diff --git a/module3/exo3/CO2_Mauna_Loa_Hebdo.csv b/module3/exo3/CO2_Mauna_Loa_Hebdo.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8f86b6f2c8d649b724d207fb3afb5cd2c37b4bd6
--- /dev/null
+++ b/module3/exo3/CO2_Mauna_Loa_Hebdo.csv
@@ -0,0 +1,3234 @@
+"-------------------------------------------------------------------------------------------"
+" 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 "
+" "
+" 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 05-Oct-2020 from archive dated 06-Oct-2020 12:01:19 "
+" "
+"-------------------------------------------------------------------------------------------"
+" "
+" 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 2 columns indicaing the date and CO2 "
+" concentrations in micro-mol CO2 per mole (ppm), reported on the 2008A "
+" SIO manometric mole fraction scale. These weekly values have been "
+" adjusted to 12:00 hours at middle day of each weekly period as "
+" indicated by the date in the first column. "
+1958-03-29, 316.19
+1958-04-05, 317.31
+1958-04-12, 317.69
+1958-04-19, 317.58
+1958-04-26, 316.48
+1958-05-03, 316.95
+1958-05-17, 317.56
+1958-05-24, 317.99
+1958-07-05, 315.85
+1958-07-12, 315.85
+1958-07-19, 315.46
+1958-07-26, 315.59
+1958-08-02, 315.64
+1958-08-09, 315.10
+1958-08-16, 315.09
+1958-08-30, 314.14
+1958-09-06, 313.54
+1958-11-08, 313.05
+1958-11-15, 313.26
+1958-11-22, 313.57
+1958-11-29, 314.01
+1958-12-06, 314.56
+1958-12-13, 314.41
+1958-12-20, 314.77
+1958-12-27, 315.21
+1959-01-03, 315.24
+1959-01-10, 315.50
+1959-01-17, 315.69
+1959-01-24, 315.86
+1959-01-31, 315.42
+1959-02-14, 316.94
+1959-02-21, 316.61
+1959-02-28, 316.62
+1959-03-07, 316.81
+1959-03-21, 316.73
+1959-03-28, 316.71
+1959-04-04, 317.72
+1959-04-11, 317.12
+1959-04-18, 317.64
+1959-04-25, 318.32
+1959-05-02, 318.27
+1959-05-09, 318.78
+1959-05-16, 318.05
+1959-05-23, 318.43
+1959-06-06, 318.53
+1959-06-13, 318.14
+1959-06-20, 317.88
+1959-06-27, 317.76
+1959-07-04, 316.86
+1959-07-11, 316.83
+1959-07-18, 316.45
+1959-07-25, 316.16
+1959-08-01, 315.62
+1959-08-08, 314.91
+1959-08-22, 315.00
+1959-08-29, 314.15
+1959-09-05, 314.45
+1959-09-12, 313.93
+1959-09-19, 313.57
+1959-09-26, 313.54
+1959-10-03, 313.04
+1959-10-10, 313.15
+1959-10-17, 313.43
+1959-10-24, 313.46
+1959-10-31, 314.12
+1959-11-07, 314.42
+1959-11-14, 314.88
+1959-11-21, 315.20
+1959-11-28, 315.11
+1959-12-05, 315.06
+1959-12-12, 315.64
+1959-12-19, 315.86
+1959-12-26, 315.77
+1960-01-02, 315.72
+1960-01-09, 316.40
+1960-01-16, 316.73
+1960-01-23, 316.57
+1960-01-30, 316.68
+1960-02-06, 316.61
+1960-02-13, 316.98
+1960-02-20, 317.42
+1960-02-27, 317.00
+1960-03-05, 316.96
+1960-03-12, 317.76
+1960-03-19, 318.07
+1960-03-26, 317.77
+1960-04-02, 318.61
+1960-04-09, 319.34
+1960-04-16, 319.01
+1960-04-23, 319.03
+1960-04-30, 319.77
+1960-05-07, 319.96
+1960-05-14, 319.82
+1960-05-21, 320.04
+1960-05-28, 320.06
+1960-06-04, 319.46
+1960-06-11, 320.08
+1960-06-18, 319.42
+1960-06-25, 319.09
+1960-07-02, 318.18
+1960-07-09, 318.64
+1960-07-16, 318.41
+1960-07-23, 317.91
+1960-07-30, 317.33
+1960-08-06, 316.62
+1960-08-13, 316.70
+1960-08-20, 315.10
+1960-08-27, 314.78
+1960-09-03, 314.72
+1960-09-10, 314.58
+1960-09-17, 314.28
+1960-09-24, 313.33
+1960-10-01, 313.66
+1960-10-08, 313.32
+1960-10-15, 313.92
+1960-10-22, 314.21
+1960-10-29, 314.29
+1960-11-05, 314.50
+1960-11-12, 315.10
+1960-11-19, 315.10
+1960-11-26, 315.41
+1960-12-03, 315.84
+1960-12-10, 316.07
+1960-12-17, 316.21
+1960-12-24, 316.40
+1960-12-31, 316.67
+1961-01-07, 316.73
+1961-01-14, 317.02
+1961-01-21, 317.03
+1961-01-28, 317.01
+1961-02-04, 317.06
+1961-02-11, 317.75
+1961-02-18, 317.94
+1961-02-25, 318.00
+1961-03-04, 318.04
+1961-03-11, 318.51
+1961-03-18, 318.92
+1961-03-25, 318.71
+1961-04-01, 319.41
+1961-04-08, 319.55
+1961-04-15, 318.90
+1961-04-22, 319.74
+1961-04-29, 319.67
+1961-05-06, 320.67
+1961-05-13, 320.46
+1961-05-20, 320.61
+1961-05-27, 320.36
+1961-06-03, 320.09
+1961-06-10, 320.02
+1961-06-17, 319.62
+1961-06-24, 319.49
+1961-07-01, 319.26
+1961-07-08, 319.07
+1961-07-15, 318.49
+1961-07-22, 317.16
+1961-07-29, 317.97
+1961-08-05, 317.91
+1961-08-12, 317.33
+1961-08-19, 316.76
+1961-08-26, 315.26
+1961-09-02, 315.28
+1961-09-09, 314.97
+1961-09-16, 314.53
+1961-09-23, 315.06
+1961-09-30, 315.61
+1961-10-07, 314.97
+1961-10-14, 315.43
+1961-10-21, 315.48
+1961-10-28, 315.72
+1961-11-04, 315.82
+1961-11-11, 315.70
+1961-11-18, 316.21
+1961-11-25, 316.55
+1961-12-02, 316.52
+1961-12-09, 317.02
+1961-12-16, 316.94
+1961-12-23, 317.18
+1961-12-30, 317.46
+1962-01-06, 317.99
+1962-01-13, 318.12
