diff --git a/module3/exo3/Concentration_CO2.csv b/module3/exo3/Concentration_CO2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..834a820a3146b8417d653807a1e8d153abf2f4e2
--- /dev/null
+++ b/module3/exo3/Concentration_CO2.csv
@@ -0,0 +1,868 @@
+"-------------------------------------------------------------------------------------------"
+" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements "
+" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m "
+" Since December 2022 sampling has temporarily been relocated to MaunuaKea, Hawaii "
+" Latitude 19.8°N Longitude 155.5°W Elevation 4145m "
+" "
+" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher "
+" Scripps CO2 Program ( http://scrippsco2.ucsd.edu ) "
+" Scripps Institution of Oceanography (SIO) "
+" University of California "
+" La Jolla, California USA 92093-0244 "
+" "
+" Status of data and correspondence: "
+" "
+" These data are subject to revision based on recalibration of standard gases. Questions "
+" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker"
+" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program. "
+" "
+" Baseline data in this file through 03-Oct-2024 from archive dated 04-Oct-2024 10:30:32 "
+" "
+"-------------------------------------------------------------------------------------------"
+" "
+" Please cite as: "
+" "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and "
+" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and "
+" oceans from 1978 to 2000. I. Global aspects, SIO Reference Series, No. 01-06, Scripps "
+" Institution of Oceanography, San Diego, 88 pages, 2001. "
+" "
+" If it is necessary to cite a peer-reviewed article, please cite as: "
+" "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and "
+" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and "
+" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113, "
+" in "A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems", "
+" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag, "
+" New York, 2005. "
+" "
+"-------------------------------------------------------------------------------------------"
+" "
+" The data file below contains 10 columns. Columns 1-4 give the dates in several redundant "
+" formats. Column 5 below gives monthly Mauna Loa CO2 concentrations in micro-mol CO2 per "
+" mole (ppm), reported on the 2012 SIO manometric mole fraction scale. This is the "
+" standard version of the data most often sought. The monthly values have been adjusted "
+" to 24:00 hours on the 15th of each month. Column 6 gives the same data after a seasonal "
+" adjustment to remove the quasi-regular seasonal cycle. The adjustment involves "
+" subtracting from the data a 4-harmonic fit with a linear gain factor. Column 7 is a "
+" smoothed version of the data generated from a stiff cubic spline function plus 4-harmonic "
+" functions with linear gain. Column 8 is the same smoothed version with the seasonal "
+" cycle removed. Column 9 is identical to Column 5 except that the missing values from "
+" Column 5 have been filled with values from Column 7. Column 10 is identical to Column 6 "
+" except missing values have been filled with values from Column 8. Missing values are "
+" denoted by -99.99 "
+" "
+" Column 11 is the 3-digit sampling station identifier. MLO refers to the Mauna Loa Observatory."
+" MKO refers the summit of nearby Maunakea. MKO data are used to a fill a gap created by the 2022"
+" eruption of Mauna Loa, which led to the shutdown measurements by the Scripps CO2 program at MLO"
+" from Dec 2022 through Feb 2023"
+" "
+" CO2 concentrations are measured on the '12' calibration scale "
+" "
+ Yr, Mn, Date, Date, CO2,seasonally, fit, seasonally, CO2, seasonally, Sta
+ , , , , , adjusted, ,adjusted fit, filled,adjusted filled
+ , , Excel, , [ppm], [ppm] , [ppm], [ppm], [ppm], [ppm]
+1958, 01, 21200, 1958.0411, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
+1958, 02, 21231, 1958.1260, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
+1958, 03, 21259, 1958.2027, 315.71, 314.43, 316.20, 314.91, 315.71, 314.43, MLO
+1958, 04, 21290, 1958.2877, 317.45, 315.16, 317.30, 314.99, 317.45, 315.16, MLO
+1958, 05, 21320, 1958.3699, 317.51, 314.69, 317.89, 315.07, 317.51, 314.69, MLO
+1958, 06, 21351, 1958.4548, -99.99, -99.99, 317.27, 315.15, 317.27, 315.15, MLO
+1958, 07, 21381, 1958.5370, 315.87, 315.20, 315.86, 315.22, 315.87, 315.20, MLO
+1958, 08, 21412, 1958.6219, 314.93, 316.22, 313.96, 315.29, 314.93, 316.22, MLO
+1958, 09, 21443, 1958.7068, 313.21, 316.12, 312.43, 315.35, 313.21, 316.12, MLO
+1958, 10, 21473, 1958.7890, -99.99, -99.99, 312.42, 315.41, 312.42, 315.41, MLO
+1958, 11, 21504, 1958.8740, 313.33, 315.21, 313.60, 315.46, 313.33, 315.21, MLO
+1958, 12, 21534, 1958.9562, 314.67, 315.43, 314.77, 315.52, 314.67, 315.43, MLO
+1959, 01, 21565, 1959.0411, 315.58, 315.52, 315.64, 315.57, 315.58, 315.52, MLO
+1959, 02, 21596, 1959.1260, 316.49, 315.84, 316.30, 315.64, 316.49, 315.84, MLO
+1959, 03, 21624, 1959.2027, 316.65, 315.37, 316.99, 315.70, 316.65, 315.37, MLO
+1959, 04, 21655, 1959.2877, 317.72, 315.41, 318.09, 315.77, 317.72, 315.41, MLO
+1959, 05, 21685, 1959.3699, 318.29, 315.46, 318.68, 315.85, 318.29, 315.46, MLO
+1959, 06, 21716, 1959.4548, 318.15, 316.00, 318.07, 315.94, 318.15, 316.00, MLO
+1959, 07, 21746, 1959.5370, 316.54, 315.87, 316.67, 316.03, 316.54, 315.87, MLO
+1959, 08, 21777, 1959.6219, 314.80, 316.09, 314.80, 316.13, 314.80, 316.09, MLO
+1959, 09, 21808, 1959.7068, 313.84, 316.75, 313.29, 316.22, 313.84, 316.75, MLO
+1959, 10, 21838, 1959.7890, 313.33, 316.35, 313.31, 316.31, 313.33, 316.35, MLO
+1959, 11, 21869, 1959.8740, 314.81, 316.69, 314.53, 316.40, 314.81, 316.69, MLO
+1959, 12, 21899, 1959.9562, 315.58, 316.35, 315.72, 316.48, 315.58, 316.35, MLO
+1960, 01, 21930, 1960.0410, 316.43, 316.37, 316.62, 316.56, 316.43, 316.37, MLO
+1960, 02, 21961, 1960.1257, 316.98, 316.33, 317.30, 316.64, 316.98, 316.33, MLO
+1960, 03, 21990, 1960.2049, 317.58, 316.27, 318.04, 316.71, 317.58, 316.27, MLO
+1960, 04, 22021, 1960.2896, 319.03, 316.70, 319.14, 316.79, 319.03, 316.70, MLO
+1960, 05, 22051, 1960.3716, 320.03, 317.20, 319.70, 316.86, 320.03, 317.20, MLO
+1960, 06, 22082, 1960.4563, 319.59, 317.45, 319.04, 316.93, 319.59, 317.45, MLO
+1960, 07, 22112, 1960.5383, 318.18, 317.53, 317.59, 316.98, 318.18, 317.53, MLO
+1960, 08, 22143, 1960.6230, 315.90, 317.23, 315.66, 317.02, 315.90, 317.23, MLO
+1960, 09, 22174, 1960.7077, 314.17, 317.10, 314.10, 317.05, 314.17, 317.10, MLO
+1960, 10, 22204, 1960.7896, 313.83, 316.85, 314.08, 317.08, 313.83, 316.85, MLO
+1960, 11, 22235, 1960.8743, 315.00, 316.89, 315.25, 317.11, 315.00, 316.89, MLO
+1960, 12, 22265, 1960.9563, 316.19, 316.96, 316.40, 317.15, 316.19, 316.96, MLO
+1961, 01, 22296, 1961.0411, 316.89, 316.84, 317.27, 317.21, 316.89, 316.84, MLO
+1961, 02, 22327, 1961.1260, 317.70, 317.05, 317.93, 317.27, 317.70, 317.05, MLO
+1961, 03, 22355, 1961.2027, 318.54, 317.25, 318.64, 317.34, 318.54, 317.25, MLO
+1961, 04, 22386, 1961.2877, 319.48, 317.16, 319.75, 317.42, 319.48, 317.16, MLO
+1961, 05, 22416, 1961.3699, 320.58, 317.74, 320.35, 317.50, 320.58, 317.74, MLO
+1961, 06, 22447, 1961.4548, 319.77, 317.61, 319.74, 317.59, 319.77, 317.61, MLO
+1961, 07, 22477, 1961.5370, 318.56, 317.89, 318.33, 317.68, 318.56, 317.89, MLO
+1961, 08, 22508, 1961.6219, 316.79, 318.10, 316.43, 317.77, 316.79, 318.10, MLO
+1961, 09, 22539, 1961.7068, 314.99, 317.92, 314.90, 317.85, 314.99, 317.92, MLO
+1961, 10, 22569, 1961.7890, 315.31, 318.34, 314.90, 317.92, 315.31, 318.34, MLO
+1961, 11, 22600, 1961.8740, 316.10, 318.00, 316.12, 317.99, 316.10, 318.00, MLO
