
"24 316.40 314.81 316.69 MLO \n",
"25 316.48 315.58 316.35 MLO \n",
"26 316.56 316.43 316.37 MLO \n",
"27 316.64 316.98 316.33 MLO \n",
"28 316.72 317.58 316.28 MLO \n",
"29 316.79 319.03 316.70 MLO \n",
".. ... ... ... ... \n",
"764 416.18 416.65 415.85 MLO \n",
"765 416.36 414.34 415.89 MLO \n",
"766 416.55 412.90 416.40 MLO \n",
"767 416.74 413.55 417.16 MLO \n",
"768 416.92 414.82 417.08 MLO \n",
"769 417.10 416.43 417.36 MLO \n",
"770 417.26 418.01 417.94 MLO \n",
"771 417.42 418.99 418.21 MLO \n",
"772 417.56 418.45 416.92 MLO \n",
"773 417.71 420.02 417.25 MLO \n",
"774 417.86 420.77 417.36 MLO \n",
"775 418.03 420.68 418.09 MLO \n",
"776 418.21 418.68 417.87 MLO \n",
"777 418.40 416.76 418.31 MLO \n",
"778 418.59 415.41 418.91 MLO \n",
"779 418.78 415.31 418.93 MLO \n",
"780 418.98 417.04 419.31 MLO \n",
"781 419.18 418.57 419.49 MKO \n",
"782 419.38 419.24 419.17 MKO \n",
"783 419.59 420.33 419.55 MKO \n",
"784 419.79 420.51 418.97 MLO \n",
"785 420.01 422.73 419.95 MLO \n",
"786 420.23 423.78 420.36 MLO \n",
"787 420.46 423.39 420.80 MLO \n",
"788 -99.99 -99.99 -99.99 MLO \n",
"789 -99.99 -99.99 -99.99 MLO \n",
"790 -99.99 -99.99 -99.99 MLO \n",
"791 -99.99 -99.99 -99.99 MLO \n",
"792 -99.99 -99.99 -99.99 MLO \n",
"793 -99.99 -99.99 -99.99 MLO \n",
"\n",
"[794 rows x 11 columns]"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Lire les données depuis le fichier local CSV en sautant la première ligne (commentaire)\n",
"raw_data = pd.read_csv(data, skiprows=57)\n",
"\n",
"# Afficher les données brutes\n",
"raw_data"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<style scoped>\n",
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" .dataframe thead th {\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Yr</th>\n",
" <th>Mn</th>\n",
" <th>Date</th>\n",
" <th>Date</th>\n",
" <th>CO2</th>\n",
" <th>seasonally</th>\n",
" <th>fit</th>\n",
" <th>seasonally</th>\n",
" <th>CO2</th>\n",
" <th>seasonally</th>\n",
" <th>Sta</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td></td>\n",
" <td>adjusted</td>\n",
" <td></td>\n",
" <td>adjusted fit</td>\n",
" <td>filled</td>\n",
" <td>adjusted filled</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td></td>\n",
" <td></td>\n",
" <td>Excel</td>\n",
" <td></td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>[ppm]</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Yr Mn Date Date CO2 seasonally fit \\\n",
"0 adjusted \n",
"1 Excel [ppm] [ppm] [ppm] \n",
"\n",
" seasonally CO2 seasonally Sta \n",
"0 adjusted fit filled adjusted filled NaN \n",
"1 [ppm] [ppm] [ppm] NaN "
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Sélectionner les lignes contenant au moins une valeur manquante (NaN)\n",
"raw_data[raw_data.isnull().any(axis=1)]"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Yr</th>\n",
" <th>Mn</th>\n",
" <th>Date</th>\n",
" <th>Date</th>\n",
" <th>CO2</th>\n",
" <th>seasonally</th>\n",
" <th>fit</th>\n",
" <th>seasonally</th>\n",
" <th>CO2</th>\n",
" <th>seasonally</th>\n",
" <th>Sta</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1958</td>\n",
" <td>01</td>\n",
" <td>21200</td>\n",
" <td>1958.0411</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1958</td>\n",
" <td>02</td>\n",
" <td>21231</td>\n",
" <td>1958.1260</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1958</td>\n",
" <td>03</td>\n",
" <td>21259</td>\n",
" <td>1958.2027</td>\n",
" <td>315.71</td>\n",
" <td>314.44</td>\n",
" <td>316.19</td>\n",
" <td>314.91</td>\n",
" <td>315.71</td>\n",
" <td>314.44</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1958</td>\n",
" <td>04</td>\n",
" <td>21290</td>\n",
" <td>1958.2877</td>\n",
" <td>317.45</td>\n",
" <td>315.16</td>\n",
" <td>317.30</td>\n",
" <td>314.99</td>\n",
" <td>317.45</td>\n",
" <td>315.16</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>1958</td>\n",
" <td>05</td>\n",
" <td>21320</td>\n",
" <td>1958.3699</td>\n",
" <td>317.51</td>\n",
" <td>314.69</td>\n",
" <td>317.89</td>\n",
" <td>315.07</td>\n",
" <td>317.51</td>\n",
" <td>314.69</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1958</td>\n",
" <td>06</td>\n",
" <td>21351</td>\n",
" <td>1958.4548</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>317.27</td>\n",
" <td>315.15</td>\n",
" <td>317.27</td>\n",
" <td>315.15</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>1958</td>\n",
" <td>07</td>\n",
" <td>21381</td>\n",
" <td>1958.5370</td>\n",
" <td>315.87</td>\n",
" <td>315.20</td>\n",
" <td>315.86</td>\n",
" <td>315.22</td>\n",
" <td>315.87</td>\n",
" <td>315.20</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>1958</td>\n",
" <td>08</td>\n",
" <td>21412</td>\n",
" <td>1958.6219</td>\n",
" <td>314.93</td>\n",
" <td>316.21</td>\n",
" <td>313.97</td>\n",
" <td>315.29</td>\n",
" <td>314.93</td>\n",
" <td>316.21</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>1958</td>\n",
" <td>09</td>\n",
" <td>21443</td>\n",
" <td>1958.7068</td>\n",
" <td>313.21</td>\n",
" <td>316.11</td>\n",
" <td>312.44</td>\n",
" <td>315.35</td>\n",
" <td>313.21</td>\n",
" <td>316.11</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>1958</td>\n",
" <td>10</td>\n",
" <td>21473</td>\n",
" <td>1958.7890</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>312.42</td>\n",
" <td>315.41</td>\n",
" <td>312.42</td>\n",
" <td>315.41</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>1958</td>\n",
" <td>11</td>\n",
" <td>21504</td>\n",
" <td>1958.8740</td>\n",
" <td>313.33</td>\n",
" <td>315.21</td>\n",
" <td>313.61</td>\n",
" <td>315.46</td>\n",
" <td>313.33</td>\n",
" <td>315.21</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>1958</td>\n",
" <td>12</td>\n",
" <td>21534</td>\n",
" <td>1958.9562</td>\n",
" <td>314.67</td>\n",
" <td>315.43</td>\n",
" <td>314.77</td>\n",
" <td>315.52</td>\n",
" <td>314.67</td>\n",
" <td>315.43</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>1959</td>\n",
" <td>01</td>\n",
" <td>21565</td>\n",
" <td>1959.0411</td>\n",
" <td>315.58</td>\n",
" <td>315.52</td>\n",
" <td>315.64</td>\n",
" <td>315.57</td>\n",
" <td>315.58</td>\n",
" <td>315.52</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>1959</td>\n",
" <td>02</td>\n",
" <td>21596</td>\n",
" <td>1959.1260</td>\n",
" <td>316.49</td>\n",
" <td>315.84</td>\n",
" <td>316.29</td>\n",
" <td>315.63</td>\n",
" <td>316.49</td>\n",
" <td>315.84</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>1959</td>\n",
" <td>03</td>\n",
" <td>21624</td>\n",
" <td>1959.2027</td>\n",
" <td>316.65</td>\n",
" <td>315.38</td>\n",
" <td>316.98</td>\n",
" <td>315.70</td>\n",
" <td>316.65</td>\n",
" <td>315.38</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>1959</td>\n",
" <td>04</td>\n",
" <td>21655</td>\n",
" <td>1959.2877</td>\n",
" <td>317.72</td>\n",
" <td>315.42</td>\n",
" <td>318.09</td>\n",
" <td>315.77</td>\n",
" <td>317.72</td>\n",
" <td>315.42</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>1959</td>\n",
" <td>05</td>\n",
" <td>21685</td>\n",
" <td>1959.3699</td>\n",
" <td>318.29</td>\n",
" <td>315.46</td>\n",
" <td>318.68</td>\n",
" <td>315.85</td>\n",
" <td>318.29</td>\n",
" <td>315.46</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>1959</td>\n",
" <td>06</td>\n",
" <td>21716</td>\n",
" <td>1959.4548</td>\n",
" <td>318.15</td>\n",
" <td>316.00</td>\n",
" <td>318.07</td>\n",
" <td>315.94</td>\n",
" <td>318.15</td>\n",
" <td>316.00</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>1959</td>\n",
" <td>07</td>\n",
" <td>21746</td>\n",
" <td>1959.5370</td>\n",
" <td>316.54</td>\n",
" <td>315.87</td>\n",
" <td>316.67</td>\n",
" <td>316.03</td>\n",
" <td>316.54</td>\n",
" <td>315.87</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>1959</td>\n",
" <td>08</td>\n",
" <td>21777</td>\n",
" <td>1959.6219</td>\n",
" <td>314.80</td>\n",
" <td>316.09</td>\n",
" <td>314.80</td>\n",
" <td>316.13</td>\n",
" <td>314.80</td>\n",
" <td>316.09</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>1959</td>\n",
" <td>09</td>\n",
" <td>21808</td>\n",
" <td>1959.7068</td>\n",
" <td>313.84</td>\n",
" <td>316.75</td>\n",
" <td>313.30</td>\n",
" <td>316.22</td>\n",
" <td>313.84</td>\n",
" <td>316.75</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>1959</td>\n",
" <td>10</td>\n",
" <td>21838</td>\n",
" <td>1959.7890</td>\n",
" <td>313.33</td>\n",
" <td>316.34</td>\n",
" <td>313.31</td>\n",
" <td>316.31</td>\n",
" <td>313.33</td>\n",
" <td>316.34</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>1959</td>\n",
" <td>11</td>\n",
" <td>21869</td>\n",
" <td>1959.8740</td>\n",
" <td>314.81</td>\n",
" <td>316.69</td>\n",
" <td>314.53</td>\n",
" <td>316.40</td>\n",
" <td>314.81</td>\n",
" <td>316.69</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>1959</td>\n",
" <td>12</td>\n",
" <td>21899</td>\n",
" <td>1959.9562</td>\n",
" <td>315.58</td>\n",
" <td>316.35</td>\n",
" <td>315.72</td>\n",
" <td>316.48</td>\n",
" <td>315.58</td>\n",
" <td>316.35</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>1960</td>\n",
" <td>01</td>\n",
" <td>21930</td>\n",
" <td>1960.0410</td>\n",
" <td>316.43</td>\n",
" <td>316.37</td>\n",
" <td>316.63</td>\n",
" <td>316.56</td>\n",
" <td>316.43</td>\n",
" <td>316.37</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>1960</td>\n",
" <td>02</td>\n",
" <td>21961</td>\n",
" <td>1960.1257</td>\n",
" <td>316.98</td>\n",
" <td>316.33</td>\n",
" <td>317.29</td>\n",
" <td>316.64</td>\n",
" <td>316.98</td>\n",
" <td>316.33</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>1960</td>\n",
" <td>03</td>\n",
" <td>21990</td>\n",
" <td>1960.2049</td>\n",
" <td>317.58</td>\n",
" <td>316.28</td>\n",
" <td>318.03</td>\n",
" <td>316.72</td>\n",
" <td>317.58</td>\n",
" <td>316.28</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>1960</td>\n",
" <td>04</td>\n",
" <td>22021</td>\n",
" <td>1960.2896</td>\n",
" <td>319.03</td>\n",
" <td>316.70</td>\n",
" <td>319.14</td>\n",
" <td>316.79</td>\n",
" <td>319.03</td>\n",
" <td>316.70</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>1960</td>\n",
" <td>05</td>\n",
" <td>22051</td>\n",
" <td>1960.3716</td>\n",
" <td>320.03</td>\n",
" <td>317.20</td>\n",
" <td>319.70</td>\n",
" <td>316.87</td>\n",
" <td>320.03</td>\n",
" <td>317.20</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>1960</td>\n",
" <td>06</td>\n",
" <td>22082</td>\n",
" <td>1960.4563</td>\n",
" <td>319.58</td>\n",
" <td>317.45</td>\n",
" <td>319.04</td>\n",
" <td>316.93</td>\n",
" <td>319.58</td>\n",
" <td>317.45</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>764</th>\n",
" <td>2021</td>\n",
" <td>07</td>\n",
" <td>44392</td>\n",
" <td>2021.5370</td>\n",
" <td>416.65</td>\n",
" <td>415.85</td>\n",
" <td>416.95</td>\n",
" <td>416.18</td>\n",
" <td>416.65</td>\n",
" <td>415.85</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>765</th>\n",
" <td>2021</td>\n",
" <td>08</td>\n",
" <td>44423</td>\n",
" <td>2021.6219</td>\n",
" <td>414.34</td>\n",
" <td>415.89</td>\n",
" <td>414.78</td>\n",
" <td>416.36</td>\n",
" <td>414.34</td>\n",
" <td>415.89</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>766</th>\n",
" <td>2021</td>\n",
" <td>09</td>\n",
" <td>44454</td>\n",
" <td>2021.7068</td>\n",
" <td>412.90</td>\n",
