From 7d710a87762d0e2e5b804532905c58afc7bd0d85 Mon Sep 17 00:00:00 2001
From: ec0b1fac51f03b1290b33b81eefb77c3
 <ec0b1fac51f03b1290b33b81eefb77c3@app-learninglab.inria.fr>
Date: Mon, 22 Sep 2025 12:24:13 +0000
Subject: [PATCH] no commit message

---
 module3/exo3/exercice_fr.ipynb           | 669 ++++++++++++++++-
 module3/exo3/incidence-PAY-3.csv         | 880 +++++++++++++++++++++++
 module3/exo3/monthly_in_situ_co2_mlo.csv | 880 +++++++++++++++++++++++
 3 files changed, 2426 insertions(+), 3 deletions(-)
 create mode 100644 module3/exo3/incidence-PAY-3.csv
 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 0bbbe37..a27c9e2 100644
--- a/module3/exo3/exercice_fr.ipynb
+++ b/module3/exo3/exercice_fr.ipynb
@@ -1,5 +1,669 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Concentration de CO2 dans l'atmosphère depuis 1958"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "hideCode": true
+   },
+   "source": [
+    "Ce notebook montre la concetration de CO2 dans l'atmosphère depuis 1958 et fait une extrapolation sur les années à venir.\n",
+    "\n",
+    "Ce notebook a été exécuté pour la dernière fois le :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2025-09-22 12:23:52.398459\n"
+     ]
+    }
+   ],
+   "source": [
+    "import datetime\n",
+    "print(datetime.datetime.now())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importation des modules"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import os\n",
+    "import requests\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from sklearn.preprocessing import PolynomialFeatures\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.pipeline import make_pipeline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importation des données"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Yr</th>\n",
+       "      <th>Mn</th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Date</th>\n",
+       "      <th>CO2</th>\n",
+       "      <th>seasonally</th>\n",
+       "      <th>fit</th>\n",
+       "      <th>seasonally</th>\n",
+       "      <th>CO2</th>\n",
+       "      <th>seasonally</th>\n",
+       "      <th>Sta</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>adjusted</td>\n",
+       "      <td></td>\n",
+       "      <td>adjusted fit</td>\n",
+       "      <td>filled</td>\n",
+       "      <td>adjusted filled</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>Excel</td>\n",
+       "      <td></td>\n",
+       "      <td>[ppm]</td>\n",
+       "      <td>[ppm]</td>\n",
+       "      <td>[ppm]</td>\n",
+       "      <td>[ppm]</td>\n",
+       "      <td>[ppm]</td>\n",
+       "      <td>[ppm]</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>01</td>\n",
+       "      <td>21200</td>\n",
+       "      <td>1958.0411</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>02</td>\n",
+       "      <td>21231</td>\n",
+       "      <td>1958.1260</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>03</td>\n",
+       "      <td>21259</td>\n",
+       "      <td>1958.2027</td>\n",
+       "      <td>315.71</td>\n",
+       "      <td>314.43</td>\n",
+       "      <td>316.20</td>\n",
+       "      <td>314.91</td>\n",
+       "      <td>315.71</td>\n",
+       "      <td>314.43</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Yr   Mn      Date         Date       CO2  seasonally          fit  \\\n",
+       "0                                                adjusted                \n",
+       "1                Excel                  [ppm]      [ppm]         [ppm]   \n",
+       "2  1958   01     21200    1958.0411    -99.99      -99.99       -99.99   \n",
+       "3  1958   02     21231    1958.1260    -99.99      -99.99       -99.99   \n",
+       "4  1958   03     21259    1958.2027    315.71      314.43       316.20   \n",
+       "\n",
+       "     seasonally           CO2       seasonally   Sta  \n",
+       "0  adjusted fit        filled  adjusted filled   NaN  \n",
+       "1         [ppm]         [ppm]            [ppm]   NaN  \n",
+       "2        -99.99        -99.99           -99.99   MLO  \n",
+       "3        -99.99        -99.99           -99.99   MLO  \n",
+       "4        314.91        315.71           314.43   MLO  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filename = \"monthly_in_situ_co2_mlo.csv\"\n",
+    "\n",
+    "if filename not in os.listdir():\n",
+    "    response = requests.get(data_url)\n",
+    "    \n",
+    "    with open(filename, \"wb\") as f:\n",
+    "        f.write(response.content)\n",
+    "    \n",
+    "raw_data = pd.read_csv(filename, skiprows=61, sep=\",\", na_values=-99.99)\n",
+    "raw_data.head(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Nettoyage des données"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "raw_data.columns = [\"Yr\",\"Mn\",\"Date_excel\",\"Date\",\"CO2\",\"seasonally_adjusted\",\"fit\",\"seasonally_adjusted_fit\",\"CO2_filled\",\"seasonally_adjusted_filled\",\"Sta\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Yr</th>\n",
+       "      <th>Mn</th>\n",
+       "      <th>Date_excel</th>\n",
+       "      <th>Date</th>\n",
+       "      <th>CO2</th>\n",
+       "      <th>seasonally_adjusted</th>\n",
+       "      <th>fit</th>\n",
+       "      <th>seasonally_adjusted_fit</th>\n",
+       "      <th>CO2_filled</th>\n",
+       "      <th>seasonally_adjusted_filled</th>\n",
+       "      <th>Sta</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>01</td>\n",
+       "      <td>21200</td>\n",
+       "      <td>1958.0411</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>02</td>\n",
+       "      <td>21231</td>\n",
+       "      <td>1958.1260</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>-99.99</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>03</td>\n",
+       "      <td>21259</td>\n",
+       "      <td>1958.2027</td>\n",
+       "      <td>315.71</td>\n",
+       "      <td>314.43</td>\n",
+       "      <td>316.20</td>\n",
+       "      <td>314.91</td>\n",
+       "      <td>315.71</td>\n",
+       "      <td>314.43</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>04</td>\n",
+       "      <td>21290</td>\n",
+       "      <td>1958.2877</td>\n",
+       "      <td>317.45</td>\n",
+       "      <td>315.15</td>\n",
+       "      <td>317.31</td>\n",
+       "      <td>314.99</td>\n",
+       "      <td>317.45</td>\n",
+       "      <td>315.15</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>05</td>\n",
+       "      <td>21320</td>\n",
+       "      <td>1958.3699</td>\n",
+       "      <td>317.51</td>\n",
+       "      <td>314.68</td>\n",
+       "      <td>317.89</td>\n",
+       "      <td>315.07</td>\n",
+       "      <td>317.51</td>\n",
+       "      <td>314.68</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Yr   Mn Date_excel         Date       CO2 seasonally_adjusted  \\\n",
+       "2  1958   01      21200    1958.0411    -99.99              -99.99   \n",
+       "3  1958   02      21231    1958.1260    -99.99              -99.99   \n",
+       "4  1958   03      21259    1958.2027    315.71              314.43   \n",
+       "5  1958   04      21290    1958.2877    317.45              315.15   \n",
+       "6  1958   05      21320    1958.3699    317.51              314.68   \n",
+       "\n",
+       "           fit seasonally_adjusted_fit   CO2_filled  \\\n",
+       "2       -99.99                  -99.99       -99.99   \n",
+       "3       -99.99                  -99.99       -99.99   \n",
+       "4       316.20                  314.91       315.71   \n",
+       "5       317.31                  314.99       317.45   \n",
+       "6       317.89                  315.07       317.51   \n",
+       "\n",
+       "  seasonally_adjusted_filled   Sta  \n",
+       "2                     -99.99   MLO  \n",
+       "3                     -99.99   MLO  \n",
+       "4                     314.43   MLO  \n",
+       "5                     315.15   MLO  \n",
+       "6                     314.68   MLO  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data = raw_data.drop([0,1])\n",
+    "raw_data.head(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Yr</th>\n",
+       "      <th>Mn</th>\n",
+       "      <th>Date_excel</th>\n",
+       "      <th>Date</th>\n",
+       "      <th>CO2</th>\n",
+       "      <th>seasonally_adjusted</th>\n",
+       "      <th>fit</th>\n",
+       "      <th>seasonally_adjusted_fit</th>\n",
+       "      <th>CO2_filled</th>\n",
+       "      <th>seasonally_adjusted_filled</th>\n",
+       "      <th>Sta</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>03</td>\n",
+       "      <td>21259</td>\n",
+       "      <td>1958.2027</td>\n",
+       "      <td>315.71</td>\n",
+       "      <td>314.43</td>\n",
+       "      <td>316.20</td>\n",
+       "      <td>314.91</td>\n",
+       "      <td>315.71</td>\n",
+       "      <td>314.43</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>04</td>\n",
+       "      <td>21290</td>\n",
+       "      <td>1958.2877</td>\n",
+       "      <td>317.45</td>\n",
+       "      <td>315.15</td>\n",
+       "      <td>317.31</td>\n",
+       "      <td>314.99</td>\n",
+       "      <td>317.45</td>\n",
+       "      <td>315.15</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>05</td>\n",
+       "      <td>21320</td>\n",
+       "      <td>1958.3699</td>\n",
+       "      <td>317.51</td>\n",
+       "      <td>314.68</td>\n",
+       "      <td>317.89</td>\n",
+       "      <td>315.07</td>\n",
+       "      <td>317.51</td>\n",
+       "      <td>314.68</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>07</td>\n",
+       "      <td>21381</td>\n",
+       "      <td>1958.5370</td>\n",
+       "      <td>315.87</td>\n",
+       "      <td>315.20</td>\n",
+       "      <td>315.85</td>\n",
+       "      <td>315.22</td>\n",
+       "      <td>315.87</td>\n",
+       "      <td>315.20</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>1958</td>\n",
+       "      <td>08</td>\n",
+       "      <td>21412</td>\n",
+       "      <td>1958.6219</td>\n",
+       "      <td>314.93</td>\n",
+       "      <td>316.23</td>\n",
+       "      <td>313.95</td>\n",
+       "      <td>315.29</td>\n",
+       "      <td>314.93</td>\n",
+       "      <td>316.23</td>\n",
+       "      <td>MLO</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Yr   Mn Date_excel         Date     CO2  seasonally_adjusted     fit  \\\n",
+       "4  1958   03      21259    1958.2027  315.71               314.43  316.20   \n",
+       "5  1958   04      21290    1958.2877  317.45               315.15  317.31   \n",
+       "6  1958   05      21320    1958.3699  317.51               314.68  317.89   \n",
+       "8  1958   07      21381    1958.5370  315.87               315.20  315.85   \n",
+       "9  1958   08      21412    1958.6219  314.93               316.23  313.95   \n",
+       "\n",
+       "   seasonally_adjusted_fit  CO2_filled  seasonally_adjusted_filled   Sta  \n",
+       "4                   314.91      315.71                      314.43   MLO  \n",
+       "5                   314.99      317.45                      315.15   MLO  \n",
+       "6                   315.07      317.51                      314.68   MLO  \n",
+       "8                   315.22      315.87                      315.20   MLO  \n",
+       "9                   315.29      314.93                      316.23   MLO  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "for col in [\"CO2\",\"seasonally_adjusted\",\"fit\",\"seasonally_adjusted_fit\",\"CO2_filled\",\"seasonally_adjusted_filled\"]:\n",
+    "    raw_data[col] = raw_data[col].astype(float)\n",
+    "    \n",
+    "clean_data = raw_data[~raw_data.eq(-99.99).any(axis=1)]\n",
+    "clean_data.head(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Premier graphique de la concentration de CO2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "co2_data = clean_data.dropna(subset=[\"CO2\"]).copy()\n",
+    "co2_data[\"date\"] = pd.to_datetime(dict(year=clean_data[\"Yr\"], month=clean_data[\"Mn\"], day=15))\n",
+    "\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "plt.plot(co2_data[\"date\"], co2_data[\"CO2_filled\"], label=\"CO₂ concentration (ppm)\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"CO₂ (ppm)\")\n",
+    "plt.title(\"Monthly CO₂ concentration at Mauna Loa\")\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Modèle de prediction pour extrapoler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Préparation des variables\n",
+    "X = co2_data[\"date\"].map(pd.Timestamp.toordinal).values.reshape(-1, 1)  # dates en nombres\n",
+    "y = co2_data[\"CO2\"].values\n",
+    "\n",
+    "# Modèle polynomial (ordre 3 par exemple)\n",
+    "degree = 3\n",
+    "model = make_pipeline(PolynomialFeatures(degree), LinearRegression())\n",
+    "model.fit(X, y)\n",
+    "\n",
+    "# Prédictions sur données existantes\n",
+    "y_pred = model.predict(X)\n",
+    "\n",
+    "# Prédictions futures (20 ans)\n",
+    "last_date = co2_data[\"date\"].max()\n",
+    "future_dates = pd.date_range(start=last_date, periods=12*20, freq=\"M\")\n",
+    "X_future = future_dates.map(pd.Timestamp.toordinal).values.reshape(-1, 1)\n",
+    "y_future = model.predict(X_future)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 6))\n",
+    "plt.plot(co2_data[\"date\"], y, label=\"Observed CO₂\")\n",
+    "plt.plot(co2_data[\"date\"], y_pred, label=f\"Polynomial trend (deg={degree})\", color=\"orange\")\n",
+    "plt.plot(future_dates, y_future, label=\"Future prediction\", color=\"red\", linestyle=\"--\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"CO₂ (ppm)\")\n",
+    "plt.title(\"Polynomial regression model of CO₂ at Mauna Loa\")\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Coefficients de la regression :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Coefficients: [ 0.00000000e+00 -1.32833320e-13 -9.66139988e-08  9.14194538e-14]\n",
+      "Intercept: 16290.44586886284\n"
+     ]
+    }
+   ],
+   "source": [
+    "linreg = model.named_steps[\"linearregression\"]\n",
+    "\n",
+    "# Coefficients\n",
+    "print(\"Coefficients:\", linreg.coef_)\n",
+    "print(\"Intercept:\", linreg.intercept_)"
+   ]
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +680,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-
diff --git a/module3/exo3/incidence-PAY-3.csv b/module3/exo3/incidence-PAY-3.csv
new file mode 100644
index 0000000..f845e75
--- /dev/null
+++ b/module3/exo3/incidence-PAY-3.csv
@@ -0,0 +1,880 @@
+"-------------------------------------------------------------------------------------------"
+" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements                "
+" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m      "
+" Since December 2022 sampling has temporarily been relocated to MaunuaKea, Hawaii          "
+" Latitude 19.8°N Longitude 155.5°W Elevation 4145m      "
+"                                                                                           "
+" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher                   "
+" Scripps CO2 Program ( http://scrippsco2.ucsd.edu )                                        "
+" Scripps Institution of Oceanography (SIO)                                                 "
+" University of California                                                                  "
+" La Jolla, California USA 92093-0244                                                       "
+"                                                                                           "
+" Status of data and correspondence:                                                        "
+"                                                                                           "
+" These data are subject to revision based on recalibration of standard gases. Questions    "
+" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker"
+" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program.            "
+"                                                                                           "
+" Baseline data in this file through 09-Aug-2025 from archive dated 11-Aug-2025 17:08:37    "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" Please cite as:                                                                           "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and   "
+" oceans from 1978 to 2000.  I. Global aspects, SIO Reference Series, No. 01-06, Scripps    "
+" Institution of Oceanography, San Diego, 88 pages, 2001.                                   "
+"                                                                                           "
+" If it is necessary to cite a peer-reviewed article, please cite as:                       "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and       "
+" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113,       "
+" in "A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems",     "
+" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag,                 "
+" New York, 2005.                                                                           "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" The data file below contains 10 columns.  Columns 1-4 give the dates in several redundant "
+" formats. Column 5 below gives monthly Mauna Loa CO2 concentrations in micro-mol CO2 per   "
+" mole (ppm), reported on the 2012 SIO manometric mole fraction scale.  This is the        "
+" standard version of the data most often sought.  The monthly values have been adjusted    "
+" to 24:00 hours on the 15th of each month.  Column 6 gives the same data after a seasonal  "
+" adjustment to remove the quasi-regular seasonal cycle.  The adjustment involves           "
+" subtracting from the data a 4-harmonic fit with a linear gain factor.  Column 7 is a      "
+" smoothed version of the data generated from a stiff cubic spline function plus 4-harmonic "
+" functions with linear gain.  Column 8 is the same smoothed version with the seasonal      "
+" cycle removed.  Column 9 is identical to Column 5 except that the missing values from     "
+" Column 5 have been filled with values from Column 7.  Column 10 is identical to Column 6  "
+" except missing values have been filled with values from Column 8.  Missing values are     "
+" denoted by -99.99                                                                         "
+"                                                 "
+" Column 11 is the 3-digit sampling station identifier.  MLO refers to the Mauna Loa Observatory."
