From 6ff3c5412d2578646512949637988a935b1c7693 Mon Sep 17 00:00:00 2001
From: ef1d331e1cf47607d5b91843ecc46a5e
 <ef1d331e1cf47607d5b91843ecc46a5e@app-learninglab.inria.fr>
Date: Tue, 22 Oct 2024 15:32:25 +0000
Subject: [PATCH] =?UTF-8?q?premier=20affichage=20termin=C3=A9?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 module3/exo3/exercice_fr.ipynb           | 564 +++++++++------
 module3/exo3/monthly_in_situ_co2_mlo.csv | 868 +++++++++++++++++++++++
 2 files changed, 1233 insertions(+), 199 deletions(-)
 create mode 100644 module3/exo3/monthly_in_situ_co2_mlo.csv

diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb
index 7fbbb35..ff74e87 100644
--- a/module3/exo3/exercice_fr.ipynb
+++ b/module3/exo3/exercice_fr.ipynb
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,57 +21,55 @@
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "import pandas as pd\n",
-    "import isoweek"
+    "import isoweek\n",
+    "import os\n",
+    "from urllib.request import urlretrieve"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Chargeons à présent les données"
+    "## Chargement des données\n",
+    "\n",
+    "Chargeons à présent les données. On vérifie si le fichier existe avant; si il n'existe pas on le charge avec `urlretrieve`\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
-    "def skiprows(x):\n",
-    "    return x < 61 or x in [62,63]"
+    "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv\"\n",
+    "data_path = \"./monthly_in_situ_co2_mlo.csv\"\n",
+    "\n",
+    "if not os.path.exists(data_path):\n",
+    "    urlretrieve(data_url, data_path)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Notons qu'un entête est présent qu'il faut supprimer (jusqu'à la ligne 60), ainsi que deux lignes 62 et 63 qui précisent le contenu de la colonne et son unité mais ne sont pas utiles ici"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 49,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Données non disponibles, téléchargement...\n",
-      "Téléchargement et enregistrement terminé\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv\"\n",
-    "data_path = \"./monthly_in_situ_co2_mlo.csv\"\n",
+    "def skiprows(x):\n",
+    "    return x < 61 or x in [62,63]\n",
     "\n",
-    "try:\n",
-    "    data = pd.read_csv(data_path)\n",
-    "    print(\"Données disponibles en local, chargement en cours\")\n",
-    "except FileNotFoundError as e:\n",
-    "    print(\"Données non disponibles, téléchargement...\")\n",
-    "    data = pd.read_csv(data_url,skiprows=skiprows,skipinitialspace=True)\n",
-    "    data.to_csv(data_path)\n",
-    "    print(\"Téléchargement et enregistrement terminé\")"
+    "data = pd.read_csv(data_path,skiprows=skiprows,skipinitialspace=True,na_values=\"-99.99\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -98,13 +96,13 @@
        "      <th>Yr</th>\n",
        "      <th>Mn</th>\n",
        "      <th>Date</th>\n",
-       "      <th>Date</th>\n",
+       "      <th>Date.1</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>seasonally.1</th>\n",
+       "      <th>CO2.1</th>\n",
+       "      <th>seasonally.2</th>\n",
        "      <th>Sta</th>\n",
        "    </tr>\n",
        "  </thead>\n",
@@ -115,12 +113,12 @@
        "      <td>1</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>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>MLO</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -129,12 +127,12 @@
        "      <td>2</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>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>MLO</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -185,8 +183,8 @@
        "      <td>6</td>\n",
        "      <td>21351</td>\n",
        "      <td>1958.4548</td>\n",
-       "      <td>-99.99</td>\n",
-       "      <td>-99.99</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>317.27</td>\n",
        "      <td>315.15</td>\n",
        "      <td>317.27</td>\n",
@@ -241,8 +239,8 @@
        "      <td>10</td>\n",
        "      <td>21473</td>\n",
        "      <td>1958.7890</td>\n",
-       "      <td>-99.99</td>\n",
-       "      <td>-99.99</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>312.42</td>\n",
        "      <td>315.41</td>\n",
        "      <td>312.42</td>\n",
@@ -915,8 +913,8 @@
        "      <td>2024.7077</td>\n",
        "      <td>421.60</td>\n",
        "      <td>425.12</td>\n",
-       "      <td>-99.99</td>\n",
-       "      <td>-99.99</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>421.60</td>\n",
        "      <td>425.12</td>\n",
        "      <td>MLO</td>\n",
@@ -927,12 +925,12 @@
        "      <td>10</td>\n",
        "      <td>45580</td>\n",
        "      <td>2024.7896</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>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>MLO</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -941,12 +939,12 @@
        "      <td>11</td>\n",
        "      <td>45611</td>\n",
        "      <td>2024.8743</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>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>MLO</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -955,12 +953,12 @@
        "      <td>12</td>\n",
        "      <td>45641</td>\n",
        "      <td>2024.9563</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>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>MLO</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -969,136 +967,136 @@
        "</div>"
       ],
       "text/plain": [
-       "       Yr   Mn      Date        Date       CO2  seasonally          fit  \\\n",
-       "0    1958    1     21200   1958.0411    -99.99      -99.99       -99.99   \n",
-       "1    1958    2     21231   1958.1260    -99.99      -99.99       -99.99   \n",
-       "2    1958    3     21259   1958.2027    315.71      314.43       316.20   \n",
-       "3    1958    4     21290   1958.2877    317.45      315.16       317.30   \n",
-       "4    1958    5     21320   1958.3699    317.51      314.69       317.89   \n",
-       "5    1958    6     21351   1958.4548    -99.99      -99.99       317.27   \n",
-       "6    1958    7     21381   1958.5370    315.87      315.20       315.86   \n",
-       "7    1958    8     21412   1958.6219    314.93      316.22       313.96   \n",
-       "8    1958    9     21443   1958.7068    313.21      316.12       312.43   \n",
-       "9    1958   10     21473   1958.7890    -99.99      -99.99       312.42   \n",
-       "10   1958   11     21504   1958.8740    313.33      315.21       313.60   \n",
-       "11   1958   12     21534   1958.9562    314.67      315.43       314.77   \n",
-       "12   1959    1     21565   1959.0411    315.58      315.52       315.64   \n",
-       "13   1959    2     21596   1959.1260    316.49      315.84       316.30   \n",
-       "14   1959    3     21624   1959.2027    316.65      315.37       316.99   \n",
-       "15   1959    4     21655   1959.2877    317.72      315.41       318.09   \n",
-       "16   1959    5     21685   1959.3699    318.29      315.46       318.68   \n",
-       "17   1959    6     21716   1959.4548    318.15      316.00       318.07   \n",
-       "18   1959    7     21746   1959.5370    316.54      315.87       316.67   \n",
-       "19   1959    8     21777   1959.6219    314.80      316.09       314.80   \n",
-       "20   1959    9     21808   1959.7068    313.84      316.75       313.29   \n",
-       "21   1959   10     21838   1959.7890    313.33      316.35       313.31   \n",
-       "22   1959   11     21869   1959.8740    314.81      316.69       314.53   \n",
-       "23   1959   12     21899   1959.9562    315.58      316.35       315.72   \n",
-       "24   1960    1     21930   1960.0410    316.43      316.37       316.62   \n",
-       "25   1960    2     21961   1960.1257    316.98      316.33       317.30   \n",
-       "26   1960    3     21990   1960.2049    317.58      316.27       318.04   \n",
-       "27   1960    4     22021   1960.2896    319.03      316.70       319.14   \n",
-       "28   1960    5     22051   1960.3716    320.03      317.20       319.70   \n",
-       "29   1960    6     22082   1960.4563    319.59      317.45       319.04   \n",
-       "..    ...  ...       ...         ...       ...         ...          ...   \n",
-       "774  2022    7     44757   2022.5370    418.71      417.91       418.94   \n",
-       "775  2022    8     44788   2022.6219    416.75      418.30       416.77   \n",
-       "776  2022    9     44819   2022.7068    415.42      418.91       415.04   \n",
-       "777  2022   10     44849   2022.7890    415.31      418.92       415.15   \n",
-       "778  2022   11     44880   2022.8740    417.03      419.29       416.71   \n",
-       "779  2022   12     44910   2022.9562    418.46      419.38       418.25   \n",
-       "780  2023    1     44941   2023.0411    419.13      419.06       419.45   \n",
-       "781  2023    2     44972   2023.1260    420.33      419.55       420.40   \n",
-       "782  2023    3     45000   2023.2027    420.51      418.97       421.39   \n",
-       "783  2023    4     45031   2023.2877    422.73      419.96       422.89   \n",
-       "784  2023    5     45061   2023.3699    423.78      420.38       423.77   \n",
-       "785  2023    6     45092   2023.4548    423.39      420.81       423.23   \n",
-       "786  2023    7     45122   2023.5370    421.62      420.82       421.73   \n",
-       "787  2023    8     45153   2023.6219    419.56      421.12       419.67   \n",
-       "788  2023    9     45184   2023.7068    418.06      421.56       418.06   \n",
-       "789  2023   10     45214   2023.7890    418.41      422.02       418.28   \n",
-       "790  2023   11     45245   2023.8740    420.11      422.38       419.95   \n",
-       "791  2023   12     45275   2023.9562    421.65      422.57       421.58   \n",
-       "792  2024    1     45306   2024.0410    422.62      422.55       422.85   \n",
-       "793  2024    2     45337   2024.1257    424.34      423.56       423.85   \n",
-       "794  2024    3     45366   2024.2049    425.22      423.65       424.91   \n",
-       "795  2024    4     45397   2024.2896    426.30      423.50       426.41   \n",
-       "796  2024    5     45427   2024.3716    426.70      423.29       427.25   \n",
-       "797  2024    6     45458   2024.4563    426.63      424.06       426.65   \n",
-       "798  2024    7     45488   2024.5383    425.40      424.62       425.10   \n",
-       "799  2024    8     45519   2024.6230    422.71      424.30       423.00   \n",
-       "800  2024    9     45550   2024.7077    421.60      425.12       -99.99   \n",
-       "801  2024   10     45580   2024.7896    -99.99      -99.99       -99.99   \n",
-       "802  2024   11     45611   2024.8743    -99.99      -99.99       -99.99   \n",
-       "803  2024   12     45641   2024.9563    -99.99      -99.99       -99.99   \n",
+       "       Yr  Mn   Date     Date.1     CO2  seasonally     fit  seasonally.1  \\\n",
+       "0    1958   1  21200  1958.0411     NaN         NaN     NaN           NaN   \n",
+       "1    1958   2  21231  1958.1260     NaN         NaN     NaN           NaN   \n",
+       "2    1958   3  21259  1958.2027  315.71      314.43  316.20        314.91   \n",
+       "3    1958   4  21290  1958.2877  317.45      315.16  317.30        314.99   \n",
+       "4    1958   5  21320  1958.3699  317.51      314.69  317.89        315.07   \n",
+       "5    1958   6  21351  1958.4548     NaN         NaN  317.27        315.15   \n",
+       "6    1958   7  21381  1958.5370  315.87      315.20  315.86        315.22   \n",
+       "7    1958   8  21412  1958.6219  314.93      316.22  313.96        315.29   \n",
+       "8    1958   9  21443  1958.7068  313.21      316.12  312.43        315.35   \n",
+       "9    1958  10  21473  1958.7890     NaN         NaN  312.42        315.41   \n",
+       "10   1958  11  21504  1958.8740  313.33      315.21  313.60        315.46   \n",
+       "11   1958  12  21534  1958.9562  314.67      315.43  314.77        315.52   \n",