+1962-01-20, 318.07
+1962-01-27, 317.78
+1962-02-03, 318.08
+1962-02-10, 318.35
+1962-02-17, 318.92
+1962-02-24, 319.38
+1962-03-03, 319.28
+1962-03-10, 319.46
+1962-03-17, 319.95
+1962-03-24, 319.78
+1962-03-31, 320.27
+1962-04-07, 320.26
+1962-04-14, 321.03
+1962-04-21, 320.78
+1962-04-28, 320.36
+1962-05-05, 320.89
+1962-05-12, 320.78
+1962-05-19, 321.05
+1962-05-26, 321.16
+1962-06-02, 320.91
+1962-06-09, 320.87
+1962-06-16, 320.52
+1962-06-23, 320.15
+1962-06-30, 320.23
+1962-07-07, 320.10
+1962-07-14, 319.95
+1962-07-21, 319.01
+1962-07-28, 318.75
+1962-08-04, 318.68
+1962-08-11, 317.24
+1962-08-18, 317.48
+1962-09-15, 316.65
+1962-09-22, 315.72
+1962-09-29, 315.92
+1962-10-06, 315.10
+1962-10-13, 315.40
+1962-10-20, 315.72
+1962-10-27, 315.78
+1962-11-03, 315.94
+1962-11-10, 316.49
+1962-11-17, 316.92
+1962-11-24, 317.08
+1962-12-01, 317.19
+1962-12-08, 317.31
+1962-12-15, 317.66
+1962-12-22, 318.18
+1963-01-05, 318.54
+1963-01-12, 318.73
+1963-01-19, 318.90
+1963-01-26, 318.82
+1963-02-02, 318.77
+1963-02-09, 318.95
+1963-02-23, 319.37
+1963-03-02, 319.35
+1963-03-09, 319.70
+1963-03-16, 319.80
+1963-03-23, 320.34
+1963-03-30, 320.29
+1963-04-06, 320.38
+1963-04-13, 320.96
+1963-04-20, 322.05
+1963-04-27, 321.92
+1963-05-11, 321.97
+1963-05-18, 322.28
+1963-05-25, 322.27
+1963-06-01, 322.32
+1963-06-08, 322.09
+1963-06-15, 321.83
+1963-06-22, 320.88
+1963-06-29, 320.49
+1963-07-06, 320.12
+1963-07-13, 319.82
+1963-07-20, 319.56
+1963-07-27, 319.06
+1963-08-03, 318.60
+1963-08-10, 318.27
+1963-08-17, 317.73
+1963-08-24, 317.12
+1963-08-31, 316.44
+1963-09-07, 316.81
+1963-09-14, 315.99
+1963-09-21, 316.03
+1963-09-28, 315.93
+1963-10-05, 316.28
+1963-10-12, 315.65
+1963-10-19, 316.14
+1963-10-26, 316.36
+1963-11-02, 316.63
+1963-11-09, 316.83
+1963-11-16, 317.13
+1963-11-30, 317.56
+1963-12-07, 318.07
+1963-12-14, 318.27
+1963-12-21, 318.59
+1963-12-28, 318.74
+1964-01-04, 319.04
+1964-01-11, 319.49
+1964-01-18, 319.88
+1964-05-30, 322.07
+1964-06-06, 322.06
+1964-06-27, 321.57
+1964-07-04, 321.14
+1964-07-11, 319.95
+1964-07-18, 320.28
+1964-07-25, 320.02
+1964-08-01, 319.14
+1964-08-15, 318.61
+1964-08-22, 318.23
+1964-08-29, 318.11
+1964-09-05, 317.48
+1964-09-12, 316.57
+1964-09-19, 315.59
+1964-09-26, 317.01
+1964-10-03, 316.93
+1964-10-10, 316.51
+1964-10-17, 316.86
+1964-10-24, 317.05
+1964-10-31, 317.65
+1964-11-07, 317.77
+1964-11-14, 317.65
+1964-11-21, 317.52
+1964-11-28, 318.11
+1964-12-05, 318.42
+1964-12-12, 318.58
+1964-12-19, 318.93
+1964-12-26, 318.91
+1965-01-02, 319.08
+1965-01-09, 319.17
+1965-01-16, 319.16
+1965-01-23, 319.79
+1965-01-30, 320.12
+1965-02-06, 320.20
+1965-02-13, 320.16
+1965-02-20, 320.70
+1965-02-27, 320.89
+1965-03-06, 321.07
+1965-03-13, 320.98
+1965-03-20, 320.49
+1965-03-27, 321.40
+1965-04-03, 321.95
+1965-04-10, 322.27
+1965-04-17, 322.17
+1965-04-24, 321.86
+1965-05-01, 322.46
+1965-05-08, 322.22
+1965-05-15, 321.94
+1965-05-22, 321.69
+1965-05-29, 322.26
+1965-06-05, 321.87
+1965-06-12, 321.77
+1965-06-19, 321.77
+1965-06-26, 321.99
+1965-07-03, 321.97
+1965-07-10, 321.85
+1965-07-17, 321.76
+1965-07-24, 320.47
+1965-07-31, 319.49
+1965-08-07, 319.47
+1965-08-14, 318.02
+1965-08-21, 318.82
+1965-08-28, 318.73
+1965-09-04, 318.39
+1965-09-11, 318.05
+1965-09-18, 318.26
+1965-09-25, 316.85
+1965-10-02, 316.60
+1965-10-09, 317.26
+1965-10-16, 317.86
+1965-10-23, 317.56
+1965-10-30, 317.63
+1965-11-06, 318.30
+1965-11-13, 319.26
+1965-11-20, 318.99
+1965-11-27, 319.17
+1965-12-04, 319.09
+1965-12-11, 319.37
+1965-12-18, 319.39
+1965-12-25, 319.70
+1966-01-01, 319.69
+1966-01-08, 320.49
+1966-01-15, 320.63
+1966-01-22, 321.09
+1966-01-29, 321.16
+1966-02-05, 321.26
+1966-02-12, 321.75
+1966-02-19, 321.67
+1966-02-26, 321.80
+1966-03-05, 322.10
+1966-03-12, 322.14
+1966-03-19, 322.57
+1966-03-26, 322.86
+1966-04-02, 323.55
+1966-04-09, 323.62
+1966-04-16, 323.88
+1966-04-23, 323.91
+1966-04-30, 323.53
+1966-05-07, 324.00
+1966-05-14, 324.10
+1966-05-21, 323.72
+1966-05-28, 324.31
+1966-06-04, 324.02
+1966-06-11, 323.88
+1966-06-18, 323.75
+1966-06-25, 323.32
+1966-07-02, 322.82
+1966-07-09, 322.90
+1966-08-06, 321.31
+1966-08-13, 320.85
+1966-08-20, 319.16
+1966-08-27, 319.64
+1966-09-03, 319.94
+1966-09-10, 318.22
+1966-09-17, 318.46
+1966-09-24, 318.31
+1966-10-01, 317.90
+1966-10-08, 317.90
+1966-10-15, 318.21
+1966-10-22, 318.61
+1966-10-29, 318.39
+1966-11-12, 319.59
+1966-11-19, 320.03
+1966-11-26, 320.24
+1966-12-03, 320.80
+1966-12-10, 320.87
+1966-12-17, 321.16
+1966-12-24, 321.31
+1966-12-31, 321.37
+1967-01-07, 321.92
+1967-01-14, 322.93
+1967-02-04, 322.19