+1961, 12, 22630, 1961.9562, 317.01, 317.78, 317.30, 318.06, 317.01, 317.78, MLO
+1962, 01, 22661, 1962.0411, 317.94, 317.88, 318.20, 318.13, 317.94, 317.88, MLO
+1962, 02, 22692, 1962.1260, 318.55, 317.89, 318.86, 318.20, 318.55, 317.89, MLO
+1962, 03, 22720, 1962.2027, 319.68, 318.39, 319.57, 318.26, 319.68, 318.39, MLO
+1962, 04, 22751, 1962.2877, 320.57, 318.24, 320.67, 318.32, 320.57, 318.24, MLO
+1962, 05, 22781, 1962.3699, 321.02, 318.16, 321.24, 318.39, 321.02, 318.16, MLO
+1962, 06, 22812, 1962.4548, 320.62, 318.45, 320.60, 318.45, 320.62, 318.45, MLO
+1962, 07, 22842, 1962.5370, 319.62, 318.94, 319.15, 318.51, 319.62, 318.94, MLO
+1962, 08, 22873, 1962.6219, 317.40, 318.71, 317.22, 318.56, 317.40, 318.71, MLO
+1962, 09, 22904, 1962.7068, 316.24, 319.19, 315.64, 318.60, 316.24, 319.19, MLO
+1962, 10, 22934, 1962.7890, 315.42, 318.46, 315.62, 318.64, 315.42, 318.46, MLO
+1962, 11, 22965, 1962.8740, 316.69, 318.59, 316.80, 318.68, 316.69, 318.59, MLO
+1962, 12, 22995, 1962.9562, 317.70, 318.47, 317.96, 318.72, 317.70, 318.47, MLO
+1963, 01, 23026, 1963.0411, 318.74, 318.68, 318.83, 318.76, 318.74, 318.68, MLO
+1963, 02, 23057, 1963.1260, 319.07, 318.41, 319.48, 318.81, 319.07, 318.41, MLO
+1963, 03, 23085, 1963.2027, 319.86, 318.56, 320.17, 318.86, 319.86, 318.56, MLO
+1963, 04, 23116, 1963.2877, 321.38, 319.05, 321.26, 318.91, 321.38, 319.05, MLO
+1963, 05, 23146, 1963.3699, 322.24, 319.38, 321.83, 318.96, 322.24, 319.38, MLO
+1963, 06, 23177, 1963.4548, 321.49, 319.31, 321.18, 319.02, 321.49, 319.31, MLO
+1963, 07, 23207, 1963.5370, 319.74, 319.06, 319.71, 319.06, 319.74, 319.06, MLO
+1963, 08, 23238, 1963.6219, 317.77, 319.08, 317.76, 319.11, 317.77, 319.08, MLO
+1963, 09, 23269, 1963.7068, 316.21, 319.16, 316.18, 319.15, 316.21, 319.16, MLO
+1963, 10, 23299, 1963.7890, 315.99, 319.03, 316.15, 319.19, 315.99, 319.03, MLO
+1963, 11, 23330, 1963.8740, 317.07, 318.98, 317.35, 319.23, 317.07, 318.98, MLO
+1963, 12, 23360, 1963.9562, 318.35, 319.13, 318.52, 319.28, 318.35, 319.13, MLO
+1964, 01, 23391, 1964.0410, 319.57, 319.52, 319.39, 319.33, 319.57, 319.52, MLO
+1964, 02, 23422, 1964.1257, -99.99, -99.99, 320.04, 319.37, 320.04, 319.37, MLO
+1964, 03, 23451, 1964.2049, -99.99, -99.99, 320.76, 319.41, 320.76, 319.41, MLO
+1964, 04, 23482, 1964.2896, -99.99, -99.99, 321.84, 319.46, 321.84, 319.46, MLO
+1964, 05, 23512, 1964.3716, 322.25, 319.37, 322.37, 319.50, 322.25, 319.37, MLO
+1964, 06, 23543, 1964.4563, 321.90, 319.73, 321.68, 319.53, 321.90, 319.73, MLO
+1964, 07, 23573, 1964.5383, 320.44, 319.79, 320.18, 319.56, 320.44, 319.79, MLO
+1964, 08, 23604, 1964.6230, 318.69, 320.04, 318.21, 319.59, 318.69, 320.04, MLO
+1964, 09, 23635, 1964.7077, 316.71, 319.68, 316.62, 319.61, 316.71, 319.68, MLO
+1964, 10, 23665, 1964.7896, 316.87, 319.93, 316.58, 319.62, 316.87, 319.93, MLO
+1964, 11, 23696, 1964.8743, 317.68, 319.59, 317.75, 319.64, 317.68, 319.59, MLO
+1964, 12, 23726, 1964.9563, 318.71, 319.49, 318.90, 319.66, 318.71, 319.49, MLO
+1965, 01, 23757, 1965.0411, 319.44, 319.38, 319.76, 319.69, 319.44, 319.38, MLO
+1965, 02, 23788, 1965.1260, 320.44, 319.78, 320.40, 319.73, 320.44, 319.78, MLO
+1965, 03, 23816, 1965.2027, 320.89, 319.58, 321.10, 319.77, 320.89, 319.58, MLO
+1965, 04, 23847, 1965.2877, 322.13, 319.79, 322.20, 319.84, 322.13, 319.79, MLO
+1965, 05, 23877, 1965.3699, 322.17, 319.29, 322.80, 319.91, 322.17, 319.29, MLO
+1965, 06, 23908, 1965.4548, 321.88, 319.68, 322.18, 320.01, 321.88, 319.68, MLO
+1965, 07, 23938, 1965.5370, 321.21, 320.52, 320.76, 320.11, 321.21, 320.52, MLO
+1965, 08, 23969, 1965.6219, 318.87, 320.19, 318.86, 320.21, 318.87, 320.19, MLO
+1965, 09, 24000, 1965.7068, 317.82, 320.79, 317.34, 320.33, 317.82, 320.79, MLO
+1965, 10, 24030, 1965.7890, 317.30, 320.37, 317.38, 320.44, 317.30, 320.37, MLO
+1965, 11, 24061, 1965.8740, 318.87, 320.79, 318.65, 320.55, 318.87, 320.79, MLO
+1965, 12, 24091, 1965.9562, 319.42, 320.20, 319.90, 320.67, 319.42, 320.20, MLO
+1966, 01, 24122, 1966.0411, 320.62, 320.57, 320.85, 320.79, 320.62, 320.57, MLO
+1966, 02, 24153, 1966.1260, 321.60, 320.93, 321.58, 320.90, 321.60, 320.93, MLO
+1966, 03, 24181, 1966.2027, 322.39, 321.08, 322.34, 321.01, 322.39, 321.08, MLO
+1966, 04, 24212, 1966.2877, 323.70, 321.34, 323.49, 321.12, 323.70, 321.34, MLO
+1966, 05, 24242, 1966.3699, 324.08, 321.19, 324.11, 321.22, 324.08, 321.19, MLO
+1966, 06, 24273, 1966.4548, 323.75, 321.55, 323.50, 321.32, 323.75, 321.55, MLO
+1966, 07, 24303, 1966.5370, 322.37, 321.69, 322.06, 321.40, 322.37, 321.69, MLO
+1966, 08, 24334, 1966.6219, 320.36, 321.69, 320.12, 321.48, 320.36, 321.69, MLO
+1966, 09, 24365, 1966.7068, 318.64, 321.62, 318.56, 321.56, 318.64, 321.62, MLO
+1966, 10, 24395, 1966.7890, 318.10, 321.18, 318.56, 321.62, 318.10, 321.18, MLO
+1966, 11, 24426, 1966.8740, 319.78, 321.71, 319.78, 321.69, 319.78, 321.71, MLO
+1966, 12, 24456, 1966.9562, 321.02, 321.81, 320.98, 321.74, 321.02, 321.81, MLO
+1967, 01, 24487, 1967.0411, 322.33, 322.27, 321.87, 321.80, 322.33, 322.27, MLO
+1967, 02, 24518, 1967.1260, 322.50, 321.83, 322.53, 321.86, 322.50, 321.83, MLO
+1967, 03, 24546, 1967.2027, 323.03, 321.72, 323.24, 321.91, 323.03, 321.72, MLO
+1967, 04, 24577, 1967.2877, 324.41, 322.05, 324.34, 321.96, 324.41, 322.05, MLO
+1967, 05, 24607, 1967.3699, 325.00, 322.10, 324.92, 322.02, 325.00, 322.10, MLO
+1967, 06, 24638, 1967.4548, 324.09, 321.89, 324.26, 322.08, 324.09, 321.89, MLO
+1967, 07, 24668, 1967.5370, 322.54, 321.86, 322.80, 322.14, 322.54, 321.86, MLO
+1967, 08, 24699, 1967.6219, 320.92, 322.25, 320.84, 322.21, 320.92, 322.25, MLO
+1967, 09, 24730, 1967.7068, 319.25, 322.24, 319.27, 322.28, 319.25, 322.24, MLO
+1967, 10, 24760, 1967.7890, 319.39, 322.48, 319.27, 322.35, 319.39, 322.48, MLO
+1967, 11, 24791, 1967.8740, 320.73, 322.66, 320.51, 322.42, 320.73, 322.66, MLO
+1967, 12, 24821, 1967.9562, 321.96, 322.74, 321.73, 322.50, 321.96, 322.74, MLO
+1968, 01, 24852, 1968.0410, 322.57, 322.51, 322.64, 322.57, 322.57, 322.51, MLO
+1968, 02, 24883, 1968.1257, 323.15, 322.48, 323.33, 322.65, 323.15, 322.48, MLO
+1968, 03, 24912, 1968.2049, 323.89, 322.55, 324.09, 322.74, 323.89, 322.55, MLO
+1968, 04, 24943, 1968.2896, 325.02, 322.63, 325.24, 322.83, 325.02, 322.63, MLO
+1968, 05, 24973, 1968.3716, 325.57, 322.66, 325.83, 322.93, 325.57, 322.66, MLO
+1968, 06, 25004, 1968.4563, 325.36, 323.17, 325.21, 323.04, 325.36, 323.17, MLO
+1968, 07, 25034, 1968.5383, 324.14, 323.48, 323.77, 323.14, 324.14, 323.48, MLO
+1968, 08, 25065, 1968.6230, 322.11, 323.46, 321.86, 323.26, 322.11, 323.46, MLO
+1968, 09, 25096, 1968.7077, 320.33, 323.34, 320.35, 323.38, 320.33, 323.34, MLO
+1968, 10, 25126, 1968.7896, 320.25, 323.34, 320.41, 323.49, 320.25, 323.34, MLO
+1968, 11, 25157, 1968.8743, 321.32, 323.26, 321.71, 323.62, 321.32, 323.26, MLO
+1968, 12, 25187, 1968.9563, 322.89, 323.68, 322.98, 323.75, 322.89, 323.68, MLO
+1969, 01, 25218, 1969.0411, 324.00, 323.95, 323.96, 323.89, 324.00, 323.95, MLO
+1969, 02, 25249, 1969.1260, 324.42, 323.74, 324.71, 324.03, 324.42, 323.74, MLO
+1969, 03, 25277, 1969.2027, 325.63, 324.31, 325.50, 324.16, 325.63, 324.31, MLO
+1969, 04, 25308, 1969.2877, 326.66, 324.28, 326.70, 324.31, 326.66, 324.28, MLO
+1969, 05, 25338, 1969.3699, 327.38, 324.46, 327.36, 324.44, 327.38, 324.46, MLO
+1969, 06, 25369, 1969.4548, 326.71, 324.49, 326.77, 324.57, 326.71, 324.49, MLO
+1969, 07, 25399, 1969.5370, 325.88, 325.19, 325.35, 324.69, 325.88, 325.19, MLO
+1969, 08, 25430, 1969.6219, 323.66, 325.00, 323.43, 324.80, 323.66, 325.00, MLO
+1969, 09, 25461, 1969.7068, 322.38, 325.38, 321.88, 324.91, 322.38, 325.38, MLO