" <td>416.40</td>\n",
" <td>413.04</td>\n",
" <td>416.55</td>\n",
" <td>412.90</td>\n",
" <td>416.40</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>767</th>\n",
" <td>2021</td>\n",
" <td>10</td>\n",
" <td>44484</td>\n",
" <td>2021.7890</td>\n",
" <td>413.55</td>\n",
" <td>417.16</td>\n",
" <td>413.14</td>\n",
" <td>416.74</td>\n",
" <td>413.55</td>\n",
" <td>417.16</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>768</th>\n",
" <td>2021</td>\n",
" <td>11</td>\n",
" <td>44515</td>\n",
" <td>2021.8740</td>\n",
" <td>414.82</td>\n",
" <td>417.08</td>\n",
" <td>414.69</td>\n",
" <td>416.92</td>\n",
" <td>414.82</td>\n",
" <td>417.08</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>769</th>\n",
" <td>2021</td>\n",
" <td>12</td>\n",
" <td>44545</td>\n",
" <td>2021.9562</td>\n",
" <td>416.43</td>\n",
" <td>417.36</td>\n",
" <td>416.19</td>\n",
" <td>417.10</td>\n",
" <td>416.43</td>\n",
" <td>417.36</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>770</th>\n",
" <td>2022</td>\n",
" <td>01</td>\n",
" <td>44576</td>\n",
" <td>2022.0411</td>\n",
" <td>418.01</td>\n",
" <td>417.94</td>\n",
" <td>417.34</td>\n",
" <td>417.26</td>\n",
" <td>418.01</td>\n",
" <td>417.94</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>771</th>\n",
" <td>2022</td>\n",
" <td>02</td>\n",
" <td>44607</td>\n",
" <td>2022.1260</td>\n",
" <td>418.99</td>\n",
" <td>418.21</td>\n",
" <td>418.21</td>\n",
" <td>417.42</td>\n",
" <td>418.99</td>\n",
" <td>418.21</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>772</th>\n",
" <td>2022</td>\n",
" <td>03</td>\n",
" <td>44635</td>\n",
" <td>2022.2027</td>\n",
" <td>418.45</td>\n",
" <td>416.92</td>\n",
" <td>419.11</td>\n",
" <td>417.56</td>\n",
" <td>418.45</td>\n",
" <td>416.92</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>773</th>\n",
" <td>2022</td>\n",
" <td>04</td>\n",
" <td>44666</td>\n",
" <td>2022.2877</td>\n",
" <td>420.02</td>\n",
" <td>417.25</td>\n",
" <td>420.50</td>\n",
" <td>417.71</td>\n",
" <td>420.02</td>\n",
" <td>417.25</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>774</th>\n",
" <td>2022</td>\n",
" <td>05</td>\n",
" <td>44696</td>\n",
" <td>2022.3699</td>\n",
" <td>420.77</td>\n",
" <td>417.36</td>\n",
" <td>421.27</td>\n",
" <td>417.86</td>\n",
" <td>420.77</td>\n",
" <td>417.36</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>775</th>\n",
" <td>2022</td>\n",
" <td>06</td>\n",
" <td>44727</td>\n",
" <td>2022.4548</td>\n",
" <td>420.68</td>\n",
" <td>418.09</td>\n",
" <td>420.60</td>\n",
" <td>418.03</td>\n",
" <td>420.68</td>\n",
" <td>418.09</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>776</th>\n",
" <td>2022</td>\n",
" <td>07</td>\n",
" <td>44757</td>\n",
" <td>2022.5370</td>\n",
" <td>418.68</td>\n",
" <td>417.87</td>\n",
" <td>418.98</td>\n",
" <td>418.21</td>\n",
" <td>418.68</td>\n",
" <td>417.87</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>777</th>\n",
" <td>2022</td>\n",
" <td>08</td>\n",
" <td>44788</td>\n",
" <td>2022.6219</td>\n",
" <td>416.76</td>\n",
" <td>418.31</td>\n",
" <td>416.80</td>\n",
" <td>418.40</td>\n",
" <td>416.76</td>\n",
" <td>418.31</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>778</th>\n",
" <td>2022</td>\n",
" <td>09</td>\n",
" <td>44819</td>\n",
" <td>2022.7068</td>\n",
" <td>415.41</td>\n",
" <td>418.91</td>\n",
" <td>415.07</td>\n",
" <td>418.59</td>\n",
" <td>415.41</td>\n",
" <td>418.91</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>779</th>\n",
" <td>2022</td>\n",
" <td>10</td>\n",
" <td>44849</td>\n",
" <td>2022.7890</td>\n",
" <td>415.31</td>\n",
" <td>418.93</td>\n",
" <td>415.18</td>\n",
" <td>418.78</td>\n",
" <td>415.31</td>\n",
" <td>418.93</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>780</th>\n",
" <td>2022</td>\n",
" <td>11</td>\n",
" <td>44880</td>\n",
" <td>2022.8740</td>\n",
" <td>417.04</td>\n",
" <td>419.31</td>\n",
" <td>416.74</td>\n",
" <td>418.98</td>\n",
" <td>417.04</td>\n",
" <td>419.31</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>781</th>\n",
" <td>2022</td>\n",
" <td>12</td>\n",
" <td>44910</td>\n",
" <td>2022.9562</td>\n",
" <td>418.57</td>\n",
" <td>419.49</td>\n",
" <td>418.27</td>\n",
" <td>419.18</td>\n",
" <td>418.57</td>\n",
" <td>419.49</td>\n",
" <td>MKO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>782</th>\n",
" <td>2023</td>\n",
" <td>01</td>\n",
" <td>44941</td>\n",
" <td>2023.0411</td>\n",
" <td>419.24</td>\n",
" <td>419.17</td>\n",
" <td>419.46</td>\n",
" <td>419.38</td>\n",
" <td>419.24</td>\n",
" <td>419.17</td>\n",
" <td>MKO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>783</th>\n",
" <td>2023</td>\n",
" <td>02</td>\n",
" <td>44972</td>\n",
" <td>2023.1260</td>\n",
" <td>420.33</td>\n",
" <td>419.55</td>\n",
" <td>420.38</td>\n",
" <td>419.59</td>\n",
" <td>420.33</td>\n",
" <td>419.55</td>\n",
" <td>MKO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>784</th>\n",
" <td>2023</td>\n",
" <td>03</td>\n",
" <td>45000</td>\n",
" <td>2023.2027</td>\n",
" <td>420.51</td>\n",
" <td>418.97</td>\n",
" <td>421.34</td>\n",
" <td>419.79</td>\n",
" <td>420.51</td>\n",
" <td>418.97</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>785</th>\n",
" <td>2023</td>\n",
" <td>04</td>\n",
" <td>45031</td>\n",
" <td>2023.2877</td>\n",
" <td>422.73</td>\n",
" <td>419.95</td>\n",
" <td>422.81</td>\n",
" <td>420.01</td>\n",
" <td>422.73</td>\n",
" <td>419.95</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>786</th>\n",
" <td>2023</td>\n",
" <td>05</td>\n",
" <td>45061</td>\n",
" <td>2023.3699</td>\n",
" <td>423.78</td>\n",
" <td>420.36</td>\n",
" <td>423.65</td>\n",
" <td>420.23</td>\n",
" <td>423.78</td>\n",
" <td>420.36</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>787</th>\n",
" <td>2023</td>\n",
" <td>06</td>\n",
" <td>45092</td>\n",
" <td>2023.4548</td>\n",
" <td>423.39</td>\n",
" <td>420.80</td>\n",
" <td>423.03</td>\n",
" <td>420.46</td>\n",
" <td>423.39</td>\n",
" <td>420.80</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>788</th>\n",
" <td>2023</td>\n",
" <td>07</td>\n",
" <td>45122</td>\n",
" <td>2023.5370</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>789</th>\n",
" <td>2023</td>\n",
" <td>08</td>\n",
" <td>45153</td>\n",
" <td>2023.6219</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>790</th>\n",
" <td>2023</td>\n",
" <td>09</td>\n",
" <td>45184</td>\n",
" <td>2023.7068</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>791</th>\n",
" <td>2023</td>\n",
" <td>10</td>\n",
" <td>45214</td>\n",
" <td>2023.7890</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>792</th>\n",
" <td>2023</td>\n",
" <td>11</td>\n",
" <td>45245</td>\n",
" <td>2023.8740</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>793</th>\n",
" <td>2023</td>\n",
" <td>12</td>\n",
" <td>45275</td>\n",
" <td>2023.9562</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>MLO</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>792 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" Yr Mn Date Date CO2 seasonally fit \\\n",
"2 1958 01 21200 1958.0411 -99.99 -99.99 -99.99 \n",
"3 1958 02 21231 1958.1260 -99.99 -99.99 -99.99 \n",
"4 1958 03 21259 1958.2027 315.71 314.44 316.19 \n",
"5 1958 04 21290 1958.2877 317.45 315.16 317.30 \n",
"6 1958 05 21320 1958.3699 317.51 314.69 317.89 \n",
"7 1958 06 21351 1958.4548 -99.99 -99.99 317.27 \n",
"8 1958 07 21381 1958.5370 315.87 315.20 315.86 \n",
"9 1958 08 21412 1958.6219 314.93 316.21 313.97 \n",
"10 1958 09 21443 1958.7068 313.21 316.11 312.44 \n",
"11 1958 10 21473 1958.7890 -99.99 -99.99 312.42 \n",
"12 1958 11 21504 1958.8740 313.33 315.21 313.61 \n",
"13 1958 12 21534 1958.9562 314.67 315.43 314.77 \n",
"14 1959 01 21565 1959.0411 315.58 315.52 315.64 \n",
"15 1959 02 21596 1959.1260 316.49 315.84 316.29 \n",
"16 1959 03 21624 1959.2027 316.65 315.38 316.98 \n",
"17 1959 04 21655 1959.2877 317.72 315.42 318.09 \n",
"18 1959 05 21685 1959.3699 318.29 315.46 318.68 \n",
"19 1959 06 21716 1959.4548 318.15 316.00 318.07 \n",
"20 1959 07 21746 1959.5370 316.54 315.87 316.67 \n",
"21 1959 08 21777 1959.6219 314.80 316.09 314.80 \n",
"22 1959 09 21808 1959.7068 313.84 316.75 313.30 \n",
"23 1959 10 21838 1959.7890 313.33 316.34 313.31 \n",
"24 1959 11 21869 1959.8740 314.81 316.69 314.53 \n",
"25 1959 12 21899 1959.9562 315.58 316.35 315.72 \n",
"26 1960 01 21930 1960.0410 316.43 316.37 316.63 \n",
"27 1960 02 21961 1960.1257 316.98 316.33 317.29 \n",
"28 1960 03 21990 1960.2049 317.58 316.28 318.03 \n",
"29 1960 04 22021 1960.2896 319.03 316.70 319.14 \n",
"30 1960 05 22051 1960.3716 320.03 317.20 319.70 \n",
"31 1960 06 22082 1960.4563 319.58 317.45 319.04 \n",
".. ... ... ... ... ... ... ... \n",
"764 2021 07 44392 2021.5370 416.65 415.85 416.95 \n",
"765 2021 08 44423 2021.6219 414.34 415.89 414.78 \n",
"766 2021 09 44454 2021.7068 412.90 416.40 413.04 \n",
"767 2021 10 44484 2021.7890 413.55 417.16 413.14 \n",
"768 2021 11 44515 2021.8740 414.82 417.08 414.69 \n",
"769 2021 12 44545 2021.9562 416.43 417.36 416.19 \n",
"770 2022 01 44576 2022.0411 418.01 417.94 417.34 \n",
"771 2022 02 44607 2022.1260 418.99 418.21 418.21 \n",
"772 2022 03 44635 2022.2027 418.45 416.92 419.11 \n",
"773 2022 04 44666 2022.2877 420.02 417.25 420.50 \n",
"774 2022 05 44696 2022.3699 420.77 417.36 421.27 \n",
"775 2022 06 44727 2022.4548 420.68 418.09 420.60 \n",
"776 2022 07 44757 2022.5370 418.68 417.87 418.98 \n",
"777 2022 08 44788 2022.6219 416.76 418.31 416.80 \n",
"778 2022 09 44819 2022.7068 415.41 418.91 415.07 \n",
"779 2022 10 44849 2022.7890 415.31 418.93 415.18 \n",
"780 2022 11 44880 2022.8740 417.04 419.31 416.74 \n",
"781 2022 12 44910 2022.9562 418.57 419.49 418.27 \n",
"782 2023 01 44941 2023.0411 419.24 419.17 419.46 \n",
"783 2023 02 44972 2023.1260 420.33 419.55 420.38 \n",
"784 2023 03 45000 2023.2027 420.51 418.97 421.34 \n",
"785 2023 04 45031 2023.2877 422.73 419.95 422.81 \n",
"786 2023 05 45061 2023.3699 423.78 420.36 423.65 \n",
"787 2023 06 45092 2023.4548 423.39 420.80 423.03 \n",
"788 2023 07 45122 2023.5370 -99.99 -99.99 -99.99 \n",
"789 2023 08 45153 2023.6219 -99.99 -99.99 -99.99 \n",
"790 2023 09 45184 2023.7068 -99.99 -99.99 -99.99 \n",
"791 2023 10 45214 2023.7890 -99.99 -99.99 -99.99 \n",
"792 2023 11 45245 2023.8740 -99.99 -99.99 -99.99 \n",
"793 2023 12 45275 2023.9562 -99.99 -99.99 -99.99 \n",
"\n",
" seasonally CO2 seasonally Sta \n",
"2 -99.99 -99.99 -99.99 MLO \n",
"3 -99.99 -99.99 -99.99 MLO \n",
"4 314.91 315.71 314.44 MLO \n",
"5 314.99 317.45 315.16 MLO \n",
"6 315.07 317.51 314.69 MLO \n",
"7 315.15 317.27 315.15 MLO \n",
"8 315.22 315.87 315.20 MLO \n",
"9 315.29 314.93 316.21 MLO \n",
"10 315.35 313.21 316.11 MLO \n",
"11 315.41 312.42 315.41 MLO \n",
"12 315.46 313.33 315.21 MLO \n",
"13 315.52 314.67 315.43 MLO \n",
"14 315.57 315.58 315.52 MLO \n",
"15 315.63 316.49 315.84 MLO \n",
"16 315.70 316.65 315.38 MLO \n",
"17 315.77 317.72 315.42 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",
"21 316.13 314.80 316.09 MLO \n",
"22 316.22 313.84 316.75 MLO \n",
"23 316.31 313.33 316.34 MLO \n",
"24 316.40 314.81 316.69 MLO \n",
"25 316.48 315.58 316.35 MLO \n",
"26 316.56 316.43 316.37 MLO \n",
"27 316.64 316.98 316.33 MLO \n",