+1967-02-11, 322.23
+1967-02-18, 322.86
+1967-02-25, 322.60
+1967-03-04, 322.94
+1967-03-11, 322.60
+1967-03-18, 323.33
+1967-03-25, 323.24
+1967-04-01, 323.15
+1967-04-08, 324.21
+1967-04-15, 324.41
+1967-04-22, 324.60
+1967-04-29, 325.16
+1967-05-06, 325.26
+1967-05-13, 324.78
+1967-05-20, 325.09
+1967-05-27, 324.94
+1967-06-03, 324.95
+1967-06-10, 324.65
+1967-06-17, 323.31
+1967-06-24, 323.50
+1967-07-01, 322.89
+1967-07-08, 322.85
+1967-07-15, 322.45
+1967-07-22, 322.40
+1967-07-29, 322.04
+1967-08-05, 321.65
+1967-08-12, 321.40
+1967-08-19, 320.48
+1967-08-26, 320.01
+1967-09-02, 320.07
+1967-09-09, 319.43
+1967-09-16, 319.35
+1967-09-23, 319.03
+1967-09-30, 318.81
+1967-10-07, 318.88
+1967-10-14, 319.86
+1967-10-21, 319.47
+1967-10-28, 319.86
+1967-11-04, 320.01
+1967-11-11, 320.34
+1967-11-18, 320.91
+1967-11-25, 321.54
+1967-12-02, 321.40
+1967-12-09, 321.89
+1967-12-16, 322.29
+1967-12-23, 321.98
+1967-12-30, 322.30
+1968-01-06, 322.46
+1968-01-13, 322.50
+1968-01-20, 322.59
+1968-01-27, 322.83
+1968-02-03, 322.66
+1968-02-10, 323.17
+1968-02-17, 323.46
+1968-02-24, 323.18
+1968-03-02, 323.15
+1968-03-09, 323.85
+1968-03-16, 323.85
+1968-03-23, 324.21
+1968-03-30, 324.77
+1968-04-06, 324.79
+1968-04-13, 325.04
+1968-04-20, 324.84
+1968-04-27, 325.45
+1968-05-04, 325.63
+1968-05-11, 325.09
+1968-05-18, 325.52
+1968-05-25, 325.86
+1968-06-01, 325.67
+1968-06-08, 325.71
+1968-06-15, 325.56
+1968-06-22, 324.99
+1968-06-29, 324.63
+1968-07-06, 324.70
+1968-07-13, 324.13
+1968-07-20, 323.94
+1968-07-27, 323.40
+1968-08-03, 322.49
+1968-08-10, 322.27
+1968-08-17, 322.02
+1968-08-24, 321.74
+1968-08-31, 321.42
+1968-09-07, 320.44
+1968-09-14, 321.18
+1968-09-21, 319.78
+1968-09-28, 319.89
+1968-10-05, 320.57
+1968-10-12, 320.52
+1968-10-19, 320.26
+1968-10-26, 319.92
+1968-11-02, 320.70
+1968-11-09, 320.89
+1968-11-16, 321.40
+1968-11-23, 321.78
+1968-11-30, 322.06
+1968-12-07, 322.44
+1968-12-14, 322.91
+1968-12-21, 323.33
+1968-12-28, 323.19
+1969-01-04, 323.39
+1969-01-11, 324.06
+1969-01-18, 324.36
+1969-01-25, 324.14
+1969-02-01, 324.16
+1969-02-08, 323.92
+1969-02-15, 324.37
+1969-02-22, 324.86
+1969-03-01, 325.14
+1969-03-08, 325.58
+1969-03-15, 325.72
+1969-03-22, 325.96
+1969-03-29, 325.89
+1969-04-05, 326.27
+1969-04-12, 327.13
+1969-04-19, 326.58
+1969-04-26, 326.57
+1969-05-03, 327.52
+1969-05-10, 327.82
+1969-05-17, 326.86
+1969-05-24, 326.92
+1969-05-31, 327.43
+1969-06-07, 326.51
+1969-06-14, 326.78
+1969-06-21, 326.73
+1969-06-28, 326.37
+1969-07-05, 326.16
+1969-07-12, 326.07
+1969-07-19, 325.72
+1969-07-26, 325.47
+1969-08-02, 324.50
+1969-08-09, 324.56
+1969-08-16, 323.14
+1969-08-23, 322.56
+1969-08-30, 323.14
+1969-09-06, 322.21
+1969-09-13, 322.79
+1969-09-20, 322.84
+1969-09-27, 321.96
+1969-10-04, 321.50
+1969-10-11, 321.82
+1969-10-18, 322.00
+1969-10-25, 321.93
+1969-11-01, 322.21
+1969-11-08, 322.64
+1969-11-15, 322.78
+1969-11-22, 323.10
+1969-11-29, 323.52
+1969-12-06, 323.91
+1969-12-13, 323.99
+1969-12-20, 324.22
+1969-12-27, 324.50
+1970-01-03, 324.70
+1970-01-10, 325.40
+1970-01-17, 325.05
+1970-01-24, 324.80
+1970-01-31, 325.55
+1970-02-07, 325.70
+1970-02-14, 326.02
+1970-02-21, 326.32
+1970-02-28, 326.17
+1970-03-07, 326.85
+1970-03-14, 326.80
+1970-03-21, 327.51
+1970-03-28, 326.95
+1970-04-04, 328.20
+1970-04-11, 327.84
+1970-04-18, 327.81
+1970-04-25, 328.55
+1970-05-02, 327.99
+1970-05-09, 327.56
+1970-05-16, 328.03
+1970-05-23, 328.33
+1970-05-30, 327.98
+1970-06-06, 327.55
+1970-06-13, 327.86
+1970-06-20, 327.71
+1970-06-27, 327.23
+1970-07-04, 327.29
+1970-07-11, 326.24
+1970-07-18, 326.28
+1970-07-25, 325.63
+1970-08-01, 325.24
+1970-08-08, 325.21
+1970-08-15, 324.86
+1970-08-22, 324.84
+1970-08-29, 323.33
+1970-09-05, 322.97
+1970-09-12, 323.58
+1970-09-19, 323.18
+1970-09-26, 323.15
+1970-10-03, 323.21
+1970-10-10, 323.56
+1970-10-17, 322.92
+1970-10-24, 323.02
+1970-10-31, 323.18
+1970-11-07, 323.69
+1970-11-14, 323.76
+1970-11-21, 324.23
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diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index cddb5e877f7de4d9b6c888a1310d6fbd18e38731..373dc3c13eff587e4cd313b3e2a0036544fd332f 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -9,7 +9,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -35,7 +35,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -51,7 +51,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -60,7 +60,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -74,7 +74,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Le jeu de données est téléchargé le 01/10/2020 à 17h44."