+1969, 10, 25491, 1969.7890, 321.78, 324.89, 321.90, 324.99, 321.78, 324.89, MLO
+1969, 11, 25522, 1969.8740, 322.85, 324.80, 323.16, 325.08, 322.85, 324.80, MLO
+1969, 12, 25552, 1969.9562, 324.11, 324.91, 324.38, 325.16, 324.11, 324.91, MLO
+1970, 01, 25583, 1970.0411, 325.06, 325.00, 325.31, 325.24, 325.06, 325.00, MLO
+1970, 02, 25614, 1970.1260, 325.99, 325.31, 326.01, 325.33, 325.99, 325.31, MLO
+1970, 03, 25642, 1970.2027, 326.93, 325.60, 326.74, 325.40, 326.93, 325.60, MLO
+1970, 04, 25673, 1970.2877, 328.13, 325.75, 327.88, 325.48, 328.13, 325.75, MLO
+1970, 05, 25703, 1970.3699, 328.08, 325.15, 328.48, 325.56, 328.08, 325.15, MLO
+1970, 06, 25734, 1970.4548, 327.67, 325.44, 327.84, 325.63, 327.67, 325.44, MLO
+1970, 07, 25764, 1970.5370, 326.34, 325.65, 326.37, 325.70, 326.34, 325.65, MLO
+1970, 08, 25795, 1970.6219, 324.68, 326.02, 324.40, 325.77, 324.68, 326.02, MLO
+1970, 09, 25826, 1970.7068, 323.10, 326.12, 322.80, 325.84, 323.10, 326.12, MLO
+1970, 10, 25856, 1970.7890, 323.07, 326.18, 322.78, 325.89, 323.07, 326.18, MLO
+1970, 11, 25887, 1970.8740, 324.01, 325.96, 324.00, 325.93, 324.01, 325.96, MLO
+1970, 12, 25917, 1970.9562, 325.13, 325.93, 325.19, 325.97, 325.13, 325.93, MLO
+1971, 01, 25948, 1971.0411, 326.17, 326.11, 326.08, 326.01, 326.17, 326.11, MLO
+1971, 02, 25979, 1971.1260, 326.68, 326.01, 326.73, 326.05, 326.68, 326.01, MLO
+1971, 03, 26007, 1971.2027, 327.18, 325.85, 327.44, 326.09, 327.18, 325.85, MLO
+1971, 04, 26038, 1971.2877, 327.78, 325.39, 328.55, 326.14, 327.78, 325.39, MLO
+1971, 05, 26068, 1971.3699, 328.93, 325.99, 329.13, 326.20, 328.93, 325.99, MLO
+1971, 06, 26099, 1971.4548, 328.57, 326.34, 328.48, 326.26, 328.57, 326.34, MLO
+1971, 07, 26129, 1971.5370, 327.36, 326.66, 327.00, 326.33, 327.36, 326.66, MLO
+1971, 08, 26160, 1971.6219, 325.43, 326.77, 325.02, 326.41, 325.43, 326.77, MLO
+1971, 09, 26191, 1971.7068, 323.36, 326.39, 323.43, 326.48, 323.36, 326.39, MLO
+1971, 10, 26221, 1971.7890, 323.56, 326.69, 323.43, 326.55, 323.56, 326.69, MLO
+1971, 11, 26252, 1971.8740, 324.80, 326.75, 324.69, 326.62, 324.80, 326.75, MLO
+1971, 12, 26282, 1971.9562, 326.01, 326.81, 325.92, 326.70, 326.01, 326.81, MLO
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+1988, 10, 32431, 1988.7896, 348.66, 351.94, 348.53, 351.79, 348.66, 351.94, MLO
+1988, 11, 32462, 1988.8743, 349.85, 351.90, 349.90, 351.93, 349.85, 351.90, MLO
+1988, 12, 32492, 1988.9563, 351.12, 351.96, 351.23, 352.05, 351.12, 351.96, MLO
+1989, 01, 32523, 1989.0411, 352.55, 352.49, 352.24, 352.17, 352.55, 352.49, MLO
+1989, 02, 32554, 1989.1260, 352.86, 352.15, 353.01, 352.28, 352.86, 352.15, MLO
+1989, 03, 32582, 1989.2027, 353.48, 352.07, 353.80, 352.38, 353.48, 352.07, MLO
+1989, 04, 32613, 1989.2877, 355.21, 352.69, 355.03, 352.49, 355.21, 352.69, MLO
+1989, 05, 32643, 1989.3699, 355.47, 352.37, 355.69, 352.59, 355.47, 352.37, MLO
+1989, 06, 32674, 1989.4548, 354.92, 352.57, 355.03, 352.69, 354.92, 352.57, MLO
+1989, 07, 32704, 1989.5370, 353.70, 352.96, 353.49, 352.79, 353.70, 352.96, MLO
+1989, 08, 32735, 1989.6219, 351.47, 352.89, 351.43, 352.89, 351.47, 352.89, MLO
+1989, 09, 32766, 1989.7068, 349.61, 352.80, 349.78, 352.98, 349.61, 352.80, MLO
+1989, 10, 32796, 1989.7890, 349.79, 353.08, 349.80, 353.08, 349.79, 353.08, MLO
+1989, 11, 32827, 1989.8740, 351.10, 353.16, 351.14, 353.18, 351.10, 353.16, MLO
+1989, 12, 32857, 1989.9562, 352.32, 353.17, 352.46, 353.28, 352.32, 353.17, MLO
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+1990, 02, 32919, 1990.1260, 354.50, 353.79, 354.21, 353.49, 354.50, 353.79, MLO
+1990, 03, 32947, 1990.2027, 355.19, 353.78, 355.01, 353.58, 355.19, 353.78, MLO
+1990, 04, 32978, 1990.2877, 356.00, 353.47, 356.23, 353.69, 356.00, 353.47, MLO
+1990, 05, 33008, 1990.3699, 356.96, 353.86, 356.90, 353.79, 356.96, 353.86, MLO
+1990, 06, 33039, 1990.4548, 356.04, 353.68, 356.25, 353.91, 356.04, 353.68, MLO
+1990, 07, 33069, 1990.5370, 354.62, 353.89, 354.73, 354.03, 354.62, 353.89, MLO
+1990, 08, 33100, 1990.6219, 352.71, 354.14, 352.70, 354.16, 352.71, 354.14, MLO
+1990, 09, 33131, 1990.7068, 350.77, 353.97, 351.08, 354.30, 350.77, 353.97, MLO
+1990, 10, 33161, 1990.7890, 350.99, 354.29, 351.15, 354.44, 350.99, 354.29, MLO
+1990, 11, 33192, 1990.8740, 352.64, 354.71, 352.54, 354.59, 352.64, 354.71, MLO
+1990, 12, 33222, 1990.9562, 354.02, 354.86, 353.91, 354.73, 354.02, 354.86, MLO
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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, 355.14, 356.96, 355.55, MLO
+1991, 04, 33343, 1991.2877, 358.40, 355.86, 357.80, 355.25, 358.40, 355.86, MLO
+1991, 05, 33373, 1991.3699, 359.14, 356.02, 358.46, 355.34, 359.14, 356.02, MLO
+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, 352.36, 355.66, 352.02, 355.33, MLO
+1991, 11, 33557, 1991.8740, 353.55, 355.62, 353.68, 355.73, 353.55, 355.62, MLO
+1991, 12, 33587, 1991.9562, 354.79, 355.64, 354.97, 355.80, 354.79, 355.64, MLO
+1992, 01, 33618, 1992.0410, 355.79, 355.73, 355.94, 355.87, 355.79, 355.73, MLO
+1992, 02, 33649, 1992.1257, 356.52, 355.81, 356.66, 355.94, 356.52, 355.81, MLO
+1992, 03, 33678, 1992.2049, 357.61, 356.17, 357.46, 356.00, 357.61, 356.17, MLO
+1992, 04, 33709, 1992.2896, 358.95, 356.38, 358.65, 356.06, 358.95, 356.38, MLO
+1992, 05, 33739, 1992.3716, 359.46, 356.34, 359.23, 356.11, 359.46, 356.34, MLO
+1992, 06, 33770, 1992.4563, 359.06, 356.70, 358.49, 356.16, 359.06, 356.70, MLO
+1992, 07, 33800, 1992.5383, 356.82, 356.11, 356.87, 356.20, 356.82, 356.11, MLO
+1992, 08, 33831, 1992.6230, 354.80, 356.26, 354.73, 356.23, 354.80, 356.26, MLO
+1992, 09, 33862, 1992.7077, 352.81, 356.03, 353.02, 356.26, 352.81, 356.03, MLO
+1992, 10, 33892, 1992.7896, 353.11, 356.43, 352.99, 356.29, 353.11, 356.43, MLO
+1992, 11, 33923, 1992.8743, 353.96, 356.04, 354.28, 356.33, 353.96, 356.04, MLO
+1992, 12, 33953, 1992.9563, 355.20, 356.05, 355.54, 356.37, 355.20, 356.05, MLO
+1993, 01, 33984, 1993.0411, 356.50, 356.44, 356.50, 356.43, 356.50, 356.44, MLO
+1993, 02, 34015, 1993.1260, 356.97, 356.25, 357.22, 356.49, 356.97, 356.25, MLO
+1993, 03, 34043, 1993.2027, 358.18, 356.76, 357.99, 356.55, 358.18, 356.76, MLO
+1993, 04, 34074, 1993.2877, 359.26, 356.71, 359.20, 356.63, 359.26, 356.71, MLO
+1993, 05, 34104, 1993.3699, 360.08, 356.95, 359.84, 356.71, 360.08, 356.95, MLO
+1993, 06, 34135, 1993.4548, 359.40, 357.02, 359.16, 356.80, 359.40, 357.02, MLO
+1993, 07, 34165, 1993.5370, 357.38, 356.63, 357.61, 356.90, 357.38, 356.63, MLO
+1993, 08, 34196, 1993.6219, 355.33, 356.76, 355.54, 357.01, 355.33, 356.76, MLO
+1993, 09, 34227, 1993.7068, 353.50, 356.73, 353.90, 357.14, 353.50, 356.73, MLO
+1993, 10, 34257, 1993.7890, 353.80, 357.13, 353.96, 357.28, 353.80, 357.13, MLO
+1993, 11, 34288, 1993.8740, 355.15, 357.23, 355.37, 357.43, 355.15, 357.23, MLO
+1993, 12, 34318, 1993.9562, 356.62, 357.47, 356.76, 357.59, 356.62, 357.47, MLO
+1994, 01, 34349, 1994.0411, 358.19, 358.13, 357.83, 357.76, 358.19, 358.13, MLO
+1994, 02, 34380, 1994.1260, 358.73, 358.01, 358.66, 357.93, 358.73, 358.01, MLO
+1994, 03, 34408, 1994.2027, 359.79, 358.36, 359.53, 358.09, 359.79, 358.36, MLO
+1994, 04, 34439, 1994.2877, 361.09, 358.53, 360.83, 358.26, 361.09, 358.53, MLO
+1994, 05, 34469, 1994.3699, 361.51, 358.37, 361.56, 358.42, 361.51, 358.37, MLO
+1994, 06, 34500, 1994.4548, 360.78, 358.39, 360.95, 358.59, 360.78, 358.39, MLO
+1994, 07, 34530, 1994.5370, 359.38, 358.63, 359.46, 358.75, 359.38, 358.63, MLO
+1994, 08, 34561, 1994.6219, 357.31, 358.75, 357.45, 358.93, 357.31, 358.75, MLO
+1994, 09, 34592, 1994.7068, 355.68, 358.92, 355.85, 359.11, 355.68, 358.92, MLO
+1994, 10, 34622, 1994.7890, 355.83, 359.17, 355.95, 359.28, 355.83, 359.17, MLO