"28 316.72 317.58 316.28 MLO \n",
"29 316.79 319.03 316.70 MLO \n",
"30 316.87 320.03 317.20 MLO \n",
"31 316.93 319.58 317.45 MLO \n",
".. ... ... ... ... \n",
"764 416.18 416.65 415.85 MLO \n",
"765 416.36 414.34 415.89 MLO \n",
"766 416.55 412.90 416.40 MLO \n",
"767 416.74 413.55 417.16 MLO \n",
"768 416.92 414.82 417.08 MLO \n",
"769 417.10 416.43 417.36 MLO \n",
"770 417.26 418.01 417.94 MLO \n",
"771 417.42 418.99 418.21 MLO \n",
"772 417.56 418.45 416.92 MLO \n",
"773 417.71 420.02 417.25 MLO \n",
"774 417.86 420.77 417.36 MLO \n",
"775 418.03 420.68 418.09 MLO \n",
"776 418.21 418.68 417.87 MLO \n",
"777 418.40 416.76 418.31 MLO \n",
"778 418.59 415.41 418.91 MLO \n",
"779 418.78 415.31 418.93 MLO \n",
"780 418.98 417.04 419.31 MLO \n",
"781 419.18 418.57 419.49 MKO \n",
"782 419.38 419.24 419.17 MKO \n",
"783 419.59 420.33 419.55 MKO \n",
"784 419.79 420.51 418.97 MLO \n",
"785 420.01 422.73 419.95 MLO \n",
"786 420.23 423.78 420.36 MLO \n",
"787 420.46 423.39 420.80 MLO \n",
"788 -99.99 -99.99 -99.99 MLO \n",
"789 -99.99 -99.99 -99.99 MLO \n",
"790 -99.99 -99.99 -99.99 MLO \n",
"791 -99.99 -99.99 -99.99 MLO \n",
"792 -99.99 -99.99 -99.99 MLO \n",
"793 -99.99 -99.99 -99.99 MLO \n",
"\n",
"[792 rows x 11 columns]"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Supprimer les lignes contenant des valeurs manquantes (NaN) à partir des données brutes\n",
"data = raw_data.dropna().copy()\n",
"\n",
"# Afficher les données nettoyées (sans valeurs manquantes) et en créer une copie\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"data = data.dropna(subset=[' CO2'])"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index([' Yr', ' Mn', ' Date', ' Date', ' CO2', 'seasonally',\n",
" ' fit', ' seasonally', ' CO2', ' seasonally', ' Sta'],\n",
" dtype='object')\n"
]
}
],
"source": [
"print(data.columns)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" \n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f47673520f0>"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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JfBEYTLudAJYWHdYHnEztfWXazcysQbLMDuqR9Pa0PQ/4APC9VOOfcgvw3bS9G9ggqUvSu4CVwIGIOAWclrQ6zQq6DXiyju/FzMxqlGV20GJgu6Q5FEJjZ0R8VdLfSOqnUNI5DnwcICIOSdoJvAiMA3enmUEAdwKPAvMozAryzCAzswbyB82bmbUhf9C8mZlV5RAwM8sxh4CZWY45BMzMcswhYGaWYw4BM7MccwiYmeWYQ8DMLMccAmZmOeYQMDPLMYeAmVmOOQTMzHLMIWBmlmMOATOzHHMImJnlmEPAzCzHHAJmZjnmEDAzyzGHgJlZjjkEzMxyzCFgZpZjDgEzsxxzCJiZ5VjVEJDULemApH+XdEjS76f2d0h6WtLR9H1h0TGbJR2TdETSDUXt10p6If1uqyS9NW/LzMyyyHInMAa8LyJ+HugH1kpaDdwP7I2IlcDe9DOSVgEbgKuAtcAXJM1Jf+thYBOwMn2treN7MTOzGlUNgSg4k36cm74CWAdsT+3bgfVpex3wRESMRcRLwDFgUNJiYEFE7IuIAB4rOsbMzBog05iApDmSngdGgKcjYj9weUScAkjfF6Xde4GXiw4/kdp603Zpe7nX2yRpSNLQ6OhoLe/HzMxqkCkEImIiIvqBPgpX9VdX2L1cnT8qtJd7vW0RMRARAz09PVm6aGZm01DT7KCI+CHwDQq1/FdTiYf0fSTtdgJYWnRYH3AytfeVaTczswbJMjuoR9Lb0/Y84APA94DdwO1pt9uBJ9P2bmCDpC5J76IwAHwglYxOS1qdZgXdVnSMmZk1QGeGfRYD29MMnw5gZ0R8VdI+YKekO4Bh4MMAEXFI0k7gRWAcuDsiJtLfuhN4FJgH7ElfZmbWICpM1GleAwMDMTQ01OhumJm1FEkHI2Kg2n5+YtjMLMccAmZmOeYQMDPLMYeAmVmOOQTMzHLMIWBmlmMOATOzHHMImJnlmEPAzCzHHAJmZjnmEDAzyzGHgJlZjjkEzMxyzCFgZpZjDgEzsxxzCJiZ5ZhDwMwsxxwCZmY55hCok5E3znLrI/sYOX220V0xM8vMIVAnW/ce5ZvHX2frM0cb3RUzs8w6G92BVnflA3sYG5889/OO/cPs2D9MV2cHR7Z8sIE9MzOrzncCM/Tsvddzc/8SuucW/lN2z+1gXf8Snr3v+gb3zMysOofADC1a0M38rk7Gxifp6uxgbHyS+V2dLJrf3eiumZlVVTUEJC2V9HVJhyUdknRPav+0pFckPZ++biw6ZrOkY5KOSLqhqP1aSS+k322VpLfmbc2u186MsfG65ey6aw0br1vO6JmxRnfJzCwTRUTlHaTFwOKI+Jak+cBBYD1wK3AmIj5bsv8q4MvAILAEeAa4IiImJB0A7gGeA54CtkbEnkqvPzAwEENDQ9N6c2ZmeSXpYEQMVNuv6p1ARJyKiG+l7dPAYaC3wiHrgCciYiwiXgKOAYMpTBZExL4oJM9jFMLEzMwapKYxAUkrgGuA/anpE5K+I+mvJS1Mbb3Ay0WHnUhtvWm7tL3c62ySNCRpaHR0tJYumplZDTKHgKRLgb8Hfisi3gAeBt4N9AOngM9N7Vrm8KjQfmFjxLaIGIiIgZ6enqxdNDOzGmUKAUlzKQTAlyLiKwAR8WpETETEJPBFCmMAULjCX1p0eB9wMrX3lWk3M7MGyTI7SMBfAYcj4qGi9sVFu90CfDdt7wY2SOqS9C5gJXAgIk4BpyWtTn/zNuDJOr0PMzObhixPDK8BPga8IOn51PZ7wG9I6qdQ0jkOfBwgIg5J2gm8CIwDd0fERDruTuBRYB6wJ32ZmVmDVJ0i2mieImpmVru6TRE1M7P25RAwM8sxh4CZWY45BMzMcswhYGaWYw4BM7MccwiYmeWYQ8DMLMccAmZmOeYQMDPLMYeAmVmOOQTMzHLMIWBmlmMOATOzHHMImJnlWNuGwMgbZ7n1kX2MnD7b6K6YmTWttg2BrXuP8s3jr7P1maON7oqZWdPK8vGSLeXKB/YwNj557ucd+4fZsX+Yrs4Ojmz5YAN7ZmbWfNruTuDZe6/n5v4ldM8tvLXuuR2s61/Cs/dd3+CemZk1n7YLgUULupnf1cnY+CRdnR2MjU8yv6uTRfO7G901M7Om03blIIDXzoyx8brlfGRwGY8fGGbUg8NmZmUpIhrdh4oGBgZiaGio0d0wM2spkg5GxEC1/dquHGRmZtlVDQFJSyV9XdJhSYck3ZPa3yHpaUlH0/eFRcdslnRM0hFJNxS1XyvphfS7rZL01rwtMzPLIsudwDjwOxHxHmA1cLekVcD9wN6IWAnsTT+TfrcBuApYC3xB0pz0tx4GNgEr09faOr4XMzOrUdUQiIhTEfGttH0aOAz0AuuA7Wm37cD6tL0OeCIixiLiJeAYMChpMbAgIvZFYSDisaJjzMysAWoaE5C0ArgG2A9cHhGnoBAUwKK0Wy/wctFhJ1Jbb9oubS/3OpskDUkaGh0draWLZmZWg8whIOlS4O+B34qINyrtWqYtKrRf2BixLSIGImKgp6cnaxfNzNrCbK59likEJM2lEABfioivpOZXU4mH9H0ktZ8AlhYd3gecTO19ZdrNzKzIbK59VvVhsTSD56+AwxHxUNGvdgO3Aw+m708WtT8u6SFgCYUB4AMRMSHptKTVFMpJtwGfr9s7MTNrcY1Y+yzLncAa4GPA+yQ9n75upHDy/1VJR4FfTT8TEYeAncCLwD8Cd0fERPpbdwJ/SWGw+D+BPfV8M2ZmrawRa59VvROIiH+jfD0f4P0XOeYzwGfKtA8BV9fSQTOzvGjE2mdtuXaQmVmrmu21z7x2kJlZG/LaQWZmVpVDwMwsxxwCZmY55hAwM8sxh4CZWY45BMzMcqzpp4hKGgW+P83DLwNeq2N3ZpP7Pvtatd/gvjdKM/d9eURUXYGz6UNgJiQNZZkn24zc99nXqv0G971RWrnvU1wOMjPLMYeAmVmOtXsIbGt0B2bAfZ99rdpvcN8bpZX7DrT5mICZmVXW7ncCZmZWgUPAzCzHHAJmZjnmEDAzyzGHgJlZjv0/+d9cylJvEXUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#question1\n",
"# Grouper par année (Yr) et sommer les valeurs de CO2\n",
"annees = data[' Yr'].unique() # Obtenir la liste des années uniques\n",
"\n",
"# Initialiser les listes pour stocker les années et les émissions de CO2 annuelles\n",
"year = [] # Liste des années\n",
"yearly_CO2 = [] # Liste des émissions annuelles de CO2\n",
"\n",
"for annee in annees:\n",
" # Filtrer les données pour l'année spécifique\n",
" donnees_annee = data[data[' Yr'] == annee]\n",
" \n",
" # Somme des émissions de CO2 pour l'année spécifique\n",
" donnees_annee[' CO2'] = donnees_annee[' CO2'].astype(float)\n",
" somme_co2_annee = donnees_annee[' CO2'].sum()\n",
" \n",
" # Ajouter l'année et la somme des émissions à leurs listes respectives\n",
" year.append(annee)\n",
" yearly_CO2.append(somme_co2_annee)\n",
"\n",
"# Créer une série pandas avec les données annuelles et les années comme index\n",
"yearly_CO2 = pd.Series(data=yearly_CO2, index=year)\n",
"# Tracer un graphique de dispersion des données d'incidence annuelle avec un style en étoile\n",
"yearly_CO2.plot(style='*')"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"ename": "ValueError",
"evalue": "to assemble mappings requires at least that [year, month, day] be specified: [month,year] is missing",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-62-803ed48c5d4a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0massign\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mJr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Créez une colonne de date en combinant Year et Month\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Date'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_datetime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m' Yr'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m' Mn'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Jr'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0massign\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mday\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# Supprimez les colonnes Year et Month si nécessaire\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/tools/datetimes.py\u001b[0m in \u001b[0;36mto_datetime\u001b[0;34m(arg, errors, dayfirst, yearfirst, utc, box, format, exact, unit, infer_datetime_format, origin)\u001b[0m\n\u001b[1;32m 374\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 375\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mABCDataFrame\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mMutableMapping\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 376\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_assemble_from_unit_mappings\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 377\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mABCIndexClass\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 378\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_convert_listlike\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbox\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/tools/datetimes.py\u001b[0m in \u001b[0;36m_assemble_from_unit_mappings\u001b[0;34m(arg, errors)\u001b[0m\n\u001b[1;32m 453\u001b[0m raise ValueError(\"to assemble mappings requires at least that \"\n\u001b[1;32m 454\u001b[0m \u001b[0;34m\"[year, month, day] be specified: [{required}] \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 455\u001b[0;31m \"is missing\".format(required=','.join(req)))\n\u001b[0m\u001b[1;32m 456\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 457\u001b[0m \u001b[0;31m# keys we don't recognize\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: to assemble mappings requires at least that [year, month, day] be specified: [month,year] is missing"
]
}
],
"source": [
"#question2\n",
"from statsmodels.tsa.seasonal import seasonal_decompose\n",
"data = data.assign(Jr=1)\n",
"# Créez une colonne de date en combinant Year et Month\n",
"data['Date'] = pd.to_datetime(data[[' Yr', ' Mn', 'Jr']].assign(day=1))\n",
"\n",
"# Supprimez les colonnes Year et Month si nécessaire\n",
"data = data.drop([' Yr', ' Mn', 'Jr'], axis=1)\n",
"\n",
"# Assurez-vous que 'Date' est un objet DateTime pour définir la fréquence\n",
"data['Date'] = pd.to_datetime(data['Date'])\n",
"\n",
"# Décomposez les données en tendance, saisonnalité et résidus en spécifiant la fréquence\n",
"decomposition = seasonal_decompose(data[' CO2'], model='additive', freq=12) # Ici, 'freq=12' indique une fréquence mensuelle\n",
"\n",
"# Extraire la tendance, la saisonnalité et les résidus\n",
"tendance = decomposition.trend\n",
"saisonnalite = decomposition.seasonal\n",
"residus = decomposition.resid\n",
"\n",
"\n",
"\n",
"# Tracer les composantes\n",
"plt.figure(figsize=(12, 6))\n",
"plt.subplot(411)\n",
"plt.plot(data[' Yr'], data[' CO2'], label='Données originales')\n",
"plt.legend()\n",
"plt.subplot(412)\n",
"plt.plot(data[' Yr'], tendance, label='Tendance')\n",
"plt.legend()\n",
"plt.subplot(413)\n",
"plt.plot(data[' Yr'], saisonnalite, label='Saisonnalité')\n",
"plt.legend()\n",
"plt.subplot(414)\n",
"plt.plot(data[' Yr'], residus, label='Résidus')\n",
"plt.legend()\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#question3\n",
"from sklearn.linear_model import LinearRegression\n",
"\n",
"# Créer un modèle de régression linéaire\n",
"regression = LinearRegression()\n",
"\n",
"# Ajuster le modèle aux données de tendance\n",
"regression.fit(data['Date'].values.reshape(-1, 1), data['CO2'])\n",
"\n",
"# Obtenir les paramètres du modèle\n",
"pente = regression.coef_\n",
"intercept = regression.intercept_\n",
"\n",
"# Extrapoler les valeurs jusqu'en 2025\n",
"annee_2025 = 2025\n",
"co2_2025 = regression.predict([[annee_2025]])[0]\n",
"\n",
"# Afficher les résultats\n",
"print(f\"Équation de la régression linéaire : CO2 = {pente[0]} * Année + {intercept}\")\n",
"print(f\"Concentration de CO2 estimée pour 2025 : {co2_2025} ppm\")\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
