diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 300fefcbb7f6b70f28dd3112b7a372c69a5e2b5e..3c2371dc267dc22d11e4fd1b55e51360d2658d84 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -72,7 +72,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
@@ -88,7 +88,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -97,7 +97,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -113,7 +113,7 @@
"10"
]
},
- "execution_count": 19,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -144,7 +144,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
@@ -153,7 +153,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -1181,7 +1181,7 @@
"[782 rows x 10 columns]"
]
},
- "execution_count": 21,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -1199,7 +1199,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -1208,7 +1208,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
@@ -2236,7 +2236,7 @@
"[780 rows x 10 columns]"
]
},
- "execution_count": 23,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -2261,7 +2261,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -2272,7 +2272,7 @@
" dtype=object)"
]
},
- "execution_count": 24,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -2290,7 +2290,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -2306,7 +2306,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -2316,7 +2316,7 @@
" '-99.99', '-99.99', '-99.99'], dtype=object)"
]
},
- "execution_count": 27,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -2334,7 +2334,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -2344,7 +2344,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
@@ -2354,7 +2354,7 @@
" dtype=object)"
]
},
- "execution_count": 29,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
@@ -2365,7 +2365,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -2375,7 +2375,7 @@
" '415.82', '418.95', '415.55'], dtype=object)"
]
},
- "execution_count": 30,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -2393,7 +2393,7 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -2402,7 +2402,7 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
@@ -2472,7 +2472,7 @@
"Name: seasonally adjusted filled, Length: 780, dtype: float64"
]
},
- "execution_count": 36,
+ "execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
@@ -2485,19 +2485,19 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Dans l'entête du document, on peut lire \"The monthly values have been adjusted to 24:00 hours on the 15th of each month.'. Nous prenons donc comme référence le 15 de chaque mois."
+ "Dans l'entête du document, on peut lire \"The monthly values have been adjusted to 24:00 hours on the 15th of each month.'. Cependant, nous prenons comme référence le 1er du mois comme référence, car cela sera sans conséquence pour la suite."
]
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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Timestamp('2011-03-01 00:00:00'), Timestamp('2011-04-01 00:00:00'), Timestamp('2011-05-01 00:00:00'), Timestamp('2011-06-01 00:00:00'), Timestamp('2011-07-01 00:00:00'), Timestamp('2011-08-01 00:00:00'), Timestamp('2011-09-01 00:00:00'), Timestamp('2011-10-01 00:00:00'), Timestamp('2011-11-01 00:00:00'), Timestamp('2011-12-01 00:00:00'), Timestamp('2012-01-01 00:00:00'), Timestamp('2012-02-01 00:00:00'), Timestamp('2012-03-01 00:00:00'), Timestamp('2012-04-01 00:00:00'), Timestamp('2012-05-01 00:00:00'), Timestamp('2012-06-01 00:00:00'), Timestamp('2012-07-01 00:00:00'), Timestamp('2012-08-01 00:00:00'), Timestamp('2012-09-01 00:00:00'), Timestamp('2012-10-01 00:00:00'), Timestamp('2012-11-01 00:00:00'), Timestamp('2012-12-01 00:00:00'), Timestamp('2013-01-01 00:00:00'), Timestamp('2013-02-01 00:00:00'), Timestamp('2013-03-01 00:00:00'), Timestamp('2013-04-01 00:00:00'), Timestamp('2013-05-01 00:00:00'), Timestamp('2013-06-01 00:00:00'), Timestamp('2013-07-01 00:00:00'), Timestamp('2013-08-01 00:00:00'), Timestamp('2013-09-01 00:00:00'), Timestamp('2013-10-01 00:00:00'), Timestamp('2013-11-01 00:00:00'), Timestamp('2013-12-01 00:00:00'), Timestamp('2014-01-01 00:00:00'), Timestamp('2014-02-01 00:00:00'), Timestamp('2014-03-01 00:00:00'), Timestamp('2014-04-01 00:00:00'), Timestamp('2014-05-01 00:00:00'), Timestamp('2014-06-01 00:00:00'), Timestamp('2014-07-01 00:00:00'), Timestamp('2014-08-01 00:00:00'), Timestamp('2014-09-01 00:00:00'), Timestamp('2014-10-01 00:00:00'), Timestamp('2014-11-01 00:00:00'), Timestamp('2014-12-01 