+       "12   1959   1  21565  1959.0411  315.58      315.52  315.64        315.57   \n",
+       "13   1959   2  21596  1959.1260  316.49      315.84  316.30        315.64   \n",
+       "14   1959   3  21624  1959.2027  316.65      315.37  316.99        315.70   \n",
+       "15   1959   4  21655  1959.2877  317.72      315.41  318.09        315.77   \n",
+       "16   1959   5  21685  1959.3699  318.29      315.46  318.68        315.85   \n",
+       "17   1959   6  21716  1959.4548  318.15      316.00  318.07        315.94   \n",
+       "18   1959   7  21746  1959.5370  316.54      315.87  316.67        316.03   \n",
+       "19   1959   8  21777  1959.6219  314.80      316.09  314.80        316.13   \n",
+       "20   1959   9  21808  1959.7068  313.84      316.75  313.29        316.22   \n",
+       "21   1959  10  21838  1959.7890  313.33      316.35  313.31        316.31   \n",
+       "22   1959  11  21869  1959.8740  314.81      316.69  314.53        316.40   \n",
+       "23   1959  12  21899  1959.9562  315.58      316.35  315.72        316.48   \n",
+       "24   1960   1  21930  1960.0410  316.43      316.37  316.62        316.56   \n",
+       "25   1960   2  21961  1960.1257  316.98      316.33  317.30        316.64   \n",
+       "26   1960   3  21990  1960.2049  317.58      316.27  318.04        316.71   \n",
+       "27   1960   4  22021  1960.2896  319.03      316.70  319.14        316.79   \n",
+       "28   1960   5  22051  1960.3716  320.03      317.20  319.70        316.86   \n",
+       "29   1960   6  22082  1960.4563  319.59      317.45  319.04        316.93   \n",
+       "..    ...  ..    ...        ...     ...         ...     ...           ...   \n",
+       "774  2022   7  44757  2022.5370  418.71      417.91  418.94        418.18   \n",
+       "775  2022   8  44788  2022.6219  416.75      418.30  416.77        418.36   \n",
+       "776  2022   9  44819  2022.7068  415.42      418.91  415.04        418.55   \n",
+       "777  2022  10  44849  2022.7890  415.31      418.92  415.15        418.74   \n",
+       "778  2022  11  44880  2022.8740  417.03      419.29  416.71        418.95   \n",
+       "779  2022  12  44910  2022.9562  418.46      419.38  418.25        419.15   \n",
+       "780  2023   1  44941  2023.0411  419.13      419.06  419.45        419.37   \n",
+       "781  2023   2  44972  2023.1260  420.33      419.55  420.40        419.61   \n",
+       "782  2023   3  45000  2023.2027  420.51      418.97  421.39        419.83   \n",
+       "783  2023   4  45031  2023.2877  422.73      419.96  422.89        420.10   \n",
+       "784  2023   5  45061  2023.3699  423.78      420.38  423.77        420.37   \n",
+       "785  2023   6  45092  2023.4548  423.39      420.81  423.23        420.66   \n",
+       "786  2023   7  45122  2023.5370  421.62      420.82  421.73        420.96   \n",
+       "787  2023   8  45153  2023.6219  419.56      421.12  419.67        421.27   \n",
+       "788  2023   9  45184  2023.7068  418.06      421.56  418.06        421.58   \n",
+       "789  2023  10  45214  2023.7890  418.41      422.02  418.28        421.88   \n",
+       "790  2023  11  45245  2023.8740  420.11      422.38  419.95        422.19   \n",
+       "791  2023  12  45275  2023.9562  421.65      422.57  421.58        422.48   \n",
+       "792  2024   1  45306  2024.0410  422.62      422.55  422.85        422.77   \n",
+       "793  2024   2  45337  2024.1257  424.34      423.56  423.85        423.06   \n",
+       "794  2024   3  45366  2024.2049  425.22      423.65  424.91        423.31   \n",
+       "795  2024   4  45397  2024.2896  426.30      423.50  426.41        423.58   \n",
+       "796  2024   5  45427  2024.3716  426.70      423.29  427.25        423.84   \n",
+       "797  2024   6  45458  2024.4563  426.63      424.06  426.65        424.11   \n",
+       "798  2024   7  45488  2024.5383  425.40      424.62  425.10        424.36   \n",
+       "799  2024   8  45519  2024.6230  422.71      424.30  423.00        424.63   \n",
+       "800  2024   9  45550  2024.7077  421.60      425.12     NaN           NaN   \n",
+       "801  2024  10  45580  2024.7896     NaN         NaN     NaN           NaN   \n",
+       "802  2024  11  45611  2024.8743     NaN         NaN     NaN           NaN   \n",
+       "803  2024  12  45641  2024.9563     NaN         NaN     NaN           NaN   \n",
        "\n",
-       "       seasonally        CO2   seasonally   Sta  \n",
-       "0          -99.99     -99.99       -99.99   MLO  \n",
-       "1          -99.99     -99.99       -99.99   MLO  \n",
-       "2          314.91     315.71       314.43   MLO  \n",
-       "3          314.99     317.45       315.16   MLO  \n",
-       "4          315.07     317.51       314.69   MLO  \n",
-       "5          315.15     317.27       315.15   MLO  \n",
-       "6          315.22     315.87       315.20   MLO  \n",
-       "7          315.29     314.93       316.22   MLO  \n",
-       "8          315.35     313.21       316.12   MLO  \n",
-       "9          315.41     312.42       315.41   MLO  \n",
-       "10         315.46     313.33       315.21   MLO  \n",
-       "11         315.52     314.67       315.43   MLO  \n",
-       "12         315.57     315.58       315.52   MLO  \n",
-       "13         315.64     316.49       315.84   MLO  \n",
-       "14         315.70     316.65       315.37   MLO  \n",
-       "15         315.77     317.72       315.41   MLO  \n",
-       "16         315.85     318.29       315.46   MLO  \n",
-       "17         315.94     318.15       316.00   MLO  \n",
-       "18         316.03     316.54       315.87   MLO  \n",
-       "19         316.13     314.80       316.09   MLO  \n",
-       "20         316.22     313.84       316.75   MLO  \n",
-       "21         316.31     313.33       316.35   MLO  \n",
-       "22         316.40     314.81       316.69   MLO  \n",
-       "23         316.48     315.58       316.35   MLO  \n",
-       "24         316.56     316.43       316.37   MLO  \n",
-       "25         316.64     316.98       316.33   MLO  \n",
-       "26         316.71     317.58       316.27   MLO  \n",
-       "27         316.79     319.03       316.70   MLO  \n",
-       "28         316.86     320.03       317.20   MLO  \n",
-       "29         316.93     319.59       317.45   MLO  \n",
-       "..            ...        ...          ...   ...  \n",
-       "774        418.18     418.71       417.91   MLO  \n",
-       "775        418.36     416.75       418.30   MLO  \n",
-       "776        418.55     415.42       418.91   MLO  \n",
-       "777        418.74     415.31       418.92   MLO  \n",
-       "778        418.95     417.03       419.29   MLO  \n",
-       "779        419.15     418.46       419.38   MKO  \n",
-       "780        419.37     419.13       419.06   MKO  \n",
-       "781        419.61     420.33       419.55   MKO  \n",
-       "782        419.83     420.51       418.97   MLO  \n",
-       "783        420.10     422.73       419.96   MLO  \n",
-       "784        420.37     423.78       420.38   MLO  \n",
-       "785        420.66     423.39       420.81   MLO  \n",
-       "786        420.96     421.62       420.82   MLO  \n",
-       "787        421.27     419.56       421.12   MLO  \n",
-       "788        421.58     418.06       421.56   MLO  \n",
-       "789        421.88     418.41       422.02   MLO  \n",
-       "790        422.19     420.11       422.38   MLO  \n",
-       "791        422.48     421.65       422.57   MLO  \n",
-       "792        422.77     422.62       422.55   MLO  \n",
-       "793        423.06     424.34       423.56   MLO  \n",
-       "794        423.31     425.22       423.65   MLO  \n",
-       "795        423.58     426.30       423.50   MLO  \n",
-       "796        423.84     426.70       423.29   MLO  \n",
-       "797        424.11     426.63       424.06   MLO  \n",
-       "798        424.36     425.40       424.62   MLO  \n",
-       "799        424.63     422.71       424.30   MLO  \n",
-       "800        -99.99     421.60       425.12   MLO  \n",
-       "801        -99.99     -99.99       -99.99   MLO  \n",
-       "802        -99.99     -99.99       -99.99   MLO  \n",
-       "803        -99.99     -99.99       -99.99   MLO  \n",
+       "      CO2.1  seasonally.2  Sta  \n",
+       "0       NaN           NaN  MLO  \n",
+       "1       NaN           NaN  MLO  \n",
+       "2    315.71        314.43  MLO  \n",
+       "3    317.45        315.16  MLO  \n",
+       "4    317.51        314.69  MLO  \n",
+       "5    317.27        315.15  MLO  \n",
+       "6    315.87        315.20  MLO  \n",
+       "7    314.93        316.22  MLO  \n",
+       "8    313.21        316.12  MLO  \n",
+       "9    312.42        315.41  MLO  \n",
+       "10   313.33        315.21  MLO  \n",
+       "11   314.67        315.43  MLO  \n",
+       "12   315.58        315.52  MLO  \n",
+       "13   316.49        315.84  MLO  \n",
+       "14   316.65        315.37  MLO  \n",
+       "15   317.72        315.41  MLO  \n",
+       "16   318.29        315.46  MLO  \n",
+       "17   318.15        316.00  MLO  \n",
+       "18   316.54        315.87  MLO  \n",
+       "19   314.80        316.09  MLO  \n",
+       "20   313.84        316.75  MLO  \n",
+       "21   313.33        316.35  MLO  \n",
+       "22   314.81        316.69  MLO  \n",
+       "23   315.58        316.35  MLO  \n",
+       "24   316.43        316.37  MLO  \n",
+       "25   316.98        316.33  MLO  \n",
+       "26   317.58        316.27  MLO  \n",
+       "27   319.03        316.70  MLO  \n",
+       "28   320.03        317.20  MLO  \n",
+       "29   319.59        317.45  MLO  \n",
+       "..      ...           ...  ...  \n",
+       "774  418.71        417.91  MLO  \n",
+       "775  416.75        418.30  MLO  \n",
+       "776  415.42        418.91  MLO  \n",
+       "777  415.31        418.92  MLO  \n",
+       "778  417.03        419.29  MLO  \n",
+       "779  418.46        419.38  MKO  \n",
+       "780  419.13        419.06  MKO  \n",
+       "781  420.33        419.55  MKO  \n",
+       "782  420.51        418.97  MLO  \n",
+       "783  422.73        419.96  MLO  \n",
+       "784  423.78        420.38  MLO  \n",
+       "785  423.39        420.81  MLO  \n",
+       "786  421.62        420.82  MLO  \n",
+       "787  419.56        421.12  MLO  \n",
+       "788  418.06        421.56  MLO  \n",
+       "789  418.41        422.02  MLO  \n",
+       "790  420.11        422.38  MLO  \n",
+       "791  421.65        422.57  MLO  \n",
+       "792  422.62        422.55  MLO  \n",
+       "793  424.34        423.56  MLO  \n",
+       "794  425.22        423.65  MLO  \n",
+       "795  426.30        423.50  MLO  \n",
+       "796  426.70        423.29  MLO  \n",
+       "797  426.63        424.06  MLO  \n",
+       "798  425.40        424.62  MLO  \n",
+       "799  422.71        424.30  MLO  \n",
+       "800  421.60        425.12  MLO  \n",
+       "801     NaN           NaN  MLO  \n",
+       "802     NaN           NaN  MLO  \n",
+       "803     NaN           NaN  MLO  \n",
        "\n",
        "[804 rows x 11 columns]"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1111,24 +1109,192 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Le fichier indique qu'à cause d'une éruption en 2022, la station MLO n'a pas pu faire de relevés et sont alors relevés par MKO. Nous nous intéresserons ici qu'à MLO et allons donc supprimer les entrées correspondantes à MKO"
+    "Le fichier indique qu'à cause d'une éruption en 2022, la station MLO n'a pas pu faire de relevés et sont alors relevés par MKO. Nous nous intéresserons ici qu'à MLO et allons donc supprimer les entrées correspondantes à MKO. De plus, des NAN sont présents dans le jeux de données, on va donc supprimer les lignes correspondantes."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [],
    "source": [
-    "data_MLO = data[data[\" Sta\"]==\"MLO\"]"
+    "data_MLO = data[data[\"Sta\"]==\"MLO\"].dropna()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Un premier affichage des données\n",