......@@ -16,10 +2407,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
module3/exo3/monthly_in_situ_co2_mlo.csv 0 → 100644
View file @ afd5f1ac
"-------------------------------------------------------------------------------------------"
" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements "
" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m "
" Since December 2022 sampling has temporarily been relocated to MaunuaKea, Hawaii "
" Latitude 19.8°N Longitude 155.5°W Elevation 4145m "
" "
" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher "
" Scripps CO2 Program ( http://scrippsco2.ucsd.edu ) "
" Scripps Institution of Oceanography (SIO) "
" University of California "
" La Jolla, California USA 92093-0244 "
" "
" Status of data and correspondence: "
" "
" These data are subject to revision based on recalibration of standard gases. Questions "
" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker"
" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program. "
" "
" Baseline data in this file through 09-Jul-2023 from archive dated 10-Jul-2023 15:15:05 "
" "
"-------------------------------------------------------------------------------------------"
" "
" 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"
" "
" 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, 314.44, 316.19, 314.91, 315.71, 314.44, MLO
1958, 04, 21290, 1958.2877, 317.45, 315.16, 317.30, 314.99, 317.45, 315.16, MLO
1958, 05, 21320, 1958.3699, 317.51, 314.69, 317.89, 315.07, 317.51, 314.69, MLO
1958, 06, 21351, 1958.4548, -99.99, -99.99, 317.27, 315.15, 317.27, 315.15, MLO
1958, 07, 21381, 1958.5370, 315.87, 315.20, 315.86, 315.22, 315.87, 315.20, MLO
1958, 08, 21412, 1958.6219, 314.93, 316.21, 313.97, 315.29, 314.93, 316.21, MLO
1958, 09, 21443, 1958.7068, 313.21, 316.11, 312.44, 315.35, 313.21, 316.11, MLO
1958, 10, 21473, 1958.7890, -99.99, -99.99, 312.42, 315.41, 312.42, 315.41, MLO
1958, 11, 21504, 1958.8740, 313.33, 315.21, 313.61, 315.46, 313.33, 315.21, MLO
1958, 12, 21534, 1958.9562, 314.67, 315.43, 314.77, 315.52, 314.67, 315.43, MLO
1959, 01, 21565, 1959.0411, 315.58, 315.52, 315.64, 315.57, 315.58, 315.52, MLO
1959, 02, 21596, 1959.1260, 316.49, 315.84, 316.29, 315.63, 316.49, 315.84, MLO
1959, 03, 21624, 1959.2027, 316.65, 315.38, 316.98, 315.70, 316.65, 315.38, MLO
1959, 04, 21655, 1959.2877, 317.72, 315.42, 318.09, 315.77, 317.72, 315.42, 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, 318.07, 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, 314.80, 316.09, 314.80, 316.13, 314.80, 316.09, MLO
1959, 09, 21808, 1959.7068, 313.84, 316.75, 313.30, 316.22, 313.84, 316.75, MLO
1959, 10, 21838, 1959.7890, 313.33, 316.34, 313.31, 316.31, 313.33, 316.34, MLO
1959, 11, 21869, 1959.8740, 314.81, 316.69, 314.53, 316.40, 314.81, 316.69, MLO
1959, 12, 21899, 1959.9562, 315.58, 316.35, 315.72, 316.48, 315.58, 316.35, MLO
1960, 01, 21930, 1960.0410, 316.43, 316.37, 316.63, 316.56, 316.43, 316.37, MLO
1960, 02, 21961, 1960.1257, 316.98, 316.33, 317.29, 316.64, 316.98, 316.33, MLO
1960, 03, 21990, 1960.2049, 317.58, 316.28, 318.03, 316.72, 317.58, 316.28, MLO
1960, 04, 22021, 1960.2896, 319.03, 316.70, 319.14, 316.79, 319.03, 316.70, MLO
1960, 05, 22051, 1960.3716, 320.03, 317.20, 319.70, 316.87, 320.03, 317.20, MLO
1960, 06, 22082, 1960.4563, 319.58, 317.45, 319.04, 316.93, 319.58, 317.45, MLO
1960, 07, 22112, 1960.5383, 318.18, 317.53, 317.59, 316.98, 318.18, 317.53, MLO
1960, 08, 22143, 1960.6230, 315.90, 317.22, 315.67, 317.02, 315.90, 317.22, MLO
1960, 09, 22174, 1960.7077, 314.17, 317.09, 314.11, 317.05, 314.17, 317.09, MLO
1960, 10, 22204, 1960.7896, 313.83, 316.84, 314.08, 317.08, 313.83, 316.84, 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, 316.84, 317.27, 317.20, 316.89, 316.84, MLO
1961, 02, 22327, 1961.1260, 317.70, 317.06, 317.93, 317.27, 317.70, 317.06, MLO
1961, 03, 22355, 1961.2027, 318.54, 317.26, 318.63, 317.33, 318.54, 317.26, MLO
1961, 04, 22386, 1961.2877, 319.48, 317.16, 319.75, 317.42, 319.48, 317.16, MLO
1961, 05, 22416, 1961.3699, 320.58, 317.74, 320.35, 317.50, 320.58, 317.74, MLO
1961, 06, 22447, 1961.4548, 319.77, 317.61, 319.73, 317.59, 319.77, 317.61, 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, 318.09, 316.44, 317.77, 316.79, 318.09, MLO
1961, 09, 22539, 1961.7068, 314.99, 317.91, 314.91, 317.85, 314.99, 317.91, MLO
1961, 10, 22569, 1961.7890, 315.31, 318.33, 314.91, 317.92, 315.31, 318.33, MLO
1961, 11, 22600, 1961.8740, 316.10, 318.00, 316.12, 317.99, 316.10, 318.00, MLO
1961, 12, 22630, 1961.9562, 317.01, 317.78, 317.30, 318.06, 317.01, 317.78, MLO
1962, 01, 22661, 1962.0411, 317.94, 317.88, 318.20, 318.13, 317.94, 317.88, MLO
1962, 02, 22692, 1962.1260, 318.55, 317.90, 318.86, 318.20, 318.55, 317.90, MLO
1962, 03, 22720, 1962.2027, 319.68, 318.40, 319.56, 318.26, 319.68, 318.40, MLO
1962, 04, 22751, 1962.2877, 320.57, 318.24, 320.66, 318.32, 320.57, 318.24, MLO
1962, 05, 22781, 1962.3699, 321.02, 318.16, 321.24, 318.39, 321.02, 318.16, MLO
1962, 06, 22812, 1962.4548, 320.62, 318.45, 320.60, 318.45, 320.62, 318.45, MLO
1962, 07, 22842, 1962.5370, 319.61, 318.94, 319.15, 318.51, 319.61, 318.94, MLO
1962, 08, 22873, 1962.6219, 317.40, 318.70, 317.22, 318.56, 317.40, 318.70, MLO
1962, 09, 22904, 1962.7068, 316.24, 319.18, 315.65, 318.60, 316.24, 319.18, MLO
1962, 10, 22934, 1962.7890, 315.42, 318.45, 315.62, 318.64, 315.42, 318.45, 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, 319.47, 318.81, 319.07, 318.41, MLO
1963, 03, 23085, 1963.2027, 319.86, 318.57, 320.16, 318.86, 319.86, 318.57, MLO
1963, 04, 23116, 1963.2877, 321.38, 319.05, 321.26, 318.91, 321.38, 319.05, MLO
1963, 05, 23146, 1963.3699, 322.25, 319.38, 321.83, 318.96, 322.25, 319.38, MLO
1963, 06, 23177, 1963.4548, 321.49, 319.31, 321.17, 319.02, 321.49, 319.31, MLO
1963, 07, 23207, 1963.5370, 319.74, 319.07, 319.71, 319.06, 319.74, 319.07, MLO
1963, 08, 23238, 1963.6219, 317.77, 319.07, 317.76, 319.10, 317.77, 319.07, MLO
1963, 09, 23269, 1963.7068, 316.21, 319.16, 316.19, 319.15, 316.21, 319.16, MLO
1963, 10, 23299, 1963.7890, 315.99, 319.03, 316.16, 319.19, 315.99, 319.03, MLO
1963, 11, 23330, 1963.8740, 317.07, 318.97, 317.35, 319.23, 317.07, 318.97, 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, 320.03, 319.37, 320.03, 319.37, MLO
1964, 03, 23451, 1964.2049, -99.99, -99.99, 320.74, 319.41, 320.74, 319.41, MLO
1964, 04, 23482, 1964.2896, -99.99, -99.99, 321.83, 319.46, 321.83, 319.46, MLO
1964, 05, 23512, 1964.3716, 322.25, 319.38, 322.37, 319.50, 322.25, 319.38, MLO
1964, 06, 23543, 1964.4563, 321.89, 319.74, 321.67, 319.53, 321.89, 319.74, 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, 320.03, 318.22, 319.59, 318.69, 320.03, MLO
1964, 09, 23635, 1964.7077, 316.71, 319.67, 316.63, 319.61, 316.71, 319.67, MLO
1964, 10, 23665, 1964.7896, 316.87, 319.92, 316.59, 319.62, 316.87, 319.92, 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, 320.45, 319.79, 320.39, 319.73, 320.45, 319.79, MLO
1965, 03, 23816, 1965.2027, 320.89, 319.59, 321.08, 319.77, 320.89, 319.59, MLO
1965, 04, 23847, 1965.2877, 322.14, 319.79, 322.20, 319.83, 322.14, 319.79, MLO
1965, 05, 23877, 1965.3699, 322.17, 319.29, 322.79, 319.91, 322.17, 319.29, MLO
1965, 06, 23908, 1965.4548, 321.87, 319.69, 322.17, 320.00, 321.87, 319.69, MLO
1965, 07, 23938, 1965.5370, 321.21, 320.53, 320.75, 320.10, 321.21, 320.53, MLO
1965, 08, 23969, 1965.6219, 318.87, 320.18, 318.86, 320.21, 318.87, 320.18, MLO
1965, 09, 24000, 1965.7068, 317.82, 320.78, 317.35, 320.33, 317.82, 320.78, MLO
1965, 10, 24030, 1965.7890, 317.30, 320.37, 317.38, 320.44, 317.30, 320.37, MLO
1965, 11, 24061, 1965.8740, 318.87, 320.79, 318.65, 320.55, 318.87, 320.79, MLO
1965, 12, 24091, 1965.9562, 319.42, 320.20, 319.90, 320.67, 319.42, 320.20, MLO
1966, 01, 24122, 1966.0411, 320.62, 320.57, 320.86, 320.79, 320.62, 320.57, MLO
1966, 02, 24153, 1966.1260, 321.60, 320.94, 321.57, 320.91, 321.60, 320.94, MLO
1966, 03, 24181, 1966.2027, 322.39, 321.09, 322.33, 321.01, 322.39, 321.09, 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, 321.19, 324.12, 321.22, 324.08, 321.19, MLO
1966, 06, 24273, 1966.4548, 323.75, 321.56, 323.50, 321.32, 323.75, 321.56, MLO
1966, 07, 24303, 1966.5370, 322.37, 321.69, 322.06, 321.41, 322.37, 321.69, MLO
1966, 08, 24334, 1966.6219, 320.36, 321.68, 320.13, 321.48, 320.36, 321.68, MLO
1966, 09, 24365, 1966.7068, 318.64, 321.61, 318.57, 321.56, 318.64, 321.61, MLO
1966, 10, 24395, 1966.7890, 318.10, 321.18, 318.56, 321.62, 318.10, 321.18, MLO
1966, 11, 24426, 1966.8740, 319.78, 321.71, 319.78, 321.69, 319.78, 321.71, MLO
1966, 12, 24456, 1966.9562, 321.02, 321.81, 320.98, 321.74, 321.02, 321.81, MLO
1967, 01, 24487, 1967.0411, 322.33, 322.27, 321.87, 321.80, 322.33, 322.27, MLO
1967, 02, 24518, 1967.1260, 322.50, 321.83, 322.53, 321.86, 322.50, 321.83, MLO
1967, 03, 24546, 1967.2027, 323.03, 321.73, 323.23, 321.91, 323.03, 321.73, 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, 322.10, 324.92, 322.02, 325.00, 322.10, MLO
1967, 06, 24638, 1967.4548, 324.09, 321.89, 324.26, 322.08, 324.09, 321.89, MLO
1967, 07, 24668, 1967.5370, 322.54, 321.86, 322.79, 322.14, 322.54, 321.86, MLO
1967, 08, 24699, 1967.6219, 320.92, 322.24, 320.85, 322.21, 320.92, 322.24, MLO
1967, 09, 24730, 1967.7068, 319.25, 322.24, 319.28, 322.28, 319.25, 322.24, MLO
1967, 10, 24760, 1967.7890, 319.39, 322.48, 319.28, 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, 321.73, 322.50, 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, 324.08, 322.73, 323.89, 322.55, MLO
1968, 04, 24943, 1968.2896, 325.02, 322.63, 325.24, 322.83, 325.02, 322.63, MLO
1968, 05, 24973, 1968.3716, 325.57, 322.66, 325.84, 322.93, 325.57, 322.66, MLO
1968, 06, 25004, 1968.4563, 325.36, 323.17, 325.20, 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, 323.46, 321.87, 323.26, 322.11, 323.46, MLO
1968, 09, 25096, 1968.7077, 320.33, 323.33, 320.36, 323.37, 320.33, 323.33, 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, 323.75, 324.71, 324.03, 324.41, 323.75, MLO
1969, 03, 25277, 1969.2027, 325.63, 324.32, 325.49, 324.16, 325.63, 324.32, MLO
1969, 04, 25308, 1969.2877, 326.66, 324.29, 326.70, 324.31, 326.66, 324.29, 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, 324.99, 323.44, 324.81, 323.66, 324.99, MLO
1969, 09, 25461, 1969.7068, 322.38, 325.38, 321.89, 324.91, 322.38, 325.38, MLO
1969, 10, 25491, 1969.7890, 321.78, 324.88, 321.90, 325.00, 321.78, 324.88, MLO
1969, 11, 25522, 1969.8740, 322.85, 324.80, 323.16, 325.08, 322.85, 324.80, MLO
1969, 12, 25552, 1969.9562, 324.11, 324.91, 324.38, 325.16, 324.11, 324.91, 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, 325.32, 326.00, 325.33, 325.99, 325.32, MLO
1970, 03, 25642, 1970.2027, 326.93, 325.61, 326.73, 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, 326.37, 325.70, 326.34, 325.65, MLO
1970, 08, 25795, 1970.6219, 324.68, 326.02, 324.40, 325.77, 324.68, 326.02, MLO
1970, 09, 25826, 1970.7068, 323.10, 326.11, 322.81, 325.84, 323.10, 326.11, MLO
1970, 10, 25856, 1970.7890, 323.07, 326.18, 322.79, 325.89, 323.07, 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, 329.14, 326.20, 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, 326.67, 327.00, 326.33, 327.36, 326.67, MLO