00:00:00'), Timestamp('2015-01-01 00:00:00'), Timestamp('2015-02-01 00:00:00'), Timestamp('2015-03-01 00:00:00'), Timestamp('2015-04-01 00:00:00'), Timestamp('2015-05-01 00:00:00'), Timestamp('2015-06-01 00:00:00'), Timestamp('2015-07-01 00:00:00'), Timestamp('2015-08-01 00:00:00'), Timestamp('2015-09-01 00:00:00'), Timestamp('2015-10-01 00:00:00'), Timestamp('2015-11-01 00:00:00'), Timestamp('2015-12-01 00:00:00'), Timestamp('2016-01-01 00:00:00'), Timestamp('2016-02-01 00:00:00'), Timestamp('2016-03-01 00:00:00'), Timestamp('2016-04-01 00:00:00'), Timestamp('2016-05-01 00:00:00'), Timestamp('2016-06-01 00:00:00'), Timestamp('2016-07-01 00:00:00'), Timestamp('2016-08-01 00:00:00'), Timestamp('2016-09-01 00:00:00'), Timestamp('2016-10-01 00:00:00'), Timestamp('2016-11-01 00:00:00'), Timestamp('2016-12-01 00:00:00'), Timestamp('2017-01-01 00:00:00'), Timestamp('2017-02-01 00:00:00'), Timestamp('2017-03-01 00:00:00'), Timestamp('2017-04-01 00:00:00'), Timestamp('2017-05-01 00:00:00'), Timestamp('2017-06-01 00:00:00'), Timestamp('2017-07-01 00:00:00'), Timestamp('2017-08-01 00:00:00'), Timestamp('2017-09-01 00:00:00'), Timestamp('2017-10-01 00:00:00'), Timestamp('2017-11-01 00:00:00'), Timestamp('2017-12-01 00:00:00'), Timestamp('2018-01-01 00:00:00'), Timestamp('2018-02-01 00:00:00'), Timestamp('2018-03-01 00:00:00'), Timestamp('2018-04-01 00:00:00'), Timestamp('2018-05-01 00:00:00'), Timestamp('2018-06-01 00:00:00'), Timestamp('2018-07-01 00:00:00'), Timestamp('2018-08-01 00:00:00'), Timestamp('2018-09-01 00:00:00'), Timestamp('2018-10-01 00:00:00'), Timestamp('2018-11-01 00:00:00'), Timestamp('2018-12-01 00:00:00'), Timestamp('2019-01-01 00:00:00'), Timestamp('2019-02-01 00:00:00'), Timestamp('2019-03-01 00:00:00'), Timestamp('2019-04-01 00:00:00'), Timestamp('2019-05-01 00:00:00'), Timestamp('2019-06-01 00:00:00'), Timestamp('2019-07-01 00:00:00'), Timestamp('2019-08-01 00:00:00'), Timestamp('2019-09-01 00:00:00'), Timestamp('2019-10-01 00:00:00'), Timestamp('2019-11-01 00:00:00'), Timestamp('2019-12-01 00:00:00'), Timestamp('2020-01-01 00:00:00'), Timestamp('2020-02-01 00:00:00'), Timestamp('2020-03-01 00:00:00'), Timestamp('2020-04-01 00:00:00'), Timestamp('2020-05-01 00:00:00'), Timestamp('2020-06-01 00:00:00'), Timestamp('2020-07-01 00:00:00'), Timestamp('2020-08-01 00:00:00'), Timestamp('2020-09-01 00:00:00'), Timestamp('2020-10-01 00:00:00'), Timestamp('2020-11-01 00:00:00'), Timestamp('2020-12-01 00:00:00'), Timestamp('2021-01-01 00:00:00'), Timestamp('2021-02-01 00:00:00'), Timestamp('2021-03-01 00:00:00'), Timestamp('2021-04-01 00:00:00'), Timestamp('2021-05-01 00:00:00'), Timestamp('2021-06-01 00:00:00'), Timestamp('2021-07-01 00:00:00'), Timestamp('2021-08-01 00:00:00'), Timestamp('2021-09-01 00:00:00'), Timestamp('2021-10-01 00:00:00'), Timestamp('2021-11-01 00:00:00'), Timestamp('2021-12-01 00:00:00'), Timestamp('2022-01-01 00:00:00'), Timestamp('2022-02-01 00:00:00'), Timestamp('2022-03-01 00:00:00'), Timestamp('2022-04-01 00:00:00'), Timestamp('2022-05-01 00:00:00'), Timestamp('2022-06-01 00:00:00'), Timestamp('2022-07-01 00:00:00'), Timestamp('2022-08-01 00:00:00'), Timestamp('2022-09-01 00:00:00'), Timestamp('2022-10-01 00:00:00'), Timestamp('2022-11-01 00:00:00'), Timestamp('2022-12-01 00:00:00')]\n"
]
}
],
@@ -2506,23 +2506,47 @@
"years = data.Yr\n",
"months = data.Mn\n",
"for year, month in zip(years, months):\n",
- " date = pd.Timestamp(year=int(year), month=int(month), day=15)\n",
+ " date = pd.Timestamp(year=int(year), month=int(month), day=1)\n",
" dates.append(date)\n",
"print(dates)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On va utiliser ces dates comme index de notre DataFrame."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data['date'] = dates\n",
+ "data.set_index('date', inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Nous allons aussi retirer toutes les lignes avec des valeurs 'Nan' dans cette dernière colonne."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
- "data['date'] = dates"
+ "data = data[data['seasonally adjusted filled'].notna()]"
]
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
@@ -2556,40 +2580,24 @@
" | seasonally adjusted fit | \n",
" CO2 filled | \n",
" seasonally adjusted filled | \n",
+ " \n",
+ " \n",
" | date | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
"
\n",
" \n",
" \n",
" \n",
- " | 0 | \n",
- " 1958 | \n",
- " 01 | \n",
- " 21200 | \n",
- " 1958.0411 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 1958-01-15 | \n",
- "
\n",
- " \n",
- " | 1 | \n",
- " 1958 | \n",
- " 02 | \n",
- " 21231 | \n",
- " 1958.1260 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 1958-02-15 | \n",
- "
\n",
- " \n",
- " | 2 | \n",
+ " 1958-03-01 | \n",
" 1958 | \n",
" 03 | \n",
" 21259 | \n",
@@ -2600,10 +2608,9 @@
" 314.91 | \n",
" 315.71 | \n",
" 314.44 | \n",
- " 1958-03-15 | \n",
"
\n",
" \n",
- " | 3 | \n",
+ " 1958-04-01 | \n",
" 1958 | \n",
" 04 | \n",
" 21290 | \n",
@@ -2614,10 +2621,9 @@
" 314.99 | \n",
" 317.45 | \n",
" 315.16 | \n",
- " 1958-04-15 | \n",
"
\n",
" \n",
- " | 4 | \n",
+ " 1958-05-01 | \n",
" 1958 | \n",
" 05 | \n",
" 21320 | \n",
@@ -2628,10 +2634,9 @@
" 315.06 | \n",
" 317.51 | \n",
" 314.70 | \n",
- " 1958-05-15 | \n",
"
\n",
" \n",
- " | 5 | \n",
+ " 1958-06-01 | \n",
" 1958 | \n",
" 06 | \n",
" 21351 | \n",
@@ -2642,10 +2647,9 @@
" 315.14 | \n",
" 317.25 | \n",
" 315.14 | \n",
- " 1958-06-15 | \n",
"
\n",
" \n",
- " | 6 | \n",
+ " 1958-07-01 | \n",
" 1958 | \n",
" 07 | \n",
" 21381 | \n",
@@ -2656,10 +2660,9 @@
" 315.22 | \n",
" 315.86 | \n",
" 315.20 | \n",
- " 1958-07-15 | \n",
"
\n",
" \n",
- " | 7 | \n",
+ " 1958-08-01 | \n",
" 1958 | \n",
" 08 | \n",
" 21412 | \n",
@@ -2670,10 +2673,9 @@
" 315.29 | \n",
" 314.93 | \n",
" 316.21 | \n",
- " 1958-08-15 | \n",
"
\n",
" \n",
- " | 8 | \n",
+ " 1958-09-01 | \n",
" 1958 | \n",
" 09 | \n",
" 21443 | \n",
@@ -2684,10 +2686,9 @@
" 315.35 | \n",
" 313.21 | \n",
" 316.10 | \n",
- " 1958-09-15 | \n",
"
\n",
" \n",
- " | 9 | \n",
+ " 1958-10-01 | \n",
" 1958 | \n",
" 10 | \n",
" 21473 | \n",
@@ -2698,10 +2699,9 @@
" 315.40 | \n",
" 312.43 | \n",
" 315.40 | \n",
- " 1958-10-15 | \n",
"
\n",
" \n",
- " | 10 | \n",
+ " 1958-11-01 | \n",
" 1958 | \n",
" 11 | \n",
" 21504 | \n",
@@ -2712,10 +2712,9 @@
" 315.46 | \n",
" 313.33 | \n",
" 315.20 | \n",
- " 1958-11-15 | \n",
"
\n",
" \n",
- " | 11 | \n",
+ " 1958-12-01 | \n",
" 1958 | \n",
" 12 | \n",
" 21534 | \n",
@@ -2726,10 +2725,9 @@
" 315.51 | \n",
" 314.67 | \n",
" 315.43 | \n",
- " 1958-12-15 | \n",
"
\n",
" \n",
- " | 12 | \n",
+ " 1959-01-01 | \n",
" 1959 | \n",
" 01 | \n",
" 21565 | \n",
@@ -2740,10 +2738,9 @@
" 315.57 | \n",
" 315.58 | \n",
" 315.52 | \n",
- " 1959-01-15 | \n",
"
\n",
" \n",
- " | 13 | \n",
+ " 1959-02-01 | \n",
" 1959 | \n",
" 02 | \n",
" 21596 | \n",
@@ -2754,10 +2751,9 @@
" 315.63 | \n",
" 316.49 | \n",
" 315.84 | \n",
- " 1959-02-15 | \n",
"
\n",
" \n",
- " | 14 | \n",
+ " 1959-03-01 | \n",
" 1959 | \n",
" 03 | \n",
" 21624 | \n",
@@ -2768,10 +2764,9 @@
" 315.69 | \n",
" 316.65 | \n",
" 315.37 | \n",
- " 1959-03-15 | \n",
"
\n",
" \n",
- " | 15 | \n",
+ " 1959-04-01 | \n",
" 1959 | \n",
" 04 | \n",
" 21655 | \n",
@@ -2782,10 +2777,9 @@
" 315.76 | \n",
" 317.72 | \n",
" 315.42 | \n",
- " 1959-04-15 | \n",
"
\n",
" \n",
- " | 16 | \n",
+ " 1959-05-01 | \n",
" 1959 | \n",
" 05 | \n",
" 21685 | \n",
@@ -2796,10 +2790,9 @@
" 315.84 | \n",
" 318.29 | \n",
" 315.48 | \n",
- " 1959-05-15 | \n",
"
\n",
" \n",
- " | 17 | \n",
+ " 1959-06-01 | \n",
" 1959 | \n",
" 06 | \n",
" 21716 | \n",
@@ -2810,10 +2803,9 @@
" 315.93 | \n",
" 318.15 | \n",
" 316.02 | \n",
- " 1959-06-15 | \n",
"
\n",
" \n",
- " | 18 | \n",
+ " 1959-07-01 | \n",
" 1959 | \n",
" 07 | \n",
" 21746 | \n",
@@ -2824,10 +2816,9 @@
" 316.02 | \n",
" 316.54 | \n",
" 315.87 | \n",
- " 1959-07-15 | \n",
"
\n",
" \n",
- " | 19 | \n",
+ " 1959-08-01 | \n",
" 1959 | \n",
" 08 | \n",
" 21777 | \n",
@@ -2838,10 +2829,9 @@
" 316.12 | \n",
" 314.80 | \n",
" 316.08 | \n",
- " 1959-08-15 | \n",
"
\n",
" \n",
- " | 20 | \n",
+ " 1959-09-01 | \n",
" 1959 | \n",
" 09 | \n",
" 21808 | \n",
@@ -2852,10 +2842,9 @@
" 316.21 | \n",
" 313.84 | \n",
" 316.74 | \n",
- " 1959-09-15 | \n",
"
\n",
" \n",
- " | 21 | \n",
+ " 1959-10-01 | \n",
" 1959 | \n",
" 10 | \n",
" 21838 | \n",
@@ -2866,10 +2855,9 @@
" 316.30 | \n",
" 313.33 | \n",
" 316.33 | \n",
- " 1959-10-15 | \n",
"
\n",
" \n",
- " | 22 | \n",
+ " 1959-11-01 | \n",
" 1959 | \n",
" 11 | \n",
" 21869 | \n",
@@ -2880,10 +2868,9 @@
" 316.39 | \n",
" 314.81 | \n",
" 316.69 | \n",
- " 1959-11-15 | \n",
"
\n",
" \n",
- " | 23 | \n",
+ " 1959-12-01 | \n",
" 1959 | \n",
" 12 | \n",
" 21899 | \n",
@@ -2894,10 +2881,9 @@
" 316.47 | \n",
" 315.58 | \n",
" 316.35 | \n",
- " 1959-12-15 | \n",
"
\n",
" \n",
- " | 24 | \n",
+ " 1960-01-01 | \n",
" 1960 | \n",
" 01 | \n",
" 21930 | \n",
@@ -2908,10 +2894,9 @@
" 316.55 | \n",
" 316.43 | \n",
" 316.37 | \n",
- " 1960-01-15 | \n",
"
\n",
" \n",
- " | 25 | \n",
+ " 1960-02-01 | \n",
" 1960 | \n",
" 02 | \n",
" 21961 | \n",
@@ -2922,10 +2907,9 @@
" 316.63 | \n",
" 316.98 | \n",
" 316.33 | \n",
- " 1960-02-15 | \n",
"
\n",
" \n",
- " | 26 | \n",
+ " 1960-03-01 | \n",
" 1960 | \n",
" 03 | \n",
" 21990 | \n",
@@ -2936,10 +2920,9 @@
" 316.71 | \n",
" 317.58 | \n",
" 316.27 | \n",
- " 1960-03-15 | \n",
"
\n",
" \n",
- " | 27 | \n",
+ " 1960-04-01 | \n",
" 1960 | \n",
" 04 | \n",
" 22021 | \n",
@@ -2950,10 +2933,9 @@
" 316.79 | \n",
" 319.03 | \n",
" 316.70 | \n",
- " 1960-04-15 | \n",
"
\n",
" \n",
- " | 28 | \n",
+ " 1960-05-01 | \n",
" 1960 | \n",
" 05 | \n",
" 22051 | \n",
@@ -2964,10 +2946,9 @@
" 316.86 | \n",
" 320.03 | \n",
" 317.21 | \n",
- " 1960-05-15 | \n",
"
\n",
" \n",
- " | 29 | \n",
+ " 1960-06-01 | \n",
" 1960 | \n",
" 06 | \n",
" 22082 | \n",
@@ -2978,7 +2959,32 @@
" 316.92 | \n",
" 319.58 | \n",
" 317.46 | \n",
- " 1960-06-15 | \n",
+ "
\n",
+ " \n",
+ " | 1960-07-01 | \n",
+ " 1960 | \n",
+ " 07 | \n",
+ " 22112 | \n",
+ " 1960.5383 | \n",
+ " 318.18 | \n",
+ " 317.53 | \n",
+ " 317.59 | \n",
+ " 316.97 | \n",
+ " 318.18 | \n",
+ " 317.53 | \n",
+ "
\n",
+ " \n",
+ " | 1960-08-01 | \n",
+ " 1960 | \n",
+ " 08 | \n",
+ " 22143 | \n",
+ " 1960.6230 | \n",
+ " 315.90 | \n",
+ " 317.22 | \n",
+ " 315.67 | \n",
+ " 317.01 | \n",
+ " 315.90 | \n",
+ " 317.22 | \n",
"
\n",
" \n",
" | ... | \n",
@@ -2992,10 +2998,113 @@
" ... | \n",
" ... | \n",
" ... | \n",
- " ... | \n",
"
\n",
" \n",
- " | 750 | \n",
+ " 2019-11-01 | \n",
+ " 2019 | \n",
+ " 11 | \n",
+ " 43784 | \n",
+ " 2019.8740 | \n",
+ " 410.16 | \n",
+ " 412.43 | \n",
+ " 410.15 | \n",
+ " 412.39 | \n",
+ " 410.16 | \n",
+ " 412.43 | \n",
+ "
\n",
+ " \n",
+ " | 2019-12-01 | \n",
+ " 2019 | \n",
+ " 12 | \n",
+ " 43814 | \n",
+ " 2019.9562 | \n",
+ " 411.81 | \n",
+ " 412.74 | \n",
+ " 411.69 | \n",
+ " 412.60 | \n",
+ " 411.81 | \n",
+ " 412.74 | \n",
+ "
\n",
+ " \n",
+ " | 2020-01-01 | \n",
+ " 2020 | \n",
+ " 01 | \n",
+ " 43845 | \n",
+ " 2020.0410 | \n",
+ " 413.30 | \n",
+ " 413.24 | \n",
+ " 412.90 | \n",
+ " 412.82 | \n",
+ " 413.30 | \n",
+ " 413.24 | \n",
+ "
\n",
+ " \n",
+ " | 2020-02-01 | \n",
+ " 2020 | \n",
+ " 02 | \n",
+ " 43876 | \n",
+ " 2020.1257 | \n",
+ " 414.05 | \n",
+ " 413.27 | \n",
+ " 413.81 | \n",
+ " 413.03 | \n",
+ " 414.05 | \n",
+ " 413.27 | \n",
+ "
\n",
+ " \n",
+ " | 2020-03-01 | \n",
+ " 2020 | \n",
+ " 03 | \n",
+ " 43905 | \n",
+ " 2020.2049 | \n",
+ " 414.45 | \n",
+ " 412.88 | \n",
+ " 414.80 | \n",
+ " 413.22 | \n",
+ " 414.45 | \n",
+ " 412.88 | \n",
+ "
\n",
+ " \n",
+ " | 2020-04-01 | \n",
+ " 2020 | \n",
+ " 04 | \n",
+ " 43936 | \n",
+ " 2020.2896 | \n",
+ " 416.11 | \n",
+ " 413.31 | \n",
+ " 416.24 | \n",
+ " 413.42 | \n",
+ " 416.11 | \n",
+ " 413.31 | \n",
+ "
\n",
+ " \n",
+ " | 2020-05-01 | \n",
+ " 2020 | \n",
+ " 05 | \n",
+ " 43966 | \n",
+ " 2020.3716 | \n",
+ " 417.15 | \n",
+ " 413.76 | \n",
+ " 417.01 | \n",
+ " 413.62 | \n",
+ " 417.15 | \n",
+ " 413.76 | \n",
+ "
\n",
+ " \n",
+ " | 2020-06-01 | \n",
+ " 2020 | \n",
+ " 06 | \n",
+ " 43997 | \n",
+ " 2020.4563 | \n",
+ " 416.29 | \n",
+ " 413.74 | \n",
+ " 416.34 | \n",
+ " 413.82 | \n",
+ " 416.29 | \n",
+ " 413.74 | \n",
+ "
\n",
+ " \n",
+ " | 2020-07-01 | \n",
" 2020 | \n",
" 07 | \n",
" 44027 | \n",
@@ -3006,10 +3115,9 @@
" 414.01 | \n",
" 414.42 | \n",
" 413.64 | \n",
- " 2020-07-15 | \n",
"
\n",
" \n",
- " | 751 | \n",
+ " 2020-08-01 | \n",
" 2020 | \n",
" 08 | \n",
" 44058 | \n",
@@ -3020,10 +3128,9 @@
" 414.22 | \n",
" 412.52 | \n",
" 414.10 | \n",
- " 2020-08-15 | \n",
"
\n",
" \n",
- " | 752 | \n",
+ " 2020-09-01 | \n",
" 2020 | \n",
" 09 | \n",
" 44089 | \n",
@@ -3034,10 +3141,9 @@
" 414.41 | \n",
" 411.18 | \n",
" 414.69 | \n",
- " 2020-09-15 | \n",
"
\n",
" \n",
- " | 753 | \n",
+ " 2020-10-01 | \n",
" 2020 | \n",
" 10 | \n",
" 44119 | \n",
@@ -3048,10 +3154,9 @@
" 414.60 | \n",
" 411.12 | \n",
" 414.73 | \n",
- " 2020-10-15 | \n",
"
\n",
" \n",
- " | 754 | \n",
+ " 2020-11-01 | \n",
" 2020 | \n",
" 11 | \n",
" 44150 | \n",
@@ -3062,10 +3167,9 @@
" 414.79 | \n",
" 412.88 | \n",
" 415.15 | \n",
- " 2020-11-15 | \n",
"
\n",
" \n",
- " | 755 | \n",
+ " 2020-12-01 | \n",
" 2020 | \n",
" 12 | \n",
" 44180 | \n",
@@ -3076,10 +3180,9 @@
" 414.97 | \n",
" 413.89 | \n",
" 414.81 | \n",
- " 2020-12-15 | \n",
"
\n",
" \n",
- " | 756 | \n",
+ " 2021-01-01 | \n",
" 2021 | \n",
" 01 | \n",
" 44211 | \n",
@@ -3090,10 +3193,9 @@
" 415.15 | \n",
" 415.15 | \n",
" 415.08 | \n",
- " 2021-01-15 | \n",
"
\n",
" \n",
- " | 757 | \n",
+ " 2021-02-01 | \n",
" 2021 | \n",
" 02 | \n",
" 44242 | \n",
@@ -3104,10 +3206,9 @@
" 415.32 | \n",
" 416.47 | \n",
" 415.69 | \n",
- " 2021-02-15 | \n",
"
\n",
" \n",
- " | 758 | \n",
+ " 2021-03-01 | \n",
" 2021 | \n",
" 03 | \n",
" 44270 | \n",
@@ -3118,10 +3219,9 @@
" 415.48 | \n",
" 417.16 | \n",
" 415.62 | \n",
- " 2021-03-15 | \n",
"
\n",
" \n",
- " | 759 | \n",
+ " 2021-04-01 | \n",
" 2021 | \n",
" 04 | \n",
" 44301 | \n",
@@ -3132,10 +3232,9 @@
" 415.65 | \n",
" 418.24 | \n",
" 415.46 | \n",
- " 2021-04-15 | \n",
"
\n",
" \n",
- " | 760 | \n",
+ " 2021-05-01 | \n",
" 2021 | \n",
" 05 | \n",
" 44331 | \n",
@@ -3146,10 +3245,9 @@
" 415.82 | \n",
" 418.95 | \n",
" 415.55 | \n",
- " 2021-05-15 | \n",
"
\n",
" \n",
- " | 761 | \n",
+ " 2021-06-01 | \n",
" 2021 | \n",
" 06 | \n",
" 44362 | \n",
@@ -3160,10 +3258,9 @@
" 416.00 | \n",
" 418.70 | \n",
" 416.12 | \n",
- " 2021-06-15 | \n",
"
\n",
" \n",
- " | 762 | \n",
+ " 2021-07-01 | \n",
" 2021 | \n",
" 07 | \n",
" 44392 | \n",
@@ -3174,10 +3271,9 @@
" 416.18 | \n",
" 416.65 | \n",
" 415.84 | \n",
- " 2021-07-15 | \n",
"
\n",
" \n",
- " | 763 | \n",
+ " 2021-08-01 | \n",
" 2021 | \n",
" 08 | \n",
" 44423 | \n",
@@ -3188,10 +3284,9 @@
" 416.37 | \n",
" 414.34 | \n",
" 415.89 | \n",
- " 2021-08-15 | \n",
"
\n",
" \n",
- " | 764 | \n",
+ " 2021-09-01 | \n",
" 2021 | \n",
" 09 | \n",
" 44454 | \n",
@@ -3202,10 +3297,9 @@
" 416.57 | \n",
" 412.90 | \n",
" 416.42 | \n",
- " 2021-09-15 | \n",
"
\n",
" \n",
- " | 765 | \n",
+ " 2021-10-01 | \n",
" 2021 | \n",
" 10 | \n",
" 44484 | \n",
@@ -3216,10 +3310,9 @@
" 416.76 | \n",
" 413.55 | \n",
" 417.17 | \n",
- " 2021-10-15 | \n",
"
\n",
" \n",
- " | 766 | \n",
+ " 2021-11-01 | \n",
" 2021 | \n",
" 11 | \n",
" 44515 | \n",
@@ -3230,10 +3323,9 @@
" 416.95 | \n",
" 414.82 | \n",
" 417.09 | \n",
- " 2021-11-15 | \n",
"
\n",
" \n",
- " | 767 | \n",
+ " 2021-12-01 | \n",
" 2021 | \n",
" 12 | \n",
" 44545 | \n",
@@ -3244,10 +3336,9 @@
" 417.12 | \n",
" 416.43 | \n",
" 417.36 | \n",
- " 2021-12-15 | \n",
"
\n",
" \n",
- " | 768 | \n",
+ " 2022-01-01 | \n",
" 2022 | \n",
" 01 | \n",
" 44576 | \n",
@@ -3258,10 +3349,9 @@
" 417.28 | \n",
" 418.01 | \n",
" 417.94 | \n",
- " 2022-01-15 | \n",
"
\n",
" \n",
- " | 769 | \n",
+ " 2022-02-01 | \n",
" 2022 | \n",
" 02 | \n",
" 44607 | \n",
@@ -3272,10 +3362,9 @@
" 417.43 | \n",
" 418.99 | \n",
" 418.20 | \n",
- " 2022-02-15 | \n",
"
\n",
" \n",
- " | 770 | \n",
+ " 2022-03-01 | \n",
" 2022 | \n",
" 03 | \n",
" 44635 | \n",
@@ -3286,10 +3375,9 @@
" 417.56 | \n",
" 418.45 | \n",
" 416.90 | \n",
- " 2022-03-15 | \n",
"
\n",
" \n",
- " | 771 | \n",
+ " 2022-04-01 | \n",
" 2022 | \n",
" 04 | \n",
" 44666 | \n",
@@ -3300,256 +3388,1199 @@
" NaN | \n",
" 420.02 | \n",
" 417.23 | \n",
- " 2022-04-15 | \n",
- "
\n",
- " \n",
- " | 772 | \n",
- " 2022 | \n",
- " 05 | \n",
- " 44696 | \n",
- " 2022.3699 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 2022-05-15 | \n",
- "
\n",
- " \n",
- " | 773 | \n",
- " 2022 | \n",
- " 06 | \n",
- " 44727 | \n",
- " 2022.4548 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 2022-06-15 | \n",
- "
\n",
- " \n",
- " | 774 | \n",
- " 2022 | \n",
- " 07 | \n",
- " 44757 | \n",
- " 2022.5370 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 2022-07-15 | \n",
- "
\n",
- " \n",
- " | 775 | \n",
- " 2022 | \n",
- " 08 | \n",
- " 44788 | \n",
- " 2022.6219 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 2022-08-15 | \n",
- "
\n",
- " \n",
- " | 776 | \n",
- " 2022 | \n",
- " 09 | \n",
- " 44819 | \n",
- " 2022.7068 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 2022-09-15 | \n",
- "
\n",
- " \n",
- " | 777 | \n",
- " 2022 | \n",
- " 10 | \n",
- " 44849 | \n",
- " 2022.7890 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 2022-10-15 | \n",
- "
\n",
- " \n",
- " | 778 | \n",
- " 2022 | \n",
- " 11 | \n",
- " 44880 | \n",
- " 2022.8740 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " 2022-11-15 | \n",
"
\n",
- " \n",
- " | 779 | \n",
- " 2022 | \n",
+ "
\n",
+ "\n",
+ "770 rows × 10 columns
\n",
+ ""
+ ],
+ "text/plain": [
+ " Yr Mn Date Date CO2 seasonally adjusted fit \\\n",
+ "date \n",
+ "1958-03-01 1958 03 21259 1958.2027 315.71 314.44 316.19 \n",
+ "1958-04-01 1958 04 21290 1958.2877 317.45 315.16 317.29 \n",
+ "1958-05-01 1958 05 21320 1958.3699 317.51 314.70 317.87 \n",
+ "1958-06-01 1958 06 21351 1958.4548 NaN NaN 317.25 \n",
+ "1958-07-01 1958 07 21381 1958.5370 315.86 315.20 315.85 \n",
+ "1958-08-01 1958 08 21412 1958.6219 314.93 316.21 313.97 \n",
+ "1958-09-01 1958 09 21443 1958.7068 313.21 316.10 312.44 \n",
+ "1958-10-01 1958 10 21473 1958.7890 NaN NaN 312.43 \n",
+ "1958-11-01 1958 11 21504 1958.8740 313.33 315.20 313.60 \n",
+ "1958-12-01 1958 12 21534 1958.9562 314.67 315.43 314.76 \n",
+ "1959-01-01 1959 01 21565 1959.0411 315.58 315.52 315.64 \n",
+ "1959-02-01 1959 02 21596 1959.1260 316.49 315.84 316.28 \n",
+ "1959-03-01 1959 03 21624 1959.2027 316.65 315.37 316.98 \n",
+ "1959-04-01 1959 04 21655 1959.2877 317.72 315.42 318.08 \n",
+ "1959-05-01 1959 05 21685 1959.3699 318.29 315.48 318.66 \n",
+ "1959-06-01 1959 06 21716 1959.4548 318.15 316.02 318.05 \n",
+ "1959-07-01 1959 07 21746 1959.5370 316.54 315.87 316.66 \n",
+ "1959-08-01 1959 08 21777 1959.6219 314.80 316.08 314.80 \n",
+ "1959-09-01 1959 09 21808 1959.7068 313.84 316.74 313.30 \n",
+ "1959-10-01 1959 10 21838 1959.7890 313.33 316.33 313.32 \n",
+ "1959-11-01 1959 11 21869 1959.8740 314.81 316.69 314.53 \n",
+ "1959-12-01 1959 12 21899 1959.9562 315.58 316.35 315.72 \n",
+ "1960-01-01 1960 01 21930 1960.0410 316.43 316.37 316.62 \n",
+ "1960-02-01 1960 02 21961 1960.1257 316.98 316.33 317.29 \n",
+ "1960-03-01 1960 03 21990 1960.2049 317.58 316.27 318.03 \n",
+ "1960-04-01 1960 04 22021 1960.2896 319.03 316.70 319.14 \n",
+ "1960-05-01 1960 05 22051 1960.3716 320.03 317.21 319.68 \n",
+ "1960-06-01 1960 06 22082 1960.4563 319.58 317.46 319.02 \n",
+ "1960-07-01 1960 07 22112 1960.5383 318.18 317.53 317.59 \n",
+ "1960-08-01 1960 08 22143 1960.6230 315.90 317.22 315.67 \n",
+ "... ... .. ... ... ... ... ... \n",
+ "2019-11-01 2019 11 43784 2019.8740 410.16 412.43 410.15 \n",
+ "2019-12-01 2019 12 43814 2019.9562 411.81 412.74 411.69 \n",
+ "2020-01-01 2020 01 43845 2020.0410 413.30 413.24 412.90 \n",
+ "2020-02-01 2020 02 43876 2020.1257 414.05 413.27 413.81 \n",
+ "2020-03-01 2020 03 43905 2020.2049 414.45 412.88 414.80 \n",
+ "2020-04-01 2020 04 43936 2020.2896 416.11 413.31 416.24 \n",
+ "2020-05-01 2020 05 43966 2020.3716 417.15 413.76 417.01 \n",
+ "2020-06-01 2020 06 43997 2020.4563 416.29 413.74 416.34 \n",
+ "2020-07-01 2020 07 44027 2020.5383 414.42 413.64 414.75 \n",
+ "2020-08-01 2020 08 44058 2020.6230 412.52 414.10 412.60 \n",
+ "2020-09-01 2020 09 44089 2020.7077 411.18 414.69 410.88 \n",
+ "2020-10-01 2020 10 44119 2020.7896 411.12 414.73 411.01 \n",
+ "2020-11-01 2020 11 44150 2020.8743 412.88 415.15 412.55 \n",
+ "2020-12-01 2020 12 44180 2020.9563 413.89 414.81 414.06 \n",
+ "2021-01-01 2021 01 44211 2021.0411 415.15 415.08 415.23 \n",
+ "2021-02-01 2021 02 44242 2021.1260 416.47 415.69 416.12 \n",
+ "2021-03-01 2021 03 44270 2021.2027 417.16 415.62 417.04 \n",
+ "2021-04-01 2021 04 44301 2021.2877 418.24 415.46 418.45 \n",
+ "2021-05-01 2021 05 44331 2021.3699 418.95 415.55 419.23 \n",
+ "2021-06-01 2021 06 44362 2021.4548 418.70 416.12 418.56 \n",
+ "2021-07-01 2021 07 44392 2021.5370 416.65 415.84 416.96 \n",
+ "2021-08-01 2021 08 44423 2021.6219 414.34 415.89 414.78 \n",
+ "2021-09-01 2021 09 44454 2021.7068 412.90 416.42 413.04 \n",
+ "2021-10-01 2021 10 44484 2021.7890 413.55 417.17 413.15 \n",
+ "2021-11-01 2021 11 44515 2021.8740 414.82 417.09 414.70 \n",
+ "2021-12-01 2021 12 44545 2021.9562 416.43 417.36 416.21 \n",
+ "2022-01-01 2022 01 44576 2022.0411 418.01 417.94 417.37 \n",
+ "2022-02-01 2022 02 44607 2022.1260 418.99 418.20 418.23 \n",
+ "2022-03-01 2022 03 44635 2022.2027 418.45 416.90 419.12 \n",
+ "2022-04-01 2022 04 44666 2022.2877 420.02 417.23 NaN \n",
+ "\n",
+ " seasonally adjusted fit CO2 filled seasonally adjusted filled \n",
+ "date \n",
+ "1958-03-01 314.91 315.71 314.44 \n",
+ "1958-04-01 314.99 317.45 315.16 \n",
+ "1958-05-01 315.06 317.51 314.70 \n",
+ "1958-06-01 315.14 317.25 315.14 \n",
+ "1958-07-01 315.22 315.86 315.20 \n",
+ "1958-08-01 315.29 314.93 316.21 \n",
+ "1958-09-01 315.35 313.21 316.10 \n",
+ "1958-10-01 315.40 312.43 315.40 \n",
+ "1958-11-01 315.46 313.33 315.20 \n",
+ "1958-12-01 315.51 314.67 315.43 \n",
+ "1959-01-01 315.57 315.58 315.52 \n",
+ "1959-02-01 315.63 316.49 315.84 \n",
+ "1959-03-01 315.69 316.65 315.37 \n",
+ "1959-04-01 315.76 317.72 315.42 \n",
+ "1959-05-01 315.84 318.29 315.48 \n",
+ "1959-06-01 315.93 318.15 316.02 \n",
+ "1959-07-01 316.02 316.54 315.87 \n",
+ "1959-08-01 316.12 314.80 316.08 \n",
+ "1959-09-01 316.21 313.84 316.74 \n",
+ "1959-10-01 316.30 313.33 316.33 \n",
+ "1959-11-01 316.39 314.81 316.69 \n",
+ "1959-12-01 316.47 315.58 316.35 \n",
+ "1960-01-01 316.55 316.43 316.37 \n",
+ "1960-02-01 316.63 316.98 316.33 \n",
+ "1960-03-01 316.71 317.58 316.27 \n",
+ "1960-04-01 316.79 319.03 316.70 \n",
+ "1960-05-01 316.86 320.03 317.21 \n",
+ "1960-06-01 316.92 319.58 317.46 \n",
+ "1960-07-01 316.97 318.18 317.53 \n",
+ "1960-08-01 317.01 315.90 317.22 \n",
+ "... ... ... ... \n",
+ "2019-11-01 412.39 410.16 412.43 \n",
+ "2019-12-01 412.60 411.81 412.74 \n",
+ "2020-01-01 412.82 413.30 413.24 \n",
+ "2020-02-01 413.03 414.05 413.27 \n",
+ "2020-03-01 413.22 414.45 412.88 \n",
+ "2020-04-01 413.42 416.11 413.31 \n",
+ "2020-05-01 413.62 417.15 413.76 \n",
+ "2020-06-01 413.82 416.29 413.74 \n",
+ "2020-07-01 414.01 414.42 413.64 \n",
+ "2020-08-01 414.22 412.52 414.10 \n",
+ "2020-09-01 414.41 411.18 414.69 \n",
+ "2020-10-01 414.60 411.12 414.73 \n",
+ "2020-11-01 414.79 412.88 415.15 \n",
+ "2020-12-01 414.97 413.89 414.81 \n",
+ "2021-01-01 415.15 415.15 415.08 \n",
+ "2021-02-01 415.32 416.47 415.69 \n",
+ "2021-03-01 415.48 417.16 415.62 \n",
+ "2021-04-01 415.65 418.24 415.46 \n",
+ "2021-05-01 415.82 418.95 415.55 \n",
+ "2021-06-01 416.00 418.70 416.12 \n",
+ "2021-07-01 416.18 416.65 415.84 \n",
+ "2021-08-01 416.37 414.34 415.89 \n",
+ "2021-09-01 416.57 412.90 416.42 \n",
+ "2021-10-01 416.76 413.55 417.17 \n",
+ "2021-11-01 416.95 414.82 417.09 \n",
+ "2021-12-01 417.12 416.43 417.36 \n",
+ "2022-01-01 417.28 418.01 417.94 \n",
+ "2022-02-01 417.43 418.99 418.20 \n",
+ "2022-03-01 417.56 418.45 416.90 \n",
+ "2022-04-01 NaN 420.02 417.23 \n",
+ "\n",
+ "[770 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "On peut constater la donnée prête à être traîtée. Essayons de traçer rapidement la donnée."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data['seasonally adjusted filled'].plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Analyse saisonnière"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Nous allons utiliser le module d'analyse saisonnière de `statsmodels` pour décomposer l'évolution de la concentration atmosphérique de CO2 en la somme d'une tendance et un motif périodique."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from statsmodels.tsa.seasonal import seasonal_decompose"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Nous devons indiquer la fréquence des observations à statsmodels"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data.index = pd.DatetimeIndex(data.index.values, freq = 'MS')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Yr | \n",
+ " Mn | \n",
+ " Date | \n",
+ " Date | \n",
+ " CO2 | \n",
+ " seasonally adjusted | \n",
+ " fit | \n",
+ " seasonally adjusted fit | \n",
+ " CO2 filled | \n",
+ " seasonally adjusted filled | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1958-03-01 | \n",
+ " 1958 | \n",
+ " 03 | \n",
+ " 21259 | \n",
+ " 1958.2027 | \n",
+ " 315.71 | \n",
+ " 314.44 | \n",
+ " 316.19 | \n",
+ " 314.91 | \n",
+ " 315.71 | \n",
+ " 314.44 | \n",
+ "
\n",
+ " \n",
+ " | 1958-04-01 | \n",
+ " 1958 | \n",
+ " 04 | \n",
+ " 21290 | \n",
+ " 1958.2877 | \n",
+ " 317.45 | \n",
+ " 315.16 | \n",
+ " 317.29 | \n",
+ " 314.99 | \n",
+ " 317.45 | \n",
+ " 315.16 | \n",
+ "
\n",
+ " \n",
+ " | 1958-05-01 | \n",
+ " 1958 | \n",
+ " 05 | \n",
+ " 21320 | \n",
+ " 1958.3699 | \n",
+ " 317.51 | \n",
+ " 314.70 | \n",
+ " 317.87 | \n",
+ " 315.06 | \n",
+ " 317.51 | \n",
+ " 314.70 | \n",
+ "
\n",
+ " \n",
+ " | 1958-06-01 | \n",
+ " 1958 | \n",
+ " 06 | \n",
+ " 21351 | \n",
+ " 1958.4548 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 317.25 | \n",
+ " 315.14 | \n",
+ " 317.25 | \n",
+ " 315.14 | \n",
+ "
\n",
+ " \n",
+ " | 1958-07-01 | \n",
+ " 1958 | \n",
+ " 07 | \n",
+ " 21381 | \n",
+ " 1958.5370 | \n",
+ " 315.86 | \n",
+ " 315.20 | \n",
+ " 315.85 | \n",
+ " 315.22 | \n",
+ " 315.86 | \n",
+ " 315.20 | \n",
+ "
\n",
+ " \n",
+ " | 1958-08-01 | \n",
+ " 1958 | \n",
+ " 08 | \n",
+ " 21412 | \n",
+ " 1958.6219 | \n",
+ " 314.93 | \n",
+ " 316.21 | \n",
+ " 313.97 | \n",
+ " 315.29 | \n",
+ " 314.93 | \n",
+ " 316.21 | \n",
+ "
\n",
+ " \n",
+ " | 1958-09-01 | \n",
+ " 1958 | \n",
+ " 09 | \n",
+ " 21443 | \n",
+ " 1958.7068 | \n",
+ " 313.21 | \n",
+ " 316.10 | \n",
+ " 312.44 | \n",
+ " 315.35 | \n",
+ " 313.21 | \n",
+ " 316.10 | \n",
+ "
\n",
+ " \n",
+ " | 1958-10-01 | \n",
+ " 1958 | \n",
+ " 10 | \n",
+ " 21473 | \n",
+ " 1958.7890 | \n",
+ " NaN | \n",
+ " NaN | \n",
+ " 312.43 | \n",
+ " 315.40 | \n",
+ " 312.43 | \n",
+ " 315.40 | \n",
+ "
\n",
+ " \n",
+ " | 1958-11-01 | \n",
+ " 1958 | \n",
+ " 11 | \n",
+ " 21504 | \n",
+ " 1958.8740 | \n",
+ " 313.33 | \n",
+ " 315.20 | \n",
+ " 313.60 | \n",
+ " 315.46 | \n",
+ " 313.33 | \n",
+ " 315.20 | \n",
+ "
\n",
+ " \n",
+ " | 1958-12-01 | \n",
+ " 1958 | \n",
+ " 12 | \n",
+ " 21534 | \n",
+ " 1958.9562 | \n",
+ " 314.67 | \n",
+ " 315.43 | \n",
+ " 314.76 | \n",
+ " 315.51 | \n",
+ " 314.67 | \n",
+ " 315.43 | \n",
+ "
\n",
+ " \n",
+ " | 1959-01-01 | \n",
+ " 1959 | \n",
+ " 01 | \n",
+ " 21565 | \n",
+ " 1959.0411 | \n",
+ " 315.58 | \n",
+ " 315.52 | \n",
+ " 315.64 | \n",
+ " 315.57 | \n",
+ " 315.58 | \n",
+ " 315.52 | \n",
+ "
\n",
+ " \n",
+ " | 1959-02-01 | \n",
+ " 1959 | \n",
+ " 02 | \n",
+ " 21596 | \n",
+ " 1959.1260 | \n",
+ " 316.49 | \n",
+ " 315.84 | \n",
+ " 316.28 | \n",
+ " 315.63 | \n",
+ " 316.49 | \n",
+ " 315.84 | \n",
+ "
\n",
+ " \n",
+ " | 1959-03-01 | \n",
+ " 1959 | \n",
+ " 03 | \n",
+ " 21624 | \n",
+ " 1959.2027 | \n",
+ " 316.65 | \n",
+ " 315.37 | \n",
+ " 316.98 | \n",
+ " 315.69 | \n",
+ " 316.65 | \n",
+ " 315.37 | \n",
+ "
\n",
+ " \n",
+ " | 1959-04-01 | \n",
+ " 1959 | \n",
+ " 04 | \n",
+ " 21655 | \n",
+ " 1959.2877 | \n",
+ " 317.72 | \n",
+ " 315.42 | \n",
+ " 318.08 | \n",
+ " 315.76 | \n",
+ " 317.72 | \n",
+ " 315.42 | \n",
+ "
\n",
+ " \n",
+ " | 1959-05-01 | \n",
+ " 1959 | \n",
+ " 05 | \n",
+ " 21685 | \n",
+ " 1959.3699 | \n",
+ " 318.29 | \n",
+ " 315.48 | \n",
+ " 318.66 | \n",
+ " 315.84 | \n",
+ " 318.29 | \n",
+ " 315.48 | \n",
+ "
\n",
+ " \n",
+ " | 1959-06-01 | \n",
+ " 1959 | \n",
+ " 06 | \n",
+ " 21716 | \n",
+ " 1959.4548 | \n",
+ " 318.15 | \n",
+ " 316.02 | \n",
+ " 318.05 | \n",
+ " 315.93 | \n",
+ " 318.15 | \n",
+ " 316.02 | \n",
+ "
\n",
+ " \n",
+ " | 1959-07-01 | \n",
+ " 1959 | \n",
+ " 07 | \n",
+ " 21746 | \n",
+ " 1959.5370 | \n",
+ " 316.54 | \n",
+ " 315.87 | \n",
+ " 316.66 | \n",
+ " 316.02 | \n",
+ " 316.54 | \n",
+ " 315.87 | \n",
+ "
\n",
+ " \n",
+ " | 1959-08-01 | \n",
+ " 1959 | \n",
+ " 08 | \n",
+ " 21777 | \n",
+ " 1959.6219 | \n",
+ " 314.80 | \n",
+ " 316.08 | \n",
+ " 314.80 | \n",
+ " 316.12 | \n",
+ " 314.80 | \n",
+ " 316.08 | \n",
+ "
\n",
+ " \n",
+ " | 1959-09-01 | \n",
+ " 1959 | \n",
+ " 09 | \n",
+ " 21808 | \n",
+ " 1959.7068 | \n",
+ " 313.84 | \n",
+ " 316.74 | \n",
+ " 313.30 | \n",
+ " 316.21 | \n",
+ " 313.84 | \n",
+ " 316.74 | \n",
+ "
\n",
+ " \n",
+ " | 1959-10-01 | \n",
+ " 1959 | \n",
+ " 10 | \n",
+ " 21838 | \n",
+ " 1959.7890 | \n",
+ " 313.33 | \n",
+ " 316.33 | \n",
+ " 313.32 | \n",
+ " 316.30 | \n",
+ " 313.33 | \n",
+ " 316.33 | \n",
+ "
\n",
+ " \n",
+ " | 1959-11-01 | \n",
+ " 1959 | \n",
+ " 11 | \n",
+ " 21869 | \n",
+ " 1959.8740 | \n",
+ " 314.81 | \n",
+ " 316.69 | \n",
+ " 314.53 | \n",
+ " 316.39 | \n",
+ " 314.81 | \n",
+ " 316.69 | \n",
+ "
\n",
+ " \n",
+ " | 1959-12-01 | \n",
+ " 1959 | \n",
+ " 12 | \n",
+ " 21899 | \n",
+ " 1959.9562 | \n",
+ " 315.58 | \n",
+ " 316.35 | \n",
+ " 315.72 | \n",
+ " 316.47 | \n",
+ " 315.58 | \n",
+ " 316.35 | \n",
+ "
\n",
+ " \n",
+ " | 1960-01-01 | \n",
+ " 1960 | \n",
+ " 01 | \n",
+ " 21930 | \n",
+ " 1960.0410 | \n",
+ " 316.43 | \n",
+ " 316.37 | \n",
+ " 316.62 | \n",
+ " 316.55 | \n",
+ " 316.43 | \n",
+ " 316.37 | \n",
+ "
\n",
+ " \n",
+ " | 1960-02-01 | \n",
+ " 1960 | \n",
+ " 02 | \n",
+ " 21961 | \n",
+ " 1960.1257 | \n",
+ " 316.98 | \n",
+ " 316.33 | \n",
+ " 317.29 | \n",
+ " 316.63 | \n",
+ " 316.98 | \n",
+ " 316.33 | \n",
+ "
\n",
+ " \n",
+ " | 1960-03-01 | \n",
+ " 1960 | \n",
+ " 03 | \n",
+ " 21990 | \n",
+ " 1960.2049 | \n",
+ " 317.58 | \n",
+ " 316.27 | \n",
+ " 318.03 | \n",
+ " 316.71 | \n",
+ " 317.58 | \n",
+ " 316.27 | \n",
+ "
\n",
+ " \n",
+ " | 1960-04-01 | \n",
+ " 1960 | \n",
+ " 04 | \n",
+ " 22021 | \n",
+ " 1960.2896 | \n",
+ " 319.03 | \n",
+ " 316.70 | \n",
+ " 319.14 | \n",
+ " 316.79 | \n",
+ " 319.03 | \n",
+ " 316.70 | \n",
+ "
\n",
+ " \n",
+ " | 1960-05-01 | \n",
+ " 1960 | \n",
+ " 05 | \n",
+ " 22051 | \n",
+ " 1960.3716 | \n",
+ " 320.03 | \n",
+ " 317.21 | \n",
+ " 319.68 | \n",
+ " 316.86 | \n",
+ " 320.03 | \n",
+ " 317.21 | \n",
+ "
\n",
+ " \n",
+ " | 1960-06-01 | \n",
+ " 1960 | \