+1994, 11, 34653, 1994.8740, 357.42, 359.51, 357.40, 359.47, 357.42, 359.51, MLO
+1994, 12, 34683, 1994.9562, 358.87, 359.73, 358.81, 359.65, 358.87, 359.73, MLO
+1995, 01, 34714, 1995.0411, 359.81, 359.75, 359.91, 359.83, 359.81, 359.75, MLO
+1995, 02, 34745, 1995.1260, 360.84, 360.12, 360.75, 360.02, 360.84, 360.12, MLO
+1995, 03, 34773, 1995.2027, 361.48, 360.05, 361.62, 360.18, 361.48, 360.05, MLO
+1995, 04, 34804, 1995.2877, 363.30, 360.73, 362.94, 360.35, 363.30, 360.73, MLO
+1995, 05, 34834, 1995.3699, 363.64, 360.50, 363.67, 360.52, 363.64, 360.50, MLO
+1995, 06, 34865, 1995.4548, 363.11, 360.72, 363.06, 360.69, 363.11, 360.72, MLO
+1995, 07, 34895, 1995.5370, 361.74, 361.00, 361.56, 360.85, 361.74, 361.00, MLO
+1995, 08, 34926, 1995.6219, 359.31, 360.75, 359.53, 361.01, 359.31, 360.75, MLO
+1995, 09, 34957, 1995.7068, 357.91, 361.16, 357.91, 361.17, 357.91, 361.16, MLO
+1995, 10, 34987, 1995.7890, 357.62, 360.97, 357.99, 361.33, 357.62, 360.97, MLO
+1995, 11, 35018, 1995.8740, 359.42, 361.52, 359.41, 361.49, 359.42, 361.52, MLO
+1995, 12, 35048, 1995.9562, 360.56, 361.41, 360.81, 361.64, 360.56, 361.41, MLO
+1996, 01, 35079, 1996.0410, 361.91, 361.85, 361.87, 361.80, 361.91, 361.85, MLO
+1996, 02, 35110, 1996.1257, 363.11, 362.38, 362.68, 361.95, 363.11, 362.38, MLO
+1996, 03, 35139, 1996.2049, 363.89, 362.43, 363.55, 362.07, 363.89, 362.43, MLO
+1996, 04, 35170, 1996.2896, 364.58, 361.98, 364.82, 362.20, 364.58, 361.98, MLO
+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, 362.46, 364.78, 362.43, 364.84, 362.46, MLO
+1996, 07, 35261, 1996.5383, 363.52, 362.80, 363.21, 362.53, 363.52, 362.80, MLO
+1996, 08, 35292, 1996.6230, 361.35, 362.82, 361.11, 362.62, 361.35, 362.82, MLO
+1996, 09, 35323, 1996.7077, 359.32, 362.58, 359.42, 362.71, 359.32, 362.58, MLO
+1996, 10, 35353, 1996.7896, 359.48, 362.83, 359.44, 362.78, 359.48, 362.83, MLO
+1996, 11, 35384, 1996.8743, 360.64, 362.74, 360.79, 362.87, 360.64, 362.74, MLO
+1996, 12, 35414, 1996.9563, 362.21, 363.06, 362.11, 362.94, 362.21, 363.06, MLO
+1997, 01, 35445, 1997.0411, 363.06, 363.00, 363.10, 363.03, 363.06, 363.00, MLO
+1997, 02, 35476, 1997.1260, 363.87, 363.14, 363.86, 363.12, 363.87, 363.14, MLO
+1997, 03, 35504, 1997.2027, 364.44, 363.01, 364.66, 363.21, 364.44, 363.01, MLO
+1997, 04, 35535, 1997.2877, 366.23, 363.65, 365.91, 363.32, 366.23, 363.65, MLO
+1997, 05, 35565, 1997.3699, 366.68, 363.51, 366.60, 363.43, 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, 364.04, 360.96, 364.31, 360.67, 364.04, MLO
+1997, 11, 35749, 1997.8740, 362.32, 364.43, 362.47, 364.56, 362.32, 364.43, MLO
+1997, 12, 35779, 1997.9562, 364.17, 365.02, 363.96, 364.81, 364.17, 365.02, MLO
+1998, 01, 35810, 1998.0411, 365.22, 365.16, 365.15, 365.08, 365.22, 365.16, MLO
+1998, 02, 35841, 1998.1260, 366.04, 365.31, 366.09, 365.35, 366.04, 365.31, MLO
+1998, 03, 35869, 1998.2027, 367.20, 365.76, 367.06, 365.60, 367.20, 365.76, MLO
+1998, 04, 35900, 1998.2877, 368.50, 365.91, 368.48, 365.88, 368.50, 365.91, MLO
+1998, 05, 35930, 1998.3699, 369.19, 366.01, 369.31, 366.14, 369.19, 366.01, MLO
+1998, 06, 35961, 1998.4548, 368.77, 366.35, 368.79, 366.40, 368.77, 366.35, MLO
+1998, 07, 35991, 1998.5370, 367.53, 366.78, 367.36, 366.64, 367.53, 366.78, MLO
+1998, 08, 36022, 1998.6219, 365.67, 367.13, 365.38, 366.88, 365.67, 367.13, MLO
+1998, 09, 36053, 1998.7068, 363.80, 367.08, 363.80, 367.09, 363.80, 367.08, MLO
+1998, 10, 36083, 1998.7890, 364.13, 367.51, 363.92, 367.28, 364.13, 367.51, MLO
+1998, 11, 36114, 1998.8740, 365.36, 367.48, 365.37, 367.46, 365.36, 367.48, MLO
+1998, 12, 36144, 1998.9562, 366.87, 367.73, 366.77, 367.61, 366.87, 367.73, MLO
+1999, 01, 36175, 1999.0411, 368.05, 367.99, 367.82, 367.75, 368.05, 367.99, MLO
+1999, 02, 36206, 1999.1260, 368.77, 368.04, 368.60, 367.86, 368.77, 368.04, MLO
+1999, 03, 36234, 1999.2027, 369.49, 368.04, 369.41, 367.95, 369.49, 368.04, MLO
+1999, 04, 36265, 1999.2877, 371.04, 368.44, 370.65, 368.03, 371.04, 368.44, MLO
+1999, 05, 36295, 1999.3699, 370.90, 367.72, 371.29, 368.11, 370.90, 367.72, MLO
+1999, 06, 36326, 1999.4548, 370.25, 367.83, 370.58, 368.18, 370.25, 367.83, MLO
+1999, 07, 36356, 1999.5370, 369.17, 368.41, 368.96, 368.24, 369.17, 368.41, MLO
+1999, 08, 36387, 1999.6219, 366.83, 368.29, 366.82, 368.31, 366.83, 368.29, MLO
+1999, 09, 36418, 1999.7068, 364.54, 367.82, 365.09, 368.39, 364.54, 367.82, MLO
+1999, 10, 36448, 1999.7890, 365.04, 368.43, 365.09, 368.47, 365.04, 368.43, MLO
+1999, 11, 36479, 1999.8740, 366.58, 368.70, 366.45, 368.55, 366.58, 368.70, MLO
+1999, 12, 36509, 1999.9562, 367.92, 368.78, 367.79, 368.64, 367.92, 368.78, MLO
+2000, 01, 36540, 2000.0410, 369.05, 368.99, 368.81, 368.73, 369.05, 368.99, MLO
+2000, 02, 36571, 2000.1257, 369.37, 368.64, 369.57, 368.83, 369.37, 368.64, MLO
+2000, 03, 36600, 2000.2049, 370.42, 368.95, 370.42, 368.93, 370.42, 368.95, MLO
+2000, 04, 36631, 2000.2896, 371.57, 368.94, 371.68, 369.03, 371.57, 368.94, MLO
+2000, 05, 36661, 2000.3716, 371.74, 368.54, 372.34, 369.15, 371.74, 368.54, 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, 370.11, 369.41, 370.02, 369.30, MLO
+2000, 08, 36753, 2000.6230, 368.03, 369.52, 368.03, 369.56, 368.03, 369.52, MLO
+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, 366.46, 369.84, 366.64, 370.03, MLO
+2000, 11, 36845, 2000.8743, 368.20, 370.33, 367.88, 369.98, 368.20, 370.33, 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, 370.58, 371.94, 370.47, 372.04, 370.58, MLO
+2001, 04, 36996, 2001.2877, 372.78, 370.17, 373.22, 370.60, 372.78, 370.17, MLO
+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, 370.79, 373.26, 370.85, 373.23, 370.79, MLO
+2001, 07, 37087, 2001.5370, 371.54, 370.78, 371.70, 370.98, 371.54, 370.78, MLO
+2001, 08, 37118, 2001.6219, 369.47, 370.94, 369.62, 371.12, 369.47, 370.94, MLO
+2001, 09, 37149, 2001.7068, 367.88, 371.18, 367.96, 371.28, 367.88, 371.18, MLO
+2001, 10, 37179, 2001.7890, 368.01, 371.42, 368.04, 371.43, 368.01, 371.42, MLO
+2001, 11, 37210, 2001.8740, 369.60, 371.74, 369.48, 371.60, 369.60, 371.74, MLO
+2001, 12, 37240, 2001.9562, 371.16, 372.02, 370.91, 371.76, 371.16, 372.02, MLO
+2002, 01, 37271, 2002.0411, 372.36, 372.29, 372.00, 371.93, 372.36, 372.29, MLO
+2002, 02, 37302, 2002.1260, 373.00, 372.26, 372.85, 372.10, 373.00, 372.26, MLO
+2002, 03, 37330, 2002.2027, 373.44, 371.98, 373.74, 372.26, 373.44, 371.98, MLO
+2002, 04, 37361, 2002.2877, 374.77, 372.16, 375.09, 372.45, 374.77, 372.16, MLO
+2002, 05, 37391, 2002.3699, 375.48, 372.27, 375.86, 372.65, 375.48, 372.27, MLO
+2002, 06, 37422, 2002.4548, 375.34, 372.89, 375.28, 372.86, 375.34, 372.89, MLO
+2002, 07, 37452, 2002.5370, 373.95, 373.19, 373.80, 373.07, 373.95, 373.19, MLO
+2002, 08, 37483, 2002.6219, 371.41, 372.88, 371.79, 373.30, 371.41, 372.88, MLO
+2002, 09, 37514, 2002.7068, 370.63, 373.94, 370.20, 373.53, 370.63, 373.94, MLO
+2002, 10, 37544, 2002.7890, 370.18, 373.60, 370.35, 373.76, 370.18, 373.60, MLO
+2002, 11, 37575, 2002.8740, 372.01, 374.15, 371.87, 373.99, 372.01, 374.15, MLO
+2002, 12, 37605, 2002.9562, 373.71, 374.58, 373.36, 374.21, 373.71, 374.58, MLO
+2003, 01, 37636, 2003.0411, 374.61, 374.55, 374.51, 374.44, 374.61, 374.55, MLO
+2003, 02, 37667, 2003.1260, 375.55, 374.81, 375.41, 374.66, 375.55, 374.81, MLO
+2003, 03, 37695, 2003.2027, 376.04, 374.58, 376.33, 374.85, 376.04, 374.58, MLO
+2003, 04, 37726, 2003.2877, 377.58, 374.95, 377.71, 375.07, 377.58, 374.95, MLO
+2003, 05, 37756, 2003.3699, 378.28, 375.06, 378.49, 375.27, 378.28, 375.06, MLO
+2003, 06, 37787, 2003.4548, 378.07, 375.62, 377.90, 375.47, 378.07, 375.62, MLO