+    "nous allons à présent pouvoir plotter les différentes courbes:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0,0.5,'CO2 (ppm)')"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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lNDBitRyeONBBemIsywrT6R7yMxEYZXGBNb5QmZtCQ4+XsqzkM76eOjvtYlJKzRv1dsmMtr4RRscDPH24k5vWFlOalUT3oJ9697AzAF2Va40zaE2lt08ThFJqXpgIBDnZZSWIrqFRjnYMMjIe4PJFueSmJdDWP4JvLMAiexHcDasLyUyOY3O1TmF9uzRBKKXmrB+8WMt3nzsJQG33sJUQFudiDGw92QPAovzUSVVYQwniwops9v9/7+aa5QUzH/h5QhOEUmpOGhkL8J1nT/LvL9TS5x3jpL0t6BZ7CusrJ7uJcQkVOSlOUgAmHat3RhOEUmpO2t/S7xyf7Bqiwe1FBC6pyQVgb3M/FTnJxMe6WFEcLs2dkxI/47GerzRBKKXmhJNdQ1z73Vc41eMF4EBrOEE0e3w09HgpyUyiIieZ0MLnRfaAdEF6Il+/aQX/+32rENFV0eeKJgil1Jzw3NEu6rqH+d7z1phDXfcw2SnxuMQqn3G4bYAVRenExbjIscccIruTPnVZFbdtrpiV2M9XmiCUUnPC0OgEAL4xayPJpl4vi/JTKcpI4mjHII09XtaUZgBWRVbQ8YZo0wShlJoVrX0+vP4J53FLnw+AriE/3UOjHGgZYFVxBhU5ybxaa81YCq1xWFaYBsBFldkzHPXCoglCKTXj6rqHuOxbL/Gl3x4AYHQ8wJMHOwBrP4edjR7GAkHev76E8uxkp8VQkWMtfvs/H1nHY3deSlm2rpKOJi21oZSacftbBgD4w6FOxiaC/GRbIwDZKfF0D/k50j6IS2BxQeqkJBDa4Kc4M4niTF0hHW3aglBKRd3htgG+88wJp0x3W9+Ic63Z4+Wl493kpibwN1uWYAxsq+2hMjeFxLgYJykApCTo37QzaVoJQkSyRGSliFSLiCYVpdRb8v77tvODl+o41WuNM7T3hxNEvdvLsY5BblpT5NRNOtQ2wNICa5yhOlcHomfLGdOxiGQAdwJ/CsQDbiARKBCRN4D7jDEvzUiUSql5bTxgtRx2NXqoyk3haMcgi/JTqese5mBrP96xADV5KZO2BV1sJ4jlRWn8xeVVVOdpophpZ2uv/Rb4BXC5MaY/8oKIXAjcJiLVxpifRDNApdT8NhSxqU+Tx8vQ6DhH2gf43JU11LuH2dFg7elQk5fqVGAFnBaEiPC1G1fMbNAKOEuCMMZsOcu1PcCeqESklJr3jDHOiua2iO6kFs8Ie5r6CBqrZMZvdrawu6kPsNY0xMa4yE9LoHvIz9JCbTHMtmmN+IjIGqAy8n5jzCNRikkpNY+d6Bzi4z/ZwUc3lvPFLUucfaFzUxNo7fOx65SHWJewvjyTnJR4PN4x0hJiyUuzVkc/8b8u4+nDnc6aBzV73nTAWUR+CvwU+BPgvfbXTdN4XqKI7BSRAyJyRETusc+vE5E3RGS/iOwWkY0Rz7lLROpE5ISIXPe235VSatY8eagD95Cfn79+CoDf7W9naUEaVy/Lo7VvhF2NfawqySA5Ppb8dCsp1OSnOi2OgvREbr+kUmsqzQHTaUFsNsa8nQ5AP3C1MWZYROKAbSLyFPBPwD3GmKdE5AbgX4ErRWQFcCuwEigGnheRJcaYwNv42UqpGTIRCDIRNCTGxQDQYXcp9fvG6R4cZU9TH5+/ZjGxLqF7yM+wf4Jb1pUAsKY0k+11vbrgbY6azpTV1+0P77fEWIbth3H2l7G/QrV5M4B2+/gW4AFjjN8Y0wjUARtRSs1ZgaDhim+/zId/9LpzrmNg1Dl++YQbgCUFqZRlWzOUfGMBKu21DdevLKQqN4UbVxfOYNRquqbTgvg5VpLoxGoVCNbn/5o3e6KIxGANZi8C/tMYs0NEvgA8IyLfwUpQl9i3lwBvRDy91T6nlJqjeob9tPWP0NY/wsDIOCnxMRzvHKIqN4XGHi9vNPQCUJmTwsh4uDMgNFtpbVkmL/3dlbMRupqG6bQgfgrcBlxPePzhvdN5cWNMwBizDigFNorIKuBzwBeNMWXAF4HQNNmpOhzN6SdE5A577GK32+2eThhKqSjpjGgtHOsY5EDrAD3Dfj5xsVV2+3U7QVTlpjiL4ABW21VZ1dw2nQTRbIx53BjTaIxpCn29lR9ir6N4GSvJ3A6EZkD9D+FupFagLOJppYS7nyJf635jzAZjzIa8vLy3EoZS6hyIXNfQORhOEK19IxzvHATgmmUFxLiEjoFR8tMSSEmIpSAt0bm3MD18rOau6SSI4yLyaxH5UxH5QOjrzZ4kInkikmkfJwHXAsexPvSvsG+7Gqi1jx8HbhWRBBGpAhYDO9/i+1FKRdH+ln5W/+Oz/OiVesBKCiFtfSMcbR8kNSGWsuwk8u1pq5V2d5LLJfz0zzbwypeu1BlK88R0xiCSsMYe3h1xzhBuBZxJEfBzexzCBTxkjPm9iPQD3xeRWGAUuAPAGHNERB4CjgITwJ06g0mpueUPhzqc75+5ooYjbQNOImjr97GvuZ8LK7IQEQrSE+kYGKUqJ7w6+uplBbMSt3p73jRBGGP+/O28sDHmILB+ivPbgAvP8Jx7gXvfzs9TSkXfsQ6rC8k95GciEGRrXQ8XlmfROThKg9tLnXuYG9cUAZCSYE17rcpLOePrqbltOgvlqkXkCRFxi0i3iPzO7gJSSi0wp3q9ALQPjLK3uR/3kJ8b1xRRkpXE7qY+jLFmLAGIPe9kjQ5Iz1vTGYP4NfAQVpdRMdbA8gPRDEopNTd0DozSPWQNRHcPjdLWN+JUXH31pDWLcE1pBqURVVjL7TUOd9+0nLtvXM7F1TkzHLU6V6aTIMQY8/+MMRP21y+ZYvqpUur8Yozhwz96nY33voDXP8EzhzsJGvjUZVYHwqu1bpLiYijLSqYkYgprhb0qellhOp++vFoHpOex6SSIl0TkqyJSKSIVIvJl4EkRyRYR3TFcqfNUvdtLs8fa4Keue5gdjR6KMhK5dFEuAAdbB1hSkIrLJZP2cchOiZ+VeNW5N51ZTB+xv3/mtPOfxGpJVJ/TiJRSs6JzYJSH97by2StqiHEJR+0BacDat6HRwyU1ORRlhtcwLC209myI3B9aWwznj+nMYtIBaaUWgH9+8ii/P9jBmtIMLl+cx8nOIefajgYP7iE/GyqzSU+Mc84vLbTKqtXkpfKBC0p475riGY9bRc90ZjElisjfiMgjIvKwiHxBRHQZpFLnmWH/BGBtC2qM4ZkjnawvzyQ9MZa9zdamPjX2lNXQ2ofQrm/xsS6+++F1XLUsfxYiV9EynTGIX2CV4P4P4AfACuD/RTMopdTMCgQNh9sGAGt19P6Wfmq7h7n1ojJy0xKo7bYKM5dlWQPQ975/NbdtrmBDZdasxayibzpjEEuNMWsjHr8kIgeiFZBSKvqGRsf52qOHuaQmh1s3lrOvuY+e4THAShAHWqxt6K9als/De9pocHtxCRRmWJ0HW1YUsGWFroo+302nBbFPRDaHHojIJmB79EJSSp1rTx7sYNcpj/P4sf3tPH6gna8+cghjDC+d6CbWJbx7RQGtfT4aerzWNqCpCeTZu74VZSQRFzOdjwx1vpjO/+1NwGsickpETgGvA1eIyCERORjV6JRS79hEIMidv97Lh374Ol57nOFw64BzvWd4jCPtgyzKT2VZYRqdg6Oc6ByiOi8FEWFjpTWb3T+hpdEWmukkiOuBKqwKrFfYxzfwFvaFUErNnsiKq1trrdXPh9vDCaLZ4+Nw2yDLi9IpzUomaGBHo4fqvFQA3rPK2u2tQEt0LzhnHIMQkVRjzPDZ9n4QkdTohKWUeif2NHlYW5pJbIyLxh6vc/5A6wBXLMnnZNcQ1y7P5/lj3Tx7tJOeYT8X1+RMKplRbZfpzk9P5H8+ezFFGZogFpqztSB+JyL/JiLvEhGnHKNdvO9TIvIMVutCKTWHHGjp50/+63X+8YkjgNUaiHUJ5dnJHO8Y5Nc7mxkPGD6+2dr1LVTCe1NVNqX2LCXAaUEAXFQ5+ZpaGM6YIIwx1wAvYK2gPiIiAyLSC/wSKARuN8b8dmbCVEpN1wvHu63vx6zvu095WFuWyaL8VLoG/exp8lCencyVS/PJS0ugxTNCfKyL0qxkZ5YSQLWW6V7wzjrN1RjzB+APMxSLUuocCO3Z0DPsxz8R4FjHIB+8sBT/RJBDbQN4xyZYVWKtgC7LSsI95Kc6N4UYlzhfgaChKlcTxEI3nXUQSql55IRdImM8YNhW24N3LMDK4gxa+3y4h/wAvG9dCQBl2cnsbe6nJqI76dG/vIQYl5AYFzPzwas5RSc1KzXPfeW3B7n7sUMA+MYmaPb4uHSRtQfDc0e7AFhRnE6eXR4DoCbfSgildpnuytzw+MKa0kxWFusmP0oThFLzWs+wnwd3t/DLN5oxxnCyyyqJcdVSqybSs0e7iIsRlhSkkZcWMb5gdx+9Z1URW1YU8NFNFTMfvJrzNEEoNY8M+yf48dYGZ9FaU294Cmvn4Cg7GnoBuH5VIS4Bj3eMxflpxMe6yE8PtyBCA9CrSjL4709smLSfg1IhZ0wQIrJaRN4QkRYRuV9EsiKu7ZyZ8JRSkX66rZF/fvIYP912Cpi8CO5I2yC7m/qozkuhNCvZWdi2stgakM5LDSeI5HgdflRv7mwtiP8C/hFYDZwEtolIjX0t7kxPUkpFz2v1PQDsb7HKb0cugjvaMUhjj5dF9oBzjMvauCeUIEItiMsX585YvGp+O9ufEanGmKft4++IyB7gaRG5Dd2TWqkZ8aNX6llRnM7li/MYHB1nZ6NVcC9UfntbbQ+rStLpHvTT7PHR3OvjmuXW+IO1sc8IG6usAeuE2Bhe/dJVk3aEU+pszpYgREQyjDEDAMaYl0TkT4CHAd2LWqkoO9DSzzeeOg5A4zdu4Gj7IEEDK4rSOdk1hMc7xt7mPv7qqkW8fNLN3uY+xgJBqnKs8YV/+/BaaruHWWG3IADKc3Q1tJq+s3UxfQtYHnnCGHMQuAZ4JJpBKaXgRFd4y0+Pd8zZ0OfaFQVMBA2P7G0laODKZfkUpCfS4La6myrtGUrLi9K5ea1uAarevjO2IIwxvw4d20X5jDHGa4xpBv5iJoJTaiGLHICu6x7mSPsghemJzpjCw3vbyEyOY21pJgURM5R0BbQ6V846zVVEPicizUAT0CIiTSLyl9N5YXsv650ickBEjojIPRHX/peInLDP/2vE+btEpM6+dt3bfVNKzUeP7G3lhu9vdaawtnp8zrWmXh+H2wZYVZLuVFU91jHIkvw0YlxCoT1jKcYlzn7RSr1TZyv3fTdwCXClMabBPlcNfF9Eso0x//wmr+0HrjbGDItIHNYsqKeAJOAWYI0xxi8i+fZrrwBuxdr/uhh4XkSWGGN0lxK1IPzNQ9ZOvm80eLhiSR77W/q5dFEO2+t6afJ4qXcP857VRU4yAKiwxxRCU1qT42IQkZkPXp2XztaCuA34QCg5ANjHHwY+8WYvbCzD9sM4+8sAnwO+aYzx2/d12/fcAjxgjPEbYxqBOmDjW3w/Ss0bTx/uoM9r7QM9bO/0BrC/uZ/uwVEaerxcsSSPtMRYttb2EDSwqjidnIj1DKHxhuyUeAAyU3QGujp3ztrFZIwZneLcCBCczouLSIyI7Ae6geeMMTuAJcDlIrJDRF4RkYvs20uAloint9rnTn/NO0Rkt4jsdrvd0wlDqVnX3j/iDDIDnOrx8tlf7uWvfrMXCBfYA2joGeYNezrr5uoc8tISOGhvEbqqJMNZ3wA4M5RCtZP+6eZV0X0jakE5W4JoFZFrTj8pIlcDHdN5cWNMwBizDigFNorIKqxurSxgM/Al4CGx2sRTtYv/aL2FMeZ+Y8wGY8yGvLy86YSh1IzqHhrltp/soL0/PMj8Zz/byU3/sc2ppvpavVUSI7Su4XinVaK7Oi+FBreXNxp6SUuIZUVRurMCOjM5zhl/CJXrXluaCUBhRiKnvnkjVy3Ln4F3qBaKs62D+DzWrnLbgD1YH9YXAZdidQdNmzGmX0RextqBrhV4xBhjgJ0iEgRy7fNlEU8rBdrfys9Rai74ybZGttb28KsdTXzpumWTiujta+7j3SsLnT2h42JcGGPY29RPWmIsm6qyeeZIFxNBw/qKLGJjXFTmpLCj0UNFdrIzvvCj2zYQDBqna0nZNESvAAAgAElEQVSpaDjbjnJHgFXAq0AlUG0fr7KvnZWI5IlIpn2cBFwLHAceA662zy8B4oEe4HHgVhFJEJEqYDGgNZ/UvNPeb/XMhloL9e5wOYyuQeva0XarxeAbC9DnG+epwx1cv7KQ0qxkPN4xjnUMOiUzFtmlueNjw/9cSzKTKMvWRW8qus42i2kRUGCM+elp5y8XkXZjTP2bvHYR8HMRicFKRA8ZY34vIvHAT0XkMDCGtXWpwdrW9CHgKDAB3KkzmNR81NhjtRZaPFYX0+5THuda5+AogaDheKe1pqFzcJTdpzz4xgJsqMwiITa8SU+VvUfDZXbtpBVF4RXRSs2Es3UxfQ/4+ynOj9jX3nu2F7ZXXa+f4vwY8PEzPOde4N6zva5Sc80H/+s1SrKS+P6t6zHG0Gi3GDrt1sKuU31kp8QTH+Oic8DPsY5BRseDXH1BPr/e0eyMR1RH7OoGk1dEP/vFdznjD0rNlLMNUlfaH/KTGGN2Y3U5KbXgef0T7G7q43f72zHG0D3kxzsWICHWRcfACMYYdjd52FCRRWFGIp2DIzy8t5XEOBcftzfp2VZnVWitzk2ZtC9DZU54RfSSgjTSEnUKq5pZZ0sQZ/tzRXcXUQvS4Og4L53oxuoVhT1Nfc61tv4Rpx7SpYtyGR0PUts9TFOvj4sqs60upYFRjrYPsqIonSUFqbjEKqORnhhLdkr8pFXQxbqJj5plZ0sQu0Tkj2ouicinsGY1KbXg/MXPd/PnP9vF6/bObTsae51rDW4vxzqswefLFlnjBr8/YE3Eu7DSakF0Dfo52TXE0sI0YmNczgro6rxURITYGBd337ic//zoBZPWOyg1G842BvEF4FER+RjhhLABa9bR+6MdmFJzUYO9Qc8Lx7q5pCaXNxo8lGUn0eIZocE9zJ7mPooyEllbZq1PeOpwJ/GxLlYVZ7Cz0eOsmF5SkAZAUUYiHQOjzh7RAJ++vHqG35VSUzvbNNcuY8wlwD3AKfvrHmPMxcaYzpkJT6nZY4zhCw/s48mD1rrQiUAQj10a40TnECNjAQ629nPj6mISYl2c6Bri+aNdXLUs3xlQru0epjo3hfhY16QaSkvtBJGeZI0rhPaIVmouedONaY0xLwEvzUAsSs0ph9sGeWx/O4/tb+fGNTfS2jdCIGiNPdR2D7GvpY/xgGFTdTbPHunk5RNu/BNBrl2eT15aAi6BoAmvYyiISBArS6zSGFnJ1kK3CyqyUGquOWstJqUWsj1N4fULA75xnjxktSRuWlOEe8jPgRZrNfTa0kyKM5PoGLCmtVbmpBAX43JmHYUSRGHENNUMu+XwpeuWct/HLuCSGt0nWs09b9qCUGqhCAYNY4EgiXHWYrU697Bzrb5nmJ9tb+SyRblcUpPL7w92sLXWTUF6Atkp8RRnhvdjCK1wHhmz1nmGEkR5djJ/fmklH7koXFGmODNJZyupOUtbEErZvvHUMZZ9/Wn8EwGMMexs9JBj1zra39xPz/AYVy7Nc8YXXqvvZVmhtbq5KMP6kC9MTyQuxvpnddOaIgBW291JMS7hH9670nmOUnOdJgilbP+9tRGAbbU9NHt8nOwa5o53WTOKXjlplZavyU+d1FW03C5/EWpBJMaF/0n9ywdWs/frW6jI0QFoNT9pF5NasJp6vZTbFVInAuEtTmq7h7HXwXFRVTY5KfFOglicn0pqQvifzfIiazZSjV0m48bVRc61xLgYp7tKqflIWxBqQTrWMcgV336ZH71qbZgYqsAKVuKo7bbGHxblp1KaZXUfpSXGUpKZ5AwwA0530YUVWbz4t1fwxS1LZuotKBV1miDUgvTicWun28f3WyudG3vDJbmben3Udg1RmJ5IemIcJXaCWFaYhoggItTY6xZC6xdExFkNrdT5QruY1ILw+d/swzc2wY9vt3a4rbdnKA2MjAM424FetTSPk13DDI1OsLjA6jYKDUAvLUxzXu/Bz1xMQqzLGZBW6nykv93qvDfgG+fxA+08f6ybnmFrE58Wjw+A9oERRscDvHLCTU1eCmtKM2nrH+FoxyCL862EEJqF9K7F4S1uc1MTtLqqOu9pglDnnT7vGN97/iSj49Y6hMiCeie7hjDG0OD2Eh/rwhhrX+idpzx88MIyKnKsNQyBoHFaELesK2bv17fw7pWFM/9mlJpFmiDUeecfnzjC956vdcYXDrT2O9daPSMc7xyi1zvGhy4sBeAJu+LqxqpsJ0GANWMJrPEF3ftZLUSaINR5p63P2upze721Ec+pHh8lmUm4BFr6fM6U1dsvqQTg6cOdiFhbepZnh9cshFZAK7VQ6SC1mveePtxJSWYSq0utsYJWO0GENu9p7PE6H/YtHh9dg36WF6WzpCCNjKQ4BkbGKc9OJik+ZtJCt8xkbTWohU0ThJrXRscDfPaX1nYljd+4Af9EkK4ha01DY4+X0fEAJ7uGuGJpHqPjAerdXo53DvLJS6sAqMxJ5kDrgJNARITtX70az/DY7LwhpeYQ7WJS89ohe3oqgHvIz97mPoyBjZXZDPsn2Fbbw0TQsL4sk7LsZA61DTAeMKyyZyaV2oX1Fkd0J0W2RpRayDRBqHnlQEs/dz92iKC9L8OpnvACt4YeL1tre4h1CbesLwbggV0txMUIF9fkUJYVHoAOtRhCq6TTk3TKqlKn0y4mNa/cev8bjIwH+PCGMmfNQkhjj5ettW4uqMhyaiO9dKKbFUXppCXGOckAoMre4vNzV9TQOTDKhzaUzuwbUWoe0BaEmrOCQcMPX6mnyS6DMToeYMRe2/BGg7W2ocUzQm5qAvGxLnaf6uNw2yDvWpzr7N4WCBqnHEZonwbAKaKXmRzP929dT35auEKrUsqiCULNWS8c7+abTx3nrkcOAVb3UsjJLqtUxr6WPlaXpFOVk8JTh60d39aXZ5GfluDcG2pNhFZEb1lRMCPxKzXfaReTmjOMMQSChli7vtH2OmsdQ6M9zrDfThDLCtOo7R6me2iUBreXj2woY9cpDye6hgBrXCEloiR3qAWRFB/D4XuuI9alBfWUmo6otSBEJFFEdorIARE5IiL3nHb970TEiEhuxLm7RKRORE6IyHXRik3NTf/85DGu+PbLDI1aBfRCM5S6h/wEgoaDrQOUZSextjSTjv4RdjRYe0Zvrs4hNzXcYojc0AegOjc8Qyk1IVb3aFBqmqLZxeQHrjbGrAXWAdeLyGYAESkDtgDNoZtFZAVwK7ASuB64T0T0X/ICEQgafrKtkbb+EV6r72UiEORI+wCJcS4CQUP30Cj7W/pZU5pJYUYi7mE/2+t6SE2IZWVxOjmp1qK2gvQEEmKtX5sPXljK8qL0SVVYlVLTF7UEYSyhXd/j7C97ny7+D/DliMcAtwAPGGP8xphGoA7YGK341Nyyt7nPOW7tG6He7WV0PMj1doG8Ay0DtPWPsK40k6KMRIyBp490sr48k9gYl9OCKM4Mz1T69gfX8IfPX0aMdikp9bZEdZBaRGJEZD/QDTxnjNkhIjcDbcaYA6fdXgK0RDxutc+d/pp3iMhuEdntdrujFruKrtHxAP/1cj3t9jTVyAHo1j4fB+0Ce9evshLE0/YA9NqyTKcLqd837uwJHRqIvmFVeMvP0OY+Sqm3J6qD1MaYALBORDKBR0VkDfA14N1T3D7Vv2TzRyeMuR+4H2DDhg1/dF3ND7/b38a3nj7O9roefvnpTbT1j5ASH0NJVhKtfSMEgoaU+BguXWQNUYV2gFtWlEZHxPagoRXQly/OZefXrtHpqkqdQzMyi8kY0y8iL2N1I1UBB+y/7EqBvSKyEavFUBbxtFKgfSbiU9EXDBpEcP6if/6Y9YHfbddNau71UZKVRFlWMq19I7iH/KwsySAtMY7M5Dj6feMUpCeQnhiHiaiCsaTAGl8QEU0OSp1j0ZzFlGe3HBCRJOBaYJ8xJt8YU2mMqcRKChcYYzqBx4FbRSRBRKqAxcDOaMWnZo5/IsD779vOTf+xjdHxAMYYdp+yZiA1e3x0D43yykk3F1ZkU5qVxKkeL8c6Blljr1sosccVQuUx0hPDf9doSW6loieaLYgi4Of2TCQX8JAx5vdnutkYc0REHgKOAhPAnXYXlZrn9jX3c6DVmrJa2zVMblo8fb5xlhSkcrJrmFdOuJkIGm5ZV8yh1gFntXSoYF5RRhJH2gdZlBeuuPqDj66nqdc3ab2DUurcitq/LmPMQWD9m9xTedrje4F7oxWTmhmHWgf45tPHuO+jF5KRHMfxjkHnWp17CPewVRjv2uUFnOwadsYXFuWn0ucNl9kOrXzOsAvpLSoIT1e9aU1x1N+HUgudltpQ59x3nzvB9rpeHthlLXM53jlEWmIsLoHGHh9PHOggLTGW9661PuRfONZNZnIcOSnxlEZUXK3MsVZA/9kllXzi4gret06TglIzSdvn6pwL7eh21G45HOsYZHVJBo09Xtr7R9jb3Mdli3KdqaljgSBr8jIQESpyk0m2Zy+57PULq0szdH8GpWaBtiDUO2KM4Tc7m6nrtuogTQSCnLKrr9Z1D3Oqx8vh9kEuKM+iODOJ2q4hmnp9LC9KJz7WRU6KtQI6PAAdx567t3D/bRfOzhtSSjk0Qah3ZFtdD3c9cog//7+7AGjy+BgPGNISYmnx+Nhe30MgaPjQhlKKM5OcwepldvmL+FjrVzByNlJSfIwucFNqDtAEod6Sn21v5Jp/CxfUe70+vC/D6HiAWrsM96WLchkcnWB/cz+pCbGUZyc701UBZwV0gp0ganS6qlJzjiYIdUbBoOGxfW1OMgC454mj1Lu9PHukC4ADreESGY09Xg7bFVgvWZQDwNbaHpYUpCIilGSGF7KFksU3PrCGj24qZ1NVdtTfj1LqrdEEoRynerwc7wxPSX36SCdfeHA/33++FgCvf8K51uTxEQwaDrYMsKEiC4B69zC/O9DG5YtznRLbnYOjTjXVUCG9hFiXMwB9cU0O//L+1STH63wJpeYaTRDK8b77tnP997Y6LYattVYxxGN20jhpb8gD0Orx0dAzzJB/ghvXWAXyTnYO0eIZ4eKaHGeTHoCl9vqFzdU5bKrK5ivXL5uR96OUemf0zzYFwHggSL/PSgwHWga4bHEuR9qtxHC4bRBjDK/b+0BX5iTT7PGxv8XqTrp8cS5pibG8ctJKKIvz0yiK2LRnid2CSEmI5cHPXDxj70kp9c5oC0IBcLwj3Dqodw/j9U9wtH2QrOQ4BkbGae0bYevJHlYWp3NRZTYtfT4OtFgD0NW5qZREzFAKjTmEVkIvK0yflfeklHpnNEEsYF2D4bLZkRv21HUPc6Cln4mg4cMXWQV2m3p9HGjtZ0NFFmXZyXQN+tnZ6GF1SQYul0waXwithv7NHZt58I7NZNtrHZRS84smiAXqZ9sb2fQvL3DI/qt/X3Mf+WkJrCvLpN49zAl7vGHL8gIAXj7RjW8swPryLMqzrQRwomuItWWZQHhWUk1eqrODW2pCLJuqc2b0fSmlzh1NEAuExzvG6Hi4OO6j+9oA2NFojSvsbe7ngvIsFuWnUtc9zInOITKT45wSF78/aO3otr48k7LscL2ktfb1UAsiKyUu+m9GKTUjNEEsEO/615e4+jsvO4/HJoIA7G/pp2fYT7PHx/ryTCpzkuke8vPMkU42VmaTEBtDXloCnYOjZKfEU56dTFl2eMFbqAVx9bJ8AC6q1PUMSp0vdBbTeejbzxyno3+Ub31wDXExLvp9Ywz7Jxj2T9A9NEp