1971, 08, 26160, 1971.6219, 325.43, 326.77, 325.03, 326.41, 325.43, 326.77, MLO
1971, 09, 26191, 1971.7068, 323.36, 326.38, 323.44, 326.48, 323.36, 326.38, MLO
1971, 10, 26221, 1971.7890, 323.56, 326.69, 323.44, 326.55, 323.56, 326.69, MLO
1971, 11, 26252, 1971.8740, 324.80, 326.75, 324.69, 326.62, 324.80, 326.75, MLO
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, 326.79, 326.77, 326.71, MLO
1972, 02, 26344, 1972.1257, 327.63, 326.96, 327.56, 326.88, 327.63, 326.96, MLO
1972, 03, 26373, 1972.2049, 327.75, 326.40, 328.35, 326.98, 327.75, 326.40, 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, 327.69, 326.32, 327.72, 326.32, 327.69, MLO
1972, 09, 26557, 1972.7077, 324.84, 327.88, 324.86, 327.92, 324.84, 327.88, 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, 328.89, 329.61, 328.93, 329.56, 328.89, MLO
1973, 03, 26738, 1973.2027, 330.30, 328.97, 330.46, 329.11, 330.30, 328.97, MLO
1973, 04, 26769, 1973.2877, 331.50, 329.10, 331.73, 329.31, 331.50, 329.10, MLO
1973, 05, 26799, 1973.3699, 332.48, 329.52, 332.44, 329.48, 332.48, 329.52, MLO
1973, 06, 26830, 1973.4548, 332.07, 329.83, 331.87, 329.64, 332.07, 329.83, MLO
1973, 07, 26860, 1973.5370, 330.87, 330.17, 330.44, 329.77, 330.87, 330.17, MLO
1973, 08, 26891, 1973.6219, 329.31, 330.66, 328.50, 329.88, 329.31, 330.66, MLO
1973, 09, 26922, 1973.7068, 327.52, 330.56, 326.91, 329.96, 327.52, 330.56, MLO
1973, 10, 26952, 1973.7890, 327.19, 330.33, 326.89, 330.02, 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, 330.08, 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, 330.04, 330.81, 330.13, 330.71, 330.04, MLO
1974, 03, 27103, 1974.2027, 331.49, 330.15, 331.50, 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, 330.75, 328.98, 330.37, 329.40, 330.75, MLO
1974, 09, 27287, 1974.7068, 327.44, 330.49, 327.36, 330.42, 327.44, 330.49, MLO
1974, 10, 27317, 1974.7890, 327.38, 330.53, 327.33, 330.47, 327.38, 330.53, 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, 332.18, 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, 331.00, 333.99, 331.02, 333.98, 331.00, MLO
1975, 06, 27560, 1975.4548, 333.62, 331.36, 333.36, 331.12, 333.62, 331.36, 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, 331.42, 329.92, 331.31, 330.06, 331.42, MLO
1975, 09, 27652, 1975.7068, 328.57, 331.62, 328.32, 331.40, 328.57, 331.62, 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, 331.57, 329.50, 331.48, MLO
1975, 12, 27743, 1975.9562, 330.77, 331.58, 330.86, 331.65, 330.77, 331.58, MLO
1976, 01, 27774, 1976.0410, 331.76, 331.70, 331.80, 331.73, 331.76, 331.70, MLO
1976, 02, 27805, 1976.1257, 332.58, 331.90, 332.50, 331.81, 332.58, 331.90, MLO
1976, 03, 27834, 1976.2049, 333.50, 332.14, 333.27, 331.88, 333.50, 332.14, 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, 331.90, 335.02, 332.04, 334.89, 331.90, 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, 332.34, 330.88, 332.30, 330.95, 332.34, MLO
1976, 09, 28018, 1976.7077, 329.31, 332.39, 329.31, 332.41, 329.31, 332.39, MLO
1976, 10, 28048, 1976.7896, 328.95, 332.12, 329.36, 332.52, 328.95, 332.12, 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, 331.99, 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, 332.75, 333.81, 333.12, 333.43, 332.75, 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, 333.76, 336.64, 333.65, 336.76, 333.76, MLO
1977, 06, 28291, 1977.4548, 336.28, 334.01, 336.08, 333.83, 336.28, 334.01, MLO
1977, 07, 28321, 1977.5370, 334.93, 334.22, 334.67, 334.00, 334.93, 334.22, MLO
1977, 08, 28352, 1977.6219, 332.76, 334.13, 332.77, 334.17, 332.76, 334.13, MLO
1977, 09, 28383, 1977.7068, 331.60, 334.68, 331.23, 334.32, 331.60, 334.68, MLO
1977, 10, 28413, 1977.7890, 331.17, 334.35, 331.30, 334.47, 331.17, 334.35, MLO
1977, 11, 28444, 1977.8740, 332.41, 334.41, 332.64, 334.61, 332.41, 334.41, MLO
1977, 12, 28474, 1977.9562, 333.86, 334.67, 333.95, 334.75, 333.86, 334.67, MLO
1978, 01, 28505, 1978.0411, 334.98, 334.92, 334.96, 334.89, 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, 335.30, 336.51, 335.14, 336.65, 335.30, MLO
1978, 04, 28595, 1978.2877, 337.76, 335.32, 337.73, 335.27, 337.76, 335.32, MLO
1978, 05, 28625, 1978.3699, 338.02, 335.02, 338.39, 335.39, 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, 336.29, 335.61, 336.55, 335.84, MLO
1978, 08, 28717, 1978.6219, 334.69, 336.06, 334.31, 335.71, 334.69, 336.06, MLO
1978, 09, 28748, 1978.7068, 332.77, 335.86, 332.71, 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, 336.62, 337.80, 336.43, 337.97, 336.62, 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, 336.47, 339.69, 336.68, 339.48, 336.47, 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, 337.47, 335.68, 337.09, 336.10, 337.47, 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, 337.31, 335.56, 337.54, 335.30, 337.31, MLO
1979, 12, 29204, 1979.9562, 336.74, 337.56, 336.90, 337.70, 336.74, 337.56, MLO
1980, 01, 29235, 1980.0410, 338.03, 337.97, 337.94, 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, 338.19, 340.09, 338.70, MLO
1980, 04, 29326, 1980.2896, 340.78, 338.30, 340.85, 338.35, 340.78, 338.30, MLO
1980, 05, 29356, 1980.3716, 341.48, 338.46, 341.52, 338.50, 341.48, 338.46, MLO
1980, 06, 29387, 1980.4563, 341.19, 338.92, 340.90, 338.65, 341.19, 338.92, MLO
1980, 07, 29417, 1980.5383, 339.57, 338.89, 339.44, 338.78, 339.57, 338.89, MLO
1980, 08, 29448, 1980.6230, 337.61, 339.02, 337.48, 338.92, 337.61, 339.02, MLO
1980, 09, 29479, 1980.7077, 335.90, 339.02, 335.91, 339.04, 335.90, 339.02, MLO
1980, 10, 29509, 1980.7896, 336.03, 339.24, 335.96, 339.15, 336.03, 339.24, MLO
1980, 11, 29540, 1980.8743, 337.12, 339.13, 337.27, 339.26, 337.12, 339.13, 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, 339.47, 339.25, 339.19, MLO
1981, 02, 29632, 1981.1260, 340.50, 339.81, 340.27, 339.57, 340.50, 339.81, MLO
1981, 03, 29660, 1981.2027, 341.40, 340.04, 341.03, 339.66, 341.40, 340.04, MLO
1981, 04, 29691, 1981.2877, 342.52, 340.06, 342.23, 339.75, 342.52, 340.06, MLO
1981, 05, 29721, 1981.3699, 342.93, 339.90, 342.86, 339.83, 342.93, 339.90, MLO
1981, 06, 29752, 1981.4548, 342.27, 339.97, 342.20, 339.92, 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, 339.83, 338.67, 340.09, 338.45, 339.83, 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, 340.10, 337.08, 340.29, 336.88, 340.10, MLO
1981, 11, 29905, 1981.8740, 338.38, 340.40, 338.40, 340.40, 338.38, 340.40, 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, 340.69, 340.61, 340.77, 340.71, MLO
1982, 02, 29997, 1982.1260, 341.63, 340.94, 341.42, 340.72, 341.63, 340.94, MLO
1982, 03, 30025, 1982.2027, 342.72, 341.35, 342.19, 340.81, 342.72, 341.35, MLO
1982, 04, 30056, 1982.2877, 343.59, 341.11, 343.39, 340.90, 343.59, 341.11, MLO
1982, 05, 30086, 1982.3699, 344.16, 341.12, 344.02, 340.98, 344.16, 341.12, MLO
1982, 06, 30117, 1982.4548, 343.37, 341.06, 343.35, 341.06, 343.37, 341.06, MLO
1982, 07, 30147, 1982.5370, 342.07, 341.36, 341.83, 341.14, 342.07, 341.36, MLO
1982, 08, 30178, 1982.6219, 339.83, 341.21, 339.80, 341.22, 339.83, 341.21, MLO
1982, 09, 30209, 1982.7068, 338.00, 341.12, 338.16, 341.31, 338.00, 341.12, MLO
1982, 10, 30239, 1982.7890, 337.88, 341.11, 338.18, 341.40, 337.88, 341.11, MLO
1982, 11, 30270, 1982.8740, 339.28, 341.31, 339.51, 341.52, 339.28, 341.31, 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, 341.85, 342.68, 341.97, 342.54, 341.85, MLO
1983, 03, 30390, 1983.2027, 343.12, 341.74, 343.52, 342.14, 343.12, 341.74, MLO
1983, 04, 30421, 1983.2877, 344.96, 342.48, 344.83, 342.33, 344.96, 342.48, MLO
1983, 05, 30451, 1983.3699, 345.78, 342.73, 345.57, 342.52, 345.78, 342.73, MLO
1983, 06, 30482, 1983.4548, 345.34, 343.02, 345.01, 342.71, 345.34, 343.02, MLO
1983, 07, 30512, 1983.5370, 344.00, 343.28, 343.58, 342.89, 344.00, 343.28, MLO
1983, 08, 30543, 1983.6219, 342.40, 343.79, 341.64, 343.06, 342.40, 343.79, MLO
1983, 09, 30574, 1983.7068, 339.89, 343.02, 340.08, 343.23, 339.89, 343.02, MLO
1983, 10, 30604, 1983.7890, 340.00, 343.25, 340.15, 343.38, 340.00, 343.25, MLO
1983, 11, 30635, 1983.8740, 341.16, 343.19, 341.52, 343.53, 341.16, 343.19, 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, 343.82, 343.82, 343.76, MLO
1984, 02, 30727, 1984.1257, 344.62, 343.93, 344.66, 343.96, 344.62, 343.93, MLO
1984, 03, 30756, 1984.2049, 345.38, 343.98, 345.50, 344.08, 345.38, 343.98, MLO
1984, 04, 30787, 1984.2896, 347.14, 344.63, 346.74, 344.22, 347.14, 344.63, MLO
1984, 05, 30817, 1984.3716, 347.52, 344.46, 347.39, 344.34, 347.52, 344.46, MLO
1984, 06, 30848, 1984.4563, 346.88, 344.58, 346.74, 344.46, 346.88, 344.58, MLO
1984, 07, 30878, 1984.5383, 345.47, 344.77, 345.23, 344.57, 345.47, 344.77, MLO
1984, 08, 30909, 1984.6230, 343.34, 344.76, 343.23, 344.69, 343.34, 344.76, MLO
1984, 09, 30940, 1984.7077, 341.13, 344.29, 341.63, 344.80, 341.13, 344.29, MLO
1984, 10, 30970, 1984.7896, 341.40, 344.64, 341.68, 344.92, 341.40, 344.64, MLO
1984, 11, 31001, 1984.8743, 343.02, 345.05, 343.03, 345.04, 343.02, 345.05, MLO
1984, 12, 31031, 1984.9563, 344.25, 345.08, 344.35, 345.16, 344.25, 345.08, MLO
1985, 01, 31062, 1985.0411, 344.99, 344.93, 345.36, 345.28, 344.99, 344.93, MLO
1985, 02, 31093, 1985.1260, 346.01, 345.31, 346.12, 345.41, 346.01, 345.31, MLO
1985, 03, 31121, 1985.2027, 347.43, 346.05, 346.91, 345.52, 347.43, 346.05, MLO
1985, 04, 31152, 1985.2877, 348.34, 345.85, 348.14, 345.63, 348.34, 345.85, MLO
1985, 05, 31182, 1985.3699, 348.92, 345.85, 348.80, 345.73, 348.92, 345.85, MLO
1985, 06, 31213, 1985.4548, 348.24, 345.91, 348.14, 345.83, 348.24, 345.91, MLO
1985, 07, 31243, 1985.5370, 346.53, 345.81, 346.61, 345.92, 346.53, 345.81, MLO
1985, 08, 31274, 1985.6219, 344.64, 346.04, 344.57, 346.00, 344.64, 346.04, MLO
1985, 09, 31305, 1985.7068, 343.06, 346.21, 342.92, 346.09, 343.06, 346.21, MLO
1985, 10, 31335, 1985.7890, 342.77, 346.04, 342.92, 346.17, 342.77, 346.04, MLO
1985, 11, 31366, 1985.8740, 344.21, 346.26, 344.24, 346.26, 344.21, 346.26, 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, 347.27, 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, 349.32, 346.80, 349.53, 347.03, MLO
1986, 05, 31547, 1986.3699, 350.19, 347.12, 350.00, 346.92, 350.19, 347.12, MLO
1986, 06, 31578, 1986.4548, 349.54, 347.20, 349.36, 347.05, 349.54, 347.20, MLO
1986, 07, 31608, 1986.5370, 347.92, 347.19, 347.87, 347.17, 347.92, 347.19, MLO
1986, 08, 31639, 1986.6219, 345.88, 347.28, 345.86, 347.30, 345.88, 347.28, MLO
1986, 09, 31670, 1986.7068, 344.83, 347.99, 344.25, 347.43, 344.83, 347.99, MLO
1986, 10, 31700, 1986.7890, 344.15, 347.43, 344.30, 347.56, 344.15, 347.43, MLO
1986, 11, 31731, 1986.8740, 345.64, 347.69, 345.66, 347.69, 345.64, 347.69, 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, 349.40, 348.02, 349.67, 348.27, 349.40, 348.02, MLO
1987, 04, 31882, 1987.2877, 350.97, 348.46, 350.97, 348.44, 350.97, 348.46, MLO
1987, 05, 31912, 1987.3699, 351.84, 348.75, 351.70, 348.61, 351.84, 348.75, 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, 348.99, 349.50, 348.77, MLO
1987, 08, 32004, 1987.6219, 348.08, 349.49, 347.74, 349.18, 348.08, 349.49, MLO