+" MKO refers the summit of nearby Maunakea. MKO data are used to a fill a gap created by the 2022"
+" eruption of Mauna Loa, which led to the shutdown measurements by the Scripps CO2 program at MLO"
+" from Dec 2022 through Feb 2023"
+"                                                                                           "
+" CO2 concentrations are measured on the '12' calibration scale                             "
+"                                                                                           "
+  Yr, Mn,    Date,      Date,     CO2,seasonally,        fit,  seasonally,      CO2, seasonally, Sta
+    ,   ,        ,          ,        ,  adjusted,           ,adjusted fit,   filled,adjusted filled
+    ,   ,   Excel,          ,   [ppm],    [ppm] ,      [ppm],    [ppm],       [ppm],    [ppm]
+1958, 01,   21200,  1958.0411,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+1958, 02,   21231,  1958.1260,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+1958, 03,   21259,  1958.2027,  315.71,   314.43,     316.20,   314.91,     315.71,   314.43, MLO
+1958, 04,   21290,  1958.2877,  317.45,   315.15,     317.31,   314.99,     317.45,   315.15, MLO
+1958, 05,   21320,  1958.3699,  317.51,   314.68,     317.89,   315.07,     317.51,   314.68, MLO
+1958, 06,   21351,  1958.4548,  -99.99,   -99.99,     317.27,   315.14,     317.27,   315.14, MLO
+1958, 07,   21381,  1958.5370,  315.87,   315.20,     315.85,   315.22,     315.87,   315.20, MLO
+1958, 08,   21412,  1958.6219,  314.93,   316.23,     313.95,   315.29,     314.93,   316.23, MLO
+1958, 09,   21443,  1958.7068,  313.21,   316.12,     312.42,   315.35,     313.21,   316.12, MLO
+1958, 10,   21473,  1958.7890,  -99.99,   -99.99,     312.41,   315.41,     312.41,   315.41, MLO
+1958, 11,   21504,  1958.8740,  313.33,   315.21,     313.60,   315.46,     313.33,   315.21, MLO
+1958, 12,   21534,  1958.9562,  314.67,   315.43,     314.77,   315.52,     314.67,   315.43, MLO
+1959, 01,   21565,  1959.0411,  315.58,   315.52,     315.64,   315.57,     315.58,   315.52, MLO
+1959, 02,   21596,  1959.1260,  316.49,   315.83,     316.30,   315.64,     316.49,   315.83, MLO
+1959, 03,   21624,  1959.2027,  316.65,   315.37,     317.00,   315.70,     316.65,   315.37, MLO
+1959, 04,   21655,  1959.2877,  317.72,   315.41,     318.10,   315.77,     317.72,   315.41, MLO
+1959, 05,   21685,  1959.3699,  318.29,   315.46,     318.69,   315.85,     318.29,   315.46, MLO
+1959, 06,   21716,  1959.4548,  318.15,   316.00,     318.08,   315.94,     318.15,   316.00, MLO
+1959, 07,   21746,  1959.5370,  316.54,   315.87,     316.67,   316.03,     316.54,   315.87, MLO
+1959, 08,   21777,  1959.6219,  314.79,   316.10,     314.79,   316.13,     314.79,   316.10, MLO
+1959, 09,   21808,  1959.7068,  313.84,   316.76,     313.28,   316.22,     313.84,   316.76, MLO
+1959, 10,   21838,  1959.7890,  313.33,   316.35,     313.31,   316.31,     313.33,   316.35, MLO
+1959, 11,   21869,  1959.8740,  314.81,   316.69,     314.53,   316.40,     314.81,   316.69, MLO
+1959, 12,   21899,  1959.9562,  315.58,   316.35,     315.72,   316.48,     315.58,   316.35, MLO
+1960, 01,   21930,  1960.0410,  316.43,   316.37,     316.63,   316.56,     316.43,   316.37, MLO
+1960, 02,   21961,  1960.1257,  316.98,   316.33,     317.30,   316.64,     316.98,   316.33, MLO
+1960, 03,   21990,  1960.2049,  317.58,   316.27,     318.04,   316.71,     317.58,   316.27, MLO
+1960, 04,   22021,  1960.2896,  319.03,   316.69,     319.14,   316.79,     319.03,   316.69, MLO
+1960, 05,   22051,  1960.3716,  320.03,   317.19,     319.70,   316.86,     320.03,   317.19, MLO
+1960, 06,   22082,  1960.4563,  319.58,   317.44,     319.05,   316.92,     319.58,   317.44, MLO
+1960, 07,   22112,  1960.5383,  318.18,   317.54,     317.59,   316.98,     318.18,   317.54, MLO
+1960, 08,   22143,  1960.6230,  315.90,   317.24,     315.65,   317.02,     315.90,   317.24, MLO
+1960, 09,   22174,  1960.7077,  314.17,   317.11,     314.09,   317.05,     314.17,   317.11, MLO
+1960, 10,   22204,  1960.7896,  313.83,   316.85,     314.07,   317.08,     313.83,   316.85, MLO
+1960, 11,   22235,  1960.8743,  315.00,   316.89,     315.25,   317.12,     315.00,   316.89, MLO
+1960, 12,   22265,  1960.9563,  316.19,   316.96,     316.40,   317.16,     316.19,   316.96, MLO
+1961, 01,   22296,  1961.0411,  316.89,   316.83,     317.28,   317.21,     316.89,   316.83, MLO
+1961, 02,   22327,  1961.1260,  317.70,   317.05,     317.94,   317.27,     317.70,   317.05, MLO
+1961, 03,   22355,  1961.2027,  318.54,   317.25,     318.64,   317.34,     318.54,   317.25, MLO
+1961, 04,   22386,  1961.2877,  319.48,   317.15,     319.76,   317.42,     319.48,   317.15, MLO
+1961, 05,   22416,  1961.3699,  320.58,   317.73,     320.36,   317.50,     320.58,   317.73, MLO
+1961, 06,   22447,  1961.4548,  319.77,   317.60,     319.74,   317.59,     319.77,   317.60, MLO
+1961, 07,   22477,  1961.5370,  318.56,   317.89,     318.32,   317.68,     318.56,   317.89, MLO
+1961, 08,   22508,  1961.6219,  316.79,   318.10,     316.42,   317.77,     316.79,   318.10, MLO
+1961, 09,   22539,  1961.7068,  314.99,   317.93,     314.89,   317.85,     314.99,   317.93, MLO
+1961, 10,   22569,  1961.7890,  315.31,   318.34,     314.90,   317.92,     315.31,   318.34, MLO
+1961, 11,   22600,  1961.8740,  316.10,   318.00,     316.12,   317.99,     316.10,   318.00, MLO
+1961, 12,   22630,  1961.9562,  317.01,   317.78,     317.30,   318.06,     317.01,   317.78, MLO
+1962, 01,   22661,  1962.0411,  317.94,   317.88,     318.20,   318.13,     317.94,   317.88, MLO
+1962, 02,   22692,  1962.1260,  318.55,   317.89,     318.86,   318.19,     318.55,   317.89, MLO
+1962, 03,   22720,  1962.2027,  319.68,   318.39,     319.57,   318.26,     319.68,   318.39, MLO
+1962, 04,   22751,  1962.2877,  320.57,   318.24,     320.67,   318.32,     320.57,   318.24, MLO
+1962, 05,   22781,  1962.3699,  321.02,   318.15,     321.25,   318.39,     321.02,   318.15, MLO
+1962, 06,   22812,  1962.4548,  320.62,   318.45,     320.60,   318.45,     320.62,   318.45, MLO
+1962, 07,   22842,  1962.5370,  319.62,   318.94,     319.15,   318.50,     319.62,   318.94, MLO
+1962, 08,   22873,  1962.6219,  317.40,   318.72,     317.21,   318.56,     317.40,   318.72, MLO
+1962, 09,   22904,  1962.7068,  316.24,   319.19,     315.64,   318.60,     316.24,   319.19, MLO
+1962, 10,   22934,  1962.7890,  315.42,   318.46,     315.61,   318.64,     315.42,   318.46, MLO
+1962, 11,   22965,  1962.8740,  316.69,   318.59,     316.80,   318.68,     316.69,   318.59, MLO
+1962, 12,   22995,  1962.9562,  317.70,   318.47,     317.96,   318.72,     317.70,   318.47, MLO
+1963, 01,   23026,  1963.0411,  318.74,   318.68,     318.84,   318.77,     318.74,   318.68, MLO
+1963, 02,   23057,  1963.1260,  319.07,   318.41,     319.48,   318.81,     319.07,   318.41, MLO
+1963, 03,   23085,  1963.2027,  319.86,   318.56,     320.17,   318.86,     319.86,   318.56, MLO
+1963, 04,   23116,  1963.2877,  321.38,   319.04,     321.26,   318.91,     321.38,   319.04, MLO
+1963, 05,   23146,  1963.3699,  322.24,   319.37,     321.83,   318.96,     322.24,   319.37, MLO
+1963, 06,   23177,  1963.4548,  321.49,   319.30,     321.18,   319.02,     321.49,   319.30, MLO
+1963, 07,   23207,  1963.5370,  319.74,   319.07,     319.71,   319.06,     319.74,   319.07, MLO
+1963, 08,   23238,  1963.6219,  317.77,   319.09,     317.75,   319.11,     317.77,   319.09, MLO
+1963, 09,   23269,  1963.7068,  316.21,   319.17,     316.18,   319.15,     316.21,   319.17, MLO
+1963, 10,   23299,  1963.7890,  315.99,   319.04,     316.15,   319.19,     315.99,   319.04, MLO
+1963, 11,   23330,  1963.8740,  317.07,   318.98,     317.35,   319.24,     317.07,   318.98, MLO
+1963, 12,   23360,  1963.9562,  318.35,   319.13,     318.52,   319.28,     318.35,   319.13, MLO
+1964, 01,   23391,  1964.0410,  319.57,   319.51,     319.40,   319.33,     319.57,   319.51, MLO
+1964, 02,   23422,  1964.1257,  -99.99,   -99.99,     320.04,   319.37,     320.04,   319.37, MLO
+1964, 03,   23451,  1964.2049,  -99.99,   -99.99,     320.76,   319.41,     320.76,   319.41, MLO
+1964, 04,   23482,  1964.2896,  -99.99,   -99.99,     321.84,   319.46,     321.84,   319.46, MLO
+1964, 05,   23512,  1964.3716,  322.25,   319.37,     322.37,   319.49,     322.25,   319.37, MLO
+1964, 06,   23543,  1964.4563,  321.90,   319.73,     321.68,   319.53,     321.90,   319.73, MLO
+1964, 07,   23573,  1964.5383,  320.44,   319.79,     320.18,   319.56,     320.44,   319.79, MLO
+1964, 08,   23604,  1964.6230,  318.69,   320.04,     318.20,   319.59,     318.69,   320.04, MLO
+1964, 09,   23635,  1964.7077,  316.71,   319.68,     316.62,   319.61,     316.71,   319.68, MLO
+1964, 10,   23665,  1964.7896,  316.87,   319.93,     316.58,   319.62,     316.87,   319.93, MLO
+1964, 11,   23696,  1964.8743,  317.68,   319.59,     317.75,   319.64,     317.68,   319.59, MLO
+1964, 12,   23726,  1964.9563,  318.71,   319.49,     318.90,   319.66,     318.71,   319.49, MLO
+1965, 01,   23757,  1965.0411,  319.44,   319.38,     319.76,   319.69,     319.44,   319.38, MLO
+1965, 02,   23788,  1965.1260,  320.44,   319.78,     320.40,   319.73,     320.44,   319.78, MLO
+1965, 03,   23816,  1965.2027,  320.89,   319.58,     321.10,   319.78,     320.89,   319.58, MLO
+1965, 04,   23847,  1965.2877,  322.13,   319.79,     322.21,   319.84,     322.13,   319.79, MLO
+1965, 05,   23877,  1965.3699,  322.17,   319.28,     322.80,   319.91,     322.17,   319.28, MLO
+1965, 06,   23908,  1965.4548,  321.88,   319.68,     322.18,   320.01,     321.88,   319.68, MLO
+1965, 07,   23938,  1965.5370,  321.21,   320.53,     320.76,   320.11,     321.21,   320.53, MLO
+1965, 08,   23969,  1965.6219,  318.87,   320.19,     318.85,   320.22,     318.87,   320.19, MLO
+1965, 09,   24000,  1965.7068,  317.82,   320.79,     317.34,   320.33,     317.82,   320.79, MLO
+1965, 10,   24030,  1965.7890,  317.30,   320.37,     317.38,   320.44,     317.30,   320.37, MLO
+1965, 11,   24061,  1965.8740,  318.87,   320.79,     318.65,   320.55,     318.87,   320.79, MLO
+1965, 12,   24091,  1965.9562,  319.42,   320.20,     319.90,   320.67,     319.42,   320.20, MLO
+1966, 01,   24122,  1966.0411,  320.62,   320.56,     320.86,   320.78,     320.62,   320.56, MLO
+1966, 02,   24153,  1966.1260,  321.60,   320.93,     321.58,   320.90,     321.60,   320.93, MLO
+1966, 03,   24181,  1966.2027,  322.39,   321.08,     322.33,   321.01,     322.39,   321.08, MLO
+1966, 04,   24212,  1966.2877,  323.70,   321.34,     323.49,   321.12,     323.70,   321.34, MLO
+1966, 05,   24242,  1966.3699,  324.08,   321.18,     324.12,   321.22,     324.08,   321.18, MLO
+1966, 06,   24273,  1966.4548,  323.75,   321.55,     323.50,   321.32,     323.75,   321.55, MLO
+1966, 07,   24303,  1966.5370,  322.37,   321.69,     322.05,   321.40,     322.37,   321.69, MLO
+1966, 08,   24334,  1966.6219,  320.36,   321.69,     320.12,   321.48,     320.36,   321.69, MLO
+1966, 09,   24365,  1966.7068,  318.64,   321.62,     318.55,   321.55,     318.64,   321.62, MLO
+1966, 10,   24395,  1966.7890,  318.10,   321.18,     318.55,   321.62,     318.10,   321.18, MLO
+1966, 11,   24426,  1966.8740,  319.78,   321.71,     319.78,   321.68,     319.78,   321.71, MLO
+1966, 12,   24456,  1966.9562,  321.02,   321.81,     320.98,   321.74,     321.02,   321.81, MLO
+1967, 01,   24487,  1967.0411,  322.33,   322.27,     321.87,   321.80,     322.33,   322.27, MLO
+1967, 02,   24518,  1967.1260,  322.50,   321.83,     322.54,   321.86,     322.50,   321.83, MLO
+1967, 03,   24546,  1967.2027,  323.03,   321.72,     323.24,   321.91,     323.03,   321.72, MLO
+1967, 04,   24577,  1967.2877,  324.41,   322.05,     324.34,   321.96,     324.41,   322.05, MLO
+1967, 05,   24607,  1967.3699,  325.00,   322.09,     324.92,   322.02,     325.00,   322.09, MLO
+1967, 06,   24638,  1967.4548,  324.09,   321.89,     324.27,   322.08,     324.09,   321.89, MLO
+1967, 07,   24668,  1967.5370,  322.54,   321.86,     322.79,   322.14,     322.54,   321.86, MLO
+1967, 08,   24699,  1967.6219,  320.92,   322.25,     320.84,   322.21,     320.92,   322.25, MLO
+1967, 09,   24730,  1967.7068,  319.25,   322.25,     319.27,   322.28,     319.25,   322.25, MLO
+1967, 10,   24760,  1967.7890,  319.39,   322.48,     319.27,   322.35,     319.39,   322.48, MLO
+1967, 11,   24791,  1967.8740,  320.73,   322.66,     320.51,   322.42,     320.73,   322.66, MLO
+1967, 12,   24821,  1967.9562,  321.96,   322.74,     321.73,   322.50,     321.96,   322.74, MLO
+1968, 01,   24852,  1968.0410,  322.57,   322.51,     322.65,   322.57,     322.57,   322.51, MLO
+1968, 02,   24883,  1968.1257,  323.15,   322.48,     323.33,   322.65,     323.15,   322.48, MLO
+1968, 03,   24912,  1968.2049,  323.89,   322.55,     324.09,   322.74,     323.89,   322.55, MLO
+1968, 04,   24943,  1968.2896,  325.02,   322.62,     325.24,   322.83,     325.02,   322.62, MLO
+1968, 05,   24973,  1968.3716,  325.57,   322.66,     325.84,   322.93,     325.57,   322.66, MLO
+1968, 06,   25004,  1968.4563,  325.36,   323.17,     325.21,   323.04,     325.36,   323.17, MLO
+1968, 07,   25034,  1968.5383,  324.14,   323.48,     323.77,   323.14,     324.14,   323.48, MLO
+1968, 08,   25065,  1968.6230,  322.11,   323.47,     321.86,   323.26,     322.11,   323.47, MLO
+1968, 09,   25096,  1968.7077,  320.33,   323.34,     320.35,   323.38,     320.33,   323.34, MLO
+1968, 10,   25126,  1968.7896,  320.25,   323.34,     320.41,   323.49,     320.25,   323.34, MLO
+1968, 11,   25157,  1968.8743,  321.32,   323.26,     321.71,   323.62,     321.32,   323.26, MLO
+1968, 12,   25187,  1968.9563,  322.89,   323.68,     322.98,   323.75,     322.89,   323.68, MLO
+1969, 01,   25218,  1969.0411,  324.00,   323.94,     323.96,   323.89,     324.00,   323.94, MLO
+1969, 02,   25249,  1969.1260,  324.41,   323.74,     324.71,   324.03,     324.41,   323.74, MLO
+1969, 03,   25277,  1969.2027,  325.63,   324.31,     325.50,   324.16,     325.63,   324.31, MLO
+1969, 04,   25308,  1969.2877,  326.66,   324.28,     326.70,   324.30,     326.66,   324.28, MLO
+1969, 05,   25338,  1969.3699,  327.38,   324.46,     327.36,   324.44,     327.38,   324.46, MLO
+1969, 06,   25369,  1969.4548,  326.71,   324.49,     326.77,   324.57,     326.71,   324.49, MLO
+1969, 07,   25399,  1969.5370,  325.88,   325.19,     325.35,   324.69,     325.88,   325.19, MLO
+1969, 08,   25430,  1969.6219,  323.66,   325.01,     323.42,   324.80,     323.66,   325.01, MLO
+1969, 09,   25461,  1969.7068,  322.38,   325.39,     321.88,   324.91,     322.38,   325.39, MLO
+1969, 10,   25491,  1969.7890,  321.78,   324.89,     321.90,   324.99,     321.78,   324.89, MLO
+1969, 11,   25522,  1969.8740,  322.85,   324.80,     323.16,   325.08,     322.85,   324.80, MLO
+1969, 12,   25552,  1969.9562,  324.11,   324.90,     324.39,   325.16,     324.11,   324.90, MLO
+1970, 01,   25583,  1970.0411,  325.06,   325.00,     325.32,   325.24,     325.06,   325.00, MLO
+1970, 02,   25614,  1970.1260,  325.99,   325.31,     326.01,   325.33,     325.99,   325.31, MLO
+1970, 03,   25642,  1970.2027,  326.93,   325.60,     326.74,   325.40,     326.93,   325.60, MLO