+WiIdA9b4w77mfvY1W4vdLqjIos0utNfnG+dmu3pqSWYS7iE/F5RnIiLkpSYAVhdSaLbS0sI0tn75KgrSdVc3pc4XmiDOA4/ta+OSmhzy0xMJBA3/+VI9AJctzuUDF5Sy61R4APpE5xDHO4YYGBknJyWetv4RttW6iXUJq4ozJm0M/u4VhQCk2Tu4rS+3FsSJCAf/8d14/ROTaiZFdj0ppeY/7WKa5+rdw3zhwf187ld7AWsGUsjhNmsdw4P2vgwA9d3DPLa/jZT4GL76HmvB2pOHOlhckEZSfIxTI6kqN8UppPfetcXkpsZz1dJ853XSE+Moygh3NSmlzj/agpjnttqL0/Y292GMcWojxce6ONVr7b/w4vFuPndlDT/Z2kj7wChba3u4enkBK4qtZNAzPMaV9od/SkIs275yFXEx4b8dPryhjA9vKJvhd6aUmm3agphnPN6xSfWSDturnY2Bhh4vB1v7SUuI5eql+TT2eHn2SCdBAx/ZUEZhRiKvnnTjHvJz+aJcKnLC5TBWFIUXs5VmJetYglJKE8RcZoxhe521n0LI5365h+u/t5Vj9m5tR9sHnT2bT/V4Odg6wKqSDGryU2j2+Nh1qo+C9AQqc1MoykjkeKe1vmFtWSapCeEG5PIiXe2slJpME8Qc9sTBDj724x38eqc1huAbm2BHoweAnY0exiaC1HYPcdXSPABaPD6OdQyypiyDqtxUAkHDk4c6WGdPRQ3NOIqLEaeYXihJrNEtPZVSp9ExiDnkv19tIDHOxW0XVwKwvbYHgIMt/bC5wmk1ABzvHOTlE92MBwzXrijgdwfaeeWkm/GAYW1pJgXpCc6968qs2UdFEaudQ2MMj915KYGgISVBfxWUUpPpp8Ic0drn494/HAPgulWF5KclUu+2ZiQ19Fh7PId2byvNSqLFM8JThzvJTU3g+pWF5KQk8NIJa8B6dUkGSfExzmuHWhCF9rhCXlo4eSzSndyUUmegCWKOCE1JBajtGiYnJcHZf6Gp1wdY5S42VGRRkJHIsfZBOgdHWVeWQWyMi+rcFHqG/WSnxFOaNXn6aahcxrqyTPLSEvjclTUz9K6UUvOZjkFEQb17mN/uaZ107sFdzc52nGCtV3h0XytBewD6ROfQpGu/eP0Ug6MTrC7JoGfYz8HWfo53DnHTmiJKMpNo9vhocA87pbSXFFotgVUlGYgIIsIvPrmR//rYBc44w9qyTHZ97VouqcmN5ttXSp0nopYgRCRRRHaKyAEROSIi99jnvy0ix0XkoIg8KiKZEc+5S0TqROSEiFwXrdii7bYf7+Dv/ueAU067e3CUrzx8iJv+Y5tzz98+tJ8vPniAX+1oAmB3k4fF+akkxcXQ7PHx8N5WlhSk8unLqwD4762NiMANq4sozkhkImgIGijPsVYvX2Cvcg6tegZ415I83rO6aEbes1Lq/BPNFoQfuNoYsxZYB1wvIpuB54BVxpg1wEngLgARWQHcCqwErgfuE5GYKV95DjHG8NShDmebToB2u87Ra/XWIPMzRzqda0Oj4wSDhlp7xfPDe9sIBA17m/rYXJ1DcWYiLR4fdd3DXL44z9nb+alDHVRkJ5OfnuhUTgWosMtb3LC6iI9sKONvtyyJ7htWSi0YUUsQxhKq+xBnfxljzLPGmAn7/BtAqX18C/CAMcZvjGkE6oCN0Yrv7Xr+aBf/s7vFefzKSTef+9Vevvzbg4A1FTWkudcqfPfU4XCCaOr1caR9EN9YgLTEWE52DdHYM4x3LMDaskxKspLZecrD6HiQJQWpTgthImhYYu/tHJkgQl1MiXExfOuDa6jO00FnpdS5EdUxCBGJEZH9QDfwnDFmx2m3fBJ4yj4uAVoirrXa52aNxzvGVx8+iMc75pz79C9286XfHmQiYJXLfvZoFwBvNPRijOFUj8+5t7XPh8c7xo5Gj7NWodnj44mD7cTHuLhtcwW+sYAzO2ltaQYlmUnO3tDVealkJMWRbM9IWmrv7Vxm79iWlRxHRrLuv6CUio6oJghjTMAYsw6rlbBRRFaFronI14AJ4FehU1O9xOknROQOEdktIrvdbnc0wnb84VAHD+xq4Z+eOAKA1x9uHRy11yQcaLFqH/X5xukcHHXKYKQmxNLaN8Lzx7oIBA2fucKaOdTU62NvUx+rStKdKabPHesmOT6G6rxUSjLDJS6qc63FbBMB6z/DYrsFkZEcx6N/eQm/uWNz1N67UkrNyCwmY0w/8DLW2AIicjtwE/AxY0woCbQCkRXhSoH2KV7rfmPMBmPMhry8vKjG3dRrrT8I7Z0QKoQHcKxjkNHxAMc7h5xVyK19I/zhUAeZyXFctSyf1n4fB1r6SU+MZVNVNtkp8RxuH2B/Sz+bqnOc9QivnnRzUWU2MS6hJGKKamgv5z/daP1n2VQV3oxnfXmW072klFLREM1ZTHmhGUoikgRcCxwXkeuBrwA3G2N8EU95HLhVRBJEpApYDOyMVnxT+flrp3goYnwhVLeo2WOFubcpcl+FYfY29xEIGmff5kOtAzx/rJuPbSqnPDuJjv5RDrcPsqwoHRGhPDuZJw92MBE0XLU0n4rscLG861Zaey9EFtAL7bVw900rOPnP79ECekqpGRXNFkQR8JKIHAR2YY1B/B74AZAGPCci+0XkhwDGmCPAQ8BR4GngTmNMYOqXfue6h0Y51Dow6fE/PH6EL//2IAMj1hhAKEF0DIwyOh5gb3M/NXkpLCtMo6XPxx8OdZAcH8P7L7CGSkKzla5ZXkBpVjITQcOBln6nUmqx3X0U6xLWlGZM2rozVBtpbak16/emNeHpqXExLmdvBqWUmilRW0ltjDkIrJ/i/KKzPOde4N5oxRTpfT/YTvvAKG/cdQ2FGYnOQDFYRe9642NwD/lZU5rBwdYBWvt87Gz08N61xbiHRmntG6HBPcymqmxKMpOIj3Wxo9FDrEtYUZQ+abwilCBCG+ysLE4nMc4aeC7OSKR9YJRKu+UQ4xKO/dP1xMZMNSSjlFIzZ0H+WWqMcdYqvN5grVUIzUYCK0GEpqbebhfOe3x/O8P+Ca5elk9pVjLHOgapd3vZWJWDiDhJYFF+KolxMZRmhbffDG3ME6qmuqk6x7n26J2X8s0PrKYwI9x9lBQfM2nDHqWUmg0L8lMoctrq6/W9eLxjPHmwg/esssYBWvp8PHe0i7Vlmawvt7p8frOrhfhYF5cuyqEkYh3CJTXWh31oJXNoKmpxxGyk0GylP7mglLtvXM5fX7PYuVaQnsitG8uj8TaVUuodWZAJoqXPWsAW4xJeq+9lZ6PVvfSpy6rITI5jT1Mf+1v62bI83/nL3j3kZ2VxOsnxsZOK4a0qsWYwVeZaLYYku+soITaGu29czm2bK5zupKyUeD59ebWW1lZKzQsL8pOqKieFH912IUfaBvj3F+v47Z42EuNcrCnNpCwrmWeOWN1N164oIDk+loykOAZGxp1d10LdR9W5KcS4rLGCW9aW8MoJN3deFR5i+fTl1TP8zpRS6txZkC2IjOQ4rltZyJXL8gF4/lgX68oyiY91UWPPJspNjWepvTAttFQjNM6wsjidv79hGQ9+5uJJr/mTP7uIsuxklFLqfLAgE0RIWcRAcigZXFhhjSWESmZDuPZRqAXhcgl3vKtm0sY7Sil1vlnQCSI3Nd45XmQniGtXWIveIgvi/eJTG/nSdUudndmUUmohWJBjECEiwj03r6Rn2M8t64oBa63Crz69iarc8Irm/LTESWMLSim1ECzoBAFw+yWVf3Tu0kW645pSSi3oLiallFJnpglCKaXUlDRBKKWUmpImCKWUUlPSBKGUUmpKmiCUUkpNSROEUkqpKWmCUEopNSUJFaKbj0TEDTRF8UfkAj1RfP1omY9xz8eYQeOeaRr3uVFhjMl7s5vmdYKINhHZbYzZMNtxvFXzMe75GDNo3DNN455Z2sWklFJqSpoglFJKTUkTxNndP9sBvE3zMe75GDNo3DNN455BOgahlFJqStqCUEopNaUFlSBE5Kci0i0ihyPOrRWR10XkkIg8ISLpEdfW2NeO2NcT7fMX2o/rROTfJbQ36RyIW0Q+JiL7I76CIrJuHsQdJyI/t88fE5G7Ip4zl+OOF5Gf2ecPiMiVsxG3iJSJyEv2f7sjIvLX9vlsEXlORGrt71kRz7nLju2EiFw3H+IWkRz7/mER+cFprzWX494iInvs+PaIyNWzEfdbZoxZMF/Au4ALgMMR53YBV9jHnwT+t30cCxwE1tqPc4AY+3gncDEgwFPAe+ZK3Kc9bzXQEPF4zsYNfBR4wD5OBk4BlfMg7juBn9nH+cAewDXTcQNFwAX2cRpwElgB/CvwVfv8V4Fv2ccrgANAAlAF1M/G7/fbiDsFuAz4LPCD015rLse9Hii2j1cBbbMR91t+n7MdwIy/Yag87R/+IOGxmDLgqH18A/DLM/xiHI94/KfAj+ZK3Kc951+Ae+dD3HY8T2Al5hz7H1z2PIj7P4GPR9z3ArBxtuKO+Hm/A7YAJ4CiiN+BE/bxXcBdEfc/Y39Izem4I+77MyISxHyJ2z4vQC9Wcp7VuN/sa0F1MZ3BYeBm+/hDWP/4AZYARkSeEZG9IvJl+3wJ0Brx/Fb73Ew7U9yRPgL8xj6e63H/FvACHUAz8B1jjIe5H/cB4BYRiRWRKuBC+9qsxS0ilVh/se4ACowxHQD293z7thKgZYr45nrcZzKf4v4TYJ8xxs/c+f2ekiYIq7vgThHZg9VUHLPPx2I1ZT9mf3+/iFyDlf1PNxtTwc4UNwAisgnwGWNC/ehzPe6NQAAoxury+FsRqWbux/1TrH/Uu4HvAa8BE8xS3CKSCjwMfMEYM3i2W6c4Z85yPqreQtxnfIkpzs25uEVkJfAt4DOhU1PcNmemlsbOdgCzzRhzHHg3gIgsAW60L7UCrxhjeuxrf8Dql/4lUBrxEqVA+4wFbDtL3CG3Em49gPV+5nLcHwWeNsaMA90ish3YAGxlDsdtjJkAvhi6T0ReA2qBPmY4bhGJw/qw+pUx5hH7dJeIFBljOkSkCOi2z7cyudUZim/Gf0/eYtxnMufjFpFS4FHgE8aY+tmK+61Y8C0IEcm3v7uAu4Ef2peeAdaISLKIxAJXYPU7dwBDIrLZnm3wCaz+x7kSd+jch4AHQufmQdzNwNViSQE2Y/XNzum47d+PFPt4CzBhjJnx3xP7Z/wEOGaM+SMDXkIAAALaSURBVG7EpceB2+3j2yNieBy4VUQS7K6xxcDOeRD3lOZ63CKSCf9/e3cPGkUUhWH4/ewURRERQRDBTgJKiBGsBMUijQgiIoKFKey0sVIhWshixEosbQI2KRRUJJoUggERi0DUEEFJZyH4AxHRSI7FvdFRLoaBsJOY74GBZHZnOJufPXvvmTmX+6S6z2hTcdfWdBGknRvpE/U7YIaUuU8Cp0kF0ddAi1yIzM8/DrwkzT9fqezvyvveANerxyySuPcCTwvnWbRxA6uBwfzzfgWcXSJxbyUVJieAYVKXzLbHTZoGDdKVd2N56yEV/EdIo5oRYH3lmHM5tkkqV84sgbingA/AdP79bF/scZM+VHypPHcM2NjE33edzXdSm5lZ0bKfYjIzszInCDMzK3KCMDOzIicIMzMrcoIwM7OiZX+jnFmJpLnLFQE2ke7yfp+/746I78UDzf4jvszVbB6S+oDpiLjadCxm7eQpJrOaJJ2Q9ExpvY0bklbkZn2fJPXn5o5DknZLeizpraSefGyvpNv58UlJ5/P+NZIeKK0p8ULS4WZfpZkThFktkjqAQ8CeiNhJmqY9mh9eCzyMiE5SM78+YB+p7cmlymm68zGdwDGlBZ16gKmI2BERHcCjNrwcs39yDcKsnv3ALuB5XvhrJb/bZn+NiLk39nHgc0T8kDROaskxZygiPgJIukNq2zACtCS1gLtR6ddj1hQnCLN6BNyMiAt/7EwNHauF61ngW+Xr6v/a34W/iIgJSV2kkUS/pHsRcXlhQzerx1NMZvUMA0ckbYBfayRvqXmOA5LWSVoFHARGJW0mFcIHgGuk6SezRnkEYVZDRIxLuggM59bfM6T1kev08H8C3AK2AQMRMZaL2C1Js6SRyKkFDt2sNl/matZGknqBjog403QsZvPxFJOZmRV5BGFmZkUeQZiZWZEThJmZFTlBmJlZkROEmZkVOUGYmVmRE4SZmRX9BLyw3+8HOuRrAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(data_MLO[\"Date.1\"],data_MLO[\"CO2\"])\n",
+    "plt.xlabel(\"Temps\")\n",
+    "plt.ylabel(\"CO2 (ppm)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Le fichier propose aussi directement les données de la quantité de CO2 dans l'atmosphère en enlevant la composant saisonnière ; nous allons donc dans un premier temps afficher ces données déjà traitées"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0,0.5,'CO2 (ppm)')"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(data_MLO[\"Date.1\"],data_MLO[\"seasonally\"])\n",
+    "plt.xlabel(\"Temps\")\n",
+    "plt.ylabel(\"CO2 (ppm)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "En soustrayant les deux nous pouvons alors en déduire les variations saisonnières"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0,0.5,'CO2 (ppm)')"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(data_MLO[\"Date.1\"],data_MLO[\"CO2\"] - data_MLO[\"seasonally\"])\n",
+    "plt.xlabel(\"Temps\")\n",
+    "plt.ylabel(\"CO2 (ppm)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Zoomons un peu autour de 2020 - 2024 pour mieux se rendre compte des variations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2020, 2024)"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(data_MLO[\"Date.1\"],data_MLO[\"CO2\"] - data_MLO[\"seasonally\"])\n",
+    "plt.xlabel(\"Temps\")\n",
+    "plt.ylabel(\"CO2 (ppm)\")\n",
+    "plt.xlim([2020,2024])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Analyse des données\n",
+    "\n",
+    "Bien que le fichier d'origine nous fournisse un jeu de données pré-traitées; nous allons "
+   ]
   }
  ],
  "metadata": {
diff --git a/module3/exo3/monthly_in_situ_co2_mlo.csv b/module3/exo3/monthly_in_situ_co2_mlo.csv
new file mode 100644
index 0000000..834a820
--- /dev/null
+++ b/module3/exo3/monthly_in_situ_co2_mlo.csv
@@ -0,0 +1,868 @@
+"-------------------------------------------------------------------------------------------"
+" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements                "
+" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m      "
+" Since December 2022 sampling has temporarily been relocated to MaunuaKea, Hawaii          "
+" Latitude 19.8°N Longitude 155.5°W Elevation 4145m      "
+"                                                                                           "
+" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher                   "
+" Scripps CO2 Program ( http://scrippsco2.ucsd.edu )                                        "
+" Scripps Institution of Oceanography (SIO)                                                 "
+" University of California                                                                  "
+" La Jolla, California USA 92093-0244                                                       "
+"                                                                                           "
+" Status of data and correspondence:                                                        "
+"                                                                                           "
+" These data are subject to revision based on recalibration of standard gases. Questions    "
+" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker"
+" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program.            "
+"                                                                                           "
+" Baseline data in this file through 03-Oct-2024 from archive dated 04-Oct-2024 10:30:32    "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" Please cite as:                                                                           "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and   "
+" oceans from 1978 to 2000.  I. Global aspects, SIO Reference Series, No. 01-06, Scripps    "
+" Institution of Oceanography, San Diego, 88 pages, 2001.                                   "
+"                                                                                           "
+" If it is necessary to cite a peer-reviewed article, please cite as:                       "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and       "
+" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113,       "
+" in "A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems",     "
+" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag,                 "
+" New York, 2005.                                                                           "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" The data file below contains 10 columns.  Columns 1-4 give the dates in several redundant "
+" formats. Column 5 below gives monthly Mauna Loa CO2 concentrations in micro-mol CO2 per   "
+" mole (ppm), reported on the 2012 SIO manometric mole fraction scale.  This is the        "
+" standard version of the data most often sought.  The monthly values have been adjusted    "
+" to 24:00 hours on the 15th of each month.  Column 6 gives the same data after a seasonal  "
+" adjustment to remove the quasi-regular seasonal cycle.  The adjustment involves           "
+" subtracting from the data a 4-harmonic fit with a linear gain factor.  Column 7 is a      "
+" smoothed version of the data generated from a stiff cubic spline function plus 4-harmonic "
+" functions with linear gain.  Column 8 is the same smoothed version with the seasonal      "
+" cycle removed.  Column 9 is identical to Column 5 except that the missing values from     "
+" Column 5 have been filled with values from Column 7.  Column 10 is identical to Column 6  "
+" except missing values have been filled with values from Column 8.  Missing values are     "
+" denoted by -99.99                                                                         "
+"                                                 "
+" Column 11 is the 3-digit sampling station identifier.  MLO refers to the Mauna Loa Observatory."