+ "Le jeu de données est téléchargé le 08/10/2020 à 16h30."
]
},
{
@@ -92,9 +92,136 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1 \"-------------------------------------------------------------------------------------------\"\n",
+ "\n",
+ "2 \" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements \"\n",
+ "\n",
+ "3 \" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m \"\n",
+ "\n",
+ "4 \" \"\n",
+ "\n",
+ "5 \" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher \"\n",
+ "\n",
+ "6 \" Scripps CO2 Program ( http://scrippsco2.ucsd.edu ) \"\n",
+ "\n",
+ "7 \" Scripps Institution of Oceanography (SIO) \"\n",
+ "\n",
+ "8 \" University of California \"\n",
+ "\n",
+ "9 \" La Jolla, California USA 92093-0244 \"\n",
+ "\n",
+ "10 \" \"\n",
+ "\n",
+ "11 \" Status of data and correspondence: \"\n",
+ "\n",
+ "12 \" \"\n",
+ "\n",
+ "13 \" These data are subject to revision based on recalibration of standard gases. Questions \"\n",
+ "\n",
+ "14 \" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker\"\n",
+ "\n",
+ "15 \" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program. \"\n",
+ "\n",
+ "16 \" \"\n",
+ "\n",
+ "17 \" Baseline data in this file through 05-Oct-2020 from archive dated 06-Oct-2020 12:01:19 \"\n",
+ "\n",
+ "18 \" \"\n",
+ "\n",
+ "19 \"-------------------------------------------------------------------------------------------\"\n",
+ "\n",
+ "20 \" \"\n",
+ "\n",
+ "21 \" Please cite as: \"\n",
+ "\n",
+ "22 \" \"\n",
+ "\n",
+ "23 \" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and \"\n",
+ "\n",
+ "24 \" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and \"\n",
+ "\n",
+ "25 \" oceans from 1978 to 2000. I. Global aspects, SIO Reference Series, No. 01-06, Scripps \"\n",
+ "\n",
+ "26 \" Institution of Oceanography, San Diego, 88 pages, 2001. \"\n",
+ "\n",
+ "27 \" \"\n",
+ "\n",
+ "28 \" If it is necessary to cite a peer-reviewed article, please cite as: \"\n",
+ "\n",
+ "29 \" \"\n",
+ "\n",
+ "30 \" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and \"\n",
+ "\n",
+ "31 \" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and \"\n",
+ "\n",
+ "32 \" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113, \"\n",
+ "\n",
+ "33 \" in \"A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems\", \"\n",
+ "\n",
+ "34 \" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag, \"\n",
+ "\n",
+ "35 \" New York, 2005. \"\n",
+ "\n",
+ "36 \" \"\n",
+ "\n",
+ "37 \"-------------------------------------------------------------------------------------------\"\n",
+ "\n",
+ "38 \" \"\n",
+ "\n",
+ "39 \" \"\n",
+ "\n",
+ "40 \" The data file below contains 2 columns indicaing the date and CO2 \"\n",
+ "\n",
+ "41 \" concentrations in micro-mol CO2 per mole (ppm), reported on the 2008A \"\n",
+ "\n",
+ "42 \" SIO manometric mole fraction scale. These weekly values have been \"\n",
+ "\n",
+ "43 \" adjusted to 12:00 hours at middle day of each weekly period as \"\n",
+ "\n",
+ "44 \" indicated by the date in the first column. \"\n",
+ "\n",
+ "45 1958-03-29, 316.19\n",
+ "\n",
+ "46 1958-04-05, 317.31\n",
+ "\n",
+ "47 1958-04-12, 317.69\n",
+ "\n",
+ "48 1958-04-19, 317.58\n",
+ "\n",
+ "49 1958-04-26, 316.48\n",
+ "\n",
+ "50 1958-05-03, 316.95\n",
+ "\n",
+ "51 1958-05-17, 317.56\n",
+ "\n",
+ "52 1958-05-24, 317.99\n",
+ "\n",
+ "53 1958-07-05, 315.85\n",
+ "\n",
+ "54 1958-07-12, 315.85\n",
+ "\n",
+ "55 1958-07-19, 315.46\n",
+ "\n",
+ "56 1958-07-26, 315.59\n",
+ "\n",
+ "57 1958-08-02, 315.64\n",
+ "\n",
+ "58 1958-08-09, 315.10\n",
+ "\n",
+ "59 1958-08-16, 315.09\n",
+ "\n",
+ "60 1958-08-30, 314.14\n",
+ "\n"
+ ]
+ }
+ ],
"source": [
"Lignes = []\n",
"with open(data_file, \"r\", encoding='utf-8') as entree:\n",
@@ -113,9 +240,78 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " CO2 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1958-03-29 | \n",
+ " 316.19 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 1958-04-05 | \n",
+ " 317.31 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 1958-04-12 | \n",
+ " 317.69 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 1958-04-19 | \n",
+ " 317.58 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 1958-04-26 | \n",
+ " 316.48 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date CO2\n",
+ "0 1958-03-29 316.19\n",
+ "1 1958-04-05 317.31\n",
+ "2 1958-04-12 317.69\n",
+ "3 1958-04-19 317.58\n",
+ "4 1958-04-26 316.48"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"raw_data = pd.read_csv(data_file, skiprows=44, names=['Date', 'CO2'], parse_dates=[0], infer_datetime_format=True)\n",
"raw_data.head()"
@@ -123,21 +319,98 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " CO2 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 3185 | \n",
+ " 2020-08-29 | \n",
+ " 411.79 | \n",
+ "
\n",
+ " \n",
+ " 3186 | \n",
+ " 2020-09-05 | \n",
+ " 411.55 | \n",
+ "
\n",
+ " \n",
+ " 3187 | \n",
+ " 2020-09-12 | \n",
+ " 411.45 | \n",
+ "
\n",
+ " \n",
+ " 3188 | \n",
+ " 2020-09-19 | \n",
+ " 411.17 | \n",
+ "
\n",
+ " \n",
+ " 3189 | \n",
+ " 2020-09-26 | \n",
+ " 411.06 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date CO2\n",
+ "3185 2020-08-29 411.79\n",
+ "3186 2020-09-05 411.55\n",
+ "3187 2020-09-12 411.45\n",
+ "3188 2020-09-19 411.17\n",
+ "3189 2020-09-26 411.06"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"raw_data.tail()"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "date_début = raw_data.loc[raw_data.index.start, 'Date']\n",
