*

parent c754da27
...@@ -32,8 +32,8 @@ ...@@ -32,8 +32,8 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"Dès 1958, Charles David Keeling a débuté la mesure précise du taux de CO2 dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis.\n", "Dès 1958, Charles David Keeling a débuté la mesure précise du taux de CO2 dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis. \n",
"Ces mesures, qui continuent aujourd'hui, ont permis de montrer une évolution tout au long de l'année du taux de CO2 dans l'hémisphère Nord. Celle-ci étant provenant du cycle de vie des plantes.\n", "Ces mesures, qui continuent aujourd'hui, ont permis de montrer une évolution tout au long de l'année du taux de CO2 dans l'hémisphère Nord. Celle-ci étant provenant du cycle de vie des plantes. \n",
"De même, ces données ont montrés une évolution continue du taux de CO2 dans l'atmosphère depuis 1958." "De même, ces données ont montrés une évolution continue du taux de CO2 dans l'atmosphère depuis 1958."
] ]
}, },
...@@ -49,9 +49,10 @@ ...@@ -49,9 +49,10 @@
"metadata": {}, "metadata": {},
"source": [ "source": [
"Le but de l'exercide est de réaliser un document computationnel pour :\n", "Le but de l'exercide est de réaliser un document computationnel pour :\n",
"* Réalisez un graphique qui vous montrera une oscillation périodique superposée à une évolution systématique plus lente.\n", "* Réaliser un graphique qui montrera une oscillation périodique superposée à une évolution systématique plus lente.\n",
"* Séparez ces deux phénomènes. Caractérisez l'oscillation périodique. Proposez un modèle simple de la contribution lente, estimez ses paramètres et tentez une extrapolation jusqu'à 2025 (dans le but de pouvoir valider le modèle par des observations futures).\n", "* Séparer ces deux phénomènes. Caractériser l'oscillation périodique et proposer un modèle simple de la contribution lente\n",
"* Déposer dans FUN votre résultat." "* Estimer ses paramètres et tenter une extrapolation jusqu'à 2025 (dans le but de pouvoir valider le modèle par des observations futures).\n",
"* Déposer dans FUN le résultat."
] ]
}, },
{ {
...@@ -65,14 +66,11 @@ ...@@ -65,14 +66,11 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"Les données sont disponibles sur le site Web de l'institut Scripps à l'adresse suivante :\n", "Les données sont disponibles sur le site Web de l'institut Scripps à l'adresse suivante: \n",
"\n", "https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html \n",
"https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html\n", "Cette base de données est mise à jour mensuellement. \n",
"\n", "Nous travaillerons sur une base locale (copiée sur le serveur *Jupyter* de l'INRIA) téléchargée le 12 avril 2020.\n",
"Cette base de données est mise à jour mensuellement.\n", "La totalité des documents nécessaires à cette étude seront committés sur le serveur *GitLab* de l'INRIA."
"\n",
"Nous travaillerons sur une base locale (copiée sur le serveur Jupyter de l'INRIA) téléchargée le 12 avril 2020.\n",
"La totalité des documents nécessaires à cette étude seront committés sur le serveur GitLab de l'INRIA."
] ]
}, },
{ {
...@@ -86,14 +84,13 @@ ...@@ -86,14 +84,13 @@
"cell_type": "markdown", "cell_type": "markdown",
"metadata": {}, "metadata": {},
"source": [ "source": [
"Nous commencerons par analyser le contenu du fichier de données (fichier structuré CSV) pour ensuite faire un premier tracé de l'ensemble de la base de données.\n", "Nous commencerons par analyser le contenu du fichier de données (fichier structuré *CSV*) pour ensuite faire un premier tracé de l'ensemble de la base de données. \n",
"\n",
"Nous utiliserons les libraries *pandas* et *matplotlib* pour *python 3.6*." "Nous utiliserons les libraries *pandas* et *matplotlib* pour *python 3.6*."
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 6, "execution_count": 7,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -104,7 +101,7 @@ ...@@ -104,7 +101,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 7, "execution_count": 8,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -206,6 +203,148 @@ ...@@ -206,6 +203,148 @@
" <td>315.70</td>\n", " <td>315.70</td>\n",
" <td>314.44</td>\n", " <td>314.44</td>\n",
" </tr>\n", " </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Yr Mn Date Date CO2 seasonally fit \\\n",
"0 adjusted \n",
"1 Excel [ppm] [ppm] [ppm] \n",
"2 1958 01 21200 1958.0411 -99.99 -99.99 -99.99 \n",
"3 1958 02 21231 1958.1260 -99.99 -99.99 -99.99 \n",
"4 1958 03 21259 1958.2027 315.70 314.44 316.19 \n",
"\n",
" seasonally CO2 seasonally \n",
"0 adjusted fit filled adjusted filled \n",
"1 [ppm] [ppm] [ppm] \n",
"2 -99.99 -99.99 -99.99 \n",
"3 -99.99 -99.99 -99.99 \n",
"4 314.91 315.70 314.44 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Chargement de la base de données (CSV)\n",
"# Les lignes de commentaires sont ignorées\n",
"# Le séparateur de champs utilisé dans la base de données est la virgule (,)\n",