+2003, 07, 37817, 2003.5370, 376.54, 375.78, 376.39, 375.67, 376.54, 375.78, MLO
+2003, 08, 37848, 2003.6219, 374.42, 375.90, 374.34, 375.86, 374.42, 375.90, MLO
+2003, 09, 37879, 2003.7068, 372.92, 376.24, 372.70, 376.04, 372.92, 376.24, MLO
+2003, 10, 37909, 2003.7890, 372.94, 376.37, 372.79, 376.20, 372.94, 376.37, MLO
+2003, 11, 37940, 2003.8740, 374.29, 376.43, 374.24, 376.36, 374.29, 376.43, MLO
+2003, 12, 37970, 2003.9562, 375.63, 376.50, 375.65, 376.51, 375.63, 376.50, MLO
+2004, 01, 38001, 2004.0410, 376.73, 376.66, 376.72, 376.65, 376.73, 376.66, MLO
+2004, 02, 38032, 2004.1257, 377.31, 376.57, 377.53, 376.78, 377.31, 376.57, MLO
+2004, 03, 38061, 2004.2049, 378.34, 376.85, 378.41, 376.90, 378.34, 376.85, MLO
+2004, 04, 38092, 2004.2896, 380.44, 377.78, 379.70, 377.02, 380.44, 377.78, MLO
+2004, 05, 38122, 2004.3716, 380.56, 377.33, 380.37, 377.14, 380.56, 377.33, MLO
+2004, 06, 38153, 2004.4563, 379.49, 377.06, 379.67, 377.26, 379.49, 377.06, MLO
+2004, 07, 38183, 2004.5383, 377.70, 376.97, 378.08, 377.38, 377.70, 376.97, MLO
+2004, 08, 38214, 2004.6230, 375.77, 377.28, 375.97, 377.52, 375.77, 377.28, MLO
+2004, 09, 38245, 2004.7077, 373.99, 377.33, 374.31, 377.67, 373.99, 377.33, MLO
+2004, 10, 38275, 2004.7896, 374.17, 377.60, 374.41, 377.83, 374.17, 377.60, MLO
+2004, 11, 38306, 2004.8743, 375.79, 377.94, 375.89, 378.01, 375.79, 377.94, MLO
+2004, 12, 38336, 2004.9563, 377.39, 378.27, 377.35, 378.20, 377.39, 378.27, MLO
+2005, 01, 38367, 2005.0411, 378.29, 378.22, 378.48, 378.41, 378.29, 378.22, MLO
+2005, 02, 38398, 2005.1260, 379.56, 378.81, 379.38, 378.62, 379.56, 378.81, MLO
+2005, 03, 38426, 2005.2027, 380.07, 378.60, 380.30, 378.82, 380.07, 378.60, MLO
+2005, 04, 38457, 2005.2877, 382.01, 379.38, 381.70, 379.04, 382.01, 379.38, MLO
+2005, 05, 38487, 2005.3699, 382.21, 378.97, 382.49, 379.26, 382.21, 378.97, MLO
+2005, 06, 38518, 2005.4548, 382.05, 379.59, 381.92, 379.48, 382.05, 379.59, MLO
+2005, 07, 38548, 2005.5370, 380.63, 379.87, 380.42, 379.69, 380.63, 379.87, MLO
+2005, 08, 38579, 2005.6219, 378.63, 380.12, 378.38, 379.90, 378.63, 380.12, MLO
+2005, 09, 38610, 2005.7068, 376.39, 379.72, 376.76, 380.11, 376.39, 379.72, MLO
+2005, 10, 38640, 2005.7890, 376.77, 380.21, 376.88, 380.31, 376.77, 380.21, MLO
+2005, 11, 38671, 2005.8740, 378.27, 380.43, 378.37, 380.51, 378.27, 380.43, MLO
+2005, 12, 38701, 2005.9562, 379.93, 380.80, 379.83, 380.70, 379.93, 380.80, MLO
+2006, 01, 38732, 2006.0411, 381.33, 381.27, 380.96, 380.88, 381.33, 381.27, MLO
+2006, 02, 38763, 2006.1260, 381.98, 381.24, 381.81, 381.05, 381.98, 381.24, MLO
+2006, 03, 38791, 2006.2027, 382.53, 381.06, 382.69, 381.20, 382.53, 381.06, MLO
+2006, 04, 38822, 2006.2877, 384.33, 381.68, 384.02, 381.36, 384.33, 381.68, MLO
+2006, 05, 38852, 2006.3699, 384.89, 381.64, 384.75, 381.51, 384.89, 381.64, MLO
+2006, 06, 38883, 2006.4548, 384.00, 381.52, 384.10, 381.65, 384.00, 381.52, MLO
+2006, 07, 38913, 2006.5370, 382.25, 381.48, 382.53, 381.79, 382.25, 381.48, MLO
+2006, 08, 38944, 2006.6219, 380.44, 381.93, 380.42, 381.94, 380.44, 381.93, MLO
+2006, 09, 38975, 2006.7068, 378.77, 382.12, 378.73, 382.09, 378.77, 382.12, MLO
+2006, 10, 39005, 2006.7890, 379.03, 382.48, 378.79, 382.24, 379.03, 382.48, MLO
+2006, 11, 39036, 2006.8740, 380.11, 382.27, 380.25, 382.39, 380.11, 382.27, MLO
+2006, 12, 39066, 2006.9562, 381.63, 382.51, 381.67, 382.53, 381.63, 382.51, MLO
+2007, 01, 39097, 2007.0411, 382.55, 382.49, 382.76, 382.69, 382.55, 382.49, MLO
+2007, 02, 39128, 2007.1260, 383.68, 382.94, 383.60, 382.84, 383.68, 382.94, MLO
+2007, 03, 39156, 2007.2027, 384.31, 382.83, 384.48, 382.98, 384.31, 382.83, MLO
+2007, 04, 39187, 2007.2877, 386.20, 383.54, 385.82, 383.15, 386.20, 383.54, MLO
+2007, 05, 39217, 2007.3699, 386.38, 383.13, 386.56, 383.30, 386.38, 383.13, MLO
+2007, 06, 39248, 2007.4548, 385.85, 383.37, 385.92, 383.46, 385.85, 383.37, MLO
+2007, 07, 39278, 2007.5370, 384.42, 383.64, 384.36, 383.62, 384.42, 383.64, MLO
+2007, 08, 39309, 2007.6219, 381.81, 383.31, 382.25, 383.78, 381.81, 383.31, MLO
+2007, 09, 39340, 2007.7068, 380.83, 384.19, 380.57, 383.95, 380.83, 384.19, MLO
+2007, 10, 39370, 2007.7890, 380.83, 384.30, 380.65, 384.10, 380.83, 384.30, MLO
+2007, 11, 39401, 2007.8740, 382.32, 384.49, 382.11, 384.26, 382.32, 384.49, MLO
+2007, 12, 39431, 2007.9562, 383.58, 384.46, 383.54, 384.41, 383.58, 384.46, MLO
+2008, 01, 39462, 2008.0410, 385.04, 384.98, 384.63, 384.55, 385.04, 384.98, MLO
+2008, 02, 39493, 2008.1257, 385.81, 385.06, 385.46, 384.70, 385.81, 385.06, MLO
+2008, 03, 39522, 2008.2049, 385.80, 384.30, 386.36, 384.84, 385.80, 384.30, MLO
+2008, 04, 39553, 2008.2896, 386.74, 384.05, 387.70, 384.99, 386.74, 384.05, MLO
+2008, 05, 39583, 2008.3716, 388.48, 385.22, 388.41, 385.15, 388.48, 385.22, MLO
+2008, 06, 39614, 2008.4563, 388.02, 385.56, 387.75, 385.32, 388.02, 385.56, MLO
+2008, 07, 39644, 2008.5383, 386.22, 385.48, 386.19, 385.48, 386.22, 385.48, MLO
+2008, 08, 39675, 2008.6230, 384.05, 385.58, 384.09, 385.65, 384.05, 385.58, MLO
+2008, 09, 39706, 2008.7077, 383.05, 386.43, 382.43, 385.82, 383.05, 386.43, MLO
+2008, 10, 39736, 2008.7896, 382.75, 386.22, 382.52, 385.97, 382.75, 386.22, MLO
+2008, 11, 39767, 2008.8743, 383.98, 386.15, 383.99, 386.13, 383.98, 386.15, MLO
+2008, 12, 39797, 2008.9563, 385.08, 385.97, 385.42, 386.28, 385.08, 385.97, MLO
+2009, 01, 39828, 2009.0411, 386.63, 386.56, 386.52, 386.44, 386.63, 386.56, MLO
+2009, 02, 39859, 2009.1260, 387.10, 386.35, 387.37, 386.60, 387.10, 386.35, MLO
+2009, 03, 39887, 2009.2027, 388.50, 387.02, 388.25, 386.75, 388.50, 387.02, MLO
+2009, 04, 39918, 2009.2877, 389.54, 386.88, 389.60, 386.92, 389.54, 386.88, MLO
+2009, 05, 39948, 2009.3699, 390.15, 386.87, 390.36, 387.09, 390.15, 386.87, MLO
+2009, 06, 39979, 2009.4548, 389.60, 387.11, 389.74, 387.27, 389.60, 387.11, MLO
+2009, 07, 40009, 2009.5370, 388.05, 387.27, 388.20, 387.46, 388.05, 387.27, MLO
+2009, 08, 40040, 2009.6219, 386.06, 387.57, 386.12, 387.66, 386.06, 387.57, MLO
+2009, 09, 40071, 2009.7068, 384.64, 388.01, 384.48, 387.87, 384.64, 388.01, MLO
+2009, 10, 40101, 2009.7890, 384.32, 387.81, 384.62, 388.09, 384.32, 387.81, MLO
+2009, 11, 40132, 2009.8740, 386.05, 388.23, 386.15, 388.31, 386.05, 388.23, MLO
+2009, 12, 40162, 2009.9562, 387.48, 388.37, 387.66, 388.53, 387.48, 388.37, MLO
+2010, 01, 40193, 2010.0411, 388.55, 388.49, 388.84, 388.76, 388.55, 388.49, MLO
+2010, 02, 40224, 2010.1260, 390.08, 389.32, 389.75, 388.99, 390.08, 389.32, MLO
+2010, 03, 40252, 2010.2027, 391.02, 389.54, 390.69, 389.19, 391.02, 389.54, MLO
+2010, 04, 40283, 2010.2877, 392.39, 389.71, 392.09, 389.40, 392.39, 389.71, MLO
+2010, 05, 40313, 2010.3699, 393.24, 389.95, 392.87, 389.59, 393.24, 389.95, MLO
+2010, 06, 40344, 2010.4548, 392.26, 389.76, 392.25, 389.78, 392.26, 389.76, MLO
+2010, 07, 40374, 2010.5370, 390.35, 389.57, 390.69, 389.95, 390.35, 389.57, MLO
+2010, 08, 40405, 2010.6219, 388.53, 390.03, 388.58, 390.13, 388.53, 390.03, MLO
+2010, 09, 40436, 2010.7068, 386.85, 390.23, 386.89, 390.29, 386.85, 390.23, MLO
+2010, 10, 40466, 2010.7890, 387.18, 390.68, 386.97, 390.45, 387.18, 390.68, MLO
+2010, 11, 40497, 2010.8740, 388.69, 390.88, 388.44, 390.60, 388.69, 390.88, MLO
+2010, 12, 40527, 2010.9562, 389.83, 390.73, 389.87, 390.74, 389.83, 390.73, MLO
+2011, 01, 40558, 2011.0411, 391.33, 391.26, 390.95, 390.88, 391.33, 391.26, MLO
+2011, 02, 40589, 2011.1260, 391.96, 391.20, 391.78, 391.01, 391.96, 391.20, MLO
+2011, 03, 40617, 2011.2027, 392.49, 391.00, 392.64, 391.13, 392.49, 391.00, MLO
+2011, 04, 40648, 2011.2877, 393.40, 390.72, 393.97, 391.27, 393.40, 390.72, MLO
+2011, 05, 40678, 2011.3699, 394.33, 391.04, 394.71, 391.42, 394.33, 391.04, MLO