- "date_fin = raw_data.loc[raw_data.index.stop-1, 'Date']\n",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "On remarque que les données couvrent la période allant du 29/03/1958 au 19/09/2020.\n"
+ ]
+ }
+ ],
+ "source": [
+ "date_début = raw_data.loc[raw_data.index.min(), 'Date']\n",
+ "date_fin = raw_data.loc[raw_data.index.max()-1, 'Date']\n",
"print(f\"On remarque que les données couvrent la période allant du {date_début.strftime('%d/%m/%Y')} au {date_fin.strftime('%d/%m/%Y')}.\")"
]
},
@@ -150,9 +423,50 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " CO2 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ "Empty DataFrame\n",
+ "Columns: [Date, CO2]\n",
+ "Index: []"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"raw_data[raw_data.isnull().any(axis=1)]"
]
@@ -168,14 +482,50 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "5 : 1958-05-03 00:00:00 - 6 : 1958-05-17 00:00:00 - 14 days 00:00:00\n",
+ "7 : 1958-05-24 00:00:00 - 8 : 1958-07-05 00:00:00 - 42 days 00:00:00\n",
+ "14 : 1958-08-16 00:00:00 - 15 : 1958-08-30 00:00:00 - 14 days 00:00:00\n",
+ "16 : 1958-09-06 00:00:00 - 17 : 1958-11-08 00:00:00 - 63 days 00:00:00\n",
+ "29 : 1959-01-31 00:00:00 - 30 : 1959-02-14 00:00:00 - 14 days 00:00:00\n",
+ "33 : 1959-03-07 00:00:00 - 34 : 1959-03-21 00:00:00 - 14 days 00:00:00\n",
+ "43 : 1959-05-23 00:00:00 - 44 : 1959-06-06 00:00:00 - 14 days 00:00:00\n",
+ "53 : 1959-08-08 00:00:00 - 54 : 1959-08-22 00:00:00 - 14 days 00:00:00\n",
+ "210 : 1962-08-18 00:00:00 - 211 : 1962-09-15 00:00:00 - 28 days 00:00:00\n",
+ "225 : 1962-12-22 00:00:00 - 226 : 1963-01-05 00:00:00 - 14 days 00:00:00\n",
+ "231 : 1963-02-09 00:00:00 - 232 : 1963-02-23 00:00:00 - 14 days 00:00:00\n",
+ "241 : 1963-04-27 00:00:00 - 242 : 1963-05-11 00:00:00 - 14 days 00:00:00\n",
+ "269 : 1963-11-16 00:00:00 - 270 : 1963-11-30 00:00:00 - 14 days 00:00:00\n",
+ "277 : 1964-01-18 00:00:00 - 278 : 1964-05-30 00:00:00 - 133 days 00:00:00\n",
+ "279 : 1964-06-06 00:00:00 - 280 : 1964-06-27 00:00:00 - 21 days 00:00:00\n",
+ "285 : 1964-08-01 00:00:00 - 286 : 1964-08-15 00:00:00 - 14 days 00:00:00\n",
+ "385 : 1966-07-09 00:00:00 - 386 : 1966-08-06 00:00:00 - 28 days 00:00:00\n",
+ "398 : 1966-10-29 00:00:00 - 399 : 1966-11-12 00:00:00 - 14 days 00:00:00\n",
+ "408 : 1967-01-14 00:00:00 - 409 : 1967-02-04 00:00:00 - 21 days 00:00:00\n",
+ "898 : 1976-06-19 00:00:00 - 899 : 1976-07-03 00:00:00 - 14 days 00:00:00\n",
+ "1302 : 1984-03-24 00:00:00 - 1303 : 1984-04-28 00:00:00 - 35 days 00:00:00\n",
+ "1368 : 1985-07-27 00:00:00 - 1369 : 1985-08-10 00:00:00 - 14 days 00:00:00\n",
+ "2299 : 2003-06-07 00:00:00 - 2300 : 2003-06-21 00:00:00 - 14 days 00:00:00\n",
+ "2315 : 2003-10-04 00:00:00 - 2316 : 2003-10-25 00:00:00 - 21 days 00:00:00\n",
+ "2385 : 2005-02-19 00:00:00 - 2386 : 2005-03-26 00:00:00 - 35 days 00:00:00\n",
+ "2431 : 2006-02-04 00:00:00 - 2432 : 2006-02-25 00:00:00 - 21 days 00:00:00\n",
+ "2479 : 2007-01-20 00:00:00 - 2480 : 2007-02-03 00:00:00 - 14 days 00:00:00\n",
+ "2775 : 2012-09-29 00:00:00 - 2776 : 2012-10-20 00:00:00 - 21 days 00:00:00\n",
+ "3153 : 2020-01-11 00:00:00 - 3154 : 2020-01-25 00:00:00 - 14 days 00:00:00\n"
+ ]
+ }
+ ],
"source": [
"# Calculer les écarts de dates entre deux index contigüs. Si l'écart n'est pas égal à 7 jours, afficher les deux lignes.\n",
- "for cpt in range (raw_data.index.start, raw_data.index.stop-1):\n",
- " début = raw_data.loc[raw_data.index.start:raw_data.index.stop, 'Date'][cpt]\n",
- " fin = raw_data.loc[raw_data.index.start:raw_data.index.stop, 'Date'][cpt+1]\n",
+ "for cpt in range (raw_data.index.min(), raw_data.index.max()-1):\n",
+ " début = raw_data.loc[raw_data.index.min():raw_data.index.max(), 'Date'][cpt]\n",
+ " fin = raw_data.loc[raw_data.index.min():raw_data.index.max(), 'Date'][cpt+1]\n",
" if str(fin-début) != '7 days 00:00:00':\n",
" print(cpt, ':', début, ' - ', cpt+1, ':', fin, ' - ', fin-début)"
]
@@ -205,7 +555,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -222,16 +572,14 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"tab_week = []\n",
- "df_début = df.index.start\n",
- "df_fin = df.index.stop\n",
"\n",
- "for cpt in range(df_début, df_fin):\n",
- " date = df.loc[df.index.start:df.index.stop, 'Date'][cpt]\n",
+ "for cpt in range(df.index.min(), df.index.max()+1):\n",
+ " date = df.loc[df.index.min():df.index.max(), 'Date'][cpt]\n",
" tab_week.append(pd.Period(date, 'D').week)\n",
"\n",
"df = df.assign(Week = tab_week)"
@@ -246,9 +594,133 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Week | \n",
+ " CO2 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 4 | \n",
+ " 1958-04-26 | \n",
+ " 17 | \n",
+ " 316.48 | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " 1958-05-03 | \n",
+ " 18 | \n",
+ " 316.95 | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " 1958-05-10 | \n",
+ " 19 | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " 1958-05-17 | \n",
+ " 20 | \n",
+ " 317.56 | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " 1958-05-24 | \n",
+ " 21 | \n",
+ " 317.99 | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " 1958-05-31 | \n",
+ " 22 | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " 1958-06-07 | \n",
+ " 23 | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " 1958-06-14 | \n",
+ " 24 | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " 1958-06-21 | \n",
+ " 25 | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " 1958-06-28 | \n",
+ " 26 | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " 1958-07-05 | \n",
+ " 27 | \n",
+ " 315.85 | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " 1958-07-12 | \n",
+ " 28 | \n",
+ " 315.85 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Week CO2\n",
+ "4 1958-04-26 17 316.48\n",
+ "5 1958-05-03 18 316.95\n",
+ "6 1958-05-10 19 NaN\n",
+ "7 1958-05-17 20 317.56\n",
+ "8 1958-05-24 21 317.99\n",
+ "9 1958-05-31 22 NaN\n",
+ "10 1958-06-07 23 NaN\n",
+ "11 1958-06-14 24 NaN\n",
+ "12 1958-06-21 25 NaN\n",
+ "13 1958-06-28 26 NaN\n",
+ "14 1958-07-05 27 315.85\n",
+ "15 1958-07-12 28 315.85"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"df = df.merge(raw_data, on='Date', how='outer')\n",
"df[4:16]"
@@ -270,9 +742,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df.plot('Date', 'CO2')"
]
@@ -288,9 +783,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df[-500:-300].plot('Date', 'CO2')"
]
@@ -304,9 +822,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df[200:350].plot('Date', 'CO2')"
]
@@ -334,9 +875,119 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Week | \n",
+ " CO2 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 3250 | \n",
+ " 2020-07-11 | \n",
+ " 28 | \n",
+ " 414.91 | \n",
+ "
\n",
+ " \n",
+ " 3251 | \n",
+ " 2020-07-18 | \n",
+ " 29 | \n",
+ " 414.29 | \n",
+ "
\n",
+ " \n",
+ " 3252 | \n",
+ " 2020-07-25 | \n",
+ " 30 | \n",
+ " 413.63 | \n",
+ "
\n",
+ " \n",
+ " 3253 | \n",
+ " 2020-08-01 | \n",
+ " 31 | \n",
+ " 413.42 | \n",
+ "
\n",
+ " \n",
+ " 3254 | \n",
+ " 2020-08-08 | \n",
+ " 32 | \n",
+ " 412.85 | \n",
+ "
\n",
+ " \n",
+ " 3255 | \n",
+ " 2020-08-15 | \n",
+ " 33 | \n",
+ " 412.75 | \n",
+ "
\n",
+ " \n",
+ " 3256 | \n",
+ " 2020-08-22 | \n",
+ " 34 | \n",
+ " 412.25 | \n",
+ "
\n",
+ " \n",
+ " 3257 | \n",
+ " 2020-08-29 | \n",
+ " 35 | \n",
+ " 411.79 | \n",
+ "
\n",
+ " \n",
+ " 3258 | \n",
+ " 2020-09-05 | \n",
+ " 36 | \n",
+ " 411.55 | \n",
+ "
\n",
+ " \n",
+ " 3259 | \n",
+ " 2020-09-12 | \n",
+ " 37 | \n",
+ " 411.45 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Week CO2\n",
+ "3250 2020-07-11 28 414.91\n",
+ "3251 2020-07-18 29 414.29\n",
+ "3252 2020-07-25 30 413.63\n",
+ "3253 2020-08-01 31 413.42\n",
+ "3254 2020-08-08 32 412.85\n",
+ "3255 2020-08-15 33 412.75\n",
+ "3256 2020-08-22 34 412.25\n",
+ "3257 2020-08-29 35 411.79\n",
+ "3258 2020-09-05 36 411.55\n",
+ "3259 2020-09-12 37 411.45"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"df[3250:3260]"
]
@@ -350,7 +1001,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
@@ -360,9 +1011,133 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Week | \n",
+ " CO2 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 4 | \n",
+ " 1958-04-26 | \n",
+ " 17 | \n",
+ " 316.480000 | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " 1958-05-03 | \n",
+ " 18 | \n",
+ " 316.950000 | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " 1958-05-10 | \n",
+ " 19 | \n",
+ " 317.255000 | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " 1958-05-17 | \n",
+ " 20 | \n",
+ " 317.560000 | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " 1958-05-24 | \n",
+ " 21 | \n",
+ " 317.990000 | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " 1958-05-31 | \n",
+ " 22 | \n",
+ " 317.633333 | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " 1958-06-07 | \n",
+ " 23 | \n",
+ " 317.276667 | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " 1958-06-14 | \n",
+ " 24 | \n",
+ " 316.920000 | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " 1958-06-21 | \n",
+ " 25 | \n",
+ " 316.563333 | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " 1958-06-28 | \n",
+ " 26 | \n",
+ " 316.206667 | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " 1958-07-05 | \n",
+ " 27 | \n",
+ " 315.850000 | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " 1958-07-12 | \n",
+ " 28 | \n",
+ " 315.850000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Week CO2\n",
+ "4 1958-04-26 17 316.480000\n",
+ "5 1958-05-03 18 316.950000\n",
+ "6 1958-05-10 19 317.255000\n",
+ "7 1958-05-17 20 317.560000\n",
+ "8 1958-05-24 21 317.990000\n",
+ "9 1958-05-31 22 317.633333\n",
+ "10 1958-06-07 23 317.276667\n",
+ "11 1958-06-14 24 316.920000\n",
+ "12 1958-06-21 25 316.563333\n",
+ "13 1958-06-28 26 316.206667\n",
+ "14 1958-07-05 27 315.850000\n",
+ "15 1958-07-12 28 315.850000"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"df_lt[4:16]"
]
@@ -376,9 +1151,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([4.84267640e-06, 1.44968867e-02, 3.14693329e+02])"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"p = np.polyfit(df_lt.index, df_lt['CO2'], deg=2, full=False)\n",
"p"
@@ -393,7 +1179,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
@@ -410,12 +1196,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"prév_lt = []\n",
- "for cpt in range(df_début, df_fin):\n",
+ "for cpt in range(df.index.min(), df.index.max()+1):\n",
" prév_lt.append(taux_lt(cpt))\n",
"\n",
"df = df.assign(Prév_LT = prév_lt)"
@@ -423,18 +1209,180 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Week | \n",
+ " CO2 | \n",
+ " Prév_LT | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1958-03-29 | \n",
+ " 13 | \n",
+ " 316.19 | \n",
+ " 314.693329 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 1958-04-05 | \n",
+ " 14 | \n",
+ " 317.31 | \n",
+ " 314.707831 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 1958-04-12 | \n",
+ " 15 | \n",
+ " 317.69 | \n",
+ " 314.722342 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 1958-04-19 | \n",
+ " 16 | \n",
+ " 317.58 | \n",
+ " 314.736864 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 1958-04-26 | \n",
+ " 17 | \n",
+ " 316.48 | \n",
+ " 314.751394 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Week CO2 Prév_LT\n",
+ "0 1958-03-29 13 316.19 314.693329\n",
+ "1 1958-04-05 14 317.31 314.707831\n",
+ "2 1958-04-12 15 317.69 314.722342\n",
+ "3 1958-04-19 16 317.58 314.736864\n",
+ "4 1958-04-26 17 316.48 314.751394"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Week | \n",
+ " CO2 | \n",
+ " Prév_LT | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 3531 | \n",
+ " 2025-11-29 | \n",
+ " 48 | \n",
+ " NaN | \n",
+ " 426.260137 | \n",
+ "
\n",
+ " \n",
+ " 3532 | \n",
+ " 2025-12-06 | \n",
+ " 49 | \n",
+ " NaN | \n",
+ " 426.308837 | \n",
+ "
\n",
+ " \n",
+ " 3533 | \n",
+ " 2025-12-13 | \n",
+ " 50 | \n",
+ " NaN | \n",
+ " 426.357548 | \n",
+ "
\n",
+ " \n",
+ " 3534 | \n",
+ " 2025-12-20 | \n",
+ " 51 | \n",
+ " NaN | \n",
+ " 426.406268 | \n",
+ "
\n",
+ " \n",
+ " 3535 | \n",
+ " 2025-12-27 | \n",
+ " 52 | \n",
+ " NaN | \n",
+ " 426.454998 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Week CO2 Prév_LT\n",
+ "3531 2025-11-29 48 NaN 426.260137\n",
+ "3532 2025-12-06 49 NaN 426.308837\n",
+ "3533 2025-12-13 50 NaN 426.357548\n",
+ "3534 2025-12-20 51 NaN 426.406268\n",
+ "3535 2025-12-27 52 NaN 426.454998"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"df.tail()"
]
@@ -448,18 +1396,64 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df.plot('Date', ['CO2', 'Prév_LT'])"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df[-500:-300].plot('Date', ['CO2', 'Prév_LT'])"
]
@@ -480,9 +1474,96 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Week | \n",
+ " CO2 | \n",
+ " Prév_LT | \n",
+ " Saisonnier | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 1958-03-29 | \n",
+ " 13 | \n",
+ " 316.19 | \n",
+ " 314.693329 | \n",
+ " 1.496671 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 1958-04-05 | \n",
+ " 14 | \n",
+ " 317.31 | \n",
+ " 314.707831 | \n",
+ " 2.602169 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 1958-04-12 | \n",
+ " 15 | \n",
+ " 317.69 | \n",
+ " 314.722342 | \n",
+ " 2.967658 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 1958-04-19 | \n",
+ " 16 | \n",
+ " 317.58 | \n",
+ " 314.736864 | \n",
+ " 2.843136 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 1958-04-26 | \n",
+ " 17 | \n",
+ " 316.48 | \n",
+ " 314.751394 | \n",
+ " 1.728606 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Date Week CO2 Prév_LT Saisonnier\n",
+ "0 1958-03-29 13 316.19 314.693329 1.496671\n",
+ "1 1958-04-05 14 317.31 314.707831 2.602169\n",
+ "2 1958-04-12 15 317.69 314.722342 2.967658\n",
+ "3 1958-04-19 16 317.58 314.736864 2.843136\n",
+ "4 1958-04-26 17 316.48 314.751394 1.728606"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"df = df.assign(Saisonnier = df['CO2'] - df['Prév_LT'])\n",
"df.head()"
@@ -499,27 +1580,84 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "-0.01333697107852895"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"df['Saisonnier'].mean()"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df.plot('Date', ['Saisonnier'])"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df[-500:-300].plot('Date', ['Saisonnier'])"
]
@@ -551,7 +1689,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
@@ -591,9 +1729,474 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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\n",
+ " \n",
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+ " | \n",
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\n",
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+ " 35 | \n",
+ " -154.977823 | \n",
+ " 62 | \n",
+ " -2.499642 | \n",
+ "
\n",
+ " \n",
+ " 35 | \n",
+ " 36 | \n",
+ " -179.235258 | \n",
+ " 62 | \n",
+ " -2.890891 | \n",
+ "
\n",
+ " \n",
+ " 36 | \n",
+ " 37 | \n",
+ " -192.193257 | \n",
+ " 62 | \n",
+ " -3.099891 | \n",
+ "
\n",
+ " \n",
+ " 37 | \n",
+ " 38 | \n",
+ " -216.123917 | \n",
+ " 62 | \n",
+ " -3.485870 | \n",
+ "
\n",
+ " \n",
+ " 38 | \n",
+ " 39 | \n",
+ " -219.345177 | \n",
+ " 62 | \n",
+ " -3.537825 | \n",
+ "
\n",
+ " \n",
+ " 39 | \n",
+ " 40 | \n",
+ " -210.551953 | \n",
+ " 60 | \n",
+ " -3.509199 | \n",
+ "
\n",
+ " \n",
+ " 40 | \n",
+ " 41 | \n",
+ " -197.019602 | \n",
+ " 59 | \n",
+ " -3.339315 | \n",
+ "
\n",
+ " \n",
+ " 41 | \n",
+ " 42 | \n",
+ " -186.854816 | \n",
+ " 60 | \n",
+ " -3.114247 | \n",
+ "
\n",
+ " \n",
+ " 42 | \n",
+ " 43 | \n",
+ " -182.706539 | \n",
+ " 61 | \n",
+ " -2.995189 | \n",
+ "
\n",
+ " \n",
+ " 43 | \n",
+ " 44 | \n",
+ " -158.255958 | \n",
+ " 60 | \n",
+ " -2.637599 | \n",
+ "
\n",
+ " \n",
+ " 44 | \n",
+ " 45 | \n",
+ " -144.295596 | \n",
+ " 62 | \n",
+ " -2.327348 | \n",
+ "
\n",
+ " \n",
+ " 45 | \n",
+ " 46 | \n",
+ " -121.739727 | \n",
+ " 62 | \n",
+ " -1.963544 | \n",
+ "
\n",
+ " \n",
+ " 46 | \n",
+ " 47 | \n",
+ " -102.243115 | \n",
+ " 61 | \n",
+ " -1.676117 | \n",
+ "
\n",
+ " \n",
+ " 47 | \n",
+ " 48 | \n",
+ " -89.919792 | \n",
+ " 62 | \n",
+ " -1.450319 | \n",
+ "
\n",
+ " \n",
+ " 48 | \n",
+ " 49 | \n",
+ " -71.575725 | \n",
+ " 62 | \n",
+ " -1.154447 | \n",
+ "
\n",
+ " \n",
+ " 49 | \n",
+ " 50 | \n",
+ " -55.622259 | \n",
+ " 62 | \n",
+ " -0.897133 | \n",
+ "
\n",
+ " \n",
+ " 50 | \n",
+ " 51 | \n",
+ " -42.949393 | \n",
+ " 62 | \n",
+ " -0.692732 | \n",
+ "
\n",
+ " \n",
+ " 51 | \n",
+ " 52 | \n",
+ " -27.680726 | \n",
+ " 61 | \n",
+ " -0.453782 | \n",
+ "
\n",
+ " \n",
+ " 52 | \n",
+ " 53 | \n",
+ " -4.525448 | \n",
+ " 11 | \n",
+ " -0.411404 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Num_semaine Cumul Nbre_valeurs Moyenne_semaine\n",
+ "0 1 -10.589429 62 -0.170797\n",
+ "1 2 -0.588472 62 -0.009491\n",
+ "2 3 10.751143 60 0.179186\n",
+ "3 4 18.266655 59 0.309604\n",
+ "4 5 27.526169 61 0.451249\n",
+ "5 6 32.662548 59 0.553603\n",
+ "6 7 44.786100 59 0.759086\n",
+ "7 8 51.654865 60 0.860914\n",
+ "8 9 60.867316 60 1.014455\n",
+ "9 10 69.049186 60 1.150820\n",
+ "10 11 86.480754 59 1.465775\n",
+ "11 12 101.715843 61 1.667473\n",
+ "12 13 124.307536 61 2.037828\n",
+ "13 14 145.581964 61 2.386590\n",
+ "14 15 153.215802 61 2.511734\n",
+ "15 16 167.599048 61 2.747525\n",
+ "16 17 176.867921 62 2.852708\n",
+ "17 18 178.714452 61 2.929745\n",
+ "18 19 186.536568 61 3.057977\n",
+ "19 20 191.059264 62 3.081601\n",
+ "20 21 188.481844 62 3.040030\n",
+ "21 22 175.280241 61 2.873447\n",
+ "22 23 162.132929 62 2.615047\n",
+ "23 24 138.229765 60 2.303829\n",
+ "24 25 121.184148 61 1.986625\n",
+ "25 26 101.067671 61 1.656847\n",
+ "26 27 80.253080 63 1.273858\n",
+ "27 28 50.572217 62 0.815681\n",
+ "28 29 16.581010 62 0.267436\n",
+ "29 30 -4.190797 62 -0.067594\n",
+ "30 31 -38.626081 62 -0.623001\n",
+ "31 32 -66.919409 62 -1.079345\n",
+ "32 33 -97.759617 62 -1.576768\n",
+ "33 34 -127.481090 61 -2.089854\n",
+ "34 35 -154.977823 62 -2.499642\n",
+ "35 36 -179.235258 62 -2.890891\n",
+ "36 37 -192.193257 62 -3.099891\n",
+ "37 38 -216.123917 62 -3.485870\n",
+ "38 39 -219.345177 62 -3.537825\n",
+ "39 40 -210.551953 60 -3.509199\n",
+ "40 41 -197.019602 59 -3.339315\n",
+ "41 42 -186.854816 60 -3.114247\n",
+ "42 43 -182.706539 61 -2.995189\n",
+ "43 44 -158.255958 60 -2.637599\n",
+ "44 45 -144.295596 62 -2.327348\n",
+ "45 46 -121.739727 62 -1.963544\n",
+ "46 47 -102.243115 61 -1.676117\n",
+ "47 48 -89.919792 62 -1.450319\n",
+ "48 49 -71.575725 62 -1.154447\n",
+ "49 50 -55.622259 62 -0.897133\n",
+ "50 51 -42.949393 62 -0.692732\n",
+ "51 52 -27.680726 61 -0.453782\n",
+ "52 53 -4.525448 11 -0.411404"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"sem = pd.DataFrame(année[1:54], columns=['Num_semaine', 'Cumul', 'Nbre_valeurs', 'Moyenne_semaine'])\n",
"sem"
@@ -615,9 +2218,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"sem.plot('Num_semaine', 'Moyenne_semaine')"
]
@@ -638,7 +2264,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
@@ -647,7 +2273,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
@@ -664,12 +2290,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"prév_sem = []\n",
- "for cpt in range(sem.index.start+1, sem.index.stop+1):\n",
+ "for cpt in range(sem.index.min()+1, sem.index.max()+2):\n",
" prév_sem.append(taux_semaine(cpt))"
]
},
@@ -682,9 +2308,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"sem = sem.assign(Prév_Sem = prév_sem)\n",
"sem.plot('Num_semaine', ['Moyenne_semaine', 'Prév_Sem'])"
@@ -713,7 +2362,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
@@ -733,7 +2382,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
@@ -749,18 +2398,64 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df.plot('Date', ['CO2', 'Prév_total'])"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 47,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df[-500:-300].plot('Date', ['CO2', 'Prév_total'])"
]
@@ -774,7 +2469,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
@@ -793,14 +2488,38 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Nous affichons un histogramme afin d'évaluer l'ampleur des erreurs. L'hitogramme ne semble pas être tout à fait une gaussienne. On note cependant que la majorité des erreurs sont proches de 0. La gamme des écarts de prévision vont de -3ppm à +2ppm environ. Les erreurs les plus importantes sont en faible nombre. Pour une valeur de taux de CO2 qui est autour de 300ppm au moins, ces erreurs ne représentent que 1% environ."
+ "Nous affichons un histogramme afin d'évaluer l'ampleur des erreurs. L'hitogramme ne semble pas être tout à fait une gaussienne. On note cependant que la majorité des erreurs sont proches de 0. La gamme des écarts de prévision vont de -2ppm à +3ppm environ. Les erreurs les plus importantes sont en faible nombre. Pour une valeur de taux de CO2 qui est autour de 300ppm au moins, ces erreurs ne représentent que 1% environ."
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[]],\n",
+ " dtype=object)"
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df_écart_prév.hist()"
]
@@ -821,9 +2540,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"df[-52:].plot('Date', ['Prév_LT', 'Prév_total'])"
]
@@ -832,7 +2574,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "On observe un taux moyen annuel (lié à la tendance long terme, choisie au début du mois de juillet), de l'ordre de 425.5ppm. Avec un minimum annuel de 421ppm et un maximum de l'ordre de 428ppm."
+ "On observe un taux moyen annuel (lié à la tendance long terme, choisie au début du mois de juillet), de l'ordre de 425.5ppm. Avec un minimum annuel de 422ppm et un maximum de l'ordre de 428ppm."
]
},
{
@@ -844,9 +2586,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Le taux moyen de CO2 prévu pour l'année 2025 est de 425.21ppm, avec un minimum de 422.28ppm et un maximum de 427.99ppm.\n"
+ ]
+ }
+ ],
"source": [
"moy2025 = round(df[-52:]['Prév_total'].mean(), 2)\n",
"min2025 = round(df[-52:]['Prév_total'].min(), 2)\n",