+" MKO refers the summit of nearby Maunakea. MKO data are used to a fill a gap created by the 2022"
+" eruption of Mauna Loa, which led to the shutdown measurements by the Scripps CO2 program at MLO"
+" from Dec 2022 through Feb 2023"
+"                                                                                           "
+" CO2 concentrations are measured on the '12' calibration scale                             "
+"                                                                                           "
+  Yr, Mn,    Date,      Date,     CO2,seasonally,        fit,  seasonally,      CO2, seasonally, Sta
+    ,   ,        ,          ,        ,  adjusted,           ,adjusted fit,   filled,adjusted filled
+    ,   ,   Excel,          ,   [ppm],    [ppm] ,      [ppm],    [ppm],       [ppm],    [ppm]
+1958, 01,   21200,  1958.0411,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+1958, 02,   21231,  1958.1260,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+1958, 03,   21259,  1958.2027,  315.71,   314.43,     316.20,   314.91,     315.71,   314.43, MLO
+1958, 04,   21290,  1958.2877,  317.45,   315.16,     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,   316.22,     313.96,   315.29,     314.93,   316.22, MLO
+1958, 09,   21443,  1958.7068,  313.21,   316.12,     312.43,   315.35,     313.21,   316.12, 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,     313.60,   315.46,     313.33,   315.21, MLO
+1958, 12,   21534,  1958.9562,  314.67,   315.43,     314.77,   315.52,     314.67,   315.43, MLO
+1959, 01,   21565,  1959.0411,  315.58,   315.52,     315.64,   315.57,     315.58,   315.52, MLO
+1959, 02,   21596,  1959.1260,  316.49,   315.84,     316.30,   315.64,     316.49,   315.84, MLO
+1959, 03,   21624,  1959.2027,  316.65,   315.37,     316.99,   315.70,     316.65,   315.37, MLO
+1959, 04,   21655,  1959.2877,  317.72,   315.41,     318.09,   315.77,     317.72,   315.41, MLO
+1959, 05,   21685,  1959.3699,  318.29,   315.46,     318.68,   315.85,     318.29,   315.46, MLO
+1959, 06,   21716,  1959.4548,  318.15,   316.00,     318.07,   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,     313.29,   316.22,     313.84,   316.75, MLO
+1959, 10,   21838,  1959.7890,  313.33,   316.35,     313.31,   316.31,     313.33,   316.35, MLO
+1959, 11,   21869,  1959.8740,  314.81,   316.69,     314.53,   316.40,     314.81,   316.69, MLO
+1959, 12,   21899,  1959.9562,  315.58,   316.35,     315.72,   316.48,     315.58,   316.35, MLO
+1960, 01,   21930,  1960.0410,  316.43,   316.37,     316.62,   316.56,     316.43,   316.37, MLO
+1960, 02,   21961,  1960.1257,  316.98,   316.33,     317.30,   316.64,     316.98,   316.33, MLO
+1960, 03,   21990,  1960.2049,  317.58,   316.27,     318.04,   316.71,     317.58,   316.27, MLO
+1960, 04,   22021,  1960.2896,  319.03,   316.70,     319.14,   316.79,     319.03,   316.70, MLO
+1960, 05,   22051,  1960.3716,  320.03,   317.20,     319.70,   316.86,     320.03,   317.20, MLO
+1960, 06,   22082,  1960.4563,  319.59,   317.45,     319.04,   316.93,     319.59,   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,   317.23,     315.66,   317.02,     315.90,   317.23, MLO
+1960, 09,   22174,  1960.7077,  314.17,   317.10,     314.10,   317.05,     314.17,   317.10, MLO
+1960, 10,   22204,  1960.7896,  313.83,   316.85,     314.08,   317.08,     313.83,   316.85, MLO
+1960, 11,   22235,  1960.8743,  315.00,   316.89,     315.25,   317.11,     315.00,   316.89, MLO
+1960, 12,   22265,  1960.9563,  316.19,   316.96,     316.40,   317.15,     316.19,   316.96, MLO
+1961, 01,   22296,  1961.0411,  316.89,   316.84,     317.27,   317.21,     316.89,   316.84, MLO
+1961, 02,   22327,  1961.1260,  317.70,   317.05,     317.93,   317.27,     317.70,   317.05, MLO
+1961, 03,   22355,  1961.2027,  318.54,   317.25,     318.64,   317.34,     318.54,   317.25, 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,     319.74,   317.59,     319.77,   317.61, MLO
+1961, 07,   22477,  1961.5370,  318.56,   317.89,     318.33,   317.68,     318.56,   317.89, MLO
+1961, 08,   22508,  1961.6219,  316.79,   318.10,     316.43,   317.77,     316.79,   318.10, MLO
+1961, 09,   22539,  1961.7068,  314.99,   317.92,     314.90,   317.85,     314.99,   317.92, MLO
+1961, 10,   22569,  1961.7890,  315.31,   318.34,     314.90,   317.92,     315.31,   318.34, MLO
+1961, 11,   22600,  1961.8740,  316.10,   318.00,     316.12,   317.99,     316.10,   318.00, MLO
+1961, 12,   22630,  1961.9562,  317.01,   317.78,     317.30,   318.06,     317.01,   317.78, MLO
+1962, 01,   22661,  1962.0411,  317.94,   317.88,     318.20,   318.13,     317.94,   317.88, MLO
+1962, 02,   22692,  1962.1260,  318.55,   317.89,     318.86,   318.20,     318.55,   317.89, MLO
+1962, 03,   22720,  1962.2027,  319.68,   318.39,     319.57,   318.26,     319.68,   318.39, MLO
+1962, 04,   22751,  1962.2877,  320.57,   318.24,     320.67,   318.32,     320.57,   318.24, MLO
+1962, 05,   22781,  1962.3699,  321.02,   318.16,     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,  319.62,   318.94,     319.15,   318.51,     319.62,   318.94, MLO
+1962, 08,   22873,  1962.6219,  317.40,   318.71,     317.22,   318.56,     317.40,   318.71, MLO
+1962, 09,   22904,  1962.7068,  316.24,   319.19,     315.64,   318.60,     316.24,   319.19, MLO
+1962, 10,   22934,  1962.7890,  315.42,   318.46,     315.62,   318.64,     315.42,   318.46, MLO
+1962, 11,   22965,  1962.8740,  316.69,   318.59,     316.80,   318.68,     316.69,   318.59, MLO
+1962, 12,   22995,  1962.9562,  317.70,   318.47,     317.96,   318.72,     317.70,   318.47, MLO
+1963, 01,   23026,  1963.0411,  318.74,   318.68,     318.83,   318.76,     318.74,   318.68, MLO
+1963, 02,   23057,  1963.1260,  319.07,   318.41,     319.48,   318.81,     319.07,   318.41, MLO
+1963, 03,   23085,  1963.2027,  319.86,   318.56,     320.17,   318.86,     319.86,   318.56, MLO
+1963, 04,   23116,  1963.2877,  321.38,   319.05,     321.26,   318.91,     321.38,   319.05, MLO
+1963, 05,   23146,  1963.3699,  322.24,   319.38,     321.83,   318.96,     322.24,   319.38, MLO
+1963, 06,   23177,  1963.4548,  321.49,   319.31,     321.18,   319.02,     321.49,   319.31, MLO
+1963, 07,   23207,  1963.5370,  319.74,   319.06,     319.71,   319.06,     319.74,   319.06, MLO
+1963, 08,   23238,  1963.6219,  317.77,   319.08,     317.76,   319.11,     317.77,   319.08, MLO
+1963, 09,   23269,  1963.7068,  316.21,   319.16,     316.18,   319.15,     316.21,   319.16, MLO
+1963, 10,   23299,  1963.7890,  315.99,   319.03,     316.15,   319.19,     315.99,   319.03, MLO
+1963, 11,   23330,  1963.8740,  317.07,   318.98,     317.35,   319.23,     317.07,   318.98, MLO
+1963, 12,   23360,  1963.9562,  318.35,   319.13,     318.52,   319.28,     318.35,   319.13, MLO
+1964, 01,   23391,  1964.0410,  319.57,   319.52,     319.39,   319.33,     319.57,   319.52, MLO
+1964, 02,   23422,  1964.1257,  -99.99,   -99.99,     320.04,   319.37,     320.04,   319.37, MLO
+1964, 03,   23451,  1964.2049,  -99.99,   -99.99,     320.76,   319.41,     320.76,   319.41, MLO
+1964, 04,   23482,  1964.2896,  -99.99,   -99.99,     321.84,   319.46,     321.84,   319.46, MLO
+1964, 05,   23512,  1964.3716,  322.25,   319.37,     322.37,   319.50,     322.25,   319.37, MLO
+1964, 06,   23543,  1964.4563,  321.90,   319.73,     321.68,   319.53,     321.90,   319.73, MLO
+1964, 07,   23573,  1964.5383,  320.44,   319.79,     320.18,   319.56,     320.44,   319.79, MLO
+1964, 08,   23604,  1964.6230,  318.69,   320.04,     318.21,   319.59,     318.69,   320.04, MLO
+1964, 09,   23635,  1964.7077,  316.71,   319.68,     316.62,   319.61,     316.71,   319.68, MLO
+1964, 10,   23665,  1964.7896,  316.87,   319.93,     316.58,   319.62,     316.87,   319.93, MLO
+1964, 11,   23696,  1964.8743,  317.68,   319.59,     317.75,   319.64,     317.68,   319.59, MLO
+1964, 12,   23726,  1964.9563,  318.71,   319.49,     318.90,   319.66,     318.71,   319.49, MLO
+1965, 01,   23757,  1965.0411,  319.44,   319.38,     319.76,   319.69,     319.44,   319.38, MLO
+1965, 02,   23788,  1965.1260,  320.44,   319.78,     320.40,   319.73,     320.44,   319.78, MLO
+1965, 03,   23816,  1965.2027,  320.89,   319.58,     321.10,   319.77,     320.89,   319.58, MLO
+1965, 04,   23847,  1965.2877,  322.13,   319.79,     322.20,   319.84,     322.13,   319.79, MLO
+1965, 05,   23877,  1965.3699,  322.17,   319.29,     322.80,   319.91,     322.17,   319.29, MLO
+1965, 06,   23908,  1965.4548,  321.88,   319.68,     322.18,   320.01,     321.88,   319.68, MLO
+1965, 07,   23938,  1965.5370,  321.21,   320.52,     320.76,   320.11,     321.21,   320.52, MLO
+1965, 08,   23969,  1965.6219,  318.87,   320.19,     318.86,   320.21,     318.87,   320.19, MLO
+1965, 09,   24000,  1965.7068,  317.82,   320.79,     317.34,   320.33,     317.82,   320.79, MLO
+1965, 10,   24030,  1965.7890,  317.30,   320.37,     317.38,   320.44,     317.30,   320.37, MLO
+1965, 11,   24061,  1965.8740,  318.87,   320.79,     318.65,   320.55,     318.87,   320.79, MLO
+1965, 12,   24091,  1965.9562,  319.42,   320.20,     319.90,   320.67,     319.42,   320.20, MLO
+1966, 01,   24122,  1966.0411,  320.62,   320.57,     320.85,   320.79,     320.62,   320.57, MLO
+1966, 02,   24153,  1966.1260,  321.60,   320.93,     321.58,   320.90,     321.60,   320.93, MLO
+1966, 03,   24181,  1966.2027,  322.39,   321.08,     322.34,   321.01,     322.39,   321.08, MLO
+1966, 04,   24212,  1966.2877,  323.70,   321.34,     323.49,   321.12,     323.70,   321.34, MLO
+1966, 05,   24242,  1966.3699,  324.08,   321.19,     324.11,   321.22,     324.08,   321.19, MLO
+1966, 06,   24273,  1966.4548,  323.75,   321.55,     323.50,   321.32,     323.75,   321.55, MLO
+1966, 07,   24303,  1966.5370,  322.37,   321.69,     322.06,   321.40,     322.37,   321.69, MLO
+1966, 08,   24334,  1966.6219,  320.36,   321.69,     320.12,   321.48,     320.36,   321.69, MLO
+1966, 09,   24365,  1966.7068,  318.64,   321.62,     318.56,   321.56,     318.64,   321.62, 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,   321.72,     323.24,   321.91,     323.03,   321.72, MLO
+1967, 04,   24577,  1967.2877,  324.41,   322.05,     324.34,   321.96,     324.41,   322.05, MLO
+1967, 05,   24607,  1967.3699,  325.00,   322.10,     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,     322.80,   322.14,     322.54,   321.86, MLO
+1967, 08,   24699,  1967.6219,  320.92,   322.25,     320.84,   322.21,     320.92,   322.25, MLO
+1967, 09,   24730,  1967.7068,  319.25,   322.24,     319.27,   322.28,     319.25,   322.24, MLO
+1967, 10,   24760,  1967.7890,  319.39,   322.48,     319.27,   322.35,     319.39,   322.48, MLO
+1967, 11,   24791,  1967.8740,  320.73,   322.66,     320.51,   322.42,     320.73,   322.66, MLO
+1967, 12,   24821,  1967.9562,  321.96,   322.74,     321.73,   322.50,     321.96,   322.74, MLO
+1968, 01,   24852,  1968.0410,  322.57,   322.51,     322.64,   322.57,     322.57,   322.51, MLO
+1968, 02,   24883,  1968.1257,  323.15,   322.48,     323.33,   322.65,     323.15,   322.48, MLO
+1968, 03,   24912,  1968.2049,  323.89,   322.55,     324.09,   322.74,     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,     325.83,   322.93,     325.57,   322.66, MLO
+1968, 06,   25004,  1968.4563,  325.36,   323.17,     325.21,   323.04,     325.36,   323.17, MLO
+1968, 07,   25034,  1968.5383,  324.14,   323.48,     323.77,   323.14,     324.14,   323.48, MLO
+1968, 08,   25065,  1968.6230,  322.11,   323.46,     321.86,   323.26,     322.11,   323.46, MLO
+1968, 09,   25096,  1968.7077,  320.33,   323.34,     320.35,   323.38,     320.33,   323.34, MLO
+1968, 10,   25126,  1968.7896,  320.25,   323.34,     320.41,   323.49,     320.25,   323.34, MLO
+1968, 11,   25157,  1968.8743,  321.32,   323.26,     321.71,   323.62,     321.32,   323.26, MLO
+1968, 12,   25187,  1968.9563,  322.89,   323.68,     322.98,   323.75,     322.89,   323.68, MLO
+1969, 01,   25218,  1969.0411,  324.00,   323.95,     323.96,   323.89,     324.00,   323.95, MLO
+1969, 02,   25249,  1969.1260,  324.42,   323.74,     324.71,   324.03,     324.42,   323.74, MLO
+1969, 03,   25277,  1969.2027,  325.63,   324.31,     325.50,   324.16,     325.63,   324.31, MLO
+1969, 04,   25308,  1969.2877,  326.66,   324.28,     326.70,   324.31,     326.66,   324.28, MLO
+1969, 05,   25338,  1969.3699,  327.38,   324.46,     327.36,   324.44,     327.38,   324.46, MLO
+1969, 06,   25369,  1969.4548,  326.71,   324.49,     326.77,   324.57,     326.71,   324.49, MLO
+1969, 07,   25399,  1969.5370,  325.88,   325.19,     325.35,   324.69,     325.88,   325.19, MLO
+1969, 08,   25430,  1969.6219,  323.66,   325.00,     323.43,   324.80,     323.66,   325.00, MLO
+1969, 09,   25461,  1969.7068,  322.38,   325.38,     321.88,   324.91,     322.38,   325.38, MLO
+1969, 10,   25491,  1969.7890,  321.78,   324.89,     321.90,   324.99,     321.78,   324.89, MLO
+1969, 11,   25522,  1969.8740,  322.85,   324.80,     323.16,   325.08,     322.85,   324.80, MLO
+1969, 12,   25552,  1969.9562,  324.11,   324.91,     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,   325.31,     326.01,   325.33,     325.99,   325.31, MLO
+1970, 03,   25642,  1970.2027,  326.93,   325.60,     326.74,   325.40,     326.93,   325.60, MLO
+1970, 04,   25673,  1970.2877,  328.13,   325.75,     327.88,   325.48,     328.13,   325.75, MLO
+1970, 05,   25703,  1970.3699,  328.08,   325.15,     328.48,   325.56,     328.08,   325.15, MLO
+1970, 06,   25734,  1970.4548,  327.67,   325.44,     327.84,   325.63,     327.67,   325.44, MLO
+1970, 07,   25764,  1970.5370,  326.34,   325.65,     326.37,   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,   326.12,     322.80,   325.84,     323.10,   326.12, MLO
+1970, 10,   25856,  1970.7890,  323.07,   326.18,     322.78,   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,  326.68,   326.01,     326.73,   326.05,     326.68,   326.01, MLO