+2011, 06, 40709, 2011.4548, 393.75, 391.24, 394.06, 391.58, 393.75, 391.24, MLO
+2011, 07, 40739, 2011.5370, 392.64, 391.86, 392.49, 391.74, 392.64, 391.86, MLO
+2011, 08, 40770, 2011.6219, 390.25, 391.75, 390.37, 391.92, 390.25, 391.75, MLO
+2011, 09, 40801, 2011.7068, 389.05, 392.44, 388.69, 392.10, 389.05, 392.44, MLO
+2011, 10, 40831, 2011.7890, 388.98, 392.48, 388.79, 392.28, 388.98, 392.48, MLO
+2011, 11, 40862, 2011.8740, 390.30, 392.49, 390.29, 392.46, 390.30, 392.49, MLO
+2011, 12, 40892, 2011.9562, 391.86, 392.75, 391.77, 392.65, 391.86, 392.75, MLO
+2012, 01, 40923, 2012.0410, 393.13, 393.07, 392.91, 392.83, 393.13, 393.07, MLO
+2012, 02, 40954, 2012.1257, 393.42, 392.66, 393.79, 393.03, 393.42, 392.66, MLO
+2012, 03, 40983, 2012.2049, 394.43, 392.91, 394.75, 393.21, 394.43, 392.91, MLO
+2012, 04, 41014, 2012.2896, 396.51, 393.79, 396.15, 393.42, 396.51, 393.79, MLO
+2012, 05, 41044, 2012.3716, 396.96, 393.66, 396.92, 393.62, 396.96, 393.66, MLO
+2012, 06, 41075, 2012.4563, 395.97, 393.49, 396.31, 393.84, 395.97, 393.49, MLO
+2012, 07, 41105, 2012.5383, 394.60, 393.85, 394.78, 394.06, 394.60, 393.85, MLO
+2012, 08, 41136, 2012.6230, 392.61, 394.15, 392.72, 394.30, 392.61, 394.15, MLO
+2012, 09, 41167, 2012.7077, 391.20, 394.62, 391.11, 394.54, 391.20, 394.62, MLO
+2012, 10, 41197, 2012.7896, 391.09, 394.60, 391.28, 394.77, 391.09, 394.60, MLO
+2012, 11, 41228, 2012.8743, 393.03, 395.22, 392.85, 395.02, 393.03, 395.22, MLO
+2012, 12, 41258, 2012.9563, 394.42, 395.31, 394.37, 395.25, 394.42, 395.31, MLO
+2013, 01, 41289, 2013.0411, 395.69, 395.63, 395.56, 395.48, 395.69, 395.63, MLO
+2013, 02, 41320, 2013.1260, 396.94, 396.18, 396.48, 395.71, 396.94, 396.18, MLO
+2013, 03, 41348, 2013.2027, 397.36, 395.85, 397.43, 395.91, 397.36, 395.85, MLO
+2013, 04, 41379, 2013.2877, 398.44, 395.75, 398.84, 396.13, 398.44, 395.75, MLO
+2013, 05, 41409, 2013.3699, 400.06, 396.75, 399.63, 396.33, 400.06, 396.75, MLO
+2013, 06, 41440, 2013.4548, 398.96, 396.44, 399.02, 396.53, 398.96, 396.44, MLO
+2013, 07, 41470, 2013.5370, 397.45, 396.67, 397.47, 396.72, 397.45, 396.67, MLO
+2013, 08, 41501, 2013.6219, 395.48, 397.00, 395.36, 396.91, 395.48, 397.00, MLO
+2013, 09, 41532, 2013.7068, 393.47, 396.88, 393.67, 397.10, 393.47, 396.88, MLO
+2013, 10, 41562, 2013.7890, 393.77, 397.30, 393.77, 397.28, 393.77, 397.30, MLO
+2013, 11, 41593, 2013.8740, 395.27, 397.48, 395.28, 397.46, 395.27, 397.48, MLO
+2013, 12, 41623, 2013.9562, 396.90, 397.80, 396.75, 397.63, 396.90, 397.80, MLO
+2014, 01, 41654, 2014.0411, 398.01, 397.94, 397.89, 397.81, 398.01, 397.94, MLO
+2014, 02, 41685, 2014.1260, 398.18, 397.42, 398.75, 397.98, 398.18, 397.42, MLO
+2014, 03, 41713, 2014.2027, 399.56, 398.06, 399.65, 398.13, 399.56, 398.06, MLO
+2014, 04, 41744, 2014.2877, 401.43, 398.73, 401.02, 398.30, 401.43, 398.73, MLO
+2014, 05, 41774, 2014.3699, 401.98, 398.66, 401.78, 398.46, 401.98, 398.66, MLO
+2014, 06, 41805, 2014.4548, 401.41, 398.89, 401.12, 398.62, 401.41, 398.89, MLO
+2014, 07, 41835, 2014.5370, 399.17, 398.38, 399.52, 398.77, 399.17, 398.38, MLO
+2014, 08, 41866, 2014.6219, 397.30, 398.82, 397.37, 398.93, 397.30, 398.82, MLO
+2014, 09, 41897, 2014.7068, 395.49, 398.90, 395.66, 399.10, 395.49, 398.90, MLO
+2014, 10, 41927, 2014.7890, 395.74, 399.27, 395.74, 399.26, 395.74, 399.27, MLO
+2014, 11, 41958, 2014.8740, 397.32, 399.53, 397.24, 399.42, 397.32, 399.53, MLO
+2014, 12, 41988, 2014.9562, 398.89, 399.79, 398.71, 399.59, 398.89, 399.79, MLO
+2015, 01, 42019, 2015.0411, 399.94, 399.88, 399.84, 399.76, 399.94, 399.88, MLO
+2015, 02, 42050, 2015.1260, 400.40, 399.63, 400.72, 399.94, 400.40, 399.63, MLO
+2015, 03, 42078, 2015.2027, 401.60, 400.09, 401.64, 400.11, 401.60, 400.09, MLO
+2015, 04, 42109, 2015.2877, 403.52, 400.81, 403.03, 400.30, 403.52, 400.81, MLO
+2015, 05, 42139, 2015.3699, 404.03, 400.71, 403.83, 400.50, 404.03, 400.71, MLO
+2015, 06, 42170, 2015.4548, 402.81, 400.28, 403.23, 400.72, 402.81, 400.28, MLO
+2015, 07, 42200, 2015.5370, 401.54, 400.75, 401.71, 400.95, 401.54, 400.75, MLO
+2015, 08, 42231, 2015.6219, 398.93, 400.45, 399.65, 401.22, 398.93, 400.45, MLO
+2015, 09, 42262, 2015.7068, 397.43, 400.86, 398.05, 401.50, 397.43, 400.86, MLO
+2015, 10, 42292, 2015.7890, 398.22, 401.76, 398.27, 401.79, 398.22, 401.76, MLO
+2015, 11, 42323, 2015.8740, 400.17, 402.39, 399.91, 402.11, 400.17, 402.39, MLO
+2015, 12, 42353, 2015.9562, 401.82, 402.72, 401.53, 402.41, 401.82, 402.72, MLO
+2016, 01, 42384, 2016.0410, 402.57, 402.50, 402.81, 402.73, 402.57, 402.50, MLO
+2016, 02, 42415, 2016.1257, 404.10, 403.33, 403.81, 403.04, 404.10, 403.33, MLO
+2016, 03, 42444, 2016.2049, 404.79, 403.25, 404.87, 403.31, 404.79, 403.25, MLO
+2016, 04, 42475, 2016.2896, 407.48, 404.74, 406.36, 403.60, 407.48, 404.74, MLO
+2016, 05, 42505, 2016.3716, 407.60, 404.26, 407.18, 403.85, 407.60, 404.26, MLO
+2016, 06, 42536, 2016.4563, 406.94, 404.43, 406.58, 404.09, 406.94, 404.43, MLO
+2016, 07, 42566, 2016.5383, 404.43, 403.67, 405.03, 404.31, 404.43, 403.67, MLO
+2016, 08, 42597, 2016.6230, 402.16, 403.72, 402.94, 404.53, 402.16, 403.72, MLO
+2016, 09, 42628, 2016.7077, 400.94, 404.39, 401.29, 404.75, 400.94, 404.39, MLO
+2016, 10, 42658, 2016.7896, 401.43, 404.97, 401.43, 404.96, 401.43, 404.97, MLO
+2016, 11, 42689, 2016.8743, 403.57, 405.79, 402.98, 405.17, 403.57, 405.79, MLO
+2016, 12, 42719, 2016.9563, 404.49, 405.39, 404.48, 405.37, 404.49, 405.39, MLO
+2017, 01, 42750, 2017.0411, 406.00, 405.93, 405.64, 405.56, 406.00, 405.93, MLO
+2017, 02, 42781, 2017.1260, 406.57, 405.80, 406.52, 405.74, 406.57, 405.80, MLO
+2017, 03, 42809, 2017.2027, 406.99, 405.47, 407.43, 405.90, 406.99, 405.47, MLO
+2017, 04, 42840, 2017.2877, 408.88, 406.16, 408.81, 406.07, 408.88, 406.16, MLO
+2017, 05, 42870, 2017.3699, 409.84, 406.49, 409.58, 406.23, 409.84, 406.49, MLO
+2017, 06, 42901, 2017.4548, 409.04, 406.50, 408.91, 406.39, 409.04, 406.50, MLO
+2017, 07, 42931, 2017.5370, 407.14, 406.35, 407.30, 406.55, 407.14, 406.35, MLO
+2017, 08, 42962, 2017.6219, 405.19, 406.73, 405.13, 406.70, 405.19, 406.73, MLO
+2017, 09, 42993, 2017.7068, 403.20, 406.65, 403.39, 406.86, 403.20, 406.65, MLO
+2017, 10, 43023, 2017.7890, 403.56, 407.12, 403.46, 407.01, 403.56, 407.12, MLO
+2017, 11, 43054, 2017.8740, 405.10, 407.33, 404.96, 407.17, 405.10, 407.33, MLO
+2017, 12, 43084, 2017.9562, 406.68, 407.59, 406.43, 407.32, 406.68, 407.59, MLO
+2018, 01, 43115, 2018.0411, 407.98, 407.91, 407.55, 407.47, 407.98, 407.91, MLO
+2018, 02, 43146, 2018.1260, 408.35, 407.58, 408.41, 407.63, 408.35, 407.58, MLO
+2018, 03, 43174, 2018.2027, 409.21, 407.69, 409.32, 407.78, 409.21, 407.69, MLO
+2018, 04, 43205, 2018.2877, 410.23, 407.50, 410.71, 407.96, 410.23, 407.50, MLO
+2018, 05, 43235, 2018.3699, 411.23, 407.88, 411.51, 408.16, 411.23, 407.88, MLO
+2018, 06, 43266, 2018.4548, 410.81, 408.26, 410.90, 408.37, 410.81, 408.26, MLO
+2018, 07, 43296, 2018.5370, 408.83, 408.04, 409.36, 408.60, 408.83, 408.04, MLO
+2018, 08, 43327, 2018.6219, 407.02, 408.56, 407.28, 408.86, 407.02, 408.56, MLO
+2018, 09, 43358, 2018.7068, 405.53, 408.99, 405.65, 409.12, 405.53, 408.99, MLO
+2018, 10, 43388, 2018.7890, 405.93, 409.50, 405.83, 409.39, 405.93, 409.50, MLO
+2018, 11, 43419, 2018.8740, 408.05, 410.29, 407.45, 409.66, 408.05, 410.29, MLO
+2018, 12, 43449, 2018.9562, 409.16, 410.07, 409.02, 409.92, 409.16, 410.07, MLO
+2019, 01, 43480, 2019.0411, 410.85, 410.78, 410.25, 410.17, 410.85, 410.78, MLO
+2019, 02, 43511, 2019.1260, 411.58, 410.81, 411.20, 410.42, 411.58, 410.81, MLO
+2019, 03, 43539, 2019.2027, 411.90, 410.38, 412.17, 410.63, 411.90, 410.38, MLO