+1970, 04,   25673,  1970.2877,  328.13,   325.75,     327.88,   325.48,     328.13,   325.75, MLO
+1970, 05,   25703,  1970.3699,  328.08,   325.15,     328.49,   325.56,     328.08,   325.15, MLO
+1970, 06,   25734,  1970.4548,  327.67,   325.44,     327.84,   325.63,     327.67,   325.44, MLO
+1970, 07,   25764,  1970.5370,  326.34,   325.65,     326.36,   325.70,     326.34,   325.65, MLO
+1970, 08,   25795,  1970.6219,  324.68,   326.03,     324.39,   325.77,     324.68,   326.03, MLO
+1970, 09,   25826,  1970.7068,  323.10,   326.12,     322.80,   325.83,     323.10,   326.12, MLO
+1970, 10,   25856,  1970.7890,  323.06,   326.18,     322.78,   325.89,     323.06,   326.18, MLO
+1970, 11,   25887,  1970.8740,  324.01,   325.96,     324.00,   325.93,     324.01,   325.96, MLO
+1970, 12,   25917,  1970.9562,  325.13,   325.92,     325.19,   325.97,     325.13,   325.92, MLO
+1971, 01,   25948,  1971.0411,  326.17,   326.11,     326.08,   326.01,     326.17,   326.11, MLO
+1971, 02,   25979,  1971.1260,  326.68,   326.01,     326.74,   326.05,     326.68,   326.01, MLO
+1971, 03,   26007,  1971.2027,  327.18,   325.85,     327.43,   326.09,     327.18,   325.85, MLO
+1971, 04,   26038,  1971.2877,  327.78,   325.39,     328.55,   326.14,     327.78,   325.39, MLO
+1971, 05,   26068,  1971.3699,  328.93,   325.99,     329.14,   326.20,     328.93,   325.99, MLO
+1971, 06,   26099,  1971.4548,  328.57,   326.34,     328.48,   326.27,     328.57,   326.34, MLO
+1971, 07,   26129,  1971.5370,  327.36,   326.67,     326.99,   326.33,     327.36,   326.67, MLO
+1971, 08,   26160,  1971.6219,  325.43,   326.78,     325.02,   326.40,     325.43,   326.78, MLO
+1971, 09,   26191,  1971.7068,  323.36,   326.39,     323.43,   326.48,     323.36,   326.39, MLO
+1971, 10,   26221,  1971.7890,  323.56,   326.69,     323.44,   326.55,     323.56,   326.69, MLO
+1971, 11,   26252,  1971.8740,  324.80,   326.75,     324.69,   326.62,     324.80,   326.75, MLO
+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,   327.11,     329.72,   327.30, MLO
+1972, 05,   26434,  1972.3716,  330.07,   327.12,     330.18,   327.24,     330.07,   327.12, MLO
+1972, 06,   26465,  1972.4563,  329.09,   326.87,     329.59,   327.39,     329.09,   326.87, MLO
+1972, 07,   26495,  1972.5383,  328.04,   327.38,     328.18,   327.55,     328.04,   327.38, MLO
+1972, 08,   26526,  1972.6230,  326.32,   327.70,     326.31,   327.73,     326.32,   327.70, MLO
+1972, 09,   26557,  1972.7077,  324.84,   327.89,     324.86,   327.92,     324.84,   327.89, MLO
+1972, 10,   26587,  1972.7896,  325.20,   328.33,     325.00,   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,   328.88,     329.62,   328.93,     329.57,   328.88, MLO
+1973, 03,   26738,  1973.2027,  330.30,   328.97,     330.46,   329.11,     330.30,   328.97, MLO
+1973, 04,   26769,  1973.2877,  331.50,   329.10,     331.72,   329.30,     331.50,   329.10, MLO
+1973, 05,   26799,  1973.3699,  332.48,   329.52,     332.43,   329.47,     332.48,   329.52, MLO
+1973, 06,   26830,  1973.4548,  332.08,   329.83,     331.86,   329.63,     332.08,   329.83, MLO
+1973, 07,   26860,  1973.5370,  330.87,   330.18,     330.43,   329.77,     330.87,   330.18, MLO
+1973, 08,   26891,  1973.6219,  329.31,   330.67,     328.48,   329.88,     329.31,   330.67, MLO
+1973, 09,   26922,  1973.7068,  327.52,   330.57,     326.89,   329.96,     327.52,   330.57, MLO
+1973, 10,   26952,  1973.7890,  327.19,   330.33,     326.88,   330.01,     327.19,   330.33, MLO
+1973, 11,   26983,  1973.8740,  328.17,   330.13,     328.10,   330.05,     328.17,   330.13, MLO
+1973, 12,   27013,  1973.9562,  328.65,   329.45,     329.29,   330.08,     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,     333.20,   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,   330.49,     330.99,   330.32,     331.18,   330.49, MLO
+1974, 08,   27256,  1974.6219,  329.40,   330.76,     328.98,   330.38,     329.40,   330.76, MLO
+1974, 09,   27287,  1974.7068,  327.44,   330.50,     327.35,   330.43,     327.44,   330.50, MLO
+1974, 10,   27317,  1974.7890,  327.38,   330.53,     327.34,   330.48,     327.38,   330.53, MLO
+1974, 11,   27348,  1974.8740,  328.46,   330.44,     328.58,   330.54,     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,  332.04,   330.70,     332.19,   330.83,     332.04,   330.70, MLO
+1975, 04,   27499,  1975.2877,  333.32,   330.89,     333.36,   330.92,     333.32,   330.89, MLO
+1975, 05,   27529,  1975.3699,  333.98,   331.00,     333.99,   331.02,     333.98,   331.00, MLO
+1975, 06,   27560,  1975.4548,  333.62,   331.36,     333.36,   331.12,     333.62,   331.36, MLO
+1975, 07,   27590,  1975.5370,  331.91,   331.21,     331.88,   331.21,     331.91,   331.21, MLO
+1975, 08,   27621,  1975.6219,  330.06,   331.43,     329.90,   331.31,     330.06,   331.43, MLO
+1975, 09,   27652,  1975.7068,  328.56,   331.63,     328.31,   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,   332.13,     334.34,   332.10, MLO
+1976, 07,   27956,  1976.5383,  333.06,   332.39,     332.85,   332.21,     333.06,   332.39, MLO
+1976, 08,   27987,  1976.6230,  330.95,   332.35,     330.87,   332.31,     330.95,   332.35, MLO
+1976, 09,   28018,  1976.7077,  329.31,   332.40,     329.31,   332.41,     329.31,   332.40, MLO
+1976, 10,   28048,  1976.7896,  328.95,   332.11,     329.37,   332.52,     328.95,   332.11, MLO
+1976, 11,   28079,  1976.8743,  330.32,   332.30,     330.70,   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,   333.76,     336.64,   333.65,     336.76,   333.76, 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,   334.23,     334.67,   334.00,     334.93,   334.23, MLO
+1977, 08,   28352,  1977.6219,  332.76,   334.14,     332.75,   334.16,     332.76,   334.14, MLO
+1977, 09,   28383,  1977.7068,  331.60,   334.69,     331.22,   334.32,     331.60,   334.69, MLO
+1977, 10,   28413,  1977.7890,  331.17,   334.35,     331.30,   334.47,     331.17,   334.35, MLO
+1977, 11,   28444,  1977.8740,  332.41,   334.40,     332.64,   334.61,     332.41,   334.40, MLO
+1977, 12,   28474,  1977.9562,  333.86,   334.67,     333.96,   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,   334.70,     335.72,   335.02,     335.40,   334.70, MLO
+1978, 03,   28564,  1978.2027,  336.65,   335.29,     336.51,   335.14,     336.65,   335.29, MLO
+1978, 04,   28595,  1978.2877,  337.76,   335.32,     337.72,   335.27,     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,   335.85,     336.28,   335.61,     336.55,   335.85, 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,   335.74,     332.73,   335.90,     332.56,   335.74, MLO
+1978, 11,   28809,  1978.8740,  333.93,   335.93,     334.03,   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,   336.56,     338.89,   336.44, MLO
+1979, 05,   28990,  1979.3699,  339.48,   336.47,     339.69,   336.68,     339.48,   336.47, MLO
+1979, 06,   29021,  1979.4548,  339.30,   337.01,     339.09,   336.82,     339.30,   337.01, MLO
+1979, 07,   29051,  1979.5370,  337.74,   337.04,     337.63,   336.95,     337.74,   337.04, MLO
+1979, 08,   29082,  1979.6219,  336.10,   337.48,     335.68,   337.10,     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,   337.39,     333.87,   337.07, MLO
+1979, 11,   29174,  1979.8740,  335.30,   337.30,     335.56,   337.54,     335.30,   337.30, MLO
+1979, 12,   29204,  1979.9562,  336.74,   337.56,     336.90,   337.70,     336.74,   337.56, MLO
+1980, 01,   29235,  1980.0410,  338.03,   337.97,     337.94,   337.86,     338.03,   337.97, MLO
+1980, 02,   29266,  1980.1257,  338.37,   337.67,     338.73,   338.03,     338.37,   337.67, MLO
+1980, 03,   29295,  1980.2049,  340.09,   338.70,     339.59,   338.19,     340.09,   338.70, MLO
+1980, 04,   29326,  1980.2896,  340.78,   338.30,     340.85,   338.35,     340.78,   338.30, MLO
+1980, 05,   29356,  1980.3716,  341.48,   338.47,     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,     339.43,   338.78,     339.57,   338.89, MLO
+1980, 08,   29448,  1980.6230,  337.61,   339.03,     337.46,   338.91,     337.61,   339.03, 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,     337.28,   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,   339.90,     342.86,   339.83,     342.93,   339.90, MLO
+1981, 06,   29752,  1981.4548,  342.27,   339.97,     342.20,   339.92,     342.27,   339.97, MLO
+1981, 07,   29782,  1981.5370,  340.50,   339.79,     340.68,   340.00,     340.50,   339.79, MLO
+1981, 08,   29813,  1981.6219,  338.45,   339.84,     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,   340.09,     337.08,   340.29,     336.88,   340.09, MLO
+1981, 11,   29905,  1981.8740,  338.38,   340.39,     338.41,   340.40,     338.38,   340.39, MLO
+1981, 12,   29935,  1981.9562,  339.63,   340.45,     339.70,   340.50,     339.63,   340.45, MLO
+1982, 01,   29966,  1982.0411,  340.77,   340.71,     340.69,   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,     344.02,   340.98,     344.16,   341.12, MLO
+1982, 06,   30117,  1982.4548,  343.37,   341.06,     343.35,   341.06,     343.37,   341.06, MLO
+1982, 07,   30147,  1982.5370,  342.07,   341.36,     341.82,   341.14,     342.07,   341.36, MLO
+1982, 08,   30178,  1982.6219,  339.83,   341.23,     339.79,   341.22,     339.83,   341.23, 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,   341.41,     337.88,   341.11, MLO
+1982, 11,   30270,  1982.8740,  339.28,   341.30,     339.53,   341.52,     339.28,   341.30, MLO
+1982, 12,   30300,  1982.9562,  340.51,   341.33,     340.85,   341.65,     340.51,   341.33, MLO
+1983, 01,   30331,  1983.0411,  341.40,   341.33,     341.88,   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,   343.03,     345.00,   342.71,     345.34,   343.03, MLO
+1983, 07,   30512,  1983.5370,  344.00,   343.28,     343.57,   342.89,     344.00,   343.28, MLO
+1983, 08,   30543,  1983.6219,  342.40,   343.80,     341.62,   343.06,     342.40,   343.80, MLO
+1983, 09,   30574,  1983.7068,  339.89,   343.02,     340.07,   343.22,     339.89,   343.02, MLO
+1983, 10,   30604,  1983.7890,  340.01,   343.24,     340.15,   343.38,     340.01,   343.24, MLO
+1983, 11,   30635,  1983.8740,  341.16,   343.18,     341.53,   343.53,     341.16,   343.18, MLO
+1983, 12,   30665,  1983.9562,  342.99,   343.81,     342.87,   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,     344.67,   343.96,     344.62,   343.92, MLO
+1984, 03,   30756,  1984.2049,  345.38,   343.98,     345.50,   344.08,     345.38,   343.98, MLO
+1984, 04,   30787,  1984.2896,  347.15,   344.64,     346.74,   344.21,     347.15,   344.64, MLO
+1984, 05,   30817,  1984.3716,  347.52,   344.47,     347.39,   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,     343.22,   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,   345.04,     343.04,   345.04,     343.02,   345.04, MLO
+1984, 12,   31031,  1984.9563,  344.25,   345.07,     344.35,   345.16,     344.25,   345.07, MLO
+1985, 01,   31062,  1985.0411,  344.99,   344.93,     345.36,   345.28,     344.99,   344.93, MLO
+1985, 02,   31093,  1985.1260,  346.01,   345.30,     346.12,   345.41,     346.01,   345.30, MLO
+1985, 03,   31121,  1985.2027,  347.43,   346.05,     346.92,   345.51,     347.43,   346.05, MLO
+1985, 04,   31152,  1985.2877,  348.34,   345.85,     348.14,   345.63,     348.34,   345.85, MLO
+1985, 05,   31182,  1985.3699,  348.92,   345.86,     348.79,   345.73,     348.92,   345.86, MLO
+1985, 06,   31213,  1985.4548,  348.24,   345.91,     348.13,   345.83,     348.24,   345.91, MLO
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+1985, 11,   31366,  1985.8740,  344.21,   346.25,     344.25,   346.26,     344.21,   346.25, MLO
+1985, 12,   31396,  1985.9562,  345.53,   346.36,     345.54,   346.35,     345.53,   346.36, MLO
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+1987, 09,   32035,  1987.7068,  346.44,   349.61,     346.19,   349.38,     346.44,   349.61, MLO
+1987, 10,   32065,  1987.7890,  346.09,   349.37,     346.31,   349.57,     346.09,   349.37, MLO
+1987, 11,   32096,  1987.8740,  347.54,   349.59,     347.75,   349.77,     347.54,   349.59, MLO
+1987, 12,   32126,  1987.9562,  348.69,   349.53,     349.15,   349.97,     348.69,   349.53, MLO
+1988, 01,   32157,  1988.0410,  350.16,   350.10,     350.25,   350.18,     350.16,   350.10, MLO
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+1988, 06,   32309,  1988.4563,  353.55,   351.23,     353.46,   351.15,     353.55,   351.23, MLO
+1988, 07,   32339,  1988.5383,  352.14,   351.44,     351.99,   351.33,     352.14,   351.44, MLO
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+1988, 09,   32401,  1988.7077,  348.50,   351.69,     348.44,   351.65,     348.50,   351.69, MLO
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+1988, 11,   32462,  1988.8743,  349.85,   351.89,     349.90,   351.93,     349.85,   351.89, MLO
+1988, 12,   32492,  1988.9563,  351.12,   351.95,     351.24,   352.05,     351.12,   351.95, MLO
+1989, 01,   32523,  1989.0411,  352.55,   352.48,     352.25,   352.17,     352.55,   352.48, MLO
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+1989, 04,   32613,  1989.2877,  355.21,   352.69,     355.03,   352.49,     355.21,   352.69, MLO
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+1989, 06,   32674,  1989.4548,  354.92,   352.57,     355.02,   352.69,     354.92,   352.57, MLO
+1989, 07,   32704,  1989.5370,  353.70,   352.97,     353.49,   352.79,     353.70,   352.97, MLO
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+1989, 09,   32766,  1989.7068,  349.61,   352.80,     349.78,   352.99,     349.61,   352.80, MLO
+1989, 10,   32796,  1989.7890,  349.79,   353.08,     349.80,   353.08,     349.79,   353.08, MLO
+1989, 11,   32827,  1989.8740,  351.10,   353.15,     351.15,   353.18,     351.10,   353.15, MLO
+1989, 12,   32857,  1989.9562,  352.32,   353.16,     352.46,   353.28,     352.32,   353.16, MLO
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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,     355.00,   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,   353.98,     351.08,   354.30,     350.77,   353.98, 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,   354.70,     352.55,   354.59,     352.64,   354.70, MLO
+1990, 12,   33222,  1990.9562,  354.02,   354.86,     353.91,   354.73,     354.02,   354.86, MLO
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+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,   355.13,     356.96,   355.55, MLO
+1991, 04,   33343,  1991.2877,  358.40,   355.86,     357.80,   355.25,     358.40,   355.86, MLO
+1991, 05,   33373,  1991.3699,  359.14,   356.02,     358.46,   355.34,     359.14,   356.02, MLO
+1991, 06,   33404,  1991.4548,  358.04,   355.68,     357.77,   355.42,     358.04,   355.68, MLO
+1991, 07,   33434,  1991.5370,  355.98,   355.24,     356.19,   355.49,     355.98,   355.24, MLO
+1991, 08,   33465,  1991.6219,  353.81,   355.24,     354.08,   355.55,     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,     352.37,   355.67,     352.02,   355.33, MLO
+1991, 11,   33557,  1991.8740,  353.55,   355.62,     353.68,   355.73,     353.55,   355.62, MLO
+1991, 12,   33587,  1991.9562,  354.79,   355.63,     354.97,   355.80,     354.79,   355.63, MLO