+1971, 03,   26007,  1971.2027,  327.18,   325.85,     327.44,   326.09,     327.18,   325.85, MLO
+1971, 04,   26038,  1971.2877,  327.78,   325.39,     328.55,   326.14,     327.78,   325.39, MLO
+1971, 05,   26068,  1971.3699,  328.93,   325.99,     329.13,   326.20,     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,   326.66,     327.00,   326.33,     327.36,   326.66, MLO
+1971, 08,   26160,  1971.6219,  325.43,   326.77,     325.02,   326.41,     325.43,   326.77, MLO
+1971, 09,   26191,  1971.7068,  323.36,   326.39,     323.43,   326.48,     323.36,   326.39, MLO
+1971, 10,   26221,  1971.7890,  323.56,   326.69,     323.43,   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,     327.57,   326.88,     327.63,   326.96, MLO
+1972, 03,   26373,  1972.2049,  327.75,   326.39,     328.36,   326.98,     327.75,   326.39, MLO
+1972, 04,   26404,  1972.2896,  329.72,   327.30,     329.54,   327.10,     329.72,   327.30, MLO
+1972, 05,   26434,  1972.3716,  330.07,   327.13,     330.18,   327.23,     330.07,   327.13, MLO
+1972, 06,   26465,  1972.4563,  329.09,   326.87,     329.58,   327.39,     329.09,   326.87, MLO
+1972, 07,   26495,  1972.5383,  328.04,   327.37,     328.19,   327.55,     328.04,   327.37, MLO
+1972, 08,   26526,  1972.6230,  326.32,   327.70,     326.32,   327.73,     326.32,   327.70, 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,  329.57,   328.89,     329.62,   328.93,     329.57,   328.89, MLO
+1973, 03,   26738,  1973.2027,  330.31,   328.96,     330.46,   329.11,     330.31,   328.96, MLO
+1973, 04,   26769,  1973.2877,  331.50,   329.10,     331.72,   329.30,     331.50,   329.10, MLO
+1973, 05,   26799,  1973.3699,  332.48,   329.53,     332.43,   329.48,     332.48,   329.53, MLO
+1973, 06,   26830,  1973.4548,  332.08,   329.83,     331.86,   329.64,     332.08,   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,     328.49,   329.88,     329.31,   330.66, MLO
+1973, 09,   26922,  1973.7068,  327.52,   330.56,     326.90,   329.96,     327.52,   330.56, MLO
+1973, 10,   26952,  1973.7890,  327.19,   330.33,     326.88,   330.01,     327.19,   330.33, MLO
+1973, 11,   26983,  1973.8740,  328.17,   330.13,     328.10,   330.05,     328.17,   330.13, MLO
+1973, 12,   27013,  1973.9562,  328.65,   329.45,     329.29,   330.08,     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,   330.03,     330.82,   330.13,     330.71,   330.03, MLO
+1974, 03,   27103,  1974.2027,  331.49,   330.14,     331.51,   330.16,     331.49,   330.14, 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,   330.28,     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,   330.54,     327.34,   330.48,     327.38,   330.54, MLO
+1974, 11,   27348,  1974.8740,  328.46,   330.44,     328.58,   330.53,     328.46,   330.44, MLO
+1974, 12,   27378,  1974.9562,  329.58,   330.38,     329.81,   330.60,     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,  332.05,   330.70,     332.19,   330.83,     332.05,   330.70, MLO
+1975, 04,   27499,  1975.2877,  333.32,   330.89,     333.36,   330.92,     333.32,   330.89, MLO
+1975, 05,   27529,  1975.3699,  333.98,   331.01,     333.99,   331.02,     333.98,   331.01, 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,   331.43,     329.91,   331.31,     330.06,   331.43, MLO
+1975, 09,   27652,  1975.7068,  328.56,   331.63,     328.32,   331.40,     328.56,   331.63, MLO
+1975, 10,   27682,  1975.7890,  328.35,   331.51,     328.33,   331.48,     328.35,   331.51, MLO
+1975, 11,   27713,  1975.8740,  329.50,   331.48,     329.61,   331.57,     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,   331.89,     332.50,   331.81,     332.58,   331.89, MLO
+1976, 03,   27834,  1976.2049,  333.50,   332.13,     333.27,   331.88,     333.50,   332.13, MLO
+1976, 04,   27865,  1976.2896,  334.59,   332.14,     334.43,   331.96,     334.59,   332.14, MLO
+1976, 05,   27895,  1976.3716,  334.89,   331.91,     335.02,   332.04,     334.89,   331.91, MLO
+1976, 06,   27926,  1976.4563,  334.34,   332.10,     334.35,   332.12,     334.34,   332.10, MLO
+1976, 07,   27956,  1976.5383,  333.06,   332.38,     332.86,   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,     329.37,   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,     332.00,   332.79,     331.69,   332.50, MLO
+1977, 01,   28140,  1977.0411,  332.94,   332.88,     333.02,   332.95,     332.94,   332.88, MLO
+1977, 02,   28171,  1977.1260,  333.43,   332.74,     333.82,   333.12,     333.43,   332.74, MLO
+1977, 03,   28199,  1977.2027,  334.71,   333.36,     334.65,   333.28,     334.71,   333.36, MLO
+1977, 04,   28230,  1977.2877,  336.08,   333.64,     335.92,   333.47,     336.08,   333.64, MLO
+1977, 05,   28260,  1977.3699,  336.76,   333.77,     336.64,   333.65,     336.76,   333.77, MLO
+1977, 06,   28291,  1977.4548,  336.28,   334.00,     336.08,   333.83,     336.28,   334.00, 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,     332.76,   334.16,     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,   335.29,     336.51,   335.14,     336.65,   335.29, 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,     338.38,   335.38,     338.02,   335.02, MLO
+1978, 06,   28656,  1978.4548,  337.91,   335.63,     337.76,   335.50,     337.91,   335.63, MLO
+1978, 07,   28686,  1978.5370,  336.55,   335.84,     336.29,   335.61,     336.55,   335.84, MLO
+1978, 08,   28717,  1978.6219,  334.69,   336.07,     334.30,   335.71,     334.69,   336.07, MLO
+1978, 09,   28748,  1978.7068,  332.77,   335.86,     332.70,   335.81,     332.77,   335.86, MLO
+1978, 10,   28778,  1978.7890,  332.56,   335.75,     332.73,   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,   336.21,     336.24,   336.18, MLO
+1979, 02,   28901,  1979.1260,  336.77,   336.08,     337.02,   336.32,     336.77,   336.08, MLO
+1979, 03,   28929,  1979.2027,  337.97,   336.61,     337.81,   336.43,     337.97,   336.61, MLO
+1979, 04,   28960,  1979.2877,  338.89,   336.44,     339.02,   336.55,     338.89,   336.44, MLO
+1979, 05,   28990,  1979.3699,  339.48,   336.48,     339.69,   336.68,     339.48,   336.48, MLO
+1979, 06,   29021,  1979.4548,  339.30,   337.01,     339.09,   336.82,     339.30,   337.01, MLO
+1979, 07,   29051,  1979.5370,  337.74,   337.03,     337.63,   336.95,     337.74,   337.03, MLO
+1979, 08,   29082,  1979.6219,  336.10,   337.48,     335.68,   337.09,     336.10,   337.48, MLO
+1979, 09,   29113,  1979.7068,  333.93,   337.03,     334.12,   337.24,     333.93,   337.03, MLO
+1979, 10,   29143,  1979.7890,  333.87,   337.07,     334.20,   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,     337.93,   337.86,     338.03,   337.97, MLO
+1980, 02,   29266,  1980.1257,  338.37,   337.68,     338.73,   338.03,     338.37,   337.68, MLO
+1980, 03,   29295,  1980.2049,  340.09,   338.69,     339.60,   338.19,     340.09,   338.69, 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,   338.47,     341.51,   338.50,     341.48,   338.47, MLO
+1980, 06,   29387,  1980.4563,  341.19,   338.91,     340.90,   338.65,     341.19,   338.91, 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,     337.47,   338.91,     337.61,   339.02, MLO
+1980, 09,   29479,  1980.7077,  335.90,   339.02,     335.90,   339.04,     335.90,   339.02, MLO
+1980, 10,   29509,  1980.7896,  336.03,   339.23,     335.96,   339.15,     336.03,   339.23, MLO
+1980, 11,   29540,  1980.8743,  337.12,   339.12,     337.27,   339.26,     337.12,   339.12, MLO
+1980, 12,   29570,  1980.9563,  338.23,   339.05,     338.56,   339.36,     338.23,   339.05, MLO
+1981, 01,   29601,  1981.0411,  339.25,   339.19,     339.54,   339.46,     339.25,   339.19, MLO
+1981, 02,   29632,  1981.1260,  340.50,   339.80,     340.27,   339.57,     340.50,   339.80, MLO
+1981, 03,   29660,  1981.2027,  341.40,   340.03,     341.04,   339.65,     341.40,   340.03, MLO
+1981, 04,   29691,  1981.2877,  342.52,   340.06,     342.23,   339.75,     342.52,   340.06, MLO
+1981, 05,   29721,  1981.3699,  342.93,   339.91,     342.86,   339.83,     342.93,   339.91, 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,     340.69,   340.00,     340.50,   339.79, MLO
+1981, 08,   29813,  1981.6219,  338.45,   339.84,     338.67,   340.09,     338.45,   339.84, MLO
+1981, 09,   29844,  1981.7068,  336.71,   339.83,     337.05,   340.19,     336.71,   339.83, MLO
+1981, 10,   29874,  1981.7890,  336.88,   340.10,     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,     340.68,   340.61,     340.77,   340.71, MLO
+1982, 02,   29997,  1982.1260,  341.63,   340.94,     341.43,   340.72,     341.63,   340.94, MLO
+1982, 03,   30025,  1982.2027,  342.72,   341.34,     342.20,   340.81,     342.72,   341.34, MLO
+1982, 04,   30056,  1982.2877,  343.59,   341.12,     343.39,   340.90,     343.59,   341.12, MLO
+1982, 05,   30086,  1982.3699,  344.16,   341.12,     344.01,   340.98,     344.16,   341.12, MLO
+1982, 06,   30117,  1982.4548,  343.37,   341.06,     343.35,   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,   341.22,     339.79,   341.22,     339.83,   341.22, MLO
+1982, 09,   30209,  1982.7068,  338.00,   341.13,     338.16,   341.31,     338.00,   341.13, MLO
+1982, 10,   30239,  1982.7890,  337.88,   341.11,     338.19,   341.40,     337.88,   341.11, MLO
+1982, 11,   30270,  1982.8740,  339.28,   341.31,     339.52,   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,   341.84,     342.68,   341.97,     342.54,   341.84, MLO
+1983, 03,   30390,  1983.2027,  343.12,   341.74,     343.53,   342.14,     343.12,   341.74, MLO
+1983, 04,   30421,  1983.2877,  344.96,   342.48,     344.83,   342.33,     344.96,   342.48, MLO
+1983, 05,   30451,  1983.3699,  345.77,   342.73,     345.56,   342.52,     345.77,   342.73, MLO
+1983, 06,   30482,  1983.4548,  345.34,   343.02,     345.00,   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,     341.63,   343.06,     342.40,   343.79, MLO
+1983, 09,   30574,  1983.7068,  339.89,   343.02,     340.07,   343.23,     339.89,   343.02, MLO
+1983, 10,   30604,  1983.7890,  340.00,   343.24,     340.15,   343.38,     340.00,   343.24, 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,   343.92,     344.66,   343.96,     344.62,   343.92, MLO
+1984, 03,   30756,  1984.2049,  345.38,   343.98,     345.51,   344.08,     345.38,   343.98, MLO
+1984, 04,   30787,  1984.2896,  347.15,   344.64,     346.74,   344.21,     347.15,   344.64, MLO
+1984, 05,   30817,  1984.3716,  347.52,   344.47,     347.39,   344.34,     347.52,   344.47, 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,   344.78,     345.23,   344.57,     345.47,   344.78, MLO
+1984, 08,   30909,  1984.6230,  343.34,   344.77,     343.23,   344.69,     343.34,   344.77, 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,     341.69,   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
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+1986, 10,   31700,  1986.7890,  344.16,   347.42,     344.30,   347.56,     344.16,   347.42, MLO
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+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,   350.76,     351.10,   350.39,     351.47,   350.76, MLO
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+1988, 12,   32492,  1988.9563,  351.12,   351.96,     351.23,   352.05,     351.12,   351.96, MLO
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+1989, 02,   32554,  1989.1260,  352.86,   352.15,     353.01,   352.28,     352.86,   352.15, MLO
+1989, 03,   32582,  1989.2027,  353.48,   352.07,     353.80,   352.38,     353.48,   352.07, 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
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+1989, 09,   32766,  1989.7068,  349.61,   352.80,     349.78,   352.98,     349.61,   352.80, MLO
+1989, 10,   32796,  1989.7890,  349.79,   353.08,     349.80,   353.08,     349.79,   353.08, MLO
+1989, 11,   32827,  1989.8740,  351.10,   353.16,     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
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+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,   353.78,     355.01,   353.58,     355.19,   353.78, MLO
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+1990, 07,   33069,  1990.5370,  354.62,   353.89,     354.73,   354.03,     354.62,   353.89, MLO
+1990, 08,   33100,  1990.6219,  352.71,   354.14,     352.70,   354.16,     352.71,   354.14, MLO
+1990, 09,   33131,  1990.7068,  350.77,   353.97,     351.08,   354.30,     350.77,   353.97, MLO
+1990, 10,   33161,  1990.7890,  350.99,   354.29,     351.15,   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,     354.95,   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,     357.80,   355.25,     358.40,   355.86, MLO
+1991, 05,   33373,  1991.3699,  359.14,   356.02,     358.46,   355.34,     359.14,   356.02, MLO
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+1991, 07,   33434,  1991.5370,  355.98,   355.24,     356.19,   355.49,     355.98,   355.24, MLO
+1991, 08,   33465,  1991.6219,  353.81,   355.24,     354.08,   355.55,     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,   355.33,     352.36,   355.66,     352.02,   355.33, MLO
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+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,   355.73,     355.94,   355.87,     355.79,   355.73, MLO
+1992, 02,   33649,  1992.1257,  356.52,   355.81,     356.66,   355.94,     356.52,   355.81, MLO
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+1992, 04,   33709,  1992.2896,  358.95,   356.38,     358.65,   356.06,     358.95,   356.38, MLO
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+1992, 06,   33770,  1992.4563,  359.06,   356.70,     358.49,   356.16,     359.06,   356.70, MLO
+1992, 07,   33800,  1992.5383,  356.82,   356.11,     356.87,   356.20,     356.82,   356.11, MLO
+1992, 08,   33831,  1992.6230,  354.80,   356.26,     354.73,   356.23,     354.80,   356.26, MLO
+1992, 09,   33862,  1992.7077,  352.81,   356.03,     353.02,   356.26,     352.81,   356.03, MLO