"data = pd.read_csv('monthly_in_situ_co2_mlo.csv', sep=',', comment='\"')\n",
"data.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Les 54 premières colonnes de commentaires n'ont pas été prises en compte (commande `comment='\"'`). \n",
"Les 2 premières lignes peuvent être elles aussi effacées car ne comportant pas de donées numériques."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(756, 10)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Effacement des 2 premières lignes\n",
"# Affichage des dimensions de la base de données\n",
"data = data.drop([0,1])\n",
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" <th></th>\n",
" <th>Yr</th>\n",
" <th>Mn</th>\n",
" <th>Date</th>\n",
" <th>Date</th>\n",
" <th>CO2</th>\n",
" <th>seasonally</th>\n",
" <th>fit</th>\n",
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" <th>CO2</th>\n",
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" <td>1958</td>\n",
" <td>01</td>\n",
" <td>21200</td>\n",
" <td>1958.0411</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
" <td>-99.99</td>\n",
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" <td>1958</td>\n",
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" <td>-99.99</td>\n",
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" <td>1958.2027</td>\n",
" <td>315.70</td>\n",
" <td>314.44</td>\n",
" <td>316.19</td>\n",
" <td>314.91</td>\n",
" <td>315.70</td>\n",
" <td>314.44</td>\n",
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" <tr>\n", " <tr>\n",
" <th>5</th>\n", " <th>5</th>\n",
" <td>1958</td>\n", " <td>1958</td>\n",
...@@ -232,11 +371,158 @@ ...@@ -232,11 +371,158 @@
" <td>317.51</td>\n", " <td>317.51</td>\n",
" <td>314.71</td>\n", " <td>314.71</td>\n",
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"text/plain": [
" Yr Mn Date Date CO2 seasonally fit \\\n",
"2 1958 01 21200 1958.0411 -99.99 -99.99 -99.99 \n",
"3 1958 02 21231 1958.1260 -99.99 -99.99 -99.99 \n",
"4 1958 03 21259 1958.2027 315.70 314.44 316.19 \n",
"5 1958 04 21290 1958.2877 317.45 315.16 317.30 \n",
"6 1958 05 21320 1958.3699 317.51 314.71 317.86 \n",
"\n",
" seasonally CO2 seasonally \n",
"2 -99.99 -99.99 -99.99 \n",
"3 -99.99 -99.99 -99.99 \n",
"4 314.91 315.70 314.44 \n",
"5 314.99 317.45 315.16 \n",
"6 315.06 317.51 314.71 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Affichage partiel de la base de données \"mise en forme\"\n",
"data.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nous voyons maintenant que la base de données comporte 10 colonnes et 756 lignes. Les commentaires en tête de fichier brut permettent d'avoir plus de détails sur les informations par colonnes :\n",
"* 4 formats de date redondants sur les 4 premières colonnes.\n",
"* La colonne 5 comporte les mesures mensuelles du taux de CO2 dans l'atmosphère (*ppm*). Ce sont les mesures brutes.\n",
"* La colonne 6 reprend les données de la colonne 5 en les adjustant pour éliminer en grande partie le cycle saisonnier (4-harmonic fit with a linear gain factor).\n",
"* La colonne 7 reprend la colonne 6 en ajoutant un lissage par *cubic spline*.\n",
"* ...\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
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" <td>4.0</td>\n",
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" <td>5.0</td>\n",
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" <td>317.51</td>\n",
" <td>314.71</td>\n",
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" <td>314.71</td>\n",
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...@@ -247,9 +533,9 @@ ...@@ -247,9 +533,9 @@
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" <td>315.86</td>\n", " <td>315.86</td>\n",
" <td>315.19</td>\n", " <td>315.19</td>\n",
...@@ -260,9 +546,9 @@ ...@@ -260,9 +546,9 @@
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...@@ -273,9 +559,9 @@ ...@@ -273,9 +559,9 @@
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" <td>09</td>\n", " <td>9.0</td>\n",
" <td>21443</td>\n", " <td>21443.0</td>\n",
" <td>1958.7068</td>\n", " <td>1958.7068</td>\n",
" <td>313.21</td>\n", " <td>313.21</td>\n",
" <td>316.08</td>\n", " <td>316.08</td>\n",
...@@ -286,9 +572,9 @@ ...@@ -286,9 +572,9 @@
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" <td>21473</td>\n", " <td>21473.0</td>\n",
" <td>1958.7890</td>\n", " <td>1958.7890</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -299,9 +585,9 @@ ...@@ -299,9 +585,9 @@
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...@@ -312,9 +598,9 @@ ...@@ -312,9 +598,9 @@
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" <td>12</td>\n", " <td>12.0</td>\n",
" <td>21534</td>\n", " <td>21534.0</td>\n",
" <td>1958.9562</td>\n", " <td>1958.9562</td>\n",
" <td>314.67</td>\n", " <td>314.67</td>\n",
" <td>315.43</td>\n", " <td>315.43</td>\n",
...@@ -325,9 +611,9 @@ ...@@ -325,9 +611,9 @@
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...@@ -338,9 +624,9 @@ ...@@ -338,9 +624,9 @@
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" <td>21596</td>\n", " <td>21596.0</td>\n",
" <td>1959.1260</td>\n", " <td>1959.1260</td>\n",
" <td>316.49</td>\n", " <td>316.49</td>\n",
" <td>315.86</td>\n", " <td>315.86</td>\n",
...@@ -351,9 +637,9 @@ ...@@ -351,9 +637,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
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" <td>03</td>\n", " <td>3.0</td>\n",
" <td>21624</td>\n", " <td>21624.0</td>\n",
" <td>1959.2027</td>\n", " <td>1959.2027</td>\n",
" <td>316.65</td>\n", " <td>316.65</td>\n",
" <td>315.38</td>\n", " <td>315.38</td>\n",
...@@ -364,9 +650,9 @@ ...@@ -364,9 +650,9 @@
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" <td>04</td>\n", " <td>4.0</td>\n",
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" <td>1959.2877</td>\n", " <td>1959.2877</td>\n",
" <td>317.72</td>\n", " <td>317.72</td>\n",
" <td>315.42</td>\n", " <td>315.42</td>\n",
...@@ -377,9 +663,9 @@ ...@@ -377,9 +663,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>18</th>\n", " <th>18</th>\n",
" <td>1959</td>\n", " <td>1959.0</td>\n",
" <td>05</td>\n", " <td>5.0</td>\n",
" <td>21685</td>\n", " <td>21685.0</td>\n",
" <td>1959.3699</td>\n", " <td>1959.3699</td>\n",
" <td>318.29</td>\n", " <td>318.29</td>\n",
" <td>315.49</td>\n", " <td>315.49</td>\n",
...@@ -390,9 +676,9 @@ ...@@ -390,9 +676,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>19</th>\n", " <th>19</th>\n",
" <td>1959</td>\n", " <td>1959.0</td>\n",
" <td>06</td>\n", " <td>6.0</td>\n",
" <td>21716</td>\n", " <td>21716.0</td>\n",
" <td>1959.4548</td>\n", " <td>1959.4548</td>\n",
" <td>318.15</td>\n", " <td>318.15</td>\n",
" <td>316.03</td>\n", " <td>316.03</td>\n",
...@@ -403,9 +689,9 @@ ...@@ -403,9 +689,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>20</th>\n", " <th>20</th>\n",
" <td>1959</td>\n", " <td>1959.0</td>\n",
" <td>07</td>\n", " <td>7.0</td>\n",
" <td>21746</td>\n", " <td>21746.0</td>\n",
" <td>1959.5370</td>\n", " <td>1959.5370</td>\n",
" <td>316.54</td>\n", " <td>316.54</td>\n",
" <td>315.86</td>\n", " <td>315.86</td>\n",
...@@ -416,9 +702,9 @@ ...@@ -416,9 +702,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>21</th>\n", " <th>21</th>\n",
" <td>1959</td>\n", " <td>1959.0</td>\n",
" <td>08</td>\n", " <td>8.0</td>\n",
" <td>21777</td>\n", " <td>21777.0</td>\n",
" <td>1959.6219</td>\n", " <td>1959.6219</td>\n",
" <td>314.80</td>\n", " <td>314.80</td>\n",
" <td>316.06</td>\n", " <td>316.06</td>\n",
...@@ -429,9 +715,9 @@ ...@@ -429,9 +715,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>22</th>\n", " <th>22</th>\n",
" <td>1959</td>\n", " <td>1959.0</td>\n",
" <td>09</td>\n", " <td>9.0</td>\n",
" <td>21808</td>\n", " <td>21808.0</td>\n",
" <td>1959.7068</td>\n", " <td>1959.7068</td>\n",
" <td>313.84</td>\n", " <td>313.84</td>\n",
" <td>316.72</td>\n", " <td>316.72</td>\n",
...@@ -442,9 +728,9 @@ ...@@ -442,9 +728,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>23</th>\n", " <th>23</th>\n",
" <td>1959</td>\n", " <td>1959.0</td>\n",
" <td>10</td>\n", " <td>10.0</td>\n",
" <td>21838</td>\n", " <td>21838.0</td>\n",
" <td>1959.7890</td>\n", " <td>1959.7890</td>\n",
" <td>313.33</td>\n", " <td>313.33</td>\n",
" <td>316.32</td>\n", " <td>316.32</td>\n",
...@@ -455,9 +741,9 @@ ...@@ -455,9 +741,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>24</th>\n", " <th>24</th>\n",
" <td>1959</td>\n", " <td>1959.0</td>\n",
" <td>11</td>\n", " <td>11.0</td>\n",
" <td>21869</td>\n", " <td>21869.0</td>\n",
" <td>1959.8740</td>\n", " <td>1959.8740</td>\n",
" <td>314.81</td>\n", " <td>314.81</td>\n",
" <td>316.68</td>\n", " <td>316.68</td>\n",
...@@ -468,9 +754,9 @@ ...@@ -468,9 +754,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>25</th>\n", " <th>25</th>\n",
" <td>1959</td>\n", " <td>1959.0</td>\n",
" <td>12</td>\n", " <td>12.0</td>\n",
" <td>21899</td>\n", " <td>21899.0</td>\n",
" <td>1959.9562</td>\n", " <td>1959.9562</td>\n",
" <td>315.58</td>\n", " <td>315.58</td>\n",
" <td>316.35</td>\n", " <td>316.35</td>\n",
...@@ -481,9 +767,9 @@ ...@@ -481,9 +767,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>26</th>\n", " <th>26</th>\n",
" <td>1960</td>\n", " <td>1960.0</td>\n",
" <td>01</td>\n", " <td>1.0</td>\n",
" <td>21930</td>\n", " <td>21930.0</td>\n",
" <td>1960.0410</td>\n", " <td>1960.0410</td>\n",
" <td>316.43</td>\n", " <td>316.43</td>\n",
" <td>316.39</td>\n", " <td>316.39</td>\n",
...@@ -494,9 +780,9 @@ ...@@ -494,9 +780,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>27</th>\n", " <th>27</th>\n",
" <td>1960</td>\n", " <td>1960.0</td>\n",
" <td>02</td>\n", " <td>2.0</td>\n",
" <td>21961</td>\n", " <td>21961.0</td>\n",
" <td>1960.1257</td>\n", " <td>1960.1257</td>\n",
" <td>316.98</td>\n", " <td>316.98</td>\n",
" <td>316.35</td>\n", " <td>316.35</td>\n",
...@@ -507,9 +793,9 @@ ...@@ -507,9 +793,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>28</th>\n", " <th>28</th>\n",
" <td>1960</td>\n", " <td>1960.0</td>\n",
" <td>03</td>\n", " <td>3.0</td>\n",
" <td>21990</td>\n", " <td>21990.0</td>\n",
" <td>1960.2049</td>\n", " <td>1960.2049</td>\n",
" <td>317.58</td>\n", " <td>317.58</td>\n",
" <td>316.28</td>\n", " <td>316.28</td>\n",
...@@ -520,9 +806,9 @@ ...@@ -520,9 +806,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>29</th>\n", " <th>29</th>\n",
" <td>1960</td>\n", " <td>1960.0</td>\n",
" <td>04</td>\n", " <td>4.0</td>\n",
" <td>22021</td>\n", " <td>22021.0</td>\n",
" <td>1960.2896</td>\n", " <td>1960.2896</td>\n",
" <td>319.03</td>\n", " <td>319.03</td>\n",
" <td>316.70</td>\n", " <td>316.70</td>\n",
...@@ -532,6 +818,32 @@ ...@@ -532,6 +818,32 @@
" <td>316.70</td>\n", " <td>316.70</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>30</th>\n",
" <td>1960.0</td>\n",
" <td>5.0</td>\n",
" <td>22051.0</td>\n",
" <td>1960.3716</td>\n",
" <td>320.04</td>\n",
" <td>317.22</td>\n",
" <td>319.67</td>\n",
" <td>316.86</td>\n",
" <td>320.04</td>\n",
" <td>317.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>1960.0</td>\n",
" <td>6.0</td>\n",
" <td>22082.0</td>\n",
" <td>1960.4563</td>\n",
" <td>319.59</td>\n",
" <td>317.48</td>\n",
" <td>319.01</td>\n",
" <td>316.93</td>\n",
" <td>319.59</td>\n",
" <td>317.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n", " <th>...</th>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
...@@ -546,9 +858,9 @@ ...@@ -546,9 +858,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>728</th>\n", " <th>728</th>\n",
" <td>2018</td>\n", " <td>2018.0</td>\n",
" <td>07</td>\n", " <td>7.0</td>\n",
" <td>43296</td>\n", " <td>43296.0</td>\n",
" <td>2018.5370</td>\n", " <td>2018.5370</td>\n",
" <td>408.90</td>\n", " <td>408.90</td>\n",
" <td>408.08</td>\n", " <td>408.08</td>\n",
...@@ -559,9 +871,9 @@ ...@@ -559,9 +871,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>729</th>\n", " <th>729</th>\n",
" <td>2018</td>\n", " <td>2018.0</td>\n",
" <td>08</td>\n", " <td>8.0</td>\n",
" <td>43327</td>\n", " <td>43327.0</td>\n",
" <td>2018.6219</td>\n", " <td>2018.6219</td>\n",
" <td>407.10</td>\n", " <td>407.10</td>\n",
" <td>408.63</td>\n", " <td>408.63</td>\n",
...@@ -572,9 +884,9 @@ ...@@ -572,9 +884,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>730</th>\n", " <th>730</th>\n",
" <td>2018</td>\n", " <td>2018.0</td>\n",
" <td>09</td>\n", " <td>9.0</td>\n",
" <td>43358</td>\n", " <td>43358.0</td>\n",
" <td>2018.7068</td>\n", " <td>2018.7068</td>\n",
" <td>405.59</td>\n", " <td>405.59</td>\n",
" <td>409.09</td>\n", " <td>409.09</td>\n",
...@@ -585,9 +897,9 @@ ...@@ -585,9 +897,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>731</th>\n", " <th>731</th>\n",
" <td>2018</td>\n", " <td>2018.0</td>\n",
" <td>10</td>\n", " <td>10.0</td>\n",
" <td>43388</td>\n", " <td>43388.0</td>\n",
" <td>2018.7890</td>\n", " <td>2018.7890</td>\n",
" <td>405.99</td>\n", " <td>405.99</td>\n",
" <td>409.62</td>\n", " <td>409.62</td>\n",
...@@ -598,9 +910,9 @@ ...@@ -598,9 +910,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>732</th>\n", " <th>732</th>\n",
" <td>2018</td>\n", " <td>2018.0</td>\n",
" <td>11</td>\n", " <td>11.0</td>\n",
" <td>43419</td>\n", " <td>43419.0</td>\n",
" <td>2018.8740</td>\n", " <td>2018.8740</td>\n",
" <td>408.12</td>\n", " <td>408.12</td>\n",
" <td>410.39</td>\n", " <td>410.39</td>\n",
...@@ -611,9 +923,9 @@ ...@@ -611,9 +923,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>733</th>\n", " <th>733</th>\n",
" <td>2018</td>\n", " <td>2018.0</td>\n",
" <td>12</td>\n", " <td>12.0</td>\n",
" <td>43449</td>\n", " <td>43449.0</td>\n",
" <td>2018.9562</td>\n", " <td>2018.9562</td>\n",
" <td>409.23</td>\n", " <td>409.23</td>\n",
" <td>410.16</td>\n", " <td>410.16</td>\n",
...@@ -624,9 +936,9 @@ ...@@ -624,9 +936,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>734</th>\n", " <th>734</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>01</td>\n", " <td>1.0</td>\n",
" <td>43480</td>\n", " <td>43480.0</td>\n",
" <td>2019.0411</td>\n", " <td>2019.0411</td>\n",
" <td>410.92</td>\n", " <td>410.92</td>\n",
" <td>410.87</td>\n", " <td>410.87</td>\n",
...@@ -637,9 +949,9 @@ ...@@ -637,9 +949,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>735</th>\n", " <th>735</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>02</td>\n", " <td>2.0</td>\n",
" <td>43511</td>\n", " <td>43511.0</td>\n",
" <td>2019.1260</td>\n", " <td>2019.1260</td>\n",
" <td>411.66</td>\n", " <td>411.66</td>\n",
" <td>410.90</td>\n", " <td>410.90</td>\n",
...@@ -650,9 +962,9 @@ ...@@ -650,9 +962,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>736</th>\n", " <th>736</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>03</td>\n", " <td>3.0</td>\n",
" <td>43539</td>\n", " <td>43539.0</td>\n",
" <td>2019.2027</td>\n", " <td>2019.2027</td>\n",
" <td>412.00</td>\n", " <td>412.00</td>\n",
" <td>410.45</td>\n", " <td>410.45</td>\n",
...@@ -663,9 +975,9 @@ ...@@ -663,9 +975,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>737</th>\n", " <th>737</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>04</td>\n", " <td>4.0</td>\n",
" <td>43570</td>\n", " <td>43570.0</td>\n",
" <td>2019.2877</td>\n", " <td>2019.2877</td>\n",
" <td>413.52</td>\n", " <td>413.52</td>\n",
" <td>410.72</td>\n", " <td>410.72</td>\n",
...@@ -676,9 +988,9 @@ ...@@ -676,9 +988,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>738</th>\n", " <th>738</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>05</td>\n", " <td>5.0</td>\n",
" <td>43600</td>\n", " <td>43600.0</td>\n",
" <td>2019.3699</td>\n", " <td>2019.3699</td>\n",
" <td>414.83</td>\n", " <td>414.83</td>\n",
" <td>411.42</td>\n", " <td>411.42</td>\n",
...@@ -689,9 +1001,9 @@ ...@@ -689,9 +1001,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>739</th>\n", " <th>739</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>06</td>\n", " <td>6.0</td>\n",
" <td>43631</td>\n", " <td>43631.0</td>\n",
" <td>2019.4548</td>\n", " <td>2019.4548</td>\n",
" <td>413.96</td>\n", " <td>413.96</td>\n",
" <td>411.38</td>\n", " <td>411.38</td>\n",
...@@ -702,9 +1014,9 @@ ...@@ -702,9 +1014,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>740</th>\n", " <th>740</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>07</td>\n", " <td>7.0</td>\n",
" <td>43661</td>\n", " <td>43661.0</td>\n",
" <td>2019.5370</td>\n", " <td>2019.5370</td>\n",
" <td>411.85</td>\n", " <td>411.85</td>\n",
" <td>411.03</td>\n", " <td>411.03</td>\n",
...@@ -715,9 +1027,9 @@ ...@@ -715,9 +1027,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>741</th>\n", " <th>741</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>08</td>\n", " <td>8.0</td>\n",
" <td>43692</td>\n", " <td>43692.0</td>\n",
" <td>2019.6219</td>\n", " <td>2019.6219</td>\n",
" <td>410.08</td>\n", " <td>410.08</td>\n",
" <td>411.62</td>\n", " <td>411.62</td>\n",
...@@ -728,9 +1040,9 @@ ...@@ -728,9 +1040,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>742</th>\n", " <th>742</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>09</td>\n", " <td>9.0</td>\n",
" <td>43723</td>\n", " <td>43723.0</td>\n",
" <td>2019.7068</td>\n", " <td>2019.7068</td>\n",
" <td>408.55</td>\n", " <td>408.55</td>\n",
" <td>412.06</td>\n", " <td>412.06</td>\n",
...@@ -741,9 +1053,9 @@ ...@@ -741,9 +1053,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>743</th>\n", " <th>743</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>10</td>\n", " <td>10.0</td>\n",
" <td>43753</td>\n", " <td>43753.0</td>\n",
" <td>2019.7890</td>\n", " <td>2019.7890</td>\n",
" <td>408.43</td>\n", " <td>408.43</td>\n",
" <td>412.07</td>\n", " <td>412.07</td>\n",
...@@ -754,9 +1066,9 @@ ...@@ -754,9 +1066,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>744</th>\n", " <th>744</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>11</td>\n", " <td>11.0</td>\n",
" <td>43784</td>\n", " <td>43784.0</td>\n",
" <td>2019.8740</td>\n", " <td>2019.8740</td>\n",
" <td>410.28</td>\n", " <td>410.28</td>\n",
" <td>412.56</td>\n", " <td>412.56</td>\n",
...@@ -767,9 +1079,9 @@ ...@@ -767,9 +1079,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>745</th>\n", " <th>745</th>\n",
" <td>2019</td>\n", " <td>2019.0</td>\n",
" <td>12</td>\n", " <td>12.0</td>\n",
" <td>43814</td>\n", " <td>43814.0</td>\n",
" <td>2019.9562</td>\n", " <td>2019.9562</td>\n",
" <td>411.85</td>\n", " <td>411.85</td>\n",
" <td>412.78</td>\n", " <td>412.78</td>\n",
...@@ -780,9 +1092,9 @@ ...@@ -780,9 +1092,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>746</th>\n", " <th>746</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>01</td>\n", " <td>1.0</td>\n",
" <td>43845</td>\n", " <td>43845.0</td>\n",
" <td>2020.0410</td>\n", " <td>2020.0410</td>\n",
" <td>413.37</td>\n", " <td>413.37</td>\n",
" <td>413.33</td>\n", " <td>413.33</td>\n",
...@@ -793,9 +1105,9 @@ ...@@ -793,9 +1105,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>747</th>\n", " <th>747</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>02</td>\n", " <td>2.0</td>\n",
" <td>43876</td>\n", " <td>43876.0</td>\n",
" <td>2020.1257</td>\n", " <td>2020.1257</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -806,9 +1118,9 @@ ...@@ -806,9 +1118,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>748</th>\n", " <th>748</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>03</td>\n", " <td>3.0</td>\n",
" <td>43905</td>\n", " <td>43905.0</td>\n",
" <td>2020.2049</td>\n", " <td>2020.2049</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -819,9 +1131,9 @@ ...@@ -819,9 +1131,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>749</th>\n", " <th>749</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>04</td>\n", " <td>4.0</td>\n",
" <td>43936</td>\n", " <td>43936.0</td>\n",
" <td>2020.2896</td>\n", " <td>2020.2896</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -832,9 +1144,9 @@ ...@@ -832,9 +1144,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>750</th>\n", " <th>750</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>05</td>\n", " <td>5.0</td>\n",
" <td>43966</td>\n", " <td>43966.0</td>\n",
" <td>2020.3716</td>\n", " <td>2020.3716</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -845,9 +1157,9 @@ ...@@ -845,9 +1157,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>751</th>\n", " <th>751</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>06</td>\n", " <td>6.0</td>\n",
" <td>43997</td>\n", " <td>43997.0</td>\n",
" <td>2020.4563</td>\n", " <td>2020.4563</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -858,9 +1170,9 @@ ...@@ -858,9 +1170,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>752</th>\n", " <th>752</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>07</td>\n", " <td>7.0</td>\n",
" <td>44027</td>\n", " <td>44027.0</td>\n",
" <td>2020.5383</td>\n", " <td>2020.5383</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -871,9 +1183,9 @@ ...@@ -871,9 +1183,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>753</th>\n", " <th>753</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>08</td>\n", " <td>8.0</td>\n",
" <td>44058</td>\n", " <td>44058.0</td>\n",
" <td>2020.6230</td>\n", " <td>2020.6230</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -884,9 +1196,9 @@ ...@@ -884,9 +1196,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>754</th>\n", " <th>754</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>09</td>\n", " <td>9.0</td>\n",
" <td>44089</td>\n", " <td>44089.0</td>\n",
" <td>2020.7077</td>\n", " <td>2020.7077</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -897,9 +1209,9 @@ ...@@ -897,9 +1209,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>755</th>\n", " <th>755</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>10</td>\n", " <td>10.0</td>\n",
" <td>44119</td>\n", " <td>44119.0</td>\n",
" <td>2020.7896</td>\n", " <td>2020.7896</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -910,9 +1222,9 @@ ...@@ -910,9 +1222,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>756</th>\n", " <th>756</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>11</td>\n", " <td>11.0</td>\n",
" <td>44150</td>\n", " <td>44150.0</td>\n",
" <td>2020.8743</td>\n", " <td>2020.8743</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -923,9 +1235,9 @@ ...@@ -923,9 +1235,9 @@
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>757</th>\n", " <th>757</th>\n",
" <td>2020</td>\n", " <td>2020.0</td>\n",
" <td>12</td>\n", " <td>12.0</td>\n",
" <td>44180</td>\n", " <td>44180.0</td>\n",
" <td>2020.9563</td>\n", " <td>2020.9563</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
" <td>-99.99</td>\n", " <td>-99.99</td>\n",
...@@ -936,169 +1248,149 @@ ...@@ -936,169 +1248,149 @@
" </tr>\n", " </tr>\n",
" </tbody>\n", " </tbody>\n",
"</table>\n", "</table>\n",
"<p>758 rows × 10 columns</p>\n", "<p>756 rows × 10 columns</p>\n",
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
" Yr Mn Date Date CO2 seasonally fit \\\n", " Yr Mn Date Date CO2 seasonally fit \\\n",
"0 adjusted \n", "2 1958.0 1.0 21200.0 1958.0411 -99.99 -99.99 -99.99 \n",
"1 Excel [ppm] [ppm] [ppm] \n", "3 1958.0 2.0 21231.0 1958.1260 -99.99 -99.99 -99.99 \n",
"2 1958 01 21200 1958.0411 -99.99 -99.99 -99.99 \n", "4 1958.0 3.0 21259.0 1958.2027 315.70 314.44 316.19 \n",
"3 1958 02 21231 1958.1260 -99.99 -99.99 -99.99 \n", "5 1958.0 4.0 21290.0 1958.2877 317.45 315.16 317.30 \n",
"4 1958 03 21259 1958.2027 315.70 314.44 316.19 \n", "6 1958.0 5.0 21320.0 1958.3699 317.51 314.71 317.86 \n",
"5 1958 04 21290 1958.2877 317.45 315.16 317.30 \n", "7 1958.0 6.0 21351.0 1958.4548 -99.99 -99.99 317.24 \n",
"6 1958 05 21320 1958.3699 317.51 314.71 317.86 \n", "8 1958.0 7.0 21381.0 1958.5370 315.86 315.19 315.86 \n",
"7 1958 06 21351 1958.4548 -99.99 -99.99 317.24 \n", "9 1958.0 8.0 21412.0 1958.6219 314.93 316.19 314.00 \n",
"8 1958 07 21381 1958.5370 315.86 315.19 315.86 \n", "10 1958.0 9.0 21443.0 1958.7068 313.21 316.08 312.46 \n",
"9 1958 08 21412 1958.6219 314.93 316.19 314.00 \n", "11 1958.0 10.0 21473.0 1958.7890 -99.99 -99.99 312.44 \n",
"10 1958 09 21443 1958.7068 313.21 316.08 312.46 \n", "12 1958.0 11.0 21504.0 1958.8740 313.33 315.20 313.62 \n",
"11 1958 10 21473 1958.7890 -99.99 -99.99 312.44 \n", "13 1958.0 12.0 21534.0 1958.9562 314.67 315.43 314.77 \n",
"12 1958 11 21504 1958.8740 313.33 315.20 313.62 \n", "14 1959.0 1.0 21565.0 1959.0411 315.58 315.54 315.62 \n",
"13 1958 12 21534 1958.9562 314.67 315.43 314.77 \n", "15 1959.0 2.0 21596.0 1959.1260 316.49 315.86 316.27 \n",
"14 1959 01 21565 1959.0411 315.58 315.54 315.62 \n", "16 1959.0 3.0 21624.0 1959.2027 316.65 315.38 316.98 \n",
"15 1959 02 21596 1959.1260 316.49 315.86 316.27 \n", "17 1959.0 4.0 21655.0 1959.2877 317.72 315.42 318.09 \n",
"16 1959 03 21624 1959.2027 316.65 315.38 316.98 \n", "18 1959.0 5.0 21685.0 1959.3699 318.29 315.49 318.65 \n",
"17 1959 04 21655 1959.2877 317.72 315.42 318.09 \n", "19 1959.0 6.0 21716.0 1959.4548 318.15 316.03 318.04 \n",
"18 1959 05 21685 1959.3699 318.29 315.49 318.65 \n", "20 1959.0 7.0 21746.0 1959.5370 316.54 315.86 316.67 \n",
"19 1959 06 21716 1959.4548 318.15 316.03 318.04 \n", "21 1959.0 8.0 21777.0 1959.6219 314.80 316.06 314.83 \n",
"20 1959 07 21746 1959.5370 316.54 315.86 316.67 \n", "22 1959.0 9.0 21808.0 1959.7068 313.84 316.72 313.32 \n",
"21 1959 08 21777 1959.6219 314.80 316.06 314.83 \n", "23 1959.0 10.0 21838.0 1959.7890 313.33 316.32 313.33 \n",
"22 1959 09 21808 1959.7068 313.84 316.72 313.32 \n", "24 1959.0 11.0 21869.0 1959.8740 314.81 316.68 314.54 \n",
"23 1959 10 21838 1959.7890 313.33 316.32 313.33 \n", "25 1959.0 12.0 21899.0 1959.9562 315.58 316.35 315.72 \n",
"24 1959 11 21869 1959.8740 314.81 316.68 314.54 \n", "26 1960.0 1.0 21930.0 1960.0410 316.43 316.39 316.61 \n",
"25 1959 12 21899 1959.9562 315.58 316.35 315.72 \n", "27 1960.0 2.0 21961.0 1960.1257 316.98 316.35 317.27 \n",
"26 1960 01 21930 1960.0410 316.43 316.39 316.61 \n", "28 1960.0 3.0 21990.0 1960.2049 317.58 316.28 318.03 \n",
"27 1960 02 21961 1960.1257 316.98 316.35 317.27 \n", "29 1960.0 4.0 22021.0 1960.2896 319.03 316.70 319.14 \n",
"28 1960 03 21990 1960.2049 317.58 316.28 318.03 \n", "30 1960.0 5.0 22051.0 1960.3716 320.04 317.22 319.67 \n",
"29 1960 04 22021 1960.2896 319.03 316.70 319.14 \n", "31 1960.0 6.0 22082.0 1960.4563 319.59 317.48 319.01 \n",
".. ... ... ... ... ... ... ... \n", ".. ... ... ... ... ... ... ... \n",
"728 2018 07 43296 2018.5370 408.90 408.08 409.43 \n", "728 2018.0 7.0 43296.0 2018.5370 408.90 408.08 409.43 \n",
"729 2018 08 43327 2018.6219 407.10 408.63 407.33 \n", "729 2018.0 8.0 43327.0 2018.6219 407.10 408.63 407.33 \n",
"730 2018 09 43358 2018.7068 405.59 409.09 405.66 \n", "730 2018.0 9.0 43358.0 2018.7068 405.59 409.09 405.66 \n",
"731 2018 10 43388 2018.7890 405.99 409.62 405.83 \n", "731 2018.0 10.0 43388.0 2018.7890 405.99 409.62 405.83 \n",
"732 2018 11 43419 2018.8740 408.12 410.39 407.47 \n", "732 2018.0 11.0 43419.0 2018.8740 408.12 410.39 407.47 \n",
"733 2018 12 43449 2018.9562 409.23 410.16 409.07 \n", "733 2018.0 12.0 43449.0 2018.9562 409.23 410.16 409.07 \n",
"734 2019 01 43480 2019.0411 410.92 410.87 410.29 \n", "734 2019.0 1.0 43480.0 2019.0411 410.92 410.87 410.29 \n",
"735 2019 02 43511 2019.1260 411.66 410.90 411.24 \n", "735 2019.0 2.0 43511.0 2019.1260 411.66 410.90 411.24 \n",
"736 2019 03 43539 2019.2027 412.00 410.45 412.25 \n", "736 2019.0 3.0 43539.0 2019.2027 412.00 410.45 412.25 \n",
"737 2019 04 43570 2019.2877 413.52 410.72 413.73 \n", "737 2019.0 4.0 43570.0 2019.2877 413.52 410.72 413.73 \n",
"738 2019 05 43600 2019.3699 414.83 411.42 414.54 \n", "738 2019.0 5.0 43600.0 2019.3699 414.83 411.42 414.54 \n",
"739 2019 06 43631 2019.4548 413.96 411.38 413.91 \n", "739 2019.0 6.0 43631.0 2019.4548 413.96 411.38 413.91 \n",
"740 2019 07 43661 2019.5370 411.85 411.03 412.36 \n", "740 2019.0 7.0 43661.0 2019.5370 411.85 411.03 412.36 \n",
"741 2019 08 43692 2019.6219 410.08 411.62 410.23 \n", "741 2019.0 8.0 43692.0 2019.6219 410.08 411.62 410.23 \n",
"742 2019 09 43723 2019.7068 408.55 412.06 408.52 \n", "742 2019.0 9.0 43723.0 2019.7068 408.55 412.06 408.52 \n",
"743 2019 10 43753 2019.7890 408.43 412.07 408.67 \n", "743 2019.0 10.0 43753.0 2019.7890 408.43 412.07 408.67 \n",
"744 2019 11 43784 2019.8740 410.28 412.56 410.29 \n", "744 2019.0 11.0 43784.0 2019.8740 410.28 412.56 410.29 \n",
"745 2019 12 43814 2019.9562 411.85 412.78 411.88 \n", "745 2019.0 12.0 43814.0 2019.9562 411.85 412.78 411.88 \n",
"746 2020 01 43845 2020.0410 413.37 413.33 413.11 \n", "746 2020.0 1.0 43845.0 2020.0410 413.37 413.33 413.11 \n",
"747 2020 02 43876 2020.1257 -99.99 -99.99 -99.99 \n", "747 2020.0 2.0 43876.0 2020.1257 -99.99 -99.99 -99.99 \n",
"748 2020 03 43905 2020.2049 -99.99 -99.99 -99.99 \n", "748 2020.0 3.0 43905.0 2020.2049 -99.99 -99.99 -99.99 \n",
"749 2020 04 43936 2020.2896 -99.99 -99.99 -99.99 \n", "749 2020.0 4.0 43936.0 2020.2896 -99.99 -99.99 -99.99 \n",
"750 2020 05 43966 2020.3716 -99.99 -99.99 -99.99 \n", "750 2020.0 5.0 43966.0 2020.3716 -99.99 -99.99 -99.99 \n",
"751 2020 06 43997 2020.4563 -99.99 -99.99 -99.99 \n", "751 2020.0 6.0 43997.0 2020.4563 -99.99 -99.99 -99.99 \n",
"752 2020 07 44027 2020.5383 -99.99 -99.99 -99.99 \n", "752 2020.0 7.0 44027.0 2020.5383 -99.99 -99.99 -99.99 \n",
"753 2020 08 44058 2020.6230 -99.99 -99.99 -99.99 \n", "753 2020.0 8.0 44058.0 2020.6230 -99.99 -99.99 -99.99 \n",
"754 2020 09 44089 2020.7077 -99.99 -99.99 -99.99 \n", "754 2020.0 9.0 44089.0 2020.7077 -99.99 -99.99 -99.99 \n",
"755 2020 10 44119 2020.7896 -99.99 -99.99 -99.99 \n", "755 2020.0 10.0 44119.0 2020.7896 -99.99 -99.99 -99.99 \n",
"756 2020 11 44150 2020.8743 -99.99 -99.99 -99.99 \n", "756 2020.0 11.0 44150.0 2020.8743 -99.99 -99.99 -99.99 \n",
"757 2020 12 44180 2020.9563 -99.99 -99.99 -99.99 \n", "757 2020.0 12.0 44180.0 2020.9563 -99.99 -99.99 -99.99 \n",
"\n", "\n",
" seasonally CO2 seasonally \n", " seasonally CO2 seasonally \n",
"0 adjusted fit filled adjusted filled \n", "2 -99.99 -99.99 -99.99 \n",
"1 [ppm] [ppm] [ppm] \n", "3 -99.99 -99.99 -99.99 \n",
"2 -99.99 -99.99 -99.99 \n", "4 314.91 315.70 314.44 \n",
"3 -99.99 -99.99 -99.99 \n", "5 314.99 317.45 315.16 \n",
"4 314.91 315.70 314.44 \n", "6 315.06 317.51 314.71 \n",
"5 314.99 317.45 315.16 \n", "7 315.14 317.24 315.14 \n",
"6 315.06 317.51 314.71 \n", "8 315.22 315.86 315.19 \n",
"7 315.14 317.24 315.14 \n", "9 315.29 314.93 316.19 \n",
"8 315.22 315.86 315.19 \n", "10 315.35 313.21 316.08 \n",
"9 315.29 314.93 316.19 \n", "11 315.40 312.44 315.40 \n",
"10 315.35 313.21 316.08 \n", "12 315.46 313.33 315.20 \n",
"11 315.40 312.44 315.40 \n", "13 315.51 314.67 315.43 \n",
"12 315.46 313.33 315.20 \n", "14 315.57 315.58 315.54 \n",
"13 315.51 314.67 315.43 \n", "15 315.63 316.49 315.86 \n",
"14 315.57 315.58 315.54 \n", "16 315.69 316.65 315.38 \n",
"15 315.63 316.49 315.86 \n", "17 315.77 317.72 315.42 \n",
"16 315.69 316.65 315.38 \n", "18 315.85 318.29 315.49 \n",
"17 315.77 317.72 315.42 \n", "19 315.94 318.15 316.03 \n",
"18 315.85 318.29 315.49 \n", "20 316.03 316.54 315.86 \n",
"19 315.94 318.15 316.03 \n", "21 316.12 314.80 316.06 \n",
"20 316.03 316.54 315.86 \n", "22 316.22 313.84 316.72 \n",
"21 316.12 314.80 316.06 \n", "23 316.30 313.33 316.32 \n",
"22 316.22 313.84 316.72 \n", "24 316.39 314.81 316.68 \n",
"23 316.30 313.33 316.32 \n", "25 316.47 315.58 316.35 \n",
"24 316.39 314.81 316.68 \n", "26 316.56 316.43 316.39 \n",
"25 316.47 315.58 316.35 \n", "27 316.64 316.98 316.35 \n",
"26 316.56 316.43 316.39 \n", "28 316.71 317.58 316.28 \n",
"27 316.64 316.98 316.35 \n", "29 316.79 319.03 316.70 \n",
"28 316.71 317.58 316.28 \n", "30 316.86 320.04 317.22 \n",
"29 316.79 319.03 316.70 \n", "31 316.93 319.59 317.48 \n",
".. ... ... ... \n", ".. ... ... ... \n",
"728 408.65 408.90 408.08 \n", "728 408.65 408.90 408.08 \n",
"729 408.91 407.10 408.63 \n", "729 408.91 407.10 408.63 \n",
"730 409.18 405.59 409.09 \n", "730 409.18 405.59 409.09 \n",
"731 409.44 405.99 409.62 \n", "731 409.44 405.99 409.62 \n",
"732 409.72 408.12 410.39 \n", "732 409.72 408.12 410.39 \n",
"733 409.97 409.23 410.16 \n", "733 409.97 409.23 410.16 \n",
"734 410.23 410.92 410.87 \n", "734 410.23 410.92 410.87 \n",
"735 410.47 411.66 410.90 \n", "735 410.47 411.66 410.90 \n",
"736 410.68 412.00 410.45 \n", "736 410.68 412.00 410.45 \n",
"737 410.91 413.52 410.72 \n", "737 410.91 413.52 410.72 \n",
"738 411.13 414.83 411.42 \n", "738 411.13 414.83 411.42 \n",
"739 411.35 413.96 411.38 \n", "739 411.35 413.96 411.38 \n",
"740 411.57 411.85 411.03 \n", "740 411.57 411.85 411.03 \n",
"741 411.81 410.08 411.62 \n", "741 411.81 410.08 411.62 \n",
"742 412.05 408.55 412.06 \n", "742 412.05 408.55 412.06 \n",
"743 412.29 408.43 412.07 \n", "743 412.29 408.43 412.07 \n",
"744 412.54 410.28 412.56 \n", "744 412.54 410.28 412.56 \n",
"745 412.79 411.85 412.78 \n", "745 412.79 411.85 412.78 \n",
"746 413.05 413.37 413.33 \n", "746 413.05 413.37 413.33 \n",
"747 -99.99 -99.99 -99.99 \n", "747 -99.99 -99.99 -99.99 \n",
"748 -99.99 -99.99 -99.99 \n", "748 -99.99 -99.99 -99.99 \n",
"749 -99.99 -99.99 -99.99 \n", "749 -99.99 -99.99 -99.99 \n",
"750 -99.99 -99.99 -99.99 \n", "750 -99.99 -99.99 -99.99 \n",
"751 -99.99 -99.99 -99.99 \n", "751 -99.99 -99.99 -99.99 \n",
"752 -99.99 -99.99 -99.99 \n", "752 -99.99 -99.99 -99.99 \n",
"753 -99.99 -99.99 -99.99 \n", "753 -99.99 -99.99 -99.99 \n",
"754 -99.99 -99.99 -99.99 \n", "754 -99.99 -99.99 -99.99 \n",
"755 -99.99 -99.99 -99.99 \n", "755 -99.99 -99.99 -99.99 \n",
"756 -99.99 -99.99 -99.99 \n", "756 -99.99 -99.99 -99.99 \n",
"757 -99.99 -99.99 -99.99 \n", "757 -99.99 -99.99 -99.99 \n",
"\n", "\n",
"[758 rows x 10 columns]" "[756 rows x 10 columns]"
] ]
}, },
"execution_count": 7, "execution_count": 20,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
], ],
"source": [ "source": [
"# Chargement de la base de données (CSV)\n", "# Graphs des données de la base brutes\n",
"# Les lignes de commentaires sont ignorées\n", "data.astype('float')"
"# Le séparateur de champs utilisé dans la base de données est la virgule (,)\n",
"pd.read_csv('monthly_in_situ_co2_mlo.csv', sep=',', comment='\"') "
] ]
}, },
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nous voyons que la base de données comporte 10 colonnes et 758 lignes. Les 3 premières lignes détaillent les données par colonne.\n",
"Une rapide inspection visuelle montre :\n",
"* Plusieurs formats de dates. Il faudra faire le choix de notre référence.\n",
"* Des colonnes redondantes (CO2 et seasonality).\n",
"* Des valeurs incohérentes pour un taux de CO2 (-99.99 *ppm*)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": null,
......
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