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+1992, 02,   33649,  1992.1257,  356.53,   355.81,     356.66,   355.94,     356.53,   355.81, MLO
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+1992, 08,   33831,  1992.6230,  354.80,   356.26,     354.73,   356.23,     354.80,   356.26, MLO
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+1992, 12,   33953,  1992.9563,  355.20,   356.04,     355.55,   356.37,     355.20,   356.04, MLO
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+1993, 06,   34135,  1993.4548,  359.40,   357.02,     359.16,   356.80,     359.40,   357.02, 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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+1996, 05,   35200,  1996.3716,  365.29,   362.13,     365.47,   362.32,     365.29,   362.13, MLO
+1996, 06,   35231,  1996.4563,  364.84,   362.47,     364.78,   362.43,     364.84,   362.47, MLO
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+1997, 11,   35749,  1997.8740,  362.32,   364.43,     362.48,   364.56,     362.32,   364.43, MLO
+1997, 12,   35779,  1997.9562,  364.17,   365.02,     363.97,   364.81,     364.17,   365.02, MLO
+1998, 01,   35810,  1998.0411,  365.22,   365.15,     365.16,   365.08,     365.22,   365.15, MLO
+1998, 02,   35841,  1998.1260,  366.04,   365.31,     366.09,   365.35,     366.04,   365.31, MLO
+1998, 03,   35869,  1998.2027,  367.20,   365.77,     367.06,   365.60,     367.20,   365.77, MLO
+1998, 04,   35900,  1998.2877,  368.50,   365.92,     368.48,   365.88,     368.50,   365.92, 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,   366.36,     368.79,   366.40,     368.77,   366.36, MLO
+1998, 07,   35991,  1998.5370,  367.53,   366.78,     367.35,   366.64,     367.53,   366.78, MLO
+1998, 08,   36022,  1998.6219,  365.67,   367.13,     365.38,   366.88,     365.67,   367.13, MLO
+1998, 09,   36053,  1998.7068,  363.80,   367.07,     363.80,   367.09,     363.80,   367.07, MLO
+1998, 10,   36083,  1998.7890,  364.13,   367.51,     363.92,   367.28,     364.13,   367.51, MLO
+1998, 11,   36114,  1998.8740,  365.36,   367.47,     365.37,   367.46,     365.36,   367.47, MLO
+1998, 12,   36144,  1998.9562,  366.87,   367.73,     366.77,   367.61,     366.87,   367.73, MLO
+1999, 01,   36175,  1999.0411,  368.05,   367.99,     367.82,   367.75,     368.05,   367.99, MLO
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+1999, 03,   36234,  1999.2027,  369.49,   368.05,     369.41,   367.95,     369.49,   368.05, MLO
+1999, 04,   36265,  1999.2877,  371.04,   368.45,     370.64,   368.04,     371.04,   368.45, MLO
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+1999, 08,   36387,  1999.6219,  366.83,   368.29,     366.82,   368.32,     366.83,   368.29, MLO
+1999, 09,   36418,  1999.7068,  364.54,   367.82,     365.09,   368.39,     364.54,   367.82, MLO
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+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,     374.52,   374.44,     374.61,   374.55, MLO
+2003, 02,   37667,  2003.1260,  375.55,   374.81,     375.41,   374.66,     375.55,   374.81, MLO
+2003, 03,   37695,  2003.2027,  376.04,   374.58,     376.33,   374.85,     376.04,   374.58, MLO
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+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,   375.79,     376.39,   375.67,     376.54,   375.79, 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,   376.23,     372.70,   376.04,     372.92,   376.23, MLO
+2003, 10,   37909,  2003.7890,  372.94,   376.36,     372.80,   376.20,     372.94,   376.36, MLO
+2003, 11,   37940,  2003.8740,  374.29,   376.43,     374.25,   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,     376.73,   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
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+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,   376.98,     378.08,   377.38,     377.70,   376.98, MLO
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+2004, 09,   38245,  2004.7077,  373.99,   377.33,     374.32,   377.67,     373.99,   377.33, MLO
+2004, 10,   38275,  2004.7896,  374.17,   377.60,     374.43,   377.84,     374.17,   377.60, MLO
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+2007, 06,   39248,  2007.4548,  385.85,   383.37,     385.91,   383.46,     385.85,   383.37, MLO
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+2007, 12,   39431,  2007.9562,  383.58,   384.46,     383.55,   384.41,     383.58,   384.46, MLO
+2008, 01,   39462,  2008.0410,  385.04,   384.97,     384.64,   384.56,     385.04,   384.97, MLO
+2008, 02,   39493,  2008.1257,  385.81,   385.06,     385.46,   384.70,     385.81,   385.06, MLO
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+2008, 04,   39553,  2008.2896,  386.74,   384.06,     387.69,   385.00,     386.74,   384.06, MLO
+2008, 05,   39583,  2008.3716,  388.48,   385.22,     388.41,   385.15,     388.48,   385.22, MLO
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+2008, 09,   39706,  2008.7077,  383.05,   386.42,     382.43,   385.82,     383.05,   386.42, MLO
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+2010, 02,   40224,  2010.1260,  390.08,   389.32,     389.76,   388.99,     390.08,   389.32, MLO
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+2012, 11,   41228,  2012.8743,  393.03,   395.21,     392.86,   395.02,     393.03,   395.21, MLO
+2012, 12,   41258,  2012.9563,  394.42,   395.31,     394.38,   395.25,     394.42,   395.31, MLO
+2013, 01,   41289,  2013.0411,  395.69,   395.63,     395.57,   395.48,     395.69,   395.63, MLO
+2013, 02,   41320,  2013.1260,  396.94,   396.18,     396.48,   395.71,     396.94,   396.18, MLO
+2013, 03,   41348,  2013.2027,  397.36,   395.86,     397.42,   395.91,     397.36,   395.86, MLO
+2013, 04,   41379,  2013.2877,  398.44,   395.75,     398.83,   396.13,     398.44,   395.75, MLO
+2013, 05,   41409,  2013.3699,  400.06,   396.76,     399.63,   396.33,     400.06,   396.76, 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,   396.68,     397.46,   396.72,     397.45,   396.68, 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,     393.68,   397.10,     393.47,   396.88, MLO
+2013, 10,   41562,  2013.7890,  393.77,   397.29,     393.78,   397.28,     393.77,   397.29, MLO
+2013, 11,   41593,  2013.8740,  395.27,   397.47,     395.29,   397.46,     395.27,   397.47, MLO
+2013, 12,   41623,  2013.9562,  396.90,   397.79,     396.76,   397.63,     396.90,   397.79, 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,   398.74,     401.02,   398.30,     401.43,   398.74, MLO
+2014, 05,   41774,  2014.3699,  401.98,   398.67,     401.77,   398.46,     401.98,   398.67, 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,   398.39,     399.52,   398.78,     399.17,   398.39, MLO
+2014, 08,   41866,  2014.6219,  397.30,   398.82,     397.37,   398.94,     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,   399.26,     395.75,   399.26,     395.74,   399.26, MLO
+2014, 11,   41958,  2014.8740,  397.32,   399.52,     397.25,   399.43,     397.32,   399.52, MLO
+2014, 12,   41988,  2014.9562,  398.89,   399.78,     398.71,   399.59,     398.89,   399.78, MLO
+2015, 01,   42019,  2015.0411,  399.94,   399.88,     399.85,   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,   400.10,     401.63,   400.11,     401.60,   400.10, MLO
+2015, 04,   42109,  2015.2877,  403.52,   400.82,     403.03,   400.31,     403.52,   400.82, MLO
+2015, 05,   42139,  2015.3699,  404.03,   400.71,     403.83,   400.51,     404.03,   400.71, MLO
+2015, 06,   42170,  2015.4548,  402.81,   400.28,     403.23,   400.73,     402.81,   400.28, MLO
+2015, 07,   42200,  2015.5370,  401.54,   400.75,     401.71,   400.96,     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,   400.85,     398.06,   401.51,     397.43,   400.85, MLO
+2015, 10,   42292,  2015.7890,  398.22,   401.75,     398.28,   401.80,     398.22,   401.75, MLO
+2015, 11,   42323,  2015.8740,  400.17,   402.38,     399.93,   402.11,     400.17,   402.38, MLO
+2015, 12,   42353,  2015.9562,  401.82,   402.72,     401.54,   402.42,     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,   403.26,     404.87,   403.32,     404.79,   403.26, MLO
+2016, 04,   42475,  2016.2896,  407.48,   404.75,     406.35,   403.60,     407.48,   404.75, MLO
+2016, 05,   42505,  2016.3716,  407.60,   404.26,     407.17,   403.85,     407.60,   404.26, MLO
+2016, 06,   42536,  2016.4563,  406.94,   404.44,     406.57,   404.09,     406.94,   404.44, MLO
+2016, 07,   42566,  2016.5383,  404.43,   403.68,     405.03,   404.31,     404.43,   403.68, MLO
+2016, 08,   42597,  2016.6230,  402.16,   403.72,     402.93,   404.53,     402.16,   403.72, MLO
+2016, 09,   42628,  2016.7077,  400.94,   404.39,     401.29,   404.75,     400.94,   404.39, MLO
+2016, 10,   42658,  2016.7896,  401.43,   404.96,     401.44,   404.96,     401.43,   404.96, MLO
+2016, 11,   42689,  2016.8743,  403.57,   405.78,     402.99,   405.17,     403.57,   405.78, MLO
+2016, 12,   42719,  2016.9563,  404.49,   405.38,     404.49,   405.37,     404.49,   405.38, MLO
+2017, 01,   42750,  2017.0411,  406.00,   405.93,     405.64,   405.56,     406.00,   405.93, MLO
+2017, 02,   42781,  2017.1260,  406.57,   405.80,     406.52,   405.74,     406.57,   405.80, MLO
+2017, 03,   42809,  2017.2027,  406.99,   405.48,     407.43,   405.90,     406.99,   405.48, MLO
+2017, 04,   42840,  2017.2877,  408.88,   406.17,     408.81,   406.07,     408.88,   406.17, MLO
+2017, 05,   42870,  2017.3699,  409.84,   406.50,     409.57,   406.23,     409.84,   406.50, MLO
+2017, 06,   42901,  2017.4548,  409.04,   406.50,     408.91,   406.40,     409.04,   406.50, MLO
+2017, 07,   42931,  2017.5370,  407.14,   406.36,     407.30,   406.55,     407.14,   406.36, MLO
+2017, 08,   42962,  2017.6219,  405.19,   406.73,     405.13,   406.71,     405.19,   406.73, MLO
+2017, 09,   42993,  2017.7068,  403.20,   406.64,     403.40,   406.86,     403.20,   406.64, MLO
+2017, 10,   43023,  2017.7890,  403.56,   407.11,     403.48,   407.01,     403.56,   407.11, MLO
+2017, 11,   43054,  2017.8740,  405.10,   407.32,     404.97,   407.17,     405.10,   407.32, MLO
+2017, 12,   43084,  2017.9562,  406.68,   407.58,     406.43,   407.32,     406.68,   407.58, MLO
+2018, 01,   43115,  2018.0411,  407.98,   407.91,     407.56,   407.48,     407.98,   407.91, MLO
+2018, 02,   43146,  2018.1260,  408.35,   407.58,     408.42,   407.64,     408.35,   407.58, MLO
+2018, 03,   43174,  2018.2027,  409.21,   407.70,     409.32,   407.79,     409.21,   407.70, MLO
+2018, 04,   43205,  2018.2877,  410.23,   407.50,     410.71,   407.97,     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,   408.27,     410.90,   408.38,     410.81,   408.27, MLO
+2018, 07,   43296,  2018.5370,  408.83,   408.05,     409.36,   408.61,     408.83,   408.05, 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,   408.98,     405.66,   409.13,     405.53,   408.98, MLO
+2018, 10,   43388,  2018.7890,  405.93,   409.49,     405.84,   409.39,     405.93,   409.49, MLO
+2018, 11,   43419,  2018.8740,  408.05,   410.28,     407.46,   409.66,     408.05,   410.28, MLO
+2018, 12,   43449,  2018.9562,  409.16,   410.06,     409.03,   409.92,     409.16,   410.06, MLO
+2019, 01,   43480,  2019.0411,  410.85,   410.78,     410.26,   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,     413.61,   410.86,     413.46,   410.73, MLO
+2019, 05,   43600,  2019.3699,  414.75,   411.40,     414.44,   411.08,     414.75,   411.40, 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,   411.52,     411.79,   411.00, MLO
+2019, 08,   43692,  2019.6219,  410.02,   411.57,     410.15,   411.74,     410.02,   411.57, MLO
+2019, 09,   43723,  2019.7068,  408.48,   411.94,     408.48,   411.96,     408.48,   411.94, MLO
+2019, 10,   43753,  2019.7890,  408.40,   411.96,     408.62,   412.18,     408.40,   411.96, MLO
+2019, 11,   43784,  2019.8740,  410.16,   412.39,     410.19,   412.40,     410.16,   412.39, MLO
+2019, 12,   43814,  2019.9562,  411.81,   412.71,     411.72,   412.61,     411.81,   412.71, MLO
+2020, 01,   43845,  2020.0410,  413.32,   413.25,     412.91,   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,   413.34,     416.22,   413.44,     416.11,   413.34, 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,   413.76,     416.34,   413.84,     416.29,   413.76, MLO
+2020, 07,   44027,  2020.5383,  414.43,   413.67,     414.75,   414.03,     414.43,   413.67, 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,     410.93,   414.43,     411.17,   414.65, MLO
+2020, 10,   44119,  2020.7896,  411.12,   414.69,     411.06,   414.61,     411.12,   414.69, MLO
+2020, 11,   44150,  2020.8743,  412.89,   415.12,     412.60,   414.80,     412.89,   415.12, MLO
+2020, 12,   44180,  2020.9563,  413.88,   414.79,     414.09,   414.98,     413.88,   414.79, 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,   415.34,     416.47,   415.69, MLO
+2021, 03,   44270,  2021.2027,  417.10,   415.57,     417.04,   415.49,     417.10,   415.57, 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,     419.20,   415.83,     418.95,   415.57, MLO
+2021, 06,   44362,  2021.4548,  418.70,   416.13,     418.55,   416.01,     418.70,   416.13, MLO
+2021, 07,   44392,  2021.5370,  416.66,   415.87,     416.94,   416.18,     416.66,   415.87, MLO
+2021, 08,   44423,  2021.6219,  414.38,   415.93,     414.77,   416.37,     414.38,   415.93, MLO
+2021, 09,   44454,  2021.7068,  412.93,   416.41,     413.06,   416.55,     412.93,   416.41, MLO
+2021, 10,   44484,  2021.7890,  413.52,   417.11,     413.16,   416.73,     413.52,   417.11, MLO
+2021, 11,   44515,  2021.8740,  414.81,   417.06,     414.70,   416.92,     414.81,   417.06, MLO
+2021, 12,   44545,  2021.9562,  416.43,   417.34,     416.19,   417.08,     416.43,   417.34, MLO
+2022, 01,   44576,  2022.0411,  418.01,   417.94,     417.33,   417.25,     418.01,   417.94, MLO
+2022, 02,   44607,  2022.1260,  418.99,   418.21,     418.20,   417.41,     418.99,   418.21, MLO
+2022, 03,   44635,  2022.2027,  418.45,   416.92,     419.09,   417.54,     418.45,   416.92, MLO
+2022, 04,   44666,  2022.2877,  420.01,   417.25,     420.46,   417.69,     420.01,   417.25, MLO
+2022, 05,   44696,  2022.3699,  420.78,   417.39,     421.22,   417.84,     420.78,   417.39, MLO
+2022, 06,   44727,  2022.4548,  420.68,   418.11,     420.56,   418.01,     420.68,   418.11, MLO
+2022, 07,   44757,  2022.5370,  418.71,   417.92,     418.94,   418.18,     418.71,   417.92, 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,     415.05,   418.55,     415.42,   418.91, MLO
+2022, 10,   44849,  2022.7890,  415.31,   418.91,     415.17,   418.75,     415.31,   418.91, MLO
+2022, 11,   44880,  2022.8740,  417.03,   419.27,     416.73,   418.95,     417.03,   419.27, MLO
+2022, 12,   44910,  2022.9562,  418.46,   419.38,     418.26,   419.15,     418.46,   419.38, MKO
+2023, 01,   44941,  2023.0411,  419.13,   419.06,     419.46,   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,     421.38,   419.83,     420.51,   418.97, MLO
+2023, 04,   45031,  2023.2877,  422.73,   419.97,     422.88,   420.10,     422.73,   419.97, MLO
+2023, 05,   45061,  2023.3699,  423.78,   420.39,     423.76,   420.37,     423.78,   420.39, MLO
+2023, 06,   45092,  2023.4548,  423.39,   420.82,     423.22,   420.66,     423.39,   420.82, MLO
+2023, 07,   45122,  2023.5370,  421.62,   420.83,     421.72,   420.96,     421.62,   420.83, 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,     418.07,   421.58,     418.06,   421.56, MLO
+2023, 10,   45214,  2023.7890,  418.41,   422.01,     418.30,   421.89,     418.41,   422.01, MLO
+2023, 11,   45245,  2023.8740,  420.11,   422.37,     419.97,   422.20,     420.11,   422.37, MLO
+2023, 12,   45275,  2023.9562,  421.65,   422.57,     421.60,   422.50,     421.65,   422.57, MLO
+2024, 01,   45306,  2024.0410,  422.62,   422.55,     422.88,   422.80,     422.62,   422.55, MLO
+2024, 02,   45337,  2024.1257,  424.34,   423.56,     423.89,   423.10,     424.34,   423.56, MLO
+2024, 03,   45366,  2024.2049,  425.22,   423.65,     424.95,   423.37,     425.22,   423.65, MLO
+2024, 04,   45397,  2024.2896,  426.30,   423.50,     426.47,   423.66,     426.30,   423.50, MLO
+2024, 05,   45427,  2024.3716,  426.70,   423.30,     427.33,   423.93,     426.70,   423.30, MLO
+2024, 06,   45458,  2024.4563,  426.62,   424.07,     426.75,   424.21,     426.62,   424.07, MLO
+2024, 07,   45488,  2024.5383,  425.40,   424.63,     425.22,   424.48,     425.40,   424.63, MLO
+2024, 08,   45519,  2024.6230,  422.70,   424.30,     423.13,   424.76,     422.70,   424.30, MLO
+2024, 09,   45550,  2024.7077,  421.60,   425.11,     421.50,   425.03,     421.60,   425.11, MLO
+2024, 10,   45580,  2024.7896,  422.05,   425.66,     421.70,   425.29,     422.05,   425.66, MLO
+2024, 11,   45611,  2024.8743,  423.61,   425.87,     423.31,   425.54,     423.61,   425.87, MLO
+2024, 12,   45641,  2024.9563,  425.01,   425.93,     424.87,   425.76,     425.01,   425.93, MLO
+2025, 01,   45672,  2025.0411,  426.42,   426.35,     426.07,   425.98,     426.42,   426.35, MLO
+2025, 02,   45703,  2025.1260,  427.00,   426.21,     426.99,   426.19,     427.00,   426.21, MLO
+2025, 03,   45731,  2025.2027,  427.73,   426.19,     427.92,   426.36,     427.73,   426.19, MLO
+2025, 04,   45762,  2025.2877,  429.24,   426.47,     429.34,   426.55,     429.24,   426.47, MLO
+2025, 05,   45792,  2025.3699,  430.21,   426.80,     430.13,   426.72,     430.21,   426.80, MLO
+2025, 06,   45823,  2025.4548,  429.52,   426.93,     429.46,   426.90,     429.52,   426.93, MLO
+2025, 07,   45853,  2025.5370,  427.56,   426.76,     427.83,   427.06,     427.56,   426.76, MLO
+2025, 08,   45884,  2025.6219,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2025, 09,   45915,  2025.7068,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2025, 10,   45945,  2025.7890,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2025, 11,   45976,  2025.8740,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2025, 12,   46006,  2025.9562,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
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..f845e75
--- /dev/null
+++ b/module3/exo3/monthly_in_situ_co2_mlo.csv
@@ -0,0 +1,880 @@
+"-------------------------------------------------------------------------------------------"
+" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements                "
+" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m      "
+" Since December 2022 sampling has temporarily been relocated to MaunuaKea, Hawaii          "
+" Latitude 19.8°N Longitude 155.5°W Elevation 4145m      "
+"                                                                                           "
+" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher                   "
+" Scripps CO2 Program ( http://scrippsco2.ucsd.edu )                                        "
+" Scripps Institution of Oceanography (SIO)                                                 "
+" University of California                                                                  "
+" La Jolla, California USA 92093-0244                                                       "
+"                                                                                           "
+" Status of data and correspondence:                                                        "
+"                                                                                           "
+" These data are subject to revision based on recalibration of standard gases. Questions    "
+" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker"
+" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program.            "
+"                                                                                           "
+" Baseline data in this file through 09-Aug-2025 from archive dated 11-Aug-2025 17:08:37    "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" Please cite as:                                                                           "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and   "
+" oceans from 1978 to 2000.  I. Global aspects, SIO Reference Series, No. 01-06, Scripps    "
+" Institution of Oceanography, San Diego, 88 pages, 2001.                                   "
+"                                                                                           "
+" If it is necessary to cite a peer-reviewed article, please cite as:                       "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and       "
+" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113,       "
+" in "A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems",     "
+" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag,                 "
+" New York, 2005.                                                                           "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" The data file below contains 10 columns.  Columns 1-4 give the dates in several redundant "
+" formats. Column 5 below gives monthly Mauna Loa CO2 concentrations in micro-mol CO2 per   "
+" mole (ppm), reported on the 2012 SIO manometric mole fraction scale.  This is the        "
+" standard version of the data most often sought.  The monthly values have been adjusted    "
+" to 24:00 hours on the 15th of each month.  Column 6 gives the same data after a seasonal  "
+" adjustment to remove the quasi-regular seasonal cycle.  The adjustment involves           "
+" subtracting from the data a 4-harmonic fit with a linear gain factor.  Column 7 is a      "
+" smoothed version of the data generated from a stiff cubic spline function plus 4-harmonic "
+" functions with linear gain.  Column 8 is the same smoothed version with the seasonal      "
+" cycle removed.  Column 9 is identical to Column 5 except that the missing values from     "
+" Column 5 have been filled with values from Column 7.  Column 10 is identical to Column 6  "
+" except missing values have been filled with values from Column 8.  Missing values are     "
+" denoted by -99.99                                                                         "
+"                                                 "
+" Column 11 is the 3-digit sampling station identifier.  MLO refers to the Mauna Loa Observatory."
+" MKO refers the summit of nearby Maunakea. MKO data are used to a fill a gap created by the 2022"
+" eruption of Mauna Loa, which led to the shutdown measurements by the Scripps CO2 program at MLO"
+" from Dec 2022 through Feb 2023"
+"                                                                                           "
+" CO2 concentrations are measured on the '12' calibration scale                             "
+"                                                                                           "
+  Yr, Mn,    Date,      Date,     CO2,seasonally,        fit,  seasonally,      CO2, seasonally, Sta
+    ,   ,        ,          ,        ,  adjusted,           ,adjusted fit,   filled,adjusted filled
+    ,   ,   Excel,          ,   [ppm],    [ppm] ,      [ppm],    [ppm],       [ppm],    [ppm]
+1958, 01,   21200,  1958.0411,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+1958, 02,   21231,  1958.1260,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+1958, 03,   21259,  1958.2027,  315.71,   314.43,     316.20,   314.91,     315.71,   314.43, MLO
+1958, 04,   21290,  1958.2877,  317.45,   315.15,     317.31,   314.99,     317.45,   315.15, MLO
+1958, 05,   21320,  1958.3699,  317.51,   314.68,     317.89,   315.07,     317.51,   314.68, MLO
+1958, 06,   21351,  1958.4548,  -99.99,   -99.99,     317.27,   315.14,     317.27,   315.14, MLO
+1958, 07,   21381,  1958.5370,  315.87,   315.20,     315.85,   315.22,     315.87,   315.20, MLO
+1958, 08,   21412,  1958.6219,  314.93,   316.23,     313.95,   315.29,     314.93,   316.23, MLO
+1958, 09,   21443,  1958.7068,  313.21,   316.12,     312.42,   315.35,     313.21,   316.12, MLO
+1958, 10,   21473,  1958.7890,  -99.99,   -99.99,     312.41,   315.41,     312.41,   315.41, MLO
+1958, 11,   21504,  1958.8740,  313.33,   315.21,     313.60,   315.46,     313.33,   315.21, MLO
+1958, 12,   21534,  1958.9562,  314.67,   315.43,     314.77,   315.52,     314.67,   315.43, MLO
+1959, 01,   21565,  1959.0411,  315.58,   315.52,     315.64,   315.57,     315.58,   315.52, MLO
+1959, 02,   21596,  1959.1260,  316.49,   315.83,     316.30,   315.64,     316.49,   315.83, MLO
+1959, 03,   21624,  1959.2027,  316.65,   315.37,     317.00,   315.70,     316.65,   315.37, MLO
+1959, 04,   21655,  1959.2877,  317.72,   315.41,     318.10,   315.77,     317.72,   315.41, MLO
+1959, 05,   21685,  1959.3699,  318.29,   315.46,     318.69,   315.85,     318.29,   315.46, MLO
+1959, 06,   21716,  1959.4548,  318.15,   316.00,     318.08,   315.94,     318.15,   316.00, MLO
+1959, 07,   21746,  1959.5370,  316.54,   315.87,     316.67,   316.03,     316.54,   315.87, MLO
+1959, 08,   21777,  1959.6219,  314.79,   316.10,     314.79,   316.13,     314.79,   316.10, MLO
+1959, 09,   21808,  1959.7068,  313.84,   316.76,     313.28,   316.22,     313.84,   316.76, MLO
+1959, 10,   21838,  1959.7890,  313.33,   316.35,     313.31,   316.31,     313.33,   316.35, MLO
+1959, 11,   21869,  1959.8740,  314.81,   316.69,     314.53,   316.40,     314.81,   316.69, MLO
+1959, 12,   21899,  1959.9562,  315.58,   316.35,     315.72,   316.48,     315.58,   316.35, MLO
+1960, 01,   21930,  1960.0410,  316.43,   316.37,     316.63,   316.56,     316.43,   316.37, MLO
+1960, 02,   21961,  1960.1257,  316.98,   316.33,     317.30,   316.64,     316.98,   316.33, MLO
+1960, 03,   21990,  1960.2049,  317.58,   316.27,     318.04,   316.71,     317.58,   316.27, MLO
+1960, 04,   22021,  1960.2896,  319.03,   316.69,     319.14,   316.79,     319.03,   316.69, MLO
+1960, 05,   22051,  1960.3716,  320.03,   317.19,     319.70,   316.86,     320.03,   317.19, MLO
+1960, 06,   22082,  1960.4563,  319.58,   317.44,     319.05,   316.92,     319.58,   317.44, MLO
+1960, 07,   22112,  1960.5383,  318.18,   317.54,     317.59,   316.98,     318.18,   317.54, MLO
+1960, 08,   22143,  1960.6230,  315.90,   317.24,     315.65,   317.02,     315.90,   317.24, MLO
+1960, 09,   22174,  1960.7077,  314.17,   317.11,     314.09,   317.05,     314.17,   317.11, MLO
+1960, 10,   22204,  1960.7896,  313.83,   316.85,     314.07,   317.08,     313.83,   316.85, MLO
+1960, 11,   22235,  1960.8743,  315.00,   316.89,     315.25,   317.12,     315.00,   316.89, MLO
+1960, 12,   22265,  1960.9563,  316.19,   316.96,     316.40,   317.16,     316.19,   316.96, MLO
+1961, 01,   22296,  1961.0411,  316.89,   316.83,     317.28,   317.21,     316.89,   316.83, MLO
+1961, 02,   22327,  1961.1260,  317.70,   317.05,     317.94,   317.27,     317.70,   317.05, MLO
+1961, 03,   22355,  1961.2027,  318.54,   317.25,     318.64,   317.34,     318.54,   317.25, MLO
+1961, 04,   22386,  1961.2877,  319.48,   317.15,     319.76,   317.42,     319.48,   317.15, MLO
+1961, 05,   22416,  1961.3699,  320.58,   317.73,     320.36,   317.50,     320.58,   317.73, MLO
+1961, 06,   22447,  1961.4548,  319.77,   317.60,     319.74,   317.59,     319.77,   317.60, MLO
+1961, 07,   22477,  1961.5370,  318.56,   317.89,     318.32,   317.68,     318.56,   317.89, MLO
+1961, 08,   22508,  1961.6219,  316.79,   318.10,     316.42,   317.77,     316.79,   318.10, MLO
+1961, 09,   22539,  1961.7068,  314.99,   317.93,     314.89,   317.85,     314.99,   317.93, MLO
+1961, 10,   22569,  1961.7890,  315.31,   318.34,     314.90,   317.92,     315.31,   318.34, MLO
+1961, 11,   22600,  1961.8740,  316.10,   318.00,     316.12,   317.99,     316.10,   318.00, MLO
+1961, 12,   22630,  1961.9562,  317.01,   317.78,     317.30,   318.06,     317.01,   317.78, MLO
+1962, 01,   22661,  1962.0411,  317.94,   317.88,     318.20,   318.13,     317.94,   317.88, MLO
+1962, 02,   22692,  1962.1260,  318.55,   317.89,     318.86,   318.19,     318.55,   317.89, MLO
+1962, 03,   22720,  1962.2027,  319.68,   318.39,     319.57,   318.26,     319.68,   318.39, MLO
+1962, 04,   22751,  1962.2877,  320.57,   318.24,     320.67,   318.32,     320.57,   318.24, MLO
+1962, 05,   22781,  1962.3699,  321.02,   318.15,     321.25,   318.39,     321.02,   318.15, MLO
+1962, 06,   22812,  1962.4548,  320.62,   318.45,     320.60,   318.45,     320.62,   318.45, MLO
+1962, 07,   22842,  1962.5370,  319.62,   318.94,     319.15,   318.50,     319.62,   318.94, MLO
+1962, 08,   22873,  1962.6219,  317.40,   318.72,     317.21,   318.56,     317.40,   318.72, MLO
+1962, 09,   22904,  1962.7068,  316.24,   319.19,     315.64,   318.60,     316.24,   319.19, MLO
+1962, 10,   22934,  1962.7890,  315.42,   318.46,     315.61,   318.64,     315.42,   318.46, MLO
+1962, 11,   22965,  1962.8740,  316.69,   318.59,     316.80,   318.68,     316.69,   318.59, MLO
+1962, 12,   22995,  1962.9562,  317.70,   318.47,     317.96,   318.72,     317.70,   318.47, MLO
+1963, 01,   23026,  1963.0411,  318.74,   318.68,     318.84,   318.77,     318.74,   318.68, MLO
+1963, 02,   23057,  1963.1260,  319.07,   318.41,     319.48,   318.81,     319.07,   318.41, MLO
+1963, 03,   23085,  1963.2027,  319.86,   318.56,     320.17,   318.86,     319.86,   318.56, MLO
+1963, 04,   23116,  1963.2877,  321.38,   319.04,     321.26,   318.91,     321.38,   319.04, MLO
+1963, 05,   23146,  1963.3699,  322.24,   319.37,     321.83,   318.96,     322.24,   319.37, MLO
+1963, 06,   23177,  1963.4548,  321.49,   319.30,     321.18,   319.02,     321.49,   319.30, MLO
+1963, 07,   23207,  1963.5370,  319.74,   319.07,     319.71,   319.06,     319.74,   319.07, MLO
+1963, 08,   23238,  1963.6219,  317.77,   319.09,     317.75,   319.11,     317.77,   319.09, MLO
+1963, 09,   23269,  1963.7068,  316.21,   319.17,     316.18,   319.15,     316.21,   319.17, MLO
+1963, 10,   23299,  1963.7890,  315.99,   319.04,     316.15,   319.19,     315.99,   319.04, MLO
+1963, 11,   23330,  1963.8740,  317.07,   318.98,     317.35,   319.24,     317.07,   318.98, MLO
+1963, 12,   23360,  1963.9562,  318.35,   319.13,     318.52,   319.28,     318.35,   319.13, MLO
+1964, 01,   23391,  1964.0410,  319.57,   319.51,     319.40,   319.33,     319.57,   319.51, MLO
+1964, 02,   23422,  1964.1257,  -99.99,   -99.99,     320.04,   319.37,     320.04,   319.37, MLO
+1964, 03,   23451,  1964.2049,  -99.99,   -99.99,     320.76,   319.41,     320.76,   319.41, MLO
+1964, 04,   23482,  1964.2896,  -99.99,   -99.99,     321.84,   319.46,     321.84,   319.46, MLO
+1964, 05,   23512,  1964.3716,  322.25,   319.37,     322.37,   319.49,     322.25,   319.37, MLO
+1964, 06,   23543,  1964.4563,  321.90,   319.73,     321.68,   319.53,     321.90,   319.73, MLO
+1964, 07,   23573,  1964.5383,  320.44,   319.79,     320.18,   319.56,     320.44,   319.79, MLO
+1964, 08,   23604,  1964.6230,  318.69,   320.04,     318.20,   319.59,     318.69,   320.04, MLO
+1964, 09,   23635,  1964.7077,  316.71,   319.68,     316.62,   319.61,     316.71,   319.68, MLO
+1964, 10,   23665,  1964.7896,  316.87,   319.93,     316.58,   319.62,     316.87,   319.93, MLO
+1964, 11,   23696,  1964.8743,  317.68,   319.59,     317.75,   319.64,     317.68,   319.59, MLO
+1964, 12,   23726,  1964.9563,  318.71,   319.49,     318.90,   319.66,     318.71,   319.49, MLO
+1965, 01,   23757,  1965.0411,  319.44,   319.38,     319.76,   319.69,     319.44,   319.38, MLO
+1965, 02,   23788,  1965.1260,  320.44,   319.78,     320.40,   319.73,     320.44,   319.78, MLO
+1965, 03,   23816,  1965.2027,  320.89,   319.58,     321.10,   319.78,     320.89,   319.58, MLO
+1965, 04,   23847,  1965.2877,  322.13,   319.79,     322.21,   319.84,     322.13,   319.79, MLO
+1965, 05,   23877,  1965.3699,  322.17,   319.28,     322.80,   319.91,     322.17,   319.28, MLO
+1965, 06,   23908,  1965.4548,  321.88,   319.68,     322.18,   320.01,     321.88,   319.68, MLO
+1965, 07,   23938,  1965.5370,  321.21,   320.53,     320.76,   320.11,     321.21,   320.53, MLO
+1965, 08,   23969,  1965.6219,  318.87,   320.19,     318.85,   320.22,     318.87,   320.19, MLO
+1965, 09,   24000,  1965.7068,  317.82,   320.79,     317.34,   320.33,     317.82,   320.79, MLO
+1965, 10,   24030,  1965.7890,  317.30,   320.37,     317.38,   320.44,     317.30,   320.37, MLO
+1965, 11,   24061,  1965.8740,  318.87,   320.79,     318.65,   320.55,     318.87,   320.79, MLO
+1965, 12,   24091,  1965.9562,  319.42,   320.20,     319.90,   320.67,     319.42,   320.20, MLO
+1966, 01,   24122,  1966.0411,  320.62,   320.56,     320.86,   320.78,     320.62,   320.56, MLO
+1966, 02,   24153,  1966.1260,  321.60,   320.93,     321.58,   320.90,     321.60,   320.93, MLO
+1966, 03,   24181,  1966.2027,  322.39,   321.08,     322.33,   321.01,     322.39,   321.08, MLO
+1966, 04,   24212,  1966.2877,  323.70,   321.34,     323.49,   321.12,     323.70,   321.34, MLO
+1966, 05,   24242,  1966.3699,  324.08,   321.18,     324.12,   321.22,     324.08,   321.18, MLO
+1966, 06,   24273,  1966.4548,  323.75,   321.55,     323.50,   321.32,     323.75,   321.55, MLO
+1966, 07,   24303,  1966.5370,  322.37,   321.69,     322.05,   321.40,     322.37,   321.69, MLO
+1966, 08,   24334,  1966.6219,  320.36,   321.69,     320.12,   321.48,     320.36,   321.69, MLO
+1966, 09,   24365,  1966.7068,  318.64,   321.62,     318.55,   321.55,     318.64,   321.62, MLO
+1966, 10,   24395,  1966.7890,  318.10,   321.18,     318.55,   321.62,     318.10,   321.18, MLO
+1966, 11,   24426,  1966.8740,  319.78,   321.71,     319.78,   321.68,     319.78,   321.71, MLO
+1966, 12,   24456,  1966.9562,  321.02,   321.81,     320.98,   321.74,     321.02,   321.81, MLO
+1967, 01,   24487,  1967.0411,  322.33,   322.27,     321.87,   321.80,     322.33,   322.27, MLO
+1967, 02,   24518,  1967.1260,  322.50,   321.83,     322.54,   321.86,     322.50,   321.83, MLO
+1967, 03,   24546,  1967.2027,  323.03,   321.72,     323.24,   321.91,     323.03,   321.72, MLO
+1967, 04,   24577,  1967.2877,  324.41,   322.05,     324.34,   321.96,     324.41,   322.05, MLO
+1967, 05,   24607,  1967.3699,  325.00,   322.09,     324.92,   322.02,     325.00,   322.09, MLO
+1967, 06,   24638,  1967.4548,  324.09,   321.89,     324.27,   322.08,     324.09,   321.89, MLO
+1967, 07,   24668,  1967.5370,  322.54,   321.86,     322.79,   322.14,     322.54,   321.86, MLO
+1967, 08,   24699,  1967.6219,  320.92,   322.25,     320.84,   322.21,     320.92,   322.25, MLO
+1967, 09,   24730,  1967.7068,  319.25,   322.25,     319.27,   322.28,     319.25,   322.25, MLO
+1967, 10,   24760,  1967.7890,  319.39,   322.48,     319.27,   322.35,     319.39,   322.48, MLO
+1967, 11,   24791,  1967.8740,  320.73,   322.66,     320.51,   322.42,     320.73,   322.66, MLO
+1967, 12,   24821,  1967.9562,  321.96,   322.74,     321.73,   322.50,     321.96,   322.74, MLO
+1968, 01,   24852,  1968.0410,  322.57,   322.51,     322.65,   322.57,     322.57,   322.51, MLO
+1968, 02,   24883,  1968.1257,  323.15,   322.48,     323.33,   322.65,     323.15,   322.48, MLO
+1968, 03,   24912,  1968.2049,  323.89,   322.55,     324.09,   322.74,     323.89,   322.55, MLO
+1968, 04,   24943,  1968.2896,  325.02,   322.62,     325.24,   322.83,     325.02,   322.62, MLO
+1968, 05,   24973,  1968.3716,  325.57,   322.66,     325.84,   322.93,     325.57,   322.66, MLO
+1968, 06,   25004,  1968.4563,  325.36,   323.17,     325.21,   323.04,     325.36,   323.17, MLO
+1968, 07,   25034,  1968.5383,  324.14,   323.48,     323.77,   323.14,     324.14,   323.48, MLO
+1968, 08,   25065,  1968.6230,  322.11,   323.47,     321.86,   323.26,     322.11,   323.47, MLO
+1968, 09,   25096,  1968.7077,  320.33,   323.34,     320.35,   323.38,     320.33,   323.34, MLO
+1968, 10,   25126,  1968.7896,  320.25,   323.34,     320.41,   323.49,     320.25,   323.34, MLO
+1968, 11,   25157,  1968.8743,  321.32,   323.26,     321.71,   323.62,     321.32,   323.26, MLO
+1968, 12,   25187,  1968.9563,  322.89,   323.68,     322.98,   323.75,     322.89,   323.68, MLO
+1969, 01,   25218,  1969.0411,  324.00,   323.94,     323.96,   323.89,     324.00,   323.94, MLO
+1969, 02,   25249,  1969.1260,  324.41,   323.74,     324.71,   324.03,     324.41,   323.74, MLO
+1969, 03,   25277,  1969.2027,  325.63,   324.31,     325.50,   324.16,     325.63,   324.31, MLO
+1969, 04,   25308,  1969.2877,  326.66,   324.28,     326.70,   324.30,     326.66,   324.28, MLO
+1969, 05,   25338,  1969.3699,  327.38,   324.46,     327.36,   324.44,     327.38,   324.46, MLO
+1969, 06,   25369,  1969.4548,  326.71,   324.49,     326.77,   324.57,     326.71,   324.49, MLO
+1969, 07,   25399,  1969.5370,  325.88,   325.19,     325.35,   324.69,     325.88,   325.19, MLO
+1969, 08,   25430,  1969.6219,  323.66,   325.01,     323.42,   324.80,     323.66,   325.01, MLO
+1969, 09,   25461,  1969.7068,  322.38,   325.39,     321.88,   324.91,     322.38,   325.39, MLO
+1969, 10,   25491,  1969.7890,  321.78,   324.89,     321.90,   324.99,     321.78,   324.89, MLO
+1969, 11,   25522,  1969.8740,  322.85,   324.80,     323.16,   325.08,     322.85,   324.80, MLO
+1969, 12,   25552,  1969.9562,  324.11,   324.90,     324.39,   325.16,     324.11,   324.90, MLO
+1970, 01,   25583,  1970.0411,  325.06,   325.00,     325.32,   325.24,     325.06,   325.00, MLO
+1970, 02,   25614,  1970.1260,  325.99,   325.31,     326.01,   325.33,     325.99,   325.31, MLO
+1970, 03,   25642,  1970.2027,  326.93,   325.60,     326.74,   325.40,     326.93,   325.60, MLO
+1970, 04,   25673,  1970.2877,  328.13,   325.75,     327.88,   325.48,     328.13,   325.75, MLO
+1970, 05,   25703,  1970.3699,  328.08,   325.15,     328.49,   325.56,     328.08,   325.15, MLO
+1970, 06,   25734,  1970.4548,  327.67,   325.44,     327.84,   325.63,     327.67,   325.44, MLO
+1970, 07,   25764,  1970.5370,  326.34,   325.65,     326.36,   325.70,     326.34,   325.65, MLO
+1970, 08,   25795,  1970.6219,  324.68,   326.03,     324.39,   325.77,     324.68,   326.03, MLO
+1970, 09,   25826,  1970.7068,  323.10,   326.12,     322.80,   325.83,     323.10,   326.12, MLO
+1970, 10,   25856,  1970.7890,  323.06,   326.18,     322.78,   325.89,     323.06,   326.18, MLO
+1970, 11,   25887,  1970.8740,  324.01,   325.96,     324.00,   325.93,     324.01,   325.96, MLO
+1970, 12,   25917,  1970.9562,  325.13,   325.92,     325.19,   325.97,     325.13,   325.92, MLO
+1971, 01,   25948,  1971.0411,  326.17,   326.11,     326.08,   326.01,     326.17,   326.11, MLO
+1971, 02,   25979,  1971.1260,  326.68,   326.01,     326.74,   326.05,     326.68,   326.01, MLO
+1971, 03,   26007,  1971.2027,  327.18,   325.85,     327.43,   326.09,     327.18,   325.85, MLO
+1971, 04,   26038,  1971.2877,  327.78,   325.39,     328.55,   326.14,     327.78,   325.39, MLO
+1971, 05,   26068,  1971.3699,  328.93,   325.99,     329.14,   326.20,     328.93,   325.99, MLO
+1971, 06,   26099,  1971.4548,  328.57,   326.34,     328.48,   326.27,     328.57,   326.34, MLO
+1971, 07,   26129,  1971.5370,  327.36,   326.67,     326.99,   326.33,     327.36,   326.67, MLO
+1971, 08,   26160,  1971.6219,  325.43,   326.78,     325.02,   326.40,     325.43,   326.78, MLO
+1971, 09,   26191,  1971.7068,  323.36,   326.39,     323.43,   326.48,     323.36,   326.39, MLO
+1971, 10,   26221,  1971.7890,  323.56,   326.69,     323.44,   326.55,     323.56,   326.69, MLO
+1971, 11,   26252,  1971.8740,  324.80,   326.75,     324.69,   326.62,     324.80,   326.75, MLO
+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,   327.11,     329.72,   327.30, MLO
+1972, 05,   26434,  1972.3716,  330.07,   327.12,     330.18,   327.24,     330.07,   327.12, MLO
+1972, 06,   26465,  1972.4563,  329.09,   326.87,     329.59,   327.39,     329.09,   326.87, MLO
+1972, 07,   26495,  1972.5383,  328.04,   327.38,     328.18,   327.55,     328.04,   327.38, MLO
+1972, 08,   26526,  1972.6230,  326.32,   327.70,     326.31,   327.73,     326.32,   327.70, MLO
+1972, 09,   26557,  1972.7077,  324.84,   327.89,     324.86,   327.92,     324.84,   327.89, MLO
+1972, 10,   26587,  1972.7896,  325.20,   328.33,     325.00,   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,   328.88,     329.62,   328.93,     329.57,   328.88, MLO
+1973, 03,   26738,  1973.2027,  330.30,   328.97,     330.46,   329.11,     330.30,   328.97, MLO
+1973, 04,   26769,  1973.2877,  331.50,   329.10,     331.72,   329.30,     331.50,   329.10, MLO
+1973, 05,   26799,  1973.3699,  332.48,   329.52,     332.43,   329.47,     332.48,   329.52, MLO
+1973, 06,   26830,  1973.4548,  332.08,   329.83,     331.86,   329.63,     332.08,   329.83, MLO
+1973, 07,   26860,  1973.5370,  330.87,   330.18,     330.43,   329.77,     330.87,   330.18, MLO
+1973, 08,   26891,  1973.6219,  329.31,   330.67,     328.48,   329.88,     329.31,   330.67, MLO
+1973, 09,   26922,  1973.7068,  327.52,   330.57,     326.89,   329.96,     327.52,   330.57, MLO
+1973, 10,   26952,  1973.7890,  327.19,   330.33,     326.88,   330.01,     327.19,   330.33, MLO
+1973, 11,   26983,  1973.8740,  328.17,   330.13,     328.10,   330.05,     328.17,   330.13, MLO
+1973, 12,   27013,  1973.9562,  328.65,   329.45,     329.29,   330.08,     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,     333.20,   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,   330.49,     330.99,   330.32,     331.18,   330.49, MLO
+1974, 08,   27256,  1974.6219,  329.40,   330.76,     328.98,   330.38,     329.40,   330.76, MLO
+1974, 09,   27287,  1974.7068,  327.44,   330.50,     327.35,   330.43,     327.44,   330.50, MLO
+1974, 10,   27317,  1974.7890,  327.38,   330.53,     327.34,   330.48,     327.38,   330.53, MLO
+1974, 11,   27348,  1974.8740,  328.46,   330.44,     328.58,   330.54,     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,  332.04,   330.70,     332.19,   330.83,     332.04,   330.70, MLO
+1975, 04,   27499,  1975.2877,  333.32,   330.89,     333.36,   330.92,     333.32,   330.89, MLO
+1975, 05,   27529,  1975.3699,  333.98,   331.00,     333.99,   331.02,     333.98,   331.00, MLO
+1975, 06,   27560,  1975.4548,  333.62,   331.36,     333.36,   331.12,     333.62,   331.36, MLO
+1975, 07,   27590,  1975.5370,  331.91,   331.21,     331.88,   331.21,     331.91,   331.21, MLO
+1975, 08,   27621,  1975.6219,  330.06,   331.43,     329.90,   331.31,     330.06,   331.43, MLO
+1975, 09,   27652,  1975.7068,  328.56,   331.63,     328.31,   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,   332.13,     334.34,   332.10, MLO
+1976, 07,   27956,  1976.5383,  333.06,   332.39,     332.85,   332.21,     333.06,   332.39, MLO
+1976, 08,   27987,  1976.6230,  330.95,   332.35,     330.87,   332.31,     330.95,   332.35, MLO
+1976, 09,   28018,  1976.7077,  329.31,   332.40,     329.31,   332.41,     329.31,   332.40, MLO
+1976, 10,   28048,  1976.7896,  328.95,   332.11,     329.37,   332.52,     328.95,   332.11, MLO
+1976, 11,   28079,  1976.8743,  330.32,   332.30,     330.70,   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,   333.76,     336.64,   333.65,     336.76,   333.76, 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,   334.23,     334.67,   334.00,     334.93,   334.23, MLO
+1977, 08,   28352,  1977.6219,  332.76,   334.14,     332.75,   334.16,     332.76,   334.14, MLO
+1977, 09,   28383,  1977.7068,  331.60,   334.69,     331.22,   334.32,     331.60,   334.69, MLO
+1977, 10,   28413,  1977.7890,  331.17,   334.35,     331.30,   334.47,     331.17,   334.35, MLO
+1977, 11,   28444,  1977.8740,  332.41,   334.40,     332.64,   334.61,     332.41,   334.40, MLO
+1977, 12,   28474,  1977.9562,  333.86,   334.67,     333.96,   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,   334.70,     335.72,   335.02,     335.40,   334.70, MLO
+1978, 03,   28564,  1978.2027,  336.65,   335.29,     336.51,   335.14,     336.65,   335.29, MLO
+1978, 04,   28595,  1978.2877,  337.76,   335.32,     337.72,   335.27,     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,   335.85,     336.28,   335.61,     336.55,   335.85, 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,   335.74,     332.73,   335.90,     332.56,   335.74, MLO
+1978, 11,   28809,  1978.8740,  333.93,   335.93,     334.03,   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,   336.56,     338.89,   336.44, MLO
+1979, 05,   28990,  1979.3699,  339.48,   336.47,     339.69,   336.68,     339.48,   336.47, MLO
+1979, 06,   29021,  1979.4548,  339.30,   337.01,     339.09,   336.82,     339.30,   337.01, MLO
+1979, 07,   29051,  1979.5370,  337.74,   337.04,     337.63,   336.95,     337.74,   337.04, MLO
+1979, 08,   29082,  1979.6219,  336.10,   337.48,     335.68,   337.10,     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,   337.39,     333.87,   337.07, MLO
+1979, 11,   29174,  1979.8740,  335.30,   337.30,     335.56,   337.54,     335.30,   337.30, MLO
+1979, 12,   29204,  1979.9562,  336.74,   337.56,     336.90,   337.70,     336.74,   337.56, MLO
+1980, 01,   29235,  1980.0410,  338.03,   337.97,     337.94,   337.86,     338.03,   337.97, MLO
+1980, 02,   29266,  1980.1257,  338.37,   337.67,     338.73,   338.03,     338.37,   337.67, MLO
+1980, 03,   29295,  1980.2049,  340.09,   338.70,     339.59,   338.19,     340.09,   338.70, MLO
+1980, 04,   29326,  1980.2896,  340.78,   338.30,     340.85,   338.35,     340.78,   338.30, MLO
+1980, 05,   29356,  1980.3716,  341.48,   338.47,     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,     339.43,   338.78,     339.57,   338.89, MLO
+1980, 08,   29448,  1980.6230,  337.61,   339.03,     337.46,   338.91,     337.61,   339.03, 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,     337.28,   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,   339.90,     342.86,   339.83,     342.93,   339.90, MLO
+1981, 06,   29752,  1981.4548,  342.27,   339.97,     342.20,   339.92,     342.27,   339.97, MLO
+1981, 07,   29782,  1981.5370,  340.50,   339.79,     340.68,   340.00,     340.50,   339.79, MLO
+1981, 08,   29813,  1981.6219,  338.45,   339.84,     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,   340.09,     337.08,   340.29,     336.88,   340.09, MLO
+1981, 11,   29905,  1981.8740,  338.38,   340.39,     338.41,   340.40,     338.38,   340.39, MLO
+1981, 12,   29935,  1981.9562,  339.63,   340.45,     339.70,   340.50,     339.63,   340.45, MLO
+1982, 01,   29966,  1982.0411,  340.77,   340.71,     340.69,   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,     344.02,   340.98,     344.16,   341.12, MLO
+1982, 06,   30117,  1982.4548,  343.37,   341.06,     343.35,   341.06,     343.37,   341.06, MLO
+1982, 07,   30147,  1982.5370,  342.07,   341.36,     341.82,   341.14,     342.07,   341.36, MLO
+1982, 08,   30178,  1982.6219,  339.83,   341.23,     339.79,   341.22,     339.83,   341.23, 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,   341.41,     337.88,   341.11, MLO
+1982, 11,   30270,  1982.8740,  339.28,   341.30,     339.53,   341.52,     339.28,   341.30, MLO
+1982, 12,   30300,  1982.9562,  340.51,   341.33,     340.85,   341.65,     340.51,   341.33, MLO
+1983, 01,   30331,  1983.0411,  341.40,   341.33,     341.88,   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,   343.03,     345.00,   342.71,     345.34,   343.03, MLO
+1983, 07,   30512,  1983.5370,  344.00,   343.28,     343.57,   342.89,     344.00,   343.28, MLO
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+1984, 01,   30696,  1984.0410,  343.82,   343.76,     343.89,   343.82,     343.82,   343.76, MLO
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+1997, 04,   35535,  1997.2877,  366.23,   363.66,     365.91,   363.32,     366.23,   363.66, MLO
+1997, 05,   35565,  1997.3699,  366.68,   363.51,     366.60,   363.44,     366.68,   363.51, MLO
+1997, 06,   35596,  1997.4548,  365.52,   363.11,     365.96,   363.57,     365.52,   363.11, MLO
+1997, 07,   35626,  1997.5370,  364.36,   363.61,     364.44,   363.72,     364.36,   363.61, MLO
+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,   364.03,     360.97,   364.32,     360.67,   364.03, MLO
+1997, 11,   35749,  1997.8740,  362.32,   364.43,     362.48,   364.56,     362.32,   364.43, MLO
+1997, 12,   35779,  1997.9562,  364.17,   365.02,     363.97,   364.81,     364.17,   365.02, MLO
+1998, 01,   35810,  1998.0411,  365.22,   365.15,     365.16,   365.08,     365.22,   365.15, MLO
+1998, 02,   35841,  1998.1260,  366.04,   365.31,     366.09,   365.35,     366.04,   365.31, MLO
+1998, 03,   35869,  1998.2027,  367.20,   365.77,     367.06,   365.60,     367.20,   365.77, MLO
+1998, 04,   35900,  1998.2877,  368.50,   365.92,     368.48,   365.88,     368.50,   365.92, 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,   366.36,     368.79,   366.40,     368.77,   366.36, MLO
+1998, 07,   35991,  1998.5370,  367.53,   366.78,     367.35,   366.64,     367.53,   366.78, MLO
+1998, 08,   36022,  1998.6219,  365.67,   367.13,     365.38,   366.88,     365.67,   367.13, MLO
+1998, 09,   36053,  1998.7068,  363.80,   367.07,     363.80,   367.09,     363.80,   367.07, MLO
+1998, 10,   36083,  1998.7890,  364.13,   367.51,     363.92,   367.28,     364.13,   367.51, MLO
+1998, 11,   36114,  1998.8740,  365.36,   367.47,     365.37,   367.46,     365.36,   367.47, MLO
+1998, 12,   36144,  1998.9562,  366.87,   367.73,     366.77,   367.61,     366.87,   367.73, MLO
+1999, 01,   36175,  1999.0411,  368.05,   367.99,     367.82,   367.75,     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,   368.05,     369.41,   367.95,     369.49,   368.05, MLO
+1999, 04,   36265,  1999.2877,  371.04,   368.45,     370.64,   368.04,     371.04,   368.45, 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,   368.42,     368.96,   368.25,     369.17,   368.42, MLO
+1999, 08,   36387,  1999.6219,  366.83,   368.29,     366.82,   368.32,     366.83,   368.29, MLO
+1999, 09,   36418,  1999.7068,  364.54,   367.82,     365.09,   368.39,     364.54,   367.82, MLO
+1999, 10,   36448,  1999.7890,  365.04,   368.42,     365.10,   368.47,     365.04,   368.42, MLO
+1999, 11,   36479,  1999.8740,  366.58,   368.70,     366.46,   368.56,     366.58,   368.70, MLO
+1999, 12,   36509,  1999.9562,  367.92,   368.77,     367.80,   368.64,     367.92,   368.77, MLO
+2000, 01,   36540,  2000.0410,  369.05,   368.98,     368.81,   368.73,     369.05,   368.98, MLO
+2000, 02,   36571,  2000.1257,  369.37,   368.64,     369.57,   368.83,     369.37,   368.64, MLO
+2000, 03,   36600,  2000.2049,  370.42,   368.95,     370.41,   368.93,     370.42,   368.95, MLO
+2000, 04,   36631,  2000.2896,  371.57,   368.94,     371.68,   369.04,     371.57,   368.94, MLO
+2000, 05,   36661,  2000.3716,  371.74,   368.55,     372.34,   369.15,     371.74,   368.55, MLO
+2000, 06,   36692,  2000.4563,  371.60,   369.20,     371.66,   369.28,     371.60,   369.20, MLO
+2000, 07,   36722,  2000.5383,  370.02,   369.30,     370.10,   369.42,     370.02,   369.30, MLO
+2000, 08,   36753,  2000.6230,  368.03,   369.52,     368.03,   369.56,     368.03,   369.52, MLO
+2000, 09,   36784,  2000.7077,  366.53,   369.83,     366.39,   369.70,     366.53,   369.83, MLO
+2000, 10,   36814,  2000.7896,  366.64,   370.03,     366.47,   369.84,     366.64,   370.03, MLO
+2000, 11,   36845,  2000.8743,  368.20,   370.32,     367.89,   369.98,     368.20,   370.32, MLO
+2000, 12,   36875,  2000.9563,  369.44,   370.30,     369.27,   370.11,     369.44,   370.30, MLO
+2001, 01,   36906,  2001.0411,  370.20,   370.13,     370.32,   370.24,     370.20,   370.13, MLO
+2001, 02,   36937,  2001.1260,  371.42,   370.68,     371.11,   370.37,     371.42,   370.68, MLO
+2001, 03,   36965,  2001.2027,  372.04,   370.59,     371.94,   370.47,     372.04,   370.59, MLO
+2001, 04,   36996,  2001.2877,  372.78,   370.18,     373.22,   370.60,     372.78,   370.18, MLO
+2001, 05,   37026,  2001.3699,  373.94,   370.74,     373.92,   370.72,     373.94,   370.74, MLO
+2001, 06,   37057,  2001.4548,  373.23,   370.80,     373.26,   370.85,     373.23,   370.80, MLO
+2001, 07,   37087,  2001.5370,  371.54,   370.79,     371.70,   370.98,     371.54,   370.79, MLO
+2001, 08,   37118,  2001.6219,  369.47,   370.94,     369.62,   371.13,     369.47,   370.94, MLO
+2001, 09,   37149,  2001.7068,  367.88,   371.18,     367.96,   371.28,     367.88,   371.18, MLO
+2001, 10,   37179,  2001.7890,  368.02,   371.42,     368.05,   371.43,     368.02,   371.42, MLO
+2001, 11,   37210,  2001.8740,  369.60,   371.73,     369.49,   371.60,     369.60,   371.73, MLO
+2001, 12,   37240,  2001.9562,  371.15,   372.02,     370.91,   371.76,     371.15,   372.02, MLO
+2002, 01,   37271,  2002.0411,  372.36,   372.29,     372.01,   371.93,     372.36,   372.29, MLO
+2002, 02,   37302,  2002.1260,  373.00,   372.26,     372.85,   372.10,     373.00,   372.26, MLO
+2002, 03,   37330,  2002.2027,  373.44,   371.99,     373.74,   372.27,     373.44,   371.99, MLO
+2002, 04,   37361,  2002.2877,  374.77,   372.16,     375.09,   372.46,     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,   372.90,     375.28,   372.86,     375.34,   372.90, MLO
+2002, 07,   37452,  2002.5370,  373.95,   373.19,     373.79,   373.07,     373.95,   373.19, MLO
+2002, 08,   37483,  2002.6219,  371.41,   372.89,     371.79,   373.30,     371.41,   372.89, MLO
+2002, 09,   37514,  2002.7068,  370.63,   373.94,     370.21,   373.53,     370.63,   373.94, MLO
+2002, 10,   37544,  2002.7890,  370.18,   373.59,     370.36,   373.76,     370.18,   373.59, MLO
+2002, 11,   37575,  2002.8740,  372.01,   374.14,     371.88,   373.99,     372.01,   374.14, MLO
+2002, 12,   37605,  2002.9562,  373.71,   374.58,     373.36,   374.21,     373.71,   374.58, MLO
+2003, 01,   37636,  2003.0411,  374.61,   374.55,     374.52,   374.44,     374.61,   374.55, MLO
+2003, 02,   37667,  2003.1260,  375.55,   374.81,     375.41,   374.66,     375.55,   374.81, MLO
+2003, 03,   37695,  2003.2027,  376.04,   374.58,     376.33,   374.85,     376.04,   374.58, MLO
+2003, 04,   37726,  2003.2877,  377.58,   374.96,     377.70,   375.07,     377.58,   374.96, 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,   375.79,     376.39,   375.67,     376.54,   375.79, 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,   376.23,     372.70,   376.04,     372.92,   376.23, MLO
+2003, 10,   37909,  2003.7890,  372.94,   376.36,     372.80,   376.20,     372.94,   376.36, MLO
+2003, 11,   37940,  2003.8740,  374.29,   376.43,     374.25,   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,     376.73,   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,  378.33,   376.85,     378.41,   376.90,     378.33,   376.85, MLO
+2004, 04,   38092,  2004.2896,  380.44,   377.79,     379.70,   377.03,     380.44,   377.79, 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,   376.98,     378.08,   377.38,     377.70,   376.98, MLO
+2004, 08,   38214,  2004.6230,  375.77,   377.29,     375.97,   377.52,     375.77,   377.29, MLO
+2004, 09,   38245,  2004.7077,  373.99,   377.33,     374.32,   377.67,     373.99,   377.33, MLO
+2004, 10,   38275,  2004.7896,  374.17,   377.60,     374.43,   377.84,     374.17,   377.60, MLO
+2004, 11,   38306,  2004.8743,  375.79,   377.93,     375.90,   378.02,     375.79,   377.93, MLO
+2004, 12,   38336,  2004.9563,  377.39,   378.26,     377.35,   378.21,     377.39,   378.26, MLO
+2005, 01,   38367,  2005.0411,  378.29,   378.22,     378.49,   378.41,     378.29,   378.22, MLO
+2005, 02,   38398,  2005.1260,  379.56,   378.81,     379.38,   378.62,     379.56,   378.81, MLO
+2005, 03,   38426,  2005.2027,  380.07,   378.61,     380.30,   378.82,     380.07,   378.61, MLO
+2005, 04,   38457,  2005.2877,  382.01,   379.38,     381.69,   379.04,     382.01,   379.38, MLO
+2005, 05,   38487,  2005.3699,  382.21,   378.97,     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,     376.89,   380.31,     376.77,   380.21, MLO
+2005, 11,   38671,  2005.8740,  378.27,   380.42,     378.38,   380.51,     378.27,   380.42, MLO
+2005, 12,   38701,  2005.9562,  379.93,   380.80,     379.84,   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,   381.69,     384.02,   381.36,     384.33,   381.69, MLO
+2006, 05,   38852,  2006.3699,  384.89,   381.65,     384.75,   381.51,     384.89,   381.65, MLO
+2006, 06,   38883,  2006.4548,  384.00,   381.53,     384.10,   381.66,     384.00,   381.53, MLO
+2006, 07,   38913,  2006.5370,  382.25,   381.49,     382.53,   381.80,     382.25,   381.49, MLO
+2006, 08,   38944,  2006.6219,  380.44,   381.93,     380.41,   381.95,     380.44,   381.93, MLO
+2006, 09,   38975,  2006.7068,  378.77,   382.11,     378.73,   382.09,     378.77,   382.11, MLO
+2006, 10,   39005,  2006.7890,  379.03,   382.48,     378.81,   382.24,     379.03,   382.48, MLO
+2006, 11,   39036,  2006.8740,  380.11,   382.27,     380.26,   382.39,     380.11,   382.27, MLO
+2006, 12,   39066,  2006.9562,  381.63,   382.50,     381.68,   382.54,     381.63,   382.50, MLO
+2007, 01,   39097,  2007.0411,  382.55,   382.48,     382.77,   382.69,     382.55,   382.48, MLO
+2007, 02,   39128,  2007.1260,  383.68,   382.94,     383.60,   382.84,     383.68,   382.94, MLO
+2007, 03,   39156,  2007.2027,  384.31,   382.84,     384.48,   382.99,     384.31,   382.84, MLO
+2007, 04,   39187,  2007.2877,  386.20,   383.55,     385.81,   383.15,     386.20,   383.55, MLO
+2007, 05,   39217,  2007.3699,  386.38,   383.13,     386.55,   383.30,     386.38,   383.13, MLO
+2007, 06,   39248,  2007.4548,  385.85,   383.37,     385.91,   383.46,     385.85,   383.37, MLO
+2007, 07,   39278,  2007.5370,  384.42,   383.65,     384.35,   383.62,     384.42,   383.65, MLO
+2007, 08,   39309,  2007.6219,  381.81,   383.31,     382.25,   383.78,     381.81,   383.31, MLO
+2007, 09,   39340,  2007.7068,  380.83,   384.18,     380.58,   383.95,     380.83,   384.18, MLO
+2007, 10,   39370,  2007.7890,  380.83,   384.29,     380.66,   384.10,     380.83,   384.29, MLO
+2007, 11,   39401,  2007.8740,  382.32,   384.49,     382.12,   384.26,     382.32,   384.49, MLO
+2007, 12,   39431,  2007.9562,  383.58,   384.46,     383.55,   384.41,     383.58,   384.46, MLO
+2008, 01,   39462,  2008.0410,  385.04,   384.97,     384.64,   384.56,     385.04,   384.97, MLO
+2008, 02,   39493,  2008.1257,  385.81,   385.06,     385.46,   384.70,     385.81,   385.06, MLO
+2008, 03,   39522,  2008.2049,  385.80,   384.30,     386.36,   384.84,     385.80,   384.30, MLO
+2008, 04,   39553,  2008.2896,  386.74,   384.06,     387.69,   385.00,     386.74,   384.06, 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,   385.57,     387.75,   385.32,     388.02,   385.57, MLO
+2008, 07,   39644,  2008.5383,  386.22,   385.49,     386.19,   385.48,     386.22,   385.49, MLO
+2008, 08,   39675,  2008.6230,  384.05,   385.58,     384.09,   385.65,     384.05,   385.58, MLO
+2008, 09,   39706,  2008.7077,  383.05,   386.42,     382.43,   385.82,     383.05,   386.42, MLO
+2008, 10,   39736,  2008.7896,  382.75,   386.21,     382.53,   385.98,     382.75,   386.21, MLO
+2008, 11,   39767,  2008.8743,  383.98,   386.14,     384.00,   386.13,     383.98,   386.14, MLO
+2008, 12,   39797,  2008.9563,  385.08,   385.96,     385.42,   386.29,     385.08,   385.96, MLO
+2009, 01,   39828,  2009.0411,  386.63,   386.56,     386.52,   386.44,     386.63,   386.56, MLO
+2009, 02,   39859,  2009.1260,  387.10,   386.35,     387.37,   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,   386.88,     390.36,   387.09,     390.15,   386.88, MLO
+2009, 06,   39979,  2009.4548,  389.60,   387.12,     389.74,   387.28,     389.60,   387.12, MLO
+2009, 07,   40009,  2009.5370,  388.05,   387.28,     388.20,   387.46,     388.05,   387.28, MLO
+2009, 08,   40040,  2009.6219,  386.06,   387.57,     386.12,   387.66,     386.06,   387.57, MLO
+2009, 09,   40071,  2009.7068,  384.64,   388.01,     384.49,   387.88,     384.64,   388.01, MLO
+2009, 10,   40101,  2009.7890,  384.32,   387.80,     384.63,   388.09,     384.32,   387.80, MLO
+2009, 11,   40132,  2009.8740,  386.05,   388.22,     386.16,   388.31,     386.05,   388.22, MLO
+2009, 12,   40162,  2009.9562,  387.48,   388.37,     387.67,   388.53,     387.48,   388.37, MLO
+2010, 01,   40193,  2010.0411,  388.55,   388.48,     388.85,   388.76,     388.55,   388.48, MLO
+2010, 02,   40224,  2010.1260,  390.08,   389.32,     389.76,   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
+2010, 04,   40283,  2010.2877,  392.39,   389.72,     392.09,   389.40,     392.39,   389.72, MLO
+2010, 05,   40313,  2010.3699,  393.24,   389.96,     392.87,   389.59,     393.24,   389.96, MLO
+2010, 06,   40344,  2010.4548,  392.26,   389.77,     392.25,   389.78,     392.26,   389.77, MLO
+2010, 07,   40374,  2010.5370,  390.35,   389.57,     390.69,   389.95,     390.35,   389.57, MLO
+2010, 08,   40405,  2010.6219,  388.53,   390.04,     388.58,   390.13,     388.53,   390.04, MLO
+2010, 09,   40436,  2010.7068,  386.85,   390.23,     386.90,   390.29,     386.85,   390.23, MLO
+2010, 10,   40466,  2010.7890,  387.18,   390.67,     386.98,   390.45,     387.18,   390.67, MLO
+2010, 11,   40497,  2010.8740,  388.69,   390.87,     388.44,   390.60,     388.69,   390.87, MLO
+2010, 12,   40527,  2010.9562,  389.83,   390.72,     389.87,   390.74,     389.83,   390.72, MLO
+2011, 01,   40558,  2011.0411,  391.33,   391.26,     390.96,   390.88,     391.33,   391.26, MLO
+2011, 02,   40589,  2011.1260,  391.96,   391.20,     391.78,   391.01,     391.96,   391.20, MLO
+2011, 03,   40617,  2011.2027,  392.49,   391.00,     392.64,   391.14,     392.49,   391.00, MLO
+2011, 04,   40648,  2011.2877,  393.40,   390.73,     393.97,   391.28,     393.40,   390.73, 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,   391.25,     394.06,   391.58,     393.75,   391.25, MLO
+2011, 07,   40739,  2011.5370,  392.64,   391.87,     392.48,   391.74,     392.64,   391.87, MLO
+2011, 08,   40770,  2011.6219,  390.25,   391.76,     390.37,   391.92,     390.25,   391.76, MLO
+2011, 09,   40801,  2011.7068,  389.05,   392.44,     388.70,   392.10,     389.05,   392.44, MLO
+2011, 10,   40831,  2011.7890,  388.98,   392.48,     388.80,   392.28,     388.98,   392.48, MLO
+2011, 11,   40862,  2011.8740,  390.30,   392.48,     390.31,   392.47,     390.30,   392.48, MLO
+2011, 12,   40892,  2011.9562,  391.86,   392.75,     391.78,   392.65,     391.86,   392.75, MLO
+2012, 01,   40923,  2012.0410,  393.13,   393.07,     392.92,   392.84,     393.13,   393.07, MLO
+2012, 02,   40954,  2012.1257,  393.42,   392.66,     393.80,   393.03,     393.42,   392.66, MLO
+2012, 03,   40983,  2012.2049,  394.43,   392.91,     394.75,   393.22,     394.43,   392.91, MLO
+2012, 04,   41014,  2012.2896,  396.51,   393.80,     396.15,   393.42,     396.51,   393.80, MLO
+2012, 05,   41044,  2012.3716,  396.96,   393.66,     396.92,   393.63,     396.96,   393.66, MLO
+2012, 06,   41075,  2012.4563,  395.97,   393.49,     396.30,   393.85,     395.97,   393.49, MLO
+2012, 07,   41105,  2012.5383,  394.60,   393.86,     394.78,   394.07,     394.60,   393.86, 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,   394.61,     391.12,   394.54,     391.20,   394.61, MLO
+2012, 10,   41197,  2012.7896,  391.09,   394.58,     391.29,   394.78,     391.09,   394.58, MLO
+2012, 11,   41228,  2012.8743,  393.03,   395.21,     392.86,   395.02,     393.03,   395.21, MLO
+2012, 12,   41258,  2012.9563,  394.42,   395.31,     394.38,   395.25,     394.42,   395.31, MLO
+2013, 01,   41289,  2013.0411,  395.69,   395.63,     395.57,   395.48,     395.69,   395.63, MLO
+2013, 02,   41320,  2013.1260,  396.94,   396.18,     396.48,   395.71,     396.94,   396.18, MLO
+2013, 03,   41348,  2013.2027,  397.36,   395.86,     397.42,   395.91,     397.36,   395.86, MLO
+2013, 04,   41379,  2013.2877,  398.44,   395.75,     398.83,   396.13,     398.44,   395.75, MLO
+2013, 05,   41409,  2013.3699,  400.06,   396.76,     399.63,   396.33,     400.06,   396.76, 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,   396.68,     397.46,   396.72,     397.45,   396.68, 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,     393.68,   397.10,     393.47,   396.88, MLO
+2013, 10,   41562,  2013.7890,  393.77,   397.29,     393.78,   397.28,     393.77,   397.29, MLO
+2013, 11,   41593,  2013.8740,  395.27,   397.47,     395.29,   397.46,     395.27,   397.47, MLO
+2013, 12,   41623,  2013.9562,  396.90,   397.79,     396.76,   397.63,     396.90,   397.79, 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,   398.74,     401.02,   398.30,     401.43,   398.74, MLO
+2014, 05,   41774,  2014.3699,  401.98,   398.67,     401.77,   398.46,     401.98,   398.67, 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,   398.39,     399.52,   398.78,     399.17,   398.39, MLO
+2014, 08,   41866,  2014.6219,  397.30,   398.82,     397.37,   398.94,     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,   399.26,     395.75,   399.26,     395.74,   399.26, MLO
+2014, 11,   41958,  2014.8740,  397.32,   399.52,     397.25,   399.43,     397.32,   399.52, MLO
+2014, 12,   41988,  2014.9562,  398.89,   399.78,     398.71,   399.59,     398.89,   399.78, MLO
+2015, 01,   42019,  2015.0411,  399.94,   399.88,     399.85,   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,   400.10,     401.63,   400.11,     401.60,   400.10, MLO
+2015, 04,   42109,  2015.2877,  403.52,   400.82,     403.03,   400.31,     403.52,   400.82, MLO
+2015, 05,   42139,  2015.3699,  404.03,   400.71,     403.83,   400.51,     404.03,   400.71, MLO
+2015, 06,   42170,  2015.4548,  402.81,   400.28,     403.23,   400.73,     402.81,   400.28, MLO
+2015, 07,   42200,  2015.5370,  401.54,   400.75,     401.71,   400.96,     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,   400.85,     398.06,   401.51,     397.43,   400.85, MLO
+2015, 10,   42292,  2015.7890,  398.22,   401.75,     398.28,   401.80,     398.22,   401.75, MLO
+2015, 11,   42323,  2015.8740,  400.17,   402.38,     399.93,   402.11,     400.17,   402.38, MLO
+2015, 12,   42353,  2015.9562,  401.82,   402.72,     401.54,   402.42,     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,   403.26,     404.87,   403.32,     404.79,   403.26, MLO
+2016, 04,   42475,  2016.2896,  407.48,   404.75,     406.35,   403.60,     407.48,   404.75, MLO
+2016, 05,   42505,  2016.3716,  407.60,   404.26,     407.17,   403.85,     407.60,   404.26, MLO
+2016, 06,   42536,  2016.4563,  406.94,   404.44,     406.57,   404.09,     406.94,   404.44, MLO
+2016, 07,   42566,  2016.5383,  404.43,   403.68,     405.03,   404.31,     404.43,   403.68, MLO
+2016, 08,   42597,  2016.6230,  402.16,   403.72,     402.93,   404.53,     402.16,   403.72, MLO
+2016, 09,   42628,  2016.7077,  400.94,   404.39,     401.29,   404.75,     400.94,   404.39, MLO
+2016, 10,   42658,  2016.7896,  401.43,   404.96,     401.44,   404.96,     401.43,   404.96, MLO
+2016, 11,   42689,  2016.8743,  403.57,   405.78,     402.99,   405.17,     403.57,   405.78, MLO
+2016, 12,   42719,  2016.9563,  404.49,   405.38,     404.49,   405.37,     404.49,   405.38, MLO
+2017, 01,   42750,  2017.0411,  406.00,   405.93,     405.64,   405.56,     406.00,   405.93, MLO
+2017, 02,   42781,  2017.1260,  406.57,   405.80,     406.52,   405.74,     406.57,   405.80, MLO
+2017, 03,   42809,  2017.2027,  406.99,   405.48,     407.43,   405.90,     406.99,   405.48, MLO
+2017, 04,   42840,  2017.2877,  408.88,   406.17,     408.81,   406.07,     408.88,   406.17, MLO
+2017, 05,   42870,  2017.3699,  409.84,   406.50,     409.57,   406.23,     409.84,   406.50, MLO
+2017, 06,   42901,  2017.4548,  409.04,   406.50,     408.91,   406.40,     409.04,   406.50, MLO
+2017, 07,   42931,  2017.5370,  407.14,   406.36,     407.30,   406.55,     407.14,   406.36, MLO
+2017, 08,   42962,  2017.6219,  405.19,   406.73,     405.13,   406.71,     405.19,   406.73, MLO
+2017, 09,   42993,  2017.7068,  403.20,   406.64,     403.40,   406.86,     403.20,   406.64, MLO
+2017, 10,   43023,  2017.7890,  403.56,   407.11,     403.48,   407.01,     403.56,   407.11, MLO
+2017, 11,   43054,  2017.8740,  405.10,   407.32,     404.97,   407.17,     405.10,   407.32, MLO
+2017, 12,   43084,  2017.9562,  406.68,   407.58,     406.43,   407.32,     406.68,   407.58, MLO
+2018, 01,   43115,  2018.0411,  407.98,   407.91,     407.56,   407.48,     407.98,   407.91, MLO
+2018, 02,   43146,  2018.1260,  408.35,   407.58,     408.42,   407.64,     408.35,   407.58, MLO
+2018, 03,   43174,  2018.2027,  409.21,   407.70,     409.32,   407.79,     409.21,   407.70, MLO
+2018, 04,   43205,  2018.2877,  410.23,   407.50,     410.71,   407.97,     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,   408.27,     410.90,   408.38,     410.81,   408.27, MLO
+2018, 07,   43296,  2018.5370,  408.83,   408.05,     409.36,   408.61,     408.83,   408.05, 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,   408.98,     405.66,   409.13,     405.53,   408.98, MLO
+2018, 10,   43388,  2018.7890,  405.93,   409.49,     405.84,   409.39,     405.93,   409.49, MLO
+2018, 11,   43419,  2018.8740,  408.05,   410.28,     407.46,   409.66,     408.05,   410.28, MLO
+2018, 12,   43449,  2018.9562,  409.16,   410.06,     409.03,   409.92,     409.16,   410.06, MLO
+2019, 01,   43480,  2019.0411,  410.85,   410.78,     410.26,   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,     413.61,   410.86,     413.46,   410.73, MLO
+2019, 05,   43600,  2019.3699,  414.75,   411.40,     414.44,   411.08,     414.75,   411.40, 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,   411.52,     411.79,   411.00, MLO
+2019, 08,   43692,  2019.6219,  410.02,   411.57,     410.15,   411.74,     410.02,   411.57, MLO
+2019, 09,   43723,  2019.7068,  408.48,   411.94,     408.48,   411.96,     408.48,   411.94, MLO
+2019, 10,   43753,  2019.7890,  408.40,   411.96,     408.62,   412.18,     408.40,   411.96, MLO
+2019, 11,   43784,  2019.8740,  410.16,   412.39,     410.19,   412.40,     410.16,   412.39, MLO
+2019, 12,   43814,  2019.9562,  411.81,   412.71,     411.72,   412.61,     411.81,   412.71, MLO
+2020, 01,   43845,  2020.0410,  413.32,   413.25,     412.91,   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,   413.34,     416.22,   413.44,     416.11,   413.34, 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,   413.76,     416.34,   413.84,     416.29,   413.76, MLO
+2020, 07,   44027,  2020.5383,  414.43,   413.67,     414.75,   414.03,     414.43,   413.67, 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,     410.93,   414.43,     411.17,   414.65, MLO
+2020, 10,   44119,  2020.7896,  411.12,   414.69,     411.06,   414.61,     411.12,   414.69, MLO
+2020, 11,   44150,  2020.8743,  412.89,   415.12,     412.60,   414.80,     412.89,   415.12, MLO
+2020, 12,   44180,  2020.9563,  413.88,   414.79,     414.09,   414.98,     413.88,   414.79, 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,   415.34,     416.47,   415.69, MLO
+2021, 03,   44270,  2021.2027,  417.10,   415.57,     417.04,   415.49,     417.10,   415.57, 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,     419.20,   415.83,     418.95,   415.57, MLO
+2021, 06,   44362,  2021.4548,  418.70,   416.13,     418.55,   416.01,     418.70,   416.13, MLO
+2021, 07,   44392,  2021.5370,  416.66,   415.87,     416.94,   416.18,     416.66,   415.87, MLO
+2021, 08,   44423,  2021.6219,  414.38,   415.93,     414.77,   416.37,     414.38,   415.93, MLO
+2021, 09,   44454,  2021.7068,  412.93,   416.41,     413.06,   416.55,     412.93,   416.41, MLO
+2021, 10,   44484,  2021.7890,  413.52,   417.11,     413.16,   416.73,     413.52,   417.11, MLO
+2021, 11,   44515,  2021.8740,  414.81,   417.06,     414.70,   416.92,     414.81,   417.06, MLO
+2021, 12,   44545,  2021.9562,  416.43,   417.34,     416.19,   417.08,     416.43,   417.34, MLO
+2022, 01,   44576,  2022.0411,  418.01,   417.94,     417.33,   417.25,     418.01,   417.94, MLO
+2022, 02,   44607,  2022.1260,  418.99,   418.21,     418.20,   417.41,     418.99,   418.21, MLO
+2022, 03,   44635,  2022.2027,  418.45,   416.92,     419.09,   417.54,     418.45,   416.92, MLO
+2022, 04,   44666,  2022.2877,  420.01,   417.25,     420.46,   417.69,     420.01,   417.25, MLO
+2022, 05,   44696,  2022.3699,  420.78,   417.39,     421.22,   417.84,     420.78,   417.39, MLO
+2022, 06,   44727,  2022.4548,  420.68,   418.11,     420.56,   418.01,     420.68,   418.11, MLO
+2022, 07,   44757,  2022.5370,  418.71,   417.92,     418.94,   418.18,     418.71,   417.92, 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,     415.05,   418.55,     415.42,   418.91, MLO
+2022, 10,   44849,  2022.7890,  415.31,   418.91,     415.17,   418.75,     415.31,   418.91, MLO
+2022, 11,   44880,  2022.8740,  417.03,   419.27,     416.73,   418.95,     417.03,   419.27, MLO
+2022, 12,   44910,  2022.9562,  418.46,   419.38,     418.26,   419.15,     418.46,   419.38, MKO
+2023, 01,   44941,  2023.0411,  419.13,   419.06,     419.46,   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,     421.38,   419.83,     420.51,   418.97, MLO
+2023, 04,   45031,  2023.2877,  422.73,   419.97,     422.88,   420.10,     422.73,   419.97, MLO
+2023, 05,   45061,  2023.3699,  423.78,   420.39,     423.76,   420.37,     423.78,   420.39, MLO
+2023, 06,   45092,  2023.4548,  423.39,   420.82,     423.22,   420.66,     423.39,   420.82, MLO
+2023, 07,   45122,  2023.5370,  421.62,   420.83,     421.72,   420.96,     421.62,   420.83, 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,     418.07,   421.58,     418.06,   421.56, MLO
+2023, 10,   45214,  2023.7890,  418.41,   422.01,     418.30,   421.89,     418.41,   422.01, MLO
+2023, 11,   45245,  2023.8740,  420.11,   422.37,     419.97,   422.20,     420.11,   422.37, MLO
+2023, 12,   45275,  2023.9562,  421.65,   422.57,     421.60,   422.50,     421.65,   422.57, MLO
+2024, 01,   45306,  2024.0410,  422.62,   422.55,     422.88,   422.80,     422.62,   422.55, MLO
+2024, 02,   45337,  2024.1257,  424.34,   423.56,     423.89,   423.10,     424.34,   423.56, MLO
+2024, 03,   45366,  2024.2049,  425.22,   423.65,     424.95,   423.37,     425.22,   423.65, MLO
+2024, 04,   45397,  2024.2896,  426.30,   423.50,     426.47,   423.66,     426.30,   423.50, MLO
+2024, 05,   45427,  2024.3716,  426.70,   423.30,     427.33,   423.93,     426.70,   423.30, MLO
+2024, 06,   45458,  2024.4563,  426.62,   424.07,     426.75,   424.21,     426.62,   424.07, MLO
+2024, 07,   45488,  2024.5383,  425.40,   424.63,     425.22,   424.48,     425.40,   424.63, MLO
+2024, 08,   45519,  2024.6230,  422.70,   424.30,     423.13,   424.76,     422.70,   424.30, MLO
+2024, 09,   45550,  2024.7077,  421.60,   425.11,     421.50,   425.03,     421.60,   425.11, MLO
+2024, 10,   45580,  2024.7896,  422.05,   425.66,     421.70,   425.29,     422.05,   425.66, MLO
+2024, 11,   45611,  2024.8743,  423.61,   425.87,     423.31,   425.54,     423.61,   425.87, MLO
+2024, 12,   45641,  2024.9563,  425.01,   425.93,     424.87,   425.76,     425.01,   425.93, MLO
+2025, 01,   45672,  2025.0411,  426.42,   426.35,     426.07,   425.98,     426.42,   426.35, MLO
+2025, 02,   45703,  2025.1260,  427.00,   426.21,     426.99,   426.19,     427.00,   426.21, MLO
+2025, 03,   45731,  2025.2027,  427.73,   426.19,     427.92,   426.36,     427.73,   426.19, MLO
+2025, 04,   45762,  2025.2877,  429.24,   426.47,     429.34,   426.55,     429.24,   426.47, MLO
+2025, 05,   45792,  2025.3699,  430.21,   426.80,     430.13,   426.72,     430.21,   426.80, MLO
+2025, 06,   45823,  2025.4548,  429.52,   426.93,     429.46,   426.90,     429.52,   426.93, MLO
+2025, 07,   45853,  2025.5370,  427.56,   426.76,     427.83,   427.06,     427.56,   426.76, MLO
+2025, 08,   45884,  2025.6219,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2025, 09,   45915,  2025.7068,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2025, 10,   45945,  2025.7890,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2025, 11,   45976,  2025.8740,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
+2025, 12,   46006,  2025.9562,  -99.99,   -99.99,     -99.99,   -99.99,     -99.99,   -99.99, MLO
-- 
2.18.1