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+1992, 12,   33953,  1992.9563,  355.20,   356.05,     355.54,   356.37,     355.20,   356.05, MLO
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+1993, 09,   34227,  1993.7068,  353.50,   356.73,     353.90,   357.14,     353.50,   356.73, MLO
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+1997, 08,   35657,  1997.6219,  362.39,   363.84,     362.41,   363.90,     362.39,   363.84, MLO
+1997, 09,   35688,  1997.7068,  360.08,   363.34,     360.82,   364.10,     360.08,   363.34, MLO
+1997, 10,   35718,  1997.7890,  360.67,   364.04,     360.96,   364.31,     360.67,   364.04, MLO
+1997, 11,   35749,  1997.8740,  362.32,   364.43,     362.47,   364.56,     362.32,   364.43, MLO
+1997, 12,   35779,  1997.9562,  364.17,   365.02,     363.96,   364.81,     364.17,   365.02, MLO
+1998, 01,   35810,  1998.0411,  365.22,   365.16,     365.15,   365.08,     365.22,   365.16, MLO
+1998, 02,   35841,  1998.1260,  366.04,   365.31,     366.09,   365.35,     366.04,   365.31, MLO
+1998, 03,   35869,  1998.2027,  367.20,   365.76,     367.06,   365.60,     367.20,   365.76, MLO
+1998, 04,   35900,  1998.2877,  368.50,   365.91,     368.48,   365.88,     368.50,   365.91, MLO
+1998, 05,   35930,  1998.3699,  369.19,   366.01,     369.31,   366.14,     369.19,   366.01, MLO
+1998, 06,   35961,  1998.4548,  368.77,   366.35,     368.79,   366.40,     368.77,   366.35, MLO
+1998, 07,   35991,  1998.5370,  367.53,   366.78,     367.36,   366.64,     367.53,   366.78, MLO
+1998, 08,   36022,  1998.6219,  365.67,   367.13,     365.38,   366.88,     365.67,   367.13, MLO
+1998, 09,   36053,  1998.7068,  363.80,   367.08,     363.80,   367.09,     363.80,   367.08, MLO
+1998, 10,   36083,  1998.7890,  364.13,   367.51,     363.92,   367.28,     364.13,   367.51, MLO
+1998, 11,   36114,  1998.8740,  365.36,   367.48,     365.37,   367.46,     365.36,   367.48, MLO
+1998, 12,   36144,  1998.9562,  366.87,   367.73,     366.77,   367.61,     366.87,   367.73, MLO
+1999, 01,   36175,  1999.0411,  368.05,   367.99,     367.82,   367.75,     368.05,   367.99, MLO
+1999, 02,   36206,  1999.1260,  368.77,   368.04,     368.60,   367.86,     368.77,   368.04, MLO
+1999, 03,   36234,  1999.2027,  369.49,   368.04,     369.41,   367.95,     369.49,   368.04, MLO
+1999, 04,   36265,  1999.2877,  371.04,   368.44,     370.65,   368.03,     371.04,   368.44, MLO
+1999, 05,   36295,  1999.3699,  370.90,   367.72,     371.29,   368.11,     370.90,   367.72, 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,     368.96,   368.24,     369.17,   368.41, MLO
+1999, 08,   36387,  1999.6219,  366.83,   368.29,     366.82,   368.31,     366.83,   368.29, MLO
+1999, 09,   36418,  1999.7068,  364.54,   367.82,     365.09,   368.39,     364.54,   367.82, MLO
+1999, 10,   36448,  1999.7890,  365.04,   368.43,     365.09,   368.47,     365.04,   368.43, MLO
+1999, 11,   36479,  1999.8740,  366.58,   368.70,     366.45,   368.55,     366.58,   368.70, 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
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+2000, 07,   36722,  2000.5383,  370.02,   369.30,     370.11,   369.41,     370.02,   369.30, MLO
+2000, 08,   36753,  2000.6230,  368.03,   369.52,     368.03,   369.56,     368.03,   369.52, MLO
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+2001, 01,   36906,  2001.0411,  370.20,   370.13,     370.32,   370.24,     370.20,   370.13, MLO
+2001, 02,   36937,  2001.1260,  371.42,   370.68,     371.11,   370.37,     371.42,   370.68, MLO
+2001, 03,   36965,  2001.2027,  372.04,   370.58,     371.94,   370.47,     372.04,   370.58, MLO
+2001, 04,   36996,  2001.2877,  372.78,   370.17,     373.22,   370.60,     372.78,   370.17, MLO
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+2001, 06,   37057,  2001.4548,  373.23,   370.79,     373.26,   370.85,     373.23,   370.79, MLO
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+2001, 09,   37149,  2001.7068,  367.88,   371.18,     367.96,   371.28,     367.88,   371.18, MLO
+2001, 10,   37179,  2001.7890,  368.01,   371.42,     368.04,   371.43,     368.01,   371.42, MLO
+2001, 11,   37210,  2001.8740,  369.60,   371.74,     369.48,   371.60,     369.60,   371.74, MLO
+2001, 12,   37240,  2001.9562,  371.16,   372.02,     370.91,   371.76,     371.16,   372.02, MLO
+2002, 01,   37271,  2002.0411,  372.36,   372.29,     372.00,   371.93,     372.36,   372.29, MLO
+2002, 02,   37302,  2002.1260,  373.00,   372.26,     372.85,   372.10,     373.00,   372.26, MLO
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+2002, 04,   37361,  2002.2877,  374.77,   372.16,     375.09,   372.45,     374.77,   372.16, MLO
+2002, 05,   37391,  2002.3699,  375.48,   372.27,     375.86,   372.65,     375.48,   372.27, MLO
+2002, 06,   37422,  2002.4548,  375.34,   372.89,     375.28,   372.86,     375.34,   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,   374.15,     371.87,   373.99,     372.01,   374.15, MLO
+2002, 12,   37605,  2002.9562,  373.71,   374.58,     373.36,   374.21,     373.71,   374.58, MLO
+2003, 01,   37636,  2003.0411,  374.61,   374.55,     374.51,   374.44,     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,   374.85,     376.04,   374.58, MLO
+2003, 04,   37726,  2003.2877,  377.58,   374.95,     377.71,   375.07,     377.58,   374.95, MLO
+2003, 05,   37756,  2003.3699,  378.28,   375.06,     378.49,   375.27,     378.28,   375.06, MLO
+2003, 06,   37787,  2003.4548,  378.07,   375.62,     377.90,   375.47,     378.07,   375.62, MLO
+2003, 07,   37817,  2003.5370,  376.54,   375.78,     376.39,   375.67,     376.54,   375.78, MLO
+2003, 08,   37848,  2003.6219,  374.42,   375.90,     374.34,   375.86,     374.42,   375.90, 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,   376.37,     372.79,   376.20,     372.94,   376.37, MLO
+2003, 11,   37940,  2003.8740,  374.29,   376.43,     374.24,   376.36,     374.29,   376.43, 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,     376.72,   376.65,     376.73,   376.66, MLO
+2004, 02,   38032,  2004.1257,  377.31,   376.57,     377.53,   376.78,     377.31,   376.57, MLO
+2004, 03,   38061,  2004.2049,  378.34,   376.85,     378.41,   376.90,     378.34,   376.85, MLO
+2004, 04,   38092,  2004.2896,  380.44,   377.78,     379.70,   377.02,     380.44,   377.78, MLO
+2004, 05,   38122,  2004.3716,  380.56,   377.33,     380.37,   377.14,     380.56,   377.33, 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,   377.33,     374.31,   377.67,     373.99,   377.33, MLO
+2004, 10,   38275,  2004.7896,  374.17,   377.60,     374.41,   377.83,     374.17,   377.60, MLO
+2004, 11,   38306,  2004.8743,  375.79,   377.94,     375.89,   378.01,     375.79,   377.94, MLO
+2004, 12,   38336,  2004.9563,  377.39,   378.27,     377.35,   378.20,     377.39,   378.27, MLO
+2005, 01,   38367,  2005.0411,  378.29,   378.22,     378.48,   378.41,     378.29,   378.22, MLO
+2005, 02,   38398,  2005.1260,  379.56,   378.81,     379.38,   378.62,     379.56,   378.81, 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,   379.38,     381.70,   379.04,     382.01,   379.38, MLO
+2005, 05,   38487,  2005.3699,  382.21,   378.97,     382.49,   379.26,     382.21,   378.97, MLO
+2005, 06,   38518,  2005.4548,  382.05,   379.59,     381.92,   379.48,     382.05,   379.59, MLO
+2005, 07,   38548,  2005.5370,  380.63,   379.87,     380.42,   379.69,     380.63,   379.87, MLO
+2005, 08,   38579,  2005.6219,  378.63,   380.12,     378.38,   379.90,     378.63,   380.12, MLO
+2005, 09,   38610,  2005.7068,  376.39,   379.72,     376.76,   380.11,     376.39,   379.72, MLO
+2005, 10,   38640,  2005.7890,  376.77,   380.21,     376.88,   380.31,     376.77,   380.21, MLO
+2005, 11,   38671,  2005.8740,  378.27,   380.43,     378.37,   380.51,     378.27,   380.43, MLO
+2005, 12,   38701,  2005.9562,  379.93,   380.80,     379.83,   380.70,     379.93,   380.80, MLO
+2006, 01,   38732,  2006.0411,  381.33,   381.27,     380.96,   380.88,     381.33,   381.27, MLO
+2006, 02,   38763,  2006.1260,  381.98,   381.24,     381.81,   381.05,     381.98,   381.24, MLO
+2006, 03,   38791,  2006.2027,  382.53,   381.06,     382.69,   381.20,     382.53,   381.06, MLO
+2006, 04,   38822,  2006.2877,  384.33,   381.68,     384.02,   381.36,     384.33,   381.68, MLO
+2006, 05,   38852,  2006.3699,  384.89,   381.64,     384.75,   381.51,     384.89,   381.64, MLO
+2006, 06,   38883,  2006.4548,  384.00,   381.52,     384.10,   381.65,     384.00,   381.52, MLO
+2006, 07,   38913,  2006.5370,  382.25,   381.48,     382.53,   381.79,     382.25,   381.48, MLO
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+2006, 09,   38975,  2006.7068,  378.77,   382.12,     378.73,   382.09,     378.77,   382.12, MLO
+2006, 10,   39005,  2006.7890,  379.03,   382.48,     378.79,   382.24,     379.03,   382.48, MLO
+2006, 11,   39036,  2006.8740,  380.11,   382.27,     380.25,   382.39,     380.11,   382.27, MLO
+2006, 12,   39066,  2006.9562,  381.63,   382.51,     381.67,   382.53,     381.63,   382.51, MLO
+2007, 01,   39097,  2007.0411,  382.55,   382.49,     382.76,   382.69,     382.55,   382.49, 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,   382.98,     384.31,   382.83, MLO
+2007, 04,   39187,  2007.2877,  386.20,   383.54,     385.82,   383.15,     386.20,   383.54, MLO
+2007, 05,   39217,  2007.3699,  386.38,   383.13,     386.56,   383.30,     386.38,   383.13, MLO
+2007, 06,   39248,  2007.4548,  385.85,   383.37,     385.92,   383.46,     385.85,   383.37, 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,     382.25,   383.78,     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,   384.30,     380.65,   384.10,     380.83,   384.30, MLO
+2007, 11,   39401,  2007.8740,  382.32,   384.49,     382.11,   384.26,     382.32,   384.49, MLO
+2007, 12,   39431,  2007.9562,  383.58,   384.46,     383.54,   384.41,     383.58,   384.46, MLO
+2008, 01,   39462,  2008.0410,  385.04,   384.98,     384.63,   384.55,     385.04,   384.98, 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,   384.05,     387.70,   384.99,     386.74,   384.05, MLO
+2008, 05,   39583,  2008.3716,  388.48,   385.22,     388.41,   385.15,     388.48,   385.22, MLO
+2008, 06,   39614,  2008.4563,  388.02,   385.56,     387.75,   385.32,     388.02,   385.56, MLO
+2008, 07,   39644,  2008.5383,  386.22,   385.48,     386.19,   385.48,     386.22,   385.48, MLO
+2008, 08,   39675,  2008.6230,  384.05,   385.58,     384.09,   385.65,     384.05,   385.58, MLO
+2008, 09,   39706,  2008.7077,  383.05,   386.43,     382.43,   385.82,     383.05,   386.43, MLO
+2008, 10,   39736,  2008.7896,  382.75,   386.22,     382.52,   385.97,     382.75,   386.22, MLO
+2008, 11,   39767,  2008.8743,  383.98,   386.15,     383.99,   386.13,     383.98,   386.15, MLO
+2008, 12,   39797,  2008.9563,  385.08,   385.97,     385.42,   386.28,     385.08,   385.97, MLO
+2009, 01,   39828,  2009.0411,  386.63,   386.56,     386.52,   386.44,     386.63,   386.56, MLO
+2009, 02,   39859,  2009.1260,  387.10,   386.35,     387.37,   386.60,     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,   386.88,     389.60,   386.92,     389.54,   386.88, MLO
+2009, 05,   39948,  2009.3699,  390.15,   386.87,     390.36,   387.09,     390.15,   386.87, MLO
+2009, 06,   39979,  2009.4548,  389.60,   387.11,     389.74,   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,   387.57,     386.12,   387.66,     386.06,   387.57, MLO
+2009, 09,   40071,  2009.7068,  384.64,   388.01,     384.48,   387.87,     384.64,   388.01, MLO
+2009, 10,   40101,  2009.7890,  384.32,   387.81,     384.62,   388.09,     384.32,   387.81, MLO
+2009, 11,   40132,  2009.8740,  386.05,   388.23,     386.15,   388.31,     386.05,   388.23, MLO
+2009, 12,   40162,  2009.9562,  387.48,   388.37,     387.66,   388.53,     387.48,   388.37, MLO
+2010, 01,   40193,  2010.0411,  388.55,   388.49,     388.84,   388.76,     388.55,   388.49, MLO
+2010, 02,   40224,  2010.1260,  390.08,   389.32,     389.75,   388.99,     390.08,   389.32, MLO
+2010, 03,   40252,  2010.2027,  391.02,   389.54,     390.69,   389.19,     391.02,   389.54, MLO
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+2010, 05,   40313,  2010.3699,  393.24,   389.95,     392.87,   389.59,     393.24,   389.95, MLO
+2010, 06,   40344,  2010.4548,  392.26,   389.76,     392.25,   389.78,     392.26,   389.76, MLO
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+2011, 01,   40558,  2011.0411,  391.33,   391.26,     390.95,   390.88,     391.33,   391.26, MLO
+2011, 02,   40589,  2011.1260,  391.96,   391.20,     391.78,   391.01,     391.96,   391.20, MLO
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+2011, 04,   40648,  2011.2877,  393.40,   390.72,     393.97,   391.27,     393.40,   390.72, MLO
+2011, 05,   40678,  2011.3699,  394.33,   391.04,     394.71,   391.42,     394.33,   391.04, MLO
+2011, 06,   40709,  2011.4548,  393.75,   391.24,     394.06,   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,     390.37,   391.92,     390.25,   391.75, MLO
+2011, 09,   40801,  2011.7068,  389.05,   392.44,     388.69,   392.10,     389.05,   392.44, MLO
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+2011, 11,   40862,  2011.8740,  390.30,   392.49,     390.29,   392.46,     390.30,   392.49, MLO
+2011, 12,   40892,  2011.9562,  391.86,   392.75,     391.77,   392.65,     391.86,   392.75, MLO
+2012, 01,   40923,  2012.0410,  393.13,   393.07,     392.91,   392.83,     393.13,   393.07, MLO
+2012, 02,   40954,  2012.1257,  393.42,   392.66,     393.79,   393.03,     393.42,   392.66, MLO
+2012, 03,   40983,  2012.2049,  394.43,   392.91,     394.75,   393.21,     394.43,   392.91, MLO
+2012, 04,   41014,  2012.2896,  396.51,   393.79,     396.15,   393.42,     396.51,   393.79, MLO
+2012, 05,   41044,  2012.3716,  396.96,   393.66,     396.92,   393.62,     396.96,   393.66, MLO