+2019, 04, 43570, 2019.2877, 413.46, 410.73, 413.62, 410.86, 413.46, 410.73, MLO
+2019, 05, 43600, 2019.3699, 414.75, 411.39, 414.44, 411.08, 414.75, 411.39, MLO
+2019, 06, 43631, 2019.4548, 413.89, 411.34, 413.83, 411.30, 413.89, 411.34, MLO
+2019, 07, 43661, 2019.5370, 411.79, 411.00, 412.27, 411.51, 411.79, 411.00, MLO
+2019, 08, 43692, 2019.6219, 410.02, 411.56, 410.15, 411.73, 410.02, 411.56, MLO
+2019, 09, 43723, 2019.7068, 408.48, 411.94, 408.47, 411.96, 408.48, 411.94, MLO
+2019, 10, 43753, 2019.7890, 408.40, 411.97, 408.61, 412.17, 408.40, 411.97, MLO
+2019, 11, 43784, 2019.8740, 410.16, 412.40, 410.18, 412.40, 410.16, 412.40, MLO
+2019, 12, 43814, 2019.9562, 411.81, 412.72, 411.72, 412.61, 411.81, 412.72, MLO
+2020, 01, 43845, 2020.0410, 413.32, 413.25, 412.90, 412.83, 413.32, 413.25, MLO
+2020, 02, 43876, 2020.1257, 414.04, 413.27, 413.82, 413.04, 414.04, 413.27, MLO
+2020, 03, 43905, 2020.2049, 414.44, 412.89, 414.80, 413.23, 414.44, 412.89, MLO
+2020, 04, 43936, 2020.2896, 416.11, 413.33, 416.23, 413.43, 416.11, 413.33, MLO
+2020, 05, 43966, 2020.3716, 417.16, 413.79, 417.00, 413.63, 417.16, 413.79, MLO
+2020, 06, 43997, 2020.4563, 416.29, 413.75, 416.35, 413.83, 416.29, 413.75, MLO
+2020, 07, 44027, 2020.5383, 414.43, 413.66, 414.76, 414.03, 414.43, 413.66, MLO
+2020, 08, 44058, 2020.6230, 412.52, 414.10, 412.61, 414.23, 412.52, 414.10, MLO
+2020, 09, 44089, 2020.7077, 411.17, 414.65, 410.92, 414.42, 411.17, 414.65, MLO
+2020, 10, 44119, 2020.7896, 411.12, 414.70, 411.04, 414.61, 411.12, 414.70, MLO
+2020, 11, 44150, 2020.8743, 412.89, 415.13, 412.58, 414.80, 412.89, 415.13, MLO
+2020, 12, 44180, 2020.9563, 413.88, 414.80, 414.08, 414.98, 413.88, 414.80, MLO
+2021, 01, 44211, 2021.0411, 415.15, 415.08, 415.24, 415.16, 415.15, 415.08, MLO
+2021, 02, 44242, 2021.1260, 416.47, 415.69, 416.12, 415.33, 416.47, 415.69, MLO
+2021, 03, 44270, 2021.2027, 417.10, 415.56, 417.04, 415.49, 417.10, 415.56, MLO
+2021, 04, 44301, 2021.2877, 418.26, 415.51, 418.43, 415.66, 418.26, 415.51, MLO
+2021, 05, 44331, 2021.3699, 418.95, 415.57, 419.21, 415.83, 418.95, 415.57, MLO
+2021, 06, 44362, 2021.4548, 418.70, 416.12, 418.55, 416.00, 418.70, 416.12, MLO
+2021, 07, 44392, 2021.5370, 416.66, 415.86, 416.94, 416.18, 416.66, 415.86, MLO
+2021, 08, 44423, 2021.6219, 414.38, 415.93, 414.77, 416.36, 414.38, 415.93, MLO
+2021, 09, 44454, 2021.7068, 412.93, 416.42, 413.05, 416.55, 412.93, 416.42, MLO
+2021, 10, 44484, 2021.7890, 413.52, 417.12, 413.15, 416.73, 413.52, 417.12, MLO
+2021, 11, 44515, 2021.8740, 414.81, 417.06, 414.69, 416.92, 414.81, 417.06, MLO
+2021, 12, 44545, 2021.9562, 416.43, 417.35, 416.18, 417.08, 416.43, 417.35, MLO
+2022, 01, 44576, 2022.0411, 418.01, 417.94, 417.33, 417.25, 418.01, 417.94, MLO
+2022, 02, 44607, 2022.1260, 418.99, 418.21, 418.19, 417.40, 418.99, 418.21, MLO
+2022, 03, 44635, 2022.2027, 418.45, 416.91, 419.09, 417.54, 418.45, 416.91, MLO
+2022, 04, 44666, 2022.2877, 420.01, 417.25, 420.47, 417.69, 420.01, 417.25, MLO
+2022, 05, 44696, 2022.3699, 420.78, 417.39, 421.23, 417.84, 420.78, 417.39, MLO
+2022, 06, 44727, 2022.4548, 420.68, 418.10, 420.56, 418.01, 420.68, 418.10, MLO
+2022, 07, 44757, 2022.5370, 418.71, 417.91, 418.94, 418.18, 418.71, 417.91, MLO
+2022, 08, 44788, 2022.6219, 416.75, 418.30, 416.77, 418.36, 416.75, 418.30, MLO
+2022, 09, 44819, 2022.7068, 415.42, 418.91, 415.04, 418.55, 415.42, 418.91, MLO
+2022, 10, 44849, 2022.7890, 415.31, 418.92, 415.15, 418.74, 415.31, 418.92, MLO
+2022, 11, 44880, 2022.8740, 417.03, 419.29, 416.71, 418.95, 417.03, 419.29, MLO
+2022, 12, 44910, 2022.9562, 418.46, 419.38, 418.25, 419.15, 418.46, 419.38, MKO
+2023, 01, 44941, 2023.0411, 419.13, 419.06, 419.45, 419.37, 419.13, 419.06, MKO
+2023, 02, 44972, 2023.1260, 420.33, 419.55, 420.40, 419.61, 420.33, 419.55, MKO
+2023, 03, 45000, 2023.2027, 420.51, 418.97, 421.39, 419.83, 420.51, 418.97, MLO
+2023, 04, 45031, 2023.2877, 422.73, 419.96, 422.89, 420.10, 422.73, 419.96, MLO
+2023, 05, 45061, 2023.3699, 423.78, 420.38, 423.77, 420.37, 423.78, 420.38, MLO
+2023, 06, 45092, 2023.4548, 423.39, 420.81, 423.23, 420.66, 423.39, 420.81, MLO
+2023, 07, 45122, 2023.5370, 421.62, 420.82, 421.73, 420.96, 421.62, 420.82, MLO
+2023, 08, 45153, 2023.6219, 419.56, 421.12, 419.67, 421.27, 419.56, 421.12, MLO
+2023, 09, 45184, 2023.7068, 418.06, 421.56, 418.06, 421.58, 418.06, 421.56, MLO
+2023, 10, 45214, 2023.7890, 418.41, 422.02, 418.28, 421.88, 418.41, 422.02, MLO
+2023, 11, 45245, 2023.8740, 420.11, 422.38, 419.95, 422.19, 420.11, 422.38, MLO
+2023, 12, 45275, 2023.9562, 421.65, 422.57, 421.58, 422.48, 421.65, 422.57, MLO
+2024, 01, 45306, 2024.0410, 422.62, 422.55, 422.85, 422.77, 422.62, 422.55, MLO
+2024, 02, 45337, 2024.1257, 424.34, 423.56, 423.85, 423.06, 424.34, 423.56, MLO
+2024, 03, 45366, 2024.2049, 425.22, 423.65, 424.91, 423.31, 425.22, 423.65, MLO
+2024, 04, 45397, 2024.2896, 426.30, 423.50, 426.41, 423.58, 426.30, 423.50, MLO
+2024, 05, 45427, 2024.3716, 426.70, 423.29, 427.25, 423.84, 426.70, 423.29, MLO
+2024, 06, 45458, 2024.4563, 426.63, 424.06, 426.65, 424.11, 426.63, 424.06, MLO
+2024, 07, 45488, 2024.5383, 425.40, 424.62, 425.10, 424.36, 425.40, 424.62, MLO
+2024, 08, 45519, 2024.6230, 422.71, 424.30, 423.00, 424.63, 422.71, 424.30, MLO
+2024, 09, 45550, 2024.7077, 421.60, 425.12, -99.99, -99.99, 421.60, 425.12, MLO
+2024, 10, 45580, 2024.7896, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
+2024, 11, 45611, 2024.8743, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
+2024, 12, 45641, 2024.9563, -99.99, -99.99, -99.99, -99.99, -99.99, -99.99, MLO
diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..39fca3b68077cdb7fbef96e56b742d62bc9d42fe 100644
--- a/module3/exo3/exercice_fr.ipynb
+++ b/module3/exo3/exercice_fr.ipynb
@@ -1,5 +1,1254 @@
{
- "cells": [],
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Incidence de la concentration en CO2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Partie 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "import isoweek"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_url = \"https://gitlab.inria.fr/learninglab/mooc-rr/mooc-rr-ressources/-/raw/master/module3/Practical_session/Subject6_smoking.csv?inline=false\"\n",
+ "data_file = \"mortalite_femmes_fumeuses_ou_non.csv\"\n",
+ "\n",
+ "import os\n",
+ "import urllib.request\n",
+ "if not os.path.exists(data_file):\n",
+ " urllib.request.urlretrieve(data_url, data_file)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Représentation du CSV étudié :"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Smoker | \n",
+ " Status | \n",
+ " Age | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 21.0 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 19.3 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 57.5 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 47.1 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 81.4 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 36.8 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 23.8 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 57.5 | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 24.8 | \n",
+ "
\n",
+ " \n",
+ " | 9 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 49.5 | \n",
+ "
\n",
+ " \n",
+ " | 10 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 30.0 | \n",
+ "
\n",
+ " \n",
+ " | 11 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 66.0 | \n",
+ "
\n",
+ " \n",
+ " | 12 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 49.2 | \n",
+ "
\n",
+ " \n",
+ " | 13 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 58.4 | \n",
+ "
\n",
+ " \n",