1987, 09, 32035, 1987.7068, 346.44, 349.61, 346.19, 349.38, 346.44, 349.61, MLO
1987, 10, 32065, 1987.7890, 346.09, 349.37, 346.30, 349.57, 346.09, 349.37, MLO
1987, 11, 32096, 1987.8740, 347.54, 349.60, 347.74, 349.77, 347.54, 349.60, 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, 350.18, 350.16, 350.10, MLO
1988, 02, 32188, 1988.1257, 351.47, 350.77, 351.10, 350.39, 351.47, 350.77, MLO
1988, 03, 32217, 1988.2049, 351.96, 350.54, 352.01, 350.58, 351.96, 350.54, MLO
1988, 04, 32248, 1988.2896, 353.33, 350.79, 353.34, 350.78, 353.33, 350.79, MLO
1988, 05, 32278, 1988.3716, 353.97, 350.88, 354.06, 350.97, 353.97, 350.88, MLO
1988, 06, 32309, 1988.4563, 353.55, 351.22, 353.46, 351.16, 353.55, 351.22, MLO
1988, 07, 32339, 1988.5383, 352.14, 351.44, 352.00, 351.33, 352.14, 351.44, MLO
1988, 08, 32370, 1988.6230, 350.19, 351.63, 350.02, 351.50, 350.19, 351.63, MLO
1988, 09, 32401, 1988.7077, 348.50, 351.69, 348.45, 351.65, 348.50, 351.69, MLO
1988, 10, 32431, 1988.7896, 348.66, 351.94, 348.53, 351.80, 348.66, 351.94, MLO
1988, 11, 32462, 1988.8743, 349.85, 351.90, 349.90, 351.93, 349.85, 351.90, 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, 352.49, 352.25, 352.17, 352.55, 352.49, MLO
1989, 02, 32554, 1989.1260, 352.86, 352.15, 353.00, 352.29, 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, 355.03, 352.49, 355.21, 352.69, MLO
1989, 05, 32643, 1989.3699, 355.47, 352.37, 355.69, 352.59, 355.47, 352.37, MLO
1989, 06, 32674, 1989.4548, 354.92, 352.57, 355.03, 352.69, 354.92, 352.57, MLO
1989, 07, 32704, 1989.5370, 353.70, 352.96, 353.49, 352.79, 353.70, 352.96, MLO
1989, 08, 32735, 1989.6219, 351.47, 352.88, 351.44, 352.89, 351.47, 352.88, MLO
1989, 09, 32766, 1989.7068, 349.61, 352.80, 349.78, 352.99, 349.61, 352.80, MLO
1989, 10, 32796, 1989.7890, 349.79, 353.09, 349.80, 353.08, 349.79, 353.09, MLO
1989, 11, 32827, 1989.8740, 351.10, 353.16, 351.14, 353.18, 351.10, 353.16, MLO
1989, 12, 32857, 1989.9562, 352.32, 353.17, 352.46, 353.28, 352.32, 353.17, 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, 353.49, 354.50, 353.79, MLO
1990, 03, 32947, 1990.2027, 355.19, 353.79, 355.00, 353.58, 355.19, 353.79, MLO
1990, 04, 32978, 1990.2877, 356.00, 353.47, 356.24, 353.69, 356.00, 353.47, MLO
1990, 05, 33008, 1990.3699, 356.96, 353.85, 356.90, 353.79, 356.96, 353.85, MLO
1990, 06, 33039, 1990.4548, 356.04, 353.68, 356.25, 353.91, 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, 354.13, 352.70, 354.16, 352.71, 354.13, MLO
1990, 09, 33131, 1990.7068, 350.77, 353.98, 351.08, 354.30, 350.77, 353.98, MLO
1990, 10, 33161, 1990.7890, 350.99, 354.29, 351.14, 354.44, 350.99, 354.29, MLO
1990, 11, 33192, 1990.8740, 352.64, 354.71, 352.54, 354.59, 352.64, 354.71, MLO
1990, 12, 33222, 1990.9562, 354.02, 354.86, 353.91, 354.73, 354.02, 354.86, MLO
1991, 01, 33253, 1991.0411, 354.53, 354.46, 354.96, 354.88, 354.53, 354.46, MLO
1991, 02, 33284, 1991.1260, 355.55, 354.84, 355.74, 355.02, 355.55, 354.84, MLO
1991, 03, 33312, 1991.2027, 356.96, 355.55, 356.56, 355.14, 356.96, 355.55, MLO
1991, 04, 33343, 1991.2877, 358.40, 355.86, 357.81, 355.25, 358.40, 355.86, MLO
1991, 05, 33373, 1991.3699, 359.14, 356.02, 358.47, 355.35, 359.14, 356.02, MLO
1991, 06, 33404, 1991.4548, 358.04, 355.67, 357.78, 355.43, 358.04, 355.67, MLO
1991, 07, 33434, 1991.5370, 355.98, 355.24, 356.20, 355.49, 355.98, 355.24, MLO
1991, 08, 33465, 1991.6219, 353.81, 355.24, 354.09, 355.55, 353.81, 355.24, MLO
1991, 09, 33496, 1991.7068, 351.95, 355.16, 352.38, 355.61, 351.95, 355.16, MLO
1991, 10, 33526, 1991.7890, 352.02, 355.34, 352.36, 355.67, 352.02, 355.34, MLO
1991, 11, 33557, 1991.8740, 353.55, 355.63, 353.67, 355.73, 353.55, 355.63, MLO
1991, 12, 33587, 1991.9562, 354.79, 355.64, 354.97, 355.80, 354.79, 355.64, MLO
1992, 01, 33618, 1992.0410, 355.79, 355.72, 355.94, 355.87, 355.79, 355.72, MLO
1992, 02, 33649, 1992.1257, 356.52, 355.81, 356.66, 355.94, 356.52, 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, 358.65, 356.06, 358.95, 356.38, MLO
1992, 05, 33739, 1992.3716, 359.46, 356.33, 359.25, 356.12, 359.46, 356.33, MLO
1992, 06, 33770, 1992.4563, 359.06, 356.70, 358.50, 356.16, 359.06, 356.70, MLO
1992, 07, 33800, 1992.5383, 356.82, 356.11, 356.88, 356.20, 356.82, 356.11, MLO
1992, 08, 33831, 1992.6230, 354.80, 356.26, 354.74, 356.23, 354.80, 356.26, MLO
1992, 09, 33862, 1992.7077, 352.81, 356.04, 353.02, 356.26, 352.81, 356.04, MLO
1992, 10, 33892, 1992.7896, 353.11, 356.43, 352.98, 356.29, 353.11, 356.43, MLO
1992, 11, 33923, 1992.8743, 353.96, 356.04, 354.27, 356.33, 353.96, 356.04, MLO
1992, 12, 33953, 1992.9563, 355.20, 356.05, 355.54, 356.37, 355.20, 356.05, MLO
1993, 01, 33984, 1993.0411, 356.50, 356.44, 356.50, 356.43, 356.50, 356.44, MLO
1993, 02, 34015, 1993.1260, 356.97, 356.25, 357.22, 356.49, 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, 356.70, 359.20, 356.63, 359.26, 356.70, MLO
1993, 05, 34104, 1993.3699, 360.08, 356.94, 359.85, 356.71, 360.08, 356.94, MLO
1993, 06, 34135, 1993.4548, 359.40, 357.01, 359.16, 356.80, 359.40, 357.01, MLO
1993, 07, 34165, 1993.5370, 357.38, 356.63, 357.61, 356.90, 357.38, 356.63, MLO
1993, 08, 34196, 1993.6219, 355.33, 356.76, 355.55, 357.01, 355.33, 356.76, MLO
1993, 09, 34227, 1993.7068, 353.50, 356.73, 353.90, 357.14, 353.50, 356.73, MLO
1993, 10, 34257, 1993.7890, 353.80, 357.13, 353.95, 357.28, 353.80, 357.13, MLO
1993, 11, 34288, 1993.8740, 355.15, 357.24, 355.37, 357.43, 355.15, 357.24, MLO
1993, 12, 34318, 1993.9562, 356.62, 357.47, 356.76, 357.59, 356.62, 357.47, MLO
1994, 01, 34349, 1994.0411, 358.19, 358.12, 357.84, 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, 358.09, 359.79, 358.37, MLO
1994, 04, 34439, 1994.2877, 361.09, 358.52, 360.84, 358.26, 361.09, 358.52, MLO
1994, 05, 34469, 1994.3699, 361.52, 358.36, 361.57, 358.42, 361.52, 358.36, MLO
1994, 06, 34500, 1994.4548, 360.78, 358.38, 360.96, 358.59, 360.78, 358.38, MLO
1994, 07, 34530, 1994.5370, 359.38, 358.63, 359.47, 358.75, 359.38, 358.63, MLO
1994, 08, 34561, 1994.6219, 357.31, 358.74, 357.46, 358.93, 357.31, 358.74, MLO
1994, 09, 34592, 1994.7068, 355.68, 358.92, 355.85, 359.11, 355.68, 358.92, MLO
1994, 10, 34622, 1994.7890, 355.83, 359.18, 355.95, 359.28, 355.83, 359.18, MLO
1994, 11, 34653, 1994.8740, 357.42, 359.52, 357.40, 359.47, 357.42, 359.52, MLO
1994, 12, 34683, 1994.9562, 358.87, 359.73, 358.81, 359.65, 358.87, 359.73, MLO
1995, 01, 34714, 1995.0411, 359.81, 359.74, 359.91, 359.84, 359.81, 359.74, MLO
1995, 02, 34745, 1995.1260, 360.84, 360.12, 360.75, 360.02, 360.84, 360.12, MLO
1995, 03, 34773, 1995.2027, 361.48, 360.06, 361.62, 360.18, 361.48, 360.06, MLO
1995, 04, 34804, 1995.2877, 363.30, 360.73, 362.94, 360.36, 363.30, 360.73, MLO
1995, 05, 34834, 1995.3699, 363.64, 360.49, 363.68, 360.52, 363.64, 360.49, MLO
1995, 06, 34865, 1995.4548, 363.11, 360.71, 363.06, 360.69, 363.11, 360.71, MLO
1995, 07, 34895, 1995.5370, 361.74, 361.00, 361.56, 360.85, 361.74, 361.00, MLO
1995, 08, 34926, 1995.6219, 359.31, 360.75, 359.53, 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, 360.97, 357.99, 361.33, 357.62, 360.97, MLO
1995, 11, 35018, 1995.8740, 359.42, 361.53, 359.41, 361.49, 359.42, 361.53, MLO
1995, 12, 35048, 1995.9562, 360.56, 361.42, 360.81, 361.65, 360.56, 361.42, MLO
1996, 01, 35079, 1996.0410, 361.91, 361.85, 361.88, 361.80, 361.91, 361.85, MLO
1996, 02, 35110, 1996.1257, 363.11, 362.39, 362.68, 361.95, 363.11, 362.39, MLO
1996, 03, 35139, 1996.2049, 363.88, 362.43, 363.55, 362.08, 363.88, 362.43, MLO
1996, 04, 35170, 1996.2896, 364.58, 361.98, 364.83, 362.21, 364.58, 361.98, MLO
1996, 05, 35200, 1996.3716, 365.29, 362.12, 365.49, 362.32, 365.29, 362.12, MLO
1996, 06, 35231, 1996.4563, 364.84, 362.46, 364.79, 362.43, 364.84, 362.46, MLO
1996, 07, 35261, 1996.5383, 363.52, 362.80, 363.22, 362.53, 363.52, 362.80, MLO
1996, 08, 35292, 1996.6230, 361.35, 362.82, 361.11, 362.62, 361.35, 362.82, MLO
1996, 09, 35323, 1996.7077, 359.32, 362.59, 359.42, 362.71, 359.32, 362.59, MLO
1996, 10, 35353, 1996.7896, 359.48, 362.84, 359.44, 362.79, 359.48, 362.84, MLO
1996, 11, 35384, 1996.8743, 360.64, 362.74, 360.79, 362.87, 360.64, 362.74, MLO
1996, 12, 35414, 1996.9563, 362.21, 363.06, 362.11, 362.95, 362.21, 363.06, MLO
1997, 01, 35445, 1997.0411, 363.06, 363.00, 363.11, 363.03, 363.06, 363.00, MLO
1997, 02, 35476, 1997.1260, 363.87, 363.15, 363.86, 363.12, 363.87, 363.15, MLO
1997, 03, 35504, 1997.2027, 364.44, 363.01, 364.65, 363.21, 364.44, 363.01, MLO
1997, 04, 35535, 1997.2877, 366.23, 363.65, 365.92, 363.31, 366.23, 363.65, MLO
1997, 05, 35565, 1997.3699, 366.68, 363.50, 366.61, 363.43, 366.68, 363.50, MLO
1997, 06, 35596, 1997.4548, 365.52, 363.11, 365.96, 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, 360.81, 364.09, 360.08, 363.34, MLO
1997, 10, 35718, 1997.7890, 360.67, 364.04, 360.95, 364.31, 360.67, 364.04, MLO
1997, 11, 35749, 1997.8740, 362.32, 364.44, 362.46, 364.55, 362.32, 364.44, MLO
1997, 12, 35779, 1997.9562, 364.17, 365.03, 363.96, 364.81, 364.17, 365.03, MLO
1998, 01, 35810, 1998.0411, 365.22, 365.15, 365.15, 365.08, 365.22, 365.15, MLO
1998, 02, 35841, 1998.1260, 366.04, 365.32, 366.09, 365.35, 366.04, 365.32, 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, 365.91, 368.49, 365.88, 368.50, 365.91, MLO
1998, 05, 35930, 1998.3699, 369.19, 366.00, 369.33, 366.14, 369.19, 366.00, MLO
1998, 06, 35961, 1998.4548, 368.77, 366.35, 368.80, 366.40, 368.77, 366.35, MLO
1998, 07, 35991, 1998.5370, 367.53, 366.78, 367.37, 366.65, 367.53, 366.78, MLO
1998, 08, 36022, 1998.6219, 365.67, 367.13, 365.39, 366.88, 365.67, 367.13, MLO
1998, 09, 36053, 1998.7068, 363.80, 367.08, 363.81, 367.10, 363.80, 367.08, MLO
1998, 10, 36083, 1998.7890, 364.13, 367.52, 363.92, 367.29, 364.13, 367.52, MLO
1998, 11, 36114, 1998.8740, 365.36, 367.48, 365.37, 367.47, 365.36, 367.48, MLO
1998, 12, 36144, 1998.9562, 366.87, 367.73, 366.77, 367.62, 366.87, 367.73, MLO
1999, 01, 36175, 1999.0411, 368.05, 367.99, 367.83, 367.75, 368.05, 367.99, MLO
1999, 02, 36206, 1999.1260, 368.77, 368.05, 368.61, 367.87, 368.77, 368.05, MLO
1999, 03, 36234, 1999.2027, 369.49, 368.05, 369.41, 367.95, 369.49, 368.05, MLO
1999, 04, 36265, 1999.2877, 371.04, 368.44, 370.66, 368.04, 371.04, 368.44, MLO
1999, 05, 36295, 1999.3699, 370.90, 367.71, 371.30, 368.11, 370.90, 367.71, MLO
1999, 06, 36326, 1999.4548, 370.25, 367.83, 370.58, 368.18, 370.25, 367.83, MLO
1999, 07, 36356, 1999.5370, 369.17, 368.41, 368.97, 368.24, 369.17, 368.41, MLO
1999, 08, 36387, 1999.6219, 366.83, 368.29, 366.82, 368.32, 366.83, 368.29, MLO
1999, 09, 36418, 1999.7068, 364.54, 367.83, 365.09, 368.39, 364.54, 367.83, MLO
1999, 10, 36448, 1999.7890, 365.04, 368.44, 365.09, 368.47, 365.04, 368.44, MLO
1999, 11, 36479, 1999.8740, 366.58, 368.71, 366.45, 368.55, 366.58, 368.71, MLO
1999, 12, 36509, 1999.9562, 367.92, 368.78, 367.79, 368.64, 367.92, 368.78, MLO
2000, 01, 36540, 2000.0410, 369.05, 368.99, 368.81, 368.73, 369.05, 368.99, 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, 368.93, 370.42, 368.95, MLO
2000, 04, 36631, 2000.2896, 371.57, 368.93, 371.69, 369.03, 371.57, 368.93, MLO
2000, 05, 36661, 2000.3716, 371.74, 368.53, 372.35, 369.15, 371.74, 368.53, MLO
2000, 06, 36692, 2000.4563, 371.60, 369.19, 371.67, 369.28, 371.60, 369.19, MLO
2000, 07, 36722, 2000.5383, 370.02, 369.30, 370.11, 369.42, 370.02, 369.30, MLO
2000, 08, 36753, 2000.6230, 368.03, 369.52, 368.03, 369.56, 368.03, 369.52, MLO
2000, 09, 36784, 2000.7077, 366.53, 369.84, 366.38, 369.71, 366.53, 369.84, MLO
2000, 10, 36814, 2000.7896, 366.64, 370.04, 366.46, 369.85, 366.64, 370.04, MLO
2000, 11, 36845, 2000.8743, 368.20, 370.33, 367.88, 369.99, 368.20, 370.33, MLO
2000, 12, 36875, 2000.9563, 369.44, 370.31, 369.27, 370.12, 369.44, 370.31, MLO
2001, 01, 36906, 2001.0411, 370.20, 370.13, 370.32, 370.25, 370.20, 370.13, MLO
2001, 02, 36937, 2001.1260, 371.42, 370.68, 371.11, 370.37, 371.42, 370.68, MLO
2001, 03, 36965, 2001.2027, 372.04, 370.59, 371.94, 370.48, 372.04, 370.59, MLO
2001, 04, 36996, 2001.2877, 372.78, 370.16, 373.23, 370.60, 372.78, 370.16, MLO
2001, 05, 37026, 2001.3699, 373.94, 370.72, 373.93, 370.72, 373.94, 370.72, MLO
2001, 06, 37057, 2001.4548, 373.23, 370.79, 373.27, 370.85, 373.23, 370.79, MLO
2001, 07, 37087, 2001.5370, 371.54, 370.78, 371.71, 370.98, 371.54, 370.78, MLO
2001, 08, 37118, 2001.6219, 369.47, 370.94, 369.62, 371.13, 369.47, 370.94, MLO
2001, 09, 37149, 2001.7068, 367.88, 371.19, 367.96, 371.28, 367.88, 371.19, MLO
2001, 10, 37179, 2001.7890, 368.01, 371.43, 368.03, 371.43, 368.01, 371.43, MLO
2001, 11, 37210, 2001.8740, 369.60, 371.74, 369.48, 371.60, 369.60, 371.74, MLO
2001, 12, 37240, 2001.9562, 371.16, 372.03, 370.91, 371.76, 371.16, 372.03, MLO
2002, 01, 37271, 2002.0411, 372.36, 372.29, 372.01, 371.93, 372.36, 372.29, MLO
2002, 02, 37302, 2002.1260, 373.00, 372.27, 372.85, 372.10, 373.00, 372.27, MLO
2002, 03, 37330, 2002.2027, 373.44, 371.99, 373.73, 372.27, 373.44, 371.99, MLO
2002, 04, 37361, 2002.2877, 374.77, 372.15, 375.09, 372.45, 374.77, 372.15, MLO
2002, 05, 37391, 2002.3699, 375.48, 372.26, 375.87, 372.65, 375.48, 372.26, MLO
2002, 06, 37422, 2002.4548, 375.33, 372.89, 375.28, 372.86, 375.33, 372.89, MLO
2002, 07, 37452, 2002.5370, 373.95, 373.19, 373.80, 373.07, 373.95, 373.19, MLO
2002, 08, 37483, 2002.6219, 371.41, 372.88, 371.79, 373.30, 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, 373.60, 370.35, 373.76, 370.18, 373.60, MLO
2002, 11, 37575, 2002.8740, 372.01, 374.16, 371.87, 373.99, 372.01, 374.16, MLO
2002, 12, 37605, 2002.9562, 373.71, 374.58, 373.36, 374.22, 373.71, 374.58, MLO
2003, 01, 37636, 2003.0411, 374.61, 374.55, 374.52, 374.44, 374.61, 374.55, MLO
2003, 02, 37667, 2003.1260, 375.55, 374.81, 375.41, 374.66, 375.55, 374.81, MLO
2003, 03, 37695, 2003.2027, 376.04, 374.58, 376.33, 374.86, 376.04, 374.58, MLO
2003, 04, 37726, 2003.2877, 377.58, 374.95, 377.72, 375.07, 377.58, 374.95, MLO
2003, 05, 37756, 2003.3699, 378.28, 375.05, 378.50, 375.27, 378.28, 375.05, MLO
2003, 06, 37787, 2003.4548, 378.07, 375.62, 377.91, 375.48, 378.07, 375.62, MLO
2003, 07, 37817, 2003.5370, 376.54, 375.78, 376.40, 375.67, 376.54, 375.78, MLO
2003, 08, 37848, 2003.6219, 374.42, 375.89, 374.35, 375.86, 374.42, 375.89, MLO
2003, 09, 37879, 2003.7068, 372.92, 376.24, 372.70, 376.04, 372.92, 376.24, MLO
2003, 10, 37909, 2003.7890, 372.94, 376.38, 372.78, 376.21, 372.94, 376.38, MLO
2003, 11, 37940, 2003.8740, 374.29, 376.44, 374.24, 376.37, 374.29, 376.44, MLO
2003, 12, 37970, 2003.9562, 375.63, 376.50, 375.65, 376.51, 375.63, 376.50, MLO
2004, 01, 38001, 2004.0410, 376.73, 376.66, 376.73, 376.65, 376.73, 376.66, MLO
2004, 02, 38032, 2004.1257, 377.31, 376.57, 377.53, 376.79, 377.31, 376.57, MLO
2004, 03, 38061, 2004.2049, 378.33, 376.85, 378.41, 376.91, 378.33, 376.85, MLO
2004, 04, 38092, 2004.2896, 380.44, 377.77, 379.71, 377.03, 380.44, 377.77, MLO
2004, 05, 38122, 2004.3716, 380.56, 377.31, 380.38, 377.14, 380.56, 377.31, MLO
2004, 06, 38153, 2004.4563, 379.49, 377.06, 379.67, 377.26, 379.49, 377.06, MLO
2004, 07, 38183, 2004.5383, 377.70, 376.97, 378.08, 377.38, 377.70, 376.97, 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, 377.34, 374.31, 377.67, 373.99, 377.34, MLO
2004, 10, 38275, 2004.7896, 374.17, 377.61, 374.41, 377.83, 374.17, 377.61, MLO
2004, 11, 38306, 2004.8743, 375.79, 377.95, 375.88, 378.01, 375.79, 377.95, MLO
2004, 12, 38336, 2004.9563, 377.39, 378.27, 377.34, 378.20, 377.39, 378.27, MLO
2005, 01, 38367, 2005.0411, 378.29, 378.22, 378.49, 378.41, 378.29, 378.22, MLO
2005, 02, 38398, 2005.1260, 379.56, 378.82, 379.37, 378.62, 379.56, 378.82, MLO
2005, 03, 38426, 2005.2027, 380.07, 378.60, 380.30, 378.82, 380.07, 378.60, MLO
2005, 04, 38457, 2005.2877, 382.01, 379.37, 381.71, 379.04, 382.01, 379.37, MLO
2005, 05, 38487, 2005.3699, 382.21, 378.96, 382.51, 379.26, 382.21, 378.96, MLO
2005, 06, 38518, 2005.4548, 382.05, 379.58, 381.93, 379.48, 382.05, 379.58, MLO
2005, 07, 38548, 2005.5370, 380.63, 379.86, 380.43, 379.69, 380.63, 379.86, MLO
2005, 08, 38579, 2005.6219, 378.64, 380.12, 378.39, 379.91, 378.64, 380.12, MLO
2005, 09, 38610, 2005.7068, 376.38, 379.73, 376.76, 380.12, 376.38, 379.73, MLO
2005, 10, 38640, 2005.7890, 376.77, 380.22, 376.87, 380.32, 376.77, 380.22, MLO
2005, 11, 38671, 2005.8740, 378.27, 380.44, 378.37, 380.51, 378.27, 380.44, MLO
2005, 12, 38701, 2005.9562, 379.93, 380.81, 379.84, 380.70, 379.93, 380.81, 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, 381.06, 381.98, 381.24, MLO
2006, 03, 38791, 2006.2027, 382.53, 381.06, 382.69, 381.21, 382.53, 381.06, MLO
2006, 04, 38822, 2006.2877, 384.33, 381.68, 384.03, 381.36, 384.33, 381.68, MLO
2006, 05, 38852, 2006.3699, 384.89, 381.63, 384.77, 381.51, 384.89, 381.63, MLO
2006, 06, 38883, 2006.4548, 384.00, 381.52, 384.11, 381.66, 384.00, 381.52, MLO
2006, 07, 38913, 2006.5370, 382.25, 381.48, 382.53, 381.80, 382.25, 381.48, MLO
2006, 08, 38944, 2006.6219, 380.44, 381.93, 380.42, 381.95, 380.44, 381.93, MLO
2006, 09, 38975, 2006.7068, 378.77, 382.12, 378.72, 382.09, 378.77, 382.12, MLO
2006, 10, 39005, 2006.7890, 379.03, 382.49, 378.79, 382.24, 379.03, 382.49, MLO
2006, 11, 39036, 2006.8740, 380.11, 382.28, 380.24, 382.39, 380.11, 382.28, MLO
2006, 12, 39066, 2006.9562, 381.63, 382.51, 381.67, 382.54, 381.63, 382.51, MLO
2007, 01, 39097, 2007.0411, 382.55, 382.48, 382.77, 382.69, 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, 382.83, 384.48, 382.99, 384.31, 382.83, MLO
2007, 04, 39187, 2007.2877, 386.19, 383.54, 385.83, 383.15, 386.19, 383.54, MLO
2007, 05, 39217, 2007.3699, 386.38, 383.11, 386.57, 383.30, 386.38, 383.11, MLO
2007, 06, 39248, 2007.4548, 385.85, 383.36, 385.92, 383.46, 385.85, 383.36, MLO
2007, 07, 39278, 2007.5370, 384.42, 383.64, 384.36, 383.62, 384.42, 383.64, MLO
2007, 08, 39309, 2007.6219, 381.81, 383.31, 382.26, 383.79, 381.81, 383.31, MLO
2007, 09, 39340, 2007.7068, 380.83, 384.19, 380.57, 383.95, 380.83, 384.19, MLO
2007, 10, 39370, 2007.7890, 380.83, 384.31, 380.65, 384.11, 380.83, 384.31, MLO
2007, 11, 39401, 2007.8740, 382.32, 384.50, 382.11, 384.26, 382.32, 384.50, MLO
2007, 12, 39431, 2007.9562, 383.58, 384.47, 383.54, 384.41, 383.58, 384.47, MLO
2008, 01, 39462, 2008.0410, 385.04, 384.97, 384.64, 384.56, 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, 386.36, 384.84, 385.80, 384.30, MLO
2008, 04, 39553, 2008.2896, 386.74, 384.04, 387.71, 385.00, 386.74, 384.04, MLO
2008, 05, 39583, 2008.3716, 388.48, 385.21, 388.43, 385.15, 388.48, 385.21, MLO
2008, 06, 39614, 2008.4563, 388.02, 385.56, 387.76, 385.32, 388.02, 385.56, MLO
2008, 07, 39644, 2008.5383, 386.22, 385.48, 386.20, 385.49, 386.22, 385.48, MLO
2008, 08, 39675, 2008.6230, 384.05, 385.58, 384.09, 385.66, 384.05, 385.58, MLO
2008, 09, 39706, 2008.7077, 383.05, 386.43, 382.42, 385.82, 383.05, 386.43, MLO
2008, 10, 39736, 2008.7896, 382.75, 386.23, 382.51, 385.98, 382.75, 386.23, MLO
2008, 11, 39767, 2008.8743, 383.98, 386.16, 383.98, 386.14, 383.98, 386.16, MLO
2008, 12, 39797, 2008.9563, 385.08, 385.97, 385.42, 386.29, 385.08, 385.97, MLO
2009, 01, 39828, 2009.0411, 386.63, 386.56, 386.52, 386.45, 386.63, 386.56, MLO
2009, 02, 39859, 2009.1260, 387.10, 386.35, 387.37, 386.61, 387.10, 386.35, MLO
2009, 03, 39887, 2009.2027, 388.50, 387.02, 388.25, 386.75, 388.50, 387.02, MLO
2009, 04, 39918, 2009.2877, 389.54, 386.87, 389.61, 386.92, 389.54, 386.87, MLO
2009, 05, 39948, 2009.3699, 390.15, 386.86, 390.38, 387.09, 390.15, 386.86, MLO
2009, 06, 39979, 2009.4548, 389.60, 387.11, 389.75, 387.27, 389.60, 387.11, MLO
2009, 07, 40009, 2009.5370, 388.05, 387.27, 388.20, 387.46, 388.05, 387.27, MLO
2009, 08, 40040, 2009.6219, 386.06, 387.56, 386.12, 387.66, 386.06, 387.56, MLO
2009, 09, 40071, 2009.7068, 384.64, 388.02, 384.48, 387.88, 384.64, 388.02, MLO
2009, 10, 40101, 2009.7890, 384.32, 387.82, 384.61, 388.09, 384.32, 387.82, MLO
2009, 11, 40132, 2009.8740, 386.05, 388.24, 386.15, 388.31, 386.05, 388.24, MLO
2009, 12, 40162, 2009.9562, 387.48, 388.38, 387.66, 388.54, 387.48, 388.38, MLO
2010, 01, 40193, 2010.0411, 388.55, 388.49, 388.85, 388.77, 388.55, 388.49, MLO
2010, 02, 40224, 2010.1260, 390.08, 389.33, 389.76, 388.99, 390.08, 389.33, MLO
2010, 03, 40252, 2010.2027, 391.02, 389.54, 390.69, 389.19, 391.02, 389.54, MLO
2010, 04, 40283, 2010.2877, 392.39, 389.70, 392.10, 389.40, 392.39, 389.70, MLO
2010, 05, 40313, 2010.3699, 393.24, 389.94, 392.89, 389.60, 393.24, 389.94, MLO
2010, 06, 40344, 2010.4548, 392.26, 389.75, 392.26, 389.78, 392.26, 389.75, MLO
2010, 07, 40374, 2010.5370, 390.35, 389.57, 390.70, 389.96, 390.35, 389.57, MLO
2010, 08, 40405, 2010.6219, 388.53, 390.03, 388.59, 390.13, 388.53, 390.03, MLO
2010, 09, 40436, 2010.7068, 386.85, 390.24, 386.89, 390.30, 386.85, 390.24, MLO
2010, 10, 40466, 2010.7890, 387.18, 390.69, 386.96, 390.45, 387.18, 390.69, MLO
2010, 11, 40497, 2010.8740, 388.69, 390.89, 388.43, 390.61, 388.69, 390.89, MLO
2010, 12, 40527, 2010.9562, 389.83, 390.73, 389.87, 390.74, 389.83, 390.73, MLO
2011, 01, 40558, 2011.0411, 391.33, 391.26, 390.96, 390.88, 391.33, 391.26, MLO
2011, 02, 40589, 2011.1260, 391.96, 391.21, 391.78, 391.01, 391.96, 391.21, MLO
2011, 03, 40617, 2011.2027, 392.49, 391.00, 392.64, 391.13, 392.49, 391.00, MLO
2011, 04, 40648, 2011.2877, 393.40, 390.71, 393.98, 391.27, 393.40, 390.71, MLO
2011, 05, 40678, 2011.3699, 394.33, 391.02, 394.72, 391.42, 394.33, 391.02, MLO
2011, 06, 40709, 2011.4548, 393.75, 391.24, 394.07, 391.58, 393.75, 391.24, MLO
2011, 07, 40739, 2011.5370, 392.64, 391.86, 392.49, 391.74, 392.64, 391.86, MLO
2011, 08, 40770, 2011.6219, 390.25, 391.75, 390.38, 391.92, 390.25, 391.75, MLO
2011, 09, 40801, 2011.7068, 389.05, 392.45, 388.69, 392.10, 389.05, 392.45, MLO
2011, 10, 40831, 2011.7890, 388.98, 392.50, 388.78, 392.28, 388.98, 392.50, MLO
2011, 11, 40862, 2011.8740, 390.30, 392.50, 390.29, 392.47, 390.30, 392.50, MLO
2011, 12, 40892, 2011.9562, 391.86, 392.76, 391.77, 392.65, 391.86, 392.76, MLO
2012, 01, 40923, 2012.0410, 393.13, 393.07, 392.92, 392.84, 393.13, 393.07, MLO
2012, 02, 40954, 2012.1257, 393.42, 392.66, 393.80, 393.03, 393.42, 392.66, MLO
2012, 03, 40983, 2012.2049, 394.43, 392.91, 394.75, 393.22, 394.43, 392.91, MLO
2012, 04, 41014, 2012.2896, 396.51, 393.78, 396.16, 393.42, 396.51, 393.78, MLO
2012, 05, 41044, 2012.3716, 396.96, 393.64, 396.94, 393.62, 396.96, 393.64, MLO
2012, 06, 41075, 2012.4563, 395.97, 393.48, 396.31, 393.84, 395.97, 393.48, MLO
2012, 07, 41105, 2012.5383, 394.60, 393.85, 394.78, 394.06, 394.60, 393.85, MLO
2012, 08, 41136, 2012.6230, 392.61, 394.15, 392.72, 394.30, 392.61, 394.15, MLO
2012, 09, 41167, 2012.7077, 391.20, 394.62, 391.10, 394.54, 391.20, 394.62, MLO
2012, 10, 41197, 2012.7896, 391.09, 394.61, 391.27, 394.78, 391.09, 394.61, MLO
2012, 11, 41228, 2012.8743, 393.03, 395.23, 392.84, 395.02, 393.03, 395.23, MLO
2012, 12, 41258, 2012.9563, 394.42, 395.31, 394.37, 395.25, 394.42, 395.31, MLO
2013, 01, 41289, 2013.0411, 395.69, 395.63, 395.57, 395.49, 395.69, 395.63, MLO
2013, 02, 41320, 2013.1260, 396.94, 396.18, 396.49, 395.72, 396.94, 396.18, MLO
2013, 03, 41348, 2013.2027, 397.35, 395.86, 397.43, 395.92, 397.35, 395.86, MLO
2013, 04, 41379, 2013.2877, 398.44, 395.74, 398.85, 396.13, 398.44, 395.74, MLO
2013, 05, 41409, 2013.3699, 400.06, 396.74, 399.66, 396.33, 400.06, 396.74, MLO
2013, 06, 41440, 2013.4548, 398.96, 396.43, 399.03, 396.53, 398.96, 396.43, MLO
2013, 07, 41470, 2013.5370, 397.45, 396.67, 397.48, 396.72, 397.45, 396.67, MLO
2013, 08, 41501, 2013.6219, 395.49, 397.00, 395.36, 396.92, 395.49, 397.00, MLO
2013, 09, 41532, 2013.7068, 393.47, 396.89, 393.67, 397.11, 393.47, 396.89, MLO
2013, 10, 41562, 2013.7890, 393.77, 397.31, 393.77, 397.28, 393.77, 397.31, MLO
2013, 11, 41593, 2013.8740, 395.27, 397.49, 395.28, 397.47, 395.27, 397.49, MLO
2013, 12, 41623, 2013.9562, 396.90, 397.80, 396.75, 397.64, 396.90, 397.80, MLO
2014, 01, 41654, 2014.0411, 398.01, 397.94, 397.89, 397.81, 398.01, 397.94, MLO
2014, 02, 41685, 2014.1260, 398.18, 397.42, 398.76, 397.98, 398.18, 397.42, MLO
2014, 03, 41713, 2014.2027, 399.56, 398.06, 399.65, 398.14, 399.56, 398.06, MLO
2014, 04, 41744, 2014.2877, 401.43, 398.72, 401.04, 398.31, 401.43, 398.72, MLO
2014, 05, 41774, 2014.3699, 401.98, 398.65, 401.80, 398.46, 401.98, 398.65, MLO
2014, 06, 41805, 2014.4548, 401.41, 398.88, 401.13, 398.62, 401.41, 398.88, MLO
2014, 07, 41835, 2014.5370, 399.17, 398.38, 399.53, 398.78, 399.17, 398.38, MLO
2014, 08, 41866, 2014.6219, 397.30, 398.82, 397.38, 398.94, 397.30, 398.82, MLO
2014, 09, 41897, 2014.7068, 395.49, 398.91, 395.65, 399.10, 395.49, 398.91, MLO
2014, 10, 41927, 2014.7890, 395.74, 399.28, 395.73, 399.26, 395.74, 399.28, MLO
2014, 11, 41958, 2014.8740, 397.32, 399.54, 397.23, 399.43, 397.32, 399.54, MLO
2014, 12, 41988, 2014.9562, 398.88, 399.79, 398.71, 399.59, 398.88, 399.79, MLO
2015, 01, 42019, 2015.0411, 399.95, 399.88, 399.85, 399.77, 399.95, 399.88, MLO
2015, 02, 42050, 2015.1260, 400.40, 399.63, 400.72, 399.94, 400.40, 399.63, MLO
2015, 03, 42078, 2015.2027, 401.60, 400.09, 401.63, 400.11, 401.60, 400.09, MLO
2015, 04, 42109, 2015.2877, 403.52, 400.81, 403.04, 400.31, 403.52, 400.81, MLO
2015, 05, 42139, 2015.3699, 404.04, 400.69, 403.85, 400.50, 404.04, 400.69, MLO
2015, 06, 42170, 2015.4548, 402.81, 400.27, 403.24, 400.72, 402.81, 400.27, MLO
2015, 07, 42200, 2015.5370, 401.54, 400.75, 401.71, 400.95, 401.54, 400.75, MLO
2015, 08, 42231, 2015.6219, 398.93, 400.45, 399.65, 401.22, 398.93, 400.45, MLO
2015, 09, 42262, 2015.7068, 397.43, 400.87, 398.05, 401.50, 397.43, 400.87, MLO
2015, 10, 42292, 2015.7890, 398.22, 401.77, 398.26, 401.80, 398.22, 401.77, MLO
2015, 11, 42323, 2015.8740, 400.17, 402.40, 399.91, 402.11, 400.17, 402.40, MLO
2015, 12, 42353, 2015.9562, 401.82, 402.73, 401.53, 402.42, 401.82, 402.73, MLO
2016, 01, 42384, 2016.0410, 402.58, 402.51, 402.82, 402.74, 402.58, 402.51, MLO
2016, 02, 42415, 2016.1257, 404.09, 403.33, 403.82, 403.05, 404.09, 403.33, MLO
2016, 03, 42444, 2016.2049, 404.79, 403.25, 404.88, 403.32, 404.79, 403.25, MLO
2016, 04, 42475, 2016.2896, 407.50, 404.74, 406.38, 403.60, 407.50, 404.74, MLO
2016, 05, 42505, 2016.3716, 407.59, 404.24, 407.20, 403.85, 407.59, 404.24, MLO
2016, 06, 42536, 2016.4563, 406.94, 404.42, 406.59, 404.09, 406.94, 404.42, MLO
2016, 07, 42566, 2016.5383, 404.43, 403.67, 405.04, 404.32, 404.43, 403.67, MLO
2016, 08, 42597, 2016.6230, 402.17, 403.72, 402.94, 404.54, 402.17, 403.72, MLO
2016, 09, 42628, 2016.7077, 400.95, 404.40, 401.28, 404.76, 400.95, 404.40, MLO
2016, 10, 42658, 2016.7896, 401.43, 404.99, 401.43, 404.97, 401.43, 404.99, MLO
2016, 11, 42689, 2016.8743, 403.57, 405.80, 402.98, 405.18, 403.57, 405.80, MLO
2016, 12, 42719, 2016.9563, 404.48, 405.39, 404.49, 405.37, 404.48, 405.39, MLO
2017, 01, 42750, 2017.0411, 406.00, 405.94, 405.65, 405.57, 406.00, 405.94, MLO
2017, 02, 42781, 2017.1260, 406.57, 405.81, 406.53, 405.75, 406.57, 405.81, MLO
2017, 03, 42809, 2017.2027, 406.99, 405.47, 407.44, 405.91, 406.99, 405.47, MLO
2017, 04, 42840, 2017.2877, 408.88, 406.14, 408.83, 406.08, 408.88, 406.14, MLO
2017, 05, 42870, 2017.3699, 409.84, 406.48, 409.60, 406.24, 409.84, 406.48, MLO
2017, 06, 42901, 2017.4548, 409.05, 406.50, 408.93, 406.40, 409.05, 406.50, MLO
2017, 07, 42931, 2017.5370, 407.13, 406.34, 407.31, 406.55, 407.13, 406.34, MLO
2017, 08, 42962, 2017.6219, 405.17, 406.70, 405.13, 406.71, 405.17, 406.70, MLO
2017, 09, 42993, 2017.7068, 403.20, 406.66, 403.39, 406.86, 403.20, 406.66, MLO
2017, 10, 43023, 2017.7890, 403.57, 407.14, 403.46, 407.01, 403.57, 407.14, MLO
2017, 11, 43054, 2017.8740, 405.10, 407.34, 404.96, 407.17, 405.10, 407.34, MLO
2017, 12, 43084, 2017.9562, 406.68, 407.59, 406.43, 407.32, 406.68, 407.59, MLO
2018, 01, 43115, 2018.0411, 407.98, 407.91, 407.56, 407.48, 407.98, 407.91, MLO
2018, 02, 43146, 2018.1260, 408.36, 407.59, 408.41, 407.63, 408.36, 407.59, MLO
2018, 03, 43174, 2018.2027, 409.21, 407.69, 409.32, 407.78, 409.21, 407.69, MLO
2018, 04, 43205, 2018.2877, 410.23, 407.49, 410.73, 407.96, 410.23, 407.49, MLO
2018, 05, 43235, 2018.3699, 411.23, 407.86, 411.53, 408.16, 411.23, 407.86, MLO
2018, 06, 43266, 2018.4548, 410.82, 408.26, 410.91, 408.37, 410.82, 408.26, MLO
2018, 07, 43296, 2018.5370, 408.83, 408.03, 409.36, 408.60, 408.83, 408.03, MLO
2018, 08, 43327, 2018.6219, 407.02, 408.56, 407.28, 408.86, 407.02, 408.56, MLO
2018, 09, 43358, 2018.7068, 405.53, 408.99, 405.64, 409.13, 405.53, 408.99, MLO
2018, 10, 43388, 2018.7890, 405.93, 409.51, 405.82, 409.39, 405.93, 409.51, MLO
2018, 11, 43419, 2018.8740, 408.04, 410.29, 407.44, 409.66, 408.04, 410.29, MLO
2018, 12, 43449, 2018.9562, 409.17, 410.08, 409.03, 409.92, 409.17, 410.08, MLO
2019, 01, 43480, 2019.0411, 410.85, 410.78, 410.26, 410.18, 410.85, 410.78, MLO
2019, 02, 43511, 2019.1260, 411.59, 410.82, 411.21, 410.43, 411.59, 410.82, MLO
2019, 03, 43539, 2019.2027, 411.91, 410.39, 412.18, 410.64, 411.91, 410.39, MLO
2019, 04, 43570, 2019.2877, 413.46, 410.71, 413.63, 410.87, 413.46, 410.71, MLO
2019, 05, 43600, 2019.3699, 414.76, 411.38, 414.46, 411.08, 414.76, 411.38, MLO
2019, 06, 43631, 2019.4548, 413.89, 411.32, 413.85, 411.30, 413.89, 411.32, MLO
2019, 07, 43661, 2019.5370, 411.78, 410.98, 412.28, 411.52, 411.78, 410.98, MLO
2019, 08, 43692, 2019.6219, 410.01, 411.55, 410.16, 411.74, 410.01, 411.55, MLO
2019, 09, 43723, 2019.7068, 408.48, 411.95, 408.47, 411.96, 408.48, 411.95, MLO
2019, 10, 43753, 2019.7890, 408.40, 411.99, 408.60, 412.18, 408.40, 411.99, MLO
2019, 11, 43784, 2019.8740, 410.16, 412.41, 410.18, 412.40, 410.16, 412.41, MLO
2019, 12, 43814, 2019.9562, 411.81, 412.73, 411.72, 412.61, 411.81, 412.73, MLO
2020, 01, 43845, 2020.0410, 413.30, 413.24, 412.91, 412.83, 413.30, 413.24, MLO
2020, 02, 43876, 2020.1257, 414.05, 413.28, 413.82, 413.04, 414.05, 413.28, MLO
2020, 03, 43905, 2020.2049, 414.45, 412.90, 414.80, 413.23, 414.45, 412.90, MLO
2020, 04, 43936, 2020.2896, 416.11, 413.32, 416.24, 413.44, 416.11, 413.32, MLO
2020, 05, 43966, 2020.3716, 417.15, 413.76, 417.02, 413.63, 417.15, 413.76, MLO
2020, 06, 43997, 2020.4563, 416.29, 413.74, 416.36, 413.84, 416.29, 413.74, MLO
2020, 07, 44027, 2020.5383, 414.42, 413.65, 414.76, 414.03, 414.42, 413.65, MLO
2020, 08, 44058, 2020.6230, 412.52, 414.09, 412.62, 414.23, 412.52, 414.09, MLO
2020, 09, 44089, 2020.7077, 411.18, 414.68, 410.92, 414.43, 411.18, 414.68, MLO
2020, 10, 44119, 2020.7896, 411.12, 414.72, 411.04, 414.62, 411.12, 414.72, MLO
2020, 11, 44150, 2020.8743, 412.88, 415.14, 412.58, 414.81, 412.88, 415.14, MLO
2020, 12, 44180, 2020.9563, 413.89, 414.80, 414.09, 414.98, 413.89, 414.80, MLO
2021, 01, 44211, 2021.0411, 415.15, 415.08, 415.24, 415.16, 415.15, 415.08, MLO
2021, 02, 44242, 2021.1260, 416.48, 415.70, 416.12, 415.34, 416.48, 415.70, MLO
2021, 03, 44270, 2021.2027, 417.16, 415.63, 417.04, 415.49, 417.16, 415.63, MLO
2021, 04, 44301, 2021.2877, 418.24, 415.47, 418.44, 415.66, 418.24, 415.47, MLO
2021, 05, 44331, 2021.3699, 418.95, 415.55, 419.23, 415.83, 418.95, 415.55, MLO
2021, 06, 44362, 2021.4548, 418.70, 416.12, 418.56, 416.00, 418.70, 416.12, MLO
2021, 07, 44392, 2021.5370, 416.65, 415.85, 416.95, 416.18, 416.65, 415.85, MLO
2021, 08, 44423, 2021.6219, 414.34, 415.89, 414.78, 416.36, 414.34, 415.89, MLO
2021, 09, 44454, 2021.7068, 412.90, 416.40, 413.04, 416.55, 412.90, 416.40, MLO
2021, 10, 44484, 2021.7890, 413.55, 417.16, 413.14, 416.74, 413.55, 417.16, MLO
2021, 11, 44515, 2021.8740, 414.82, 417.08, 414.69, 416.92, 414.82, 417.08, MLO
2021, 12, 44545, 2021.9562, 416.43, 417.36, 416.19, 417.10, 416.43, 417.36, MLO
2022, 01, 44576, 2022.0411, 418.01, 417.94, 417.34, 417.26, 418.01, 417.94, MLO
2022, 02, 44607, 2022.1260, 418.99, 418.21, 418.21, 417.42, 418.99, 418.21, MLO
2022, 03, 44635, 2022.2027, 418.45, 416.92, 419.11, 417.56, 418.45, 416.92, MLO
2022, 04, 44666, 2022.2877, 420.02, 417.25, 420.50, 417.71, 420.02, 417.25, MLO
2022, 05, 44696, 2022.3699, 420.77, 417.36, 421.27, 417.86, 420.77, 417.36, MLO
2022, 06, 44727, 2022.4548, 420.68, 418.09, 420.60, 418.03, 420.68, 418.09, MLO
2022, 07, 44757, 2022.5370, 418.68, 417.87, 418.98, 418.21, 418.68, 417.87, MLO
2022, 08, 44788, 2022.6219, 416.76, 418.31, 416.80, 418.40, 416.76, 418.31, MLO
2022, 09, 44819, 2022.7068, 415.41, 418.91, 415.07, 418.59, 415.41, 418.91, MLO
2022, 10, 44849, 2022.7890, 415.31, 418.93, 415.18, 418.78, 415.31, 418.93, MLO
2022, 11, 44880, 2022.8740, 417.04, 419.31, 416.74, 418.98, 417.04, 419.31, MLO
2022, 12, 44910, 2022.9562, 418.57, 419.49, 418.27, 419.18, 418.57, 419.49, MKO
2023, 01, 44941, 2023.0411, 419.24, 419.17, 419.46, 419.38, 419.24, 419.17, MKO
2023, 02, 44972, 2023.1260, 420.33, 419.55, 420.38, 419.59, 420.33, 419.55, MKO
2023, 03, 45000, 2023.2027, 420.51, 418.97, 421.34, 419.79, 420.51, 418.97, MLO
2023, 04, 45031, 2023.2877, 422.73, 419.95, 422.81, 420.01, 422.73, 419.95, MLO
2023, 05, 45061, 2023.3699, 423.78, 420.36, 423.65, 420.23, 423.78, 420.36, MLO
2023, 06, 45092, 2023.4548, 423.39, 420.80, 423.03, 420.46, 423.39, 420.80, MLO
2023, 07, 45122, 2023.5370, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
2023, 08, 45153, 2023.6219, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
2023, 09, 45184, 2023.7068, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
2023, 10, 45214, 2023.7890, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
2023, 11, 45245, 2023.8740, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
2023, 12, 45275, 2023.9562, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
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