+2012, 06,   41075,  2012.4563,  395.97,   393.49,     396.31,   393.84,     395.97,   393.49, 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,     391.11,   394.54,     391.20,   394.62, MLO
+2012, 10,   41197,  2012.7896,  391.09,   394.60,     391.28,   394.77,     391.09,   394.60, MLO
+2012, 11,   41228,  2012.8743,  393.03,   395.22,     392.85,   395.02,     393.03,   395.22, 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,     395.56,   395.48,     395.69,   395.63, MLO
+2013, 02,   41320,  2013.1260,  396.94,   396.18,     396.48,   395.71,     396.94,   396.18, MLO
+2013, 03,   41348,  2013.2027,  397.36,   395.85,     397.43,   395.91,     397.36,   395.85, MLO
+2013, 04,   41379,  2013.2877,  398.44,   395.75,     398.84,   396.13,     398.44,   395.75, MLO
+2013, 05,   41409,  2013.3699,  400.06,   396.75,     399.63,   396.33,     400.06,   396.75, MLO
+2013, 06,   41440,  2013.4548,  398.96,   396.44,     399.02,   396.53,     398.96,   396.44, MLO
+2013, 07,   41470,  2013.5370,  397.45,   396.67,     397.47,   396.72,     397.45,   396.67, MLO
+2013, 08,   41501,  2013.6219,  395.48,   397.00,     395.36,   396.91,     395.48,   397.00, MLO
+2013, 09,   41532,  2013.7068,  393.47,   396.88,     393.67,   397.10,     393.47,   396.88, MLO
+2013, 10,   41562,  2013.7890,  393.77,   397.30,     393.77,   397.28,     393.77,   397.30, MLO
+2013, 11,   41593,  2013.8740,  395.27,   397.48,     395.28,   397.46,     395.27,   397.48, MLO
+2013, 12,   41623,  2013.9562,  396.90,   397.80,     396.75,   397.63,     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,     398.75,   397.98,     398.18,   397.42, MLO
+2014, 03,   41713,  2014.2027,  399.56,   398.06,     399.65,   398.13,     399.56,   398.06, MLO
+2014, 04,   41744,  2014.2877,  401.43,   398.73,     401.02,   398.30,     401.43,   398.73, MLO
+2014, 05,   41774,  2014.3699,  401.98,   398.66,     401.78,   398.46,     401.98,   398.66, MLO
+2014, 06,   41805,  2014.4548,  401.41,   398.89,     401.12,   398.62,     401.41,   398.89, MLO
+2014, 07,   41835,  2014.5370,  399.17,   398.38,     399.52,   398.77,     399.17,   398.38, MLO
+2014, 08,   41866,  2014.6219,  397.30,   398.82,     397.37,   398.93,     397.30,   398.82, MLO
+2014, 09,   41897,  2014.7068,  395.49,   398.90,     395.66,   399.10,     395.49,   398.90, MLO
+2014, 10,   41927,  2014.7890,  395.74,   399.27,     395.74,   399.26,     395.74,   399.27, MLO
+2014, 11,   41958,  2014.8740,  397.32,   399.53,     397.24,   399.42,     397.32,   399.53, MLO
+2014, 12,   41988,  2014.9562,  398.89,   399.79,     398.71,   399.59,     398.89,   399.79, MLO
+2015, 01,   42019,  2015.0411,  399.94,   399.88,     399.84,   399.76,     399.94,   399.88, MLO
+2015, 02,   42050,  2015.1260,  400.40,   399.63,     400.72,   399.94,     400.40,   399.63, MLO
+2015, 03,   42078,  2015.2027,  401.60,   400.09,     401.64,   400.11,     401.60,   400.09, MLO
+2015, 04,   42109,  2015.2877,  403.52,   400.81,     403.03,   400.30,     403.52,   400.81, MLO
+2015, 05,   42139,  2015.3699,  404.03,   400.71,     403.83,   400.50,     404.03,   400.71, MLO
+2015, 06,   42170,  2015.4548,  402.81,   400.28,     403.23,   400.72,     402.81,   400.28, 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,   400.86,     398.05,   401.50,     397.43,   400.86, MLO
+2015, 10,   42292,  2015.7890,  398.22,   401.76,     398.27,   401.79,     398.22,   401.76, MLO
+2015, 11,   42323,  2015.8740,  400.17,   402.39,     399.91,   402.11,     400.17,   402.39, MLO
+2015, 12,   42353,  2015.9562,  401.82,   402.72,     401.53,   402.41,     401.82,   402.72, MLO
+2016, 01,   42384,  2016.0410,  402.57,   402.50,     402.81,   402.73,     402.57,   402.50, MLO
+2016, 02,   42415,  2016.1257,  404.10,   403.33,     403.81,   403.04,     404.10,   403.33, MLO
+2016, 03,   42444,  2016.2049,  404.79,   403.25,     404.87,   403.31,     404.79,   403.25, MLO
+2016, 04,   42475,  2016.2896,  407.48,   404.74,     406.36,   403.60,     407.48,   404.74, MLO
+2016, 05,   42505,  2016.3716,  407.60,   404.26,     407.18,   403.85,     407.60,   404.26, MLO
+2016, 06,   42536,  2016.4563,  406.94,   404.43,     406.58,   404.09,     406.94,   404.43, MLO
+2016, 07,   42566,  2016.5383,  404.43,   403.67,     405.03,   404.31,     404.43,   403.67, MLO
+2016, 08,   42597,  2016.6230,  402.16,   403.72,     402.94,   404.53,     402.16,   403.72, MLO
+2016, 09,   42628,  2016.7077,  400.94,   404.39,     401.29,   404.75,     400.94,   404.39, MLO
+2016, 10,   42658,  2016.7896,  401.43,   404.97,     401.43,   404.96,     401.43,   404.97, MLO
+2016, 11,   42689,  2016.8743,  403.57,   405.79,     402.98,   405.17,     403.57,   405.79, MLO
+2016, 12,   42719,  2016.9563,  404.49,   405.39,     404.48,   405.37,     404.49,   405.39, MLO
+2017, 01,   42750,  2017.0411,  406.00,   405.93,     405.64,   405.56,     406.00,   405.93, MLO
+2017, 02,   42781,  2017.1260,  406.57,   405.80,     406.52,   405.74,     406.57,   405.80, MLO
+2017, 03,   42809,  2017.2027,  406.99,   405.47,     407.43,   405.90,     406.99,   405.47, MLO
+2017, 04,   42840,  2017.2877,  408.88,   406.16,     408.81,   406.07,     408.88,   406.16, MLO
+2017, 05,   42870,  2017.3699,  409.84,   406.49,     409.58,   406.23,     409.84,   406.49, MLO
+2017, 06,   42901,  2017.4548,  409.04,   406.50,     408.91,   406.39,     409.04,   406.50, MLO
+2017, 07,   42931,  2017.5370,  407.14,   406.35,     407.30,   406.55,     407.14,   406.35, MLO
+2017, 08,   42962,  2017.6219,  405.19,   406.73,     405.13,   406.70,     405.19,   406.73, MLO
+2017, 09,   42993,  2017.7068,  403.20,   406.65,     403.39,   406.86,     403.20,   406.65, MLO
+2017, 10,   43023,  2017.7890,  403.56,   407.12,     403.46,   407.01,     403.56,   407.12, MLO
+2017, 11,   43054,  2017.8740,  405.10,   407.33,     404.96,   407.17,     405.10,   407.33, 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,     407.55,   407.47,     407.98,   407.91, MLO
+2018, 02,   43146,  2018.1260,  408.35,   407.58,     408.41,   407.63,     408.35,   407.58, MLO
+2018, 03,   43174,  2018.2027,  409.21,   407.69,     409.32,   407.78,     409.21,   407.69, MLO
+2018, 04,   43205,  2018.2877,  410.23,   407.50,     410.71,   407.96,     410.23,   407.50, MLO
+2018, 05,   43235,  2018.3699,  411.23,   407.88,     411.51,   408.16,     411.23,   407.88, MLO
+2018, 06,   43266,  2018.4548,  410.81,   408.26,     410.90,   408.37,     410.81,   408.26, MLO
+2018, 07,   43296,  2018.5370,  408.83,   408.04,     409.36,   408.60,     408.83,   408.04, MLO
+2018, 08,   43327,  2018.6219,  407.02,   408.56,     407.28,   408.86,     407.02,   408.56, MLO
+2018, 09,   43358,  2018.7068,  405.53,   408.99,     405.65,   409.12,     405.53,   408.99, MLO
+2018, 10,   43388,  2018.7890,  405.93,   409.50,     405.83,   409.39,     405.93,   409.50, MLO
+2018, 11,   43419,  2018.8740,  408.05,   410.29,     407.45,   409.66,     408.05,   410.29, MLO
+2018, 12,   43449,  2018.9562,  409.16,   410.07,     409.02,   409.92,     409.16,   410.07, MLO
+2019, 01,   43480,  2019.0411,  410.85,   410.78,     410.25,   410.17,     410.85,   410.78, MLO
+2019, 02,   43511,  2019.1260,  411.58,   410.81,     411.20,   410.42,     411.58,   410.81, MLO
+2019, 03,   43539,  2019.2027,  411.90,   410.38,     412.17,   410.63,     411.90,   410.38, MLO
+2019, 04,   43570,  2019.2877,  413.46,   410.73,     413.62,   410.86,     413.46,   410.73, MLO
+2019, 05,   43600,  2019.3699,  414.75,   411.39,     414.44,   411.08,     414.75,   411.39, MLO
+2019, 06,   43631,  2019.4548,  413.89,   411.34,     413.83,   411.30,     413.89,   411.34, MLO
+2019, 07,   43661,  2019.5370,  411.79,   411.00,     412.27,   411.51,     411.79,   411.00, MLO
+2019, 08,   43692,  2019.6219,  410.02,   411.56,     410.15,   411.73,     410.02,   411.56, MLO
+2019, 09,   43723,  2019.7068,  408.48,   411.94,     408.47,   411.96,     408.48,   411.94, MLO
+2019, 10,   43753,  2019.7890,  408.40,   411.97,     408.61,   412.17,     408.40,   411.97, MLO
+2019, 11,   43784,  2019.8740,  410.16,   412.40,     410.18,   412.40,     410.16,   412.40, MLO
+2019, 12,   43814,  2019.9562,  411.81,   412.72,     411.72,   412.61,     411.81,   412.72, MLO
+2020, 01,   43845,  2020.0410,  413.32,   413.25,     412.90,   412.83,     413.32,   413.25, MLO
+2020, 02,   43876,  2020.1257,  414.04,   413.27,     413.82,   413.04,     414.04,   413.27, MLO
+2020, 03,   43905,  2020.2049,  414.44,   412.89,     414.80,   413.23,     414.44,   412.89, MLO
+2020, 04,   43936,  2020.2896,  416.11,   413.33,     416.23,   413.43,     416.11,   413.33, MLO
+2020, 05,   43966,  2020.3716,  417.16,   413.79,     417.00,   413.63,     417.16,   413.79, MLO
+2020, 06,   43997,  2020.4563,  416.29,   413.75,     416.35,   413.83,     416.29,   413.75, MLO
+2020, 07,   44027,  2020.5383,  414.43,   413.66,     414.76,   414.03,     414.43,   413.66, MLO
+2020, 08,   44058,  2020.6230,  412.52,   414.10,     412.61,   414.23,     412.52,   414.10, MLO
+2020, 09,   44089,  2020.7077,  411.17,   414.65,     410.92,   414.42,     411.17,   414.65, MLO
+2020, 10,   44119,  2020.7896,  411.12,   414.70,     411.04,   414.61,     411.12,   414.70, MLO
+2020, 11,   44150,  2020.8743,  412.89,   415.13,     412.58,   414.80,     412.89,   415.13, MLO
+2020, 12,   44180,  2020.9563,  413.88,   414.80,     414.08,   414.98,     413.88,   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,  416.47,   415.69,     416.12,   415.33,     416.47,   415.69, MLO
+2021, 03,   44270,  2021.2027,  417.10,   415.56,     417.04,   415.49,     417.10,   415.56, MLO
+2021, 04,   44301,  2021.2877,  418.26,   415.51,     418.43,   415.66,     418.26,   415.51, MLO
+2021, 05,   44331,  2021.3699,  418.95,   415.57,     419.21,   415.83,     418.95,   415.57, MLO
+2021, 06,   44362,  2021.4548,  418.70,   416.12,     418.55,   416.00,     418.70,   416.12, MLO
+2021, 07,   44392,  2021.5370,  416.66,   415.86,     416.94,   416.18,     416.66,   415.86, MLO
+2021, 08,   44423,  2021.6219,  414.38,   415.93,     414.77,   416.36,     414.38,   415.93, MLO
+2021, 09,   44454,  2021.7068,  412.93,   416.42,     413.05,   416.55,     412.93,   416.42, MLO
+2021, 10,   44484,  2021.7890,  413.52,   417.12,     413.15,   416.73,     413.52,   417.12, MLO
+2021, 11,   44515,  2021.8740,  414.81,   417.06,     414.69,   416.92,     414.81,   417.06, MLO
+2021, 12,   44545,  2021.9562,  416.43,   417.35,     416.18,   417.08,     416.43,   417.35, MLO
+2022, 01,   44576,  2022.0411,  418.01,   417.94,     417.33,   417.25,     418.01,   417.94, MLO
+2022, 02,   44607,  2022.1260,  418.99,   418.21,     418.19,   417.40,     418.99,   418.21, MLO
+2022, 03,   44635,  2022.2027,  418.45,   416.91,     419.09,   417.54,     418.45,   416.91, MLO
+2022, 04,   44666,  2022.2877,  420.01,   417.25,     420.47,   417.69,     420.01,   417.25, MLO
+2022, 05,   44696,  2022.3699,  420.78,   417.39,     421.23,   417.84,     420.78,   417.39, MLO
+2022, 06,   44727,  2022.4548,  420.68,   418.10,     420.56,   418.01,     420.68,   418.10, MLO
+2022, 07,   44757,  2022.5370,  418.71,   417.91,     418.94,   418.18,     418.71,   417.91, MLO
+2022, 08,   44788,  2022.6219,  416.75,   418.30,     416.77,   418.36,     416.75,   418.30, MLO
+2022, 09,   44819,  2022.7068,  415.42,   418.91,     415.04,   418.55,     415.42,   418.91, MLO
+2022, 10,   44849,  2022.7890,  415.31,   418.92,     415.15,   418.74,     415.31,   418.92, MLO
+2022, 11,   44880,  2022.8740,  417.03,   419.29,     416.71,   418.95,     417.03,   419.29, MLO
+2022, 12,   44910,  2022.9562,  418.46,   419.38,     418.25,   419.15,     418.46,   419.38, MKO
+2023, 01,   44941,  2023.0411,  419.13,   419.06,     419.45,   419.37,     419.13,   419.06, MKO
+2023, 02,   44972,  2023.1260,  420.33,   419.55,     420.40,   419.61,     420.33,   419.55, MKO
+2023, 03,   45000,  2023.2027,  420.51,   418.97,     421.39,   419.83,     420.51,   418.97, MLO
+2023, 04,   45031,  2023.2877,  422.73,   419.96,     422.89,   420.10,     422.73,   419.96, MLO
+2023, 05,   45061,  2023.3699,  423.78,   420.38,     423.77,   420.37,     423.78,   420.38, MLO
+2023, 06,   45092,  2023.4548,  423.39,   420.81,     423.23,   420.66,     423.39,   420.81, MLO
+2023, 07,   45122,  2023.5370,  421.62,   420.82,     421.73,   420.96,     421.62,   420.82, MLO
+2023, 08,   45153,  2023.6219,  419.56,   421.12,     419.67,   421.27,     419.56,   421.12, MLO
+2023, 09,   45184,  2023.7068,  418.06,   421.56,     418.06,   421.58,     418.06,   421.56, MLO
+2023, 10,   45214,  2023.7890,  418.41,   422.02,     418.28,   421.88,     418.41,   422.02, MLO
+2023, 11,   45245,  2023.8740,  420.11,   422.38,     419.95,   422.19,     420.11,   422.38, MLO
+2023, 12,   45275,  2023.9562,  421.65,   422.57,     421.58,   422.48,     421.65,   422.57, MLO
+2024, 01,   45306,  2024.0410,  422.62,   422.55,     422.85,   422.77,     422.62,   422.55, MLO
+2024, 02,   45337,  2024.1257,  424.34,   423.56,     423.85,   423.06,     424.34,   423.56, MLO
+2024, 03,   45366,  2024.2049,  425.22,   423.65,     424.91,   423.31,     425.22,   423.65, MLO
+2024, 04,   45397,  2024.2896,  426.30,   423.50,     426.41,   423.58,     426.30,   423.50, MLO
+2024, 05,   45427,  2024.3716,  426.70,   423.29,     427.25,   423.84,     426.70,   423.29, MLO
+2024, 06,   45458,  2024.4563,  426.63,   424.06,     426.65,   424.11,     426.63,   424.06, MLO
+2024, 07,   45488,  2024.5383,  425.40,   424.62,     425.10,   424.36,     425.40,   424.62, MLO
+2024, 08,   45519,  2024.6230,  422.71,   424.30,     423.00,   424.63,     422.71,   424.30, MLO
+2024, 09,   45550,  2024.7077,  421.60,   425.12,     -99.99,   -99.99,     421.60,   425.12, MLO
+2024, 10,   45580,  2024.7896,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2024, 11,   45611,  2024.8743,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2024, 12,   45641,  2024.9563,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
-- 
2.18.1