+ " | 14 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 60.6 | \n",
+ "
\n",
+ " \n",
+ " | 15 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 25.1 | \n",
+ "
\n",
+ " \n",
+ " | 16 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 43.5 | \n",
+ "
\n",
+ " \n",
+ " | 17 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 27.1 | \n",
+ "
\n",
+ " \n",
+ " | 18 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 58.3 | \n",
+ "
\n",
+ " \n",
+ " | 19 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 65.7 | \n",
+ "
\n",
+ " \n",
+ " | 20 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 73.2 | \n",
+ "
\n",
+ " \n",
+ " | 21 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 38.3 | \n",
+ "
\n",
+ " \n",
+ " | 22 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 33.4 | \n",
+ "
\n",
+ " \n",
+ " | 23 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 62.3 | \n",
+ "
\n",
+ " \n",
+ " | 24 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 18.0 | \n",
+ "
\n",
+ " \n",
+ " | 25 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 56.2 | \n",
+ "
\n",
+ " \n",
+ " | 26 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 59.2 | \n",
+ "
\n",
+ " \n",
+ " | 27 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 25.8 | \n",
+ "
\n",
+ " \n",
+ " | 28 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 36.9 | \n",
+ "
\n",
+ " \n",
+ " | 29 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 20.2 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 1284 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 36.0 | \n",
+ "
\n",
+ " \n",
+ " | 1285 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 48.3 | \n",
+ "
\n",
+ " \n",
+ " | 1286 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 63.1 | \n",
+ "
\n",
+ " \n",
+ " | 1287 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 60.8 | \n",
+ "
\n",
+ " \n",
+ " | 1288 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 39.3 | \n",
+ "
\n",
+ " \n",
+ " | 1289 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 36.7 | \n",
+ "
\n",
+ " \n",
+ " | 1290 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 63.8 | \n",
+ "
\n",
+ " \n",
+ " | 1291 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 71.3 | \n",
+ "
\n",
+ " \n",
+ " | 1292 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 57.7 | \n",
+ "
\n",
+ " \n",
+ " | 1293 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 63.2 | \n",
+ "
\n",
+ " \n",
+ " | 1294 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 46.6 | \n",
+ "
\n",
+ " \n",
+ " | 1295 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 82.4 | \n",
+ "
\n",
+ " \n",
+ " | 1296 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 38.3 | \n",
+ "
\n",
+ " \n",
+ " | 1297 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 32.7 | \n",
+ "
\n",
+ " \n",
+ " | 1298 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 39.7 | \n",
+ "
\n",
+ " \n",
+ " | 1299 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 60.0 | \n",
+ "
\n",
+ " \n",
+ " | 1300 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 71.0 | \n",
+ "
\n",
+ " \n",
+ " | 1301 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 20.5 | \n",
+ "
\n",
+ " \n",
+ " | 1302 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 44.4 | \n",
+ "
\n",
+ " \n",
+ " | 1303 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 31.2 | \n",
+ "
\n",
+ " \n",
+ " | 1304 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 47.8 | \n",
+ "
\n",
+ " \n",
+ " | 1305 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 60.9 | \n",
+ "
\n",
+ " \n",
+ " | 1306 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 61.4 | \n",
+ "
\n",
+ " \n",
+ " | 1307 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 43.0 | \n",
+ "
\n",
+ " \n",
+ " | 1308 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 42.1 | \n",
+ "
\n",
+ " \n",
+ " | 1309 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 35.9 | \n",
+ "
\n",
+ " \n",
+ " | 1310 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 22.3 | \n",
+ "
\n",
+ " \n",
+ " | 1311 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 62.1 | \n",
+ "
\n",
+ " \n",
+ " | 1312 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 88.6 | \n",
+ "
\n",
+ " \n",
+ " | 1313 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 39.1 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1314 rows × 3 columns
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Smoker | \n",
+ " Status | \n",
+ " Age | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Smoker | \n",
+ " Status | \n",
+ " Nombre | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 502 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 230 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 443 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 139 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ " \n",
+ "status_fumeur = ['No', 'Yes'] \n",
+ "valeur_mortalite = [taux_mortalite_non_fumeuses, taux_mortalite_fumeuses]\n",
+ "min_intervaleC = [intervale_non_fumeuses[0], intervale_fumeuses[0]]\n",
+ "max_intervaleC = [intervale_non_fumeuses[1], intervale_fumeuses[1]]\n",
+ "\n",
+ "plt.bar(status_fumeur, valeur_mortalite, yerr=[min_intervaleC, max_intervaleC], capsize=5)\n",
+ "plt.title('Taux de mortalité par statut de fumeur')\n",
+ "plt.ylabel('Taux de mortalité')\n",
+ "plt.xlabel('Statut de fumeur')\n",
+ "plt.ylim(0, 1)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Le résultat est étrange car le taux de mortalité des femmes fumeuses est supérieur à celui des femmes non fumeuses, ce qui est incohérent par rapport à nos connaissances sur les conséquences de l'usage du tabac. Nous avons sûrement oublié de prendre en compte une donnée essentielle."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Partie 2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On reprend donc l'analyse précédente en prenant en compte des périodes d'âges : \n",
+ " *18-34 ans, 35-54 ans, 55-64 ans, plus de 65 ans*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Smoker | \n",
+ " Status | \n",
+ " Nombre | \n",
+ "
\n",
+ " \n",
+ " | Age Groupe | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 18-34 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 213 | \n",
+ "
\n",
+ " \n",
+ " | 18-34 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 6 | \n",
+ "
\n",
+ " \n",
+ " | 18-34 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 174 | \n",
+ "
\n",
+ " \n",
+ " | 18-34 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 5 | \n",
+ "
\n",
+ " \n",
+ " | 35-54 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 180 | \n",
+ "
\n",
+ " \n",
+ " | 35-54 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 19 | \n",
+ "
\n",
+ " \n",
+ " | 35-54 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 198 | \n",
+ "
\n",
+ " \n",
+ " | 35-54 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 41 | \n",
+ "
\n",
+ " \n",
+ " | 55-64 | \n",
+ " No | \n",
+ " Alive | \n",
+ " 80 | \n",
+ "
\n",
+ " \n",
+ " | 55-64 | \n",
+ " No | \n",
+ " Dead | \n",
+ " 39 | \n",
+ "
\n",
+ " \n",
+ " | 55-64 | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 64 | \n",
+ "
\n",
+ " \n",
+ " | 55-64 | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 51 | \n",
+ "
\n",
+ " \n",
+ " | 65+ | \n",
+ " No | \n",
+ " Alive | \n",
+ " 29 | \n",
+ "
\n",
+ " \n",
+ " | 65+ | \n",
+ " No | \n",
+ " Dead | \n",
+ " 166 | \n",
+ "
\n",
+ " \n",
+ " | 65+ | \n",
+ " Yes | \n",
+ " Alive | \n",
+ " 7 | \n",
+ "
\n",
+ " \n",
+ " | 65+ | \n",
+ " Yes | \n",
+ " Dead | \n",
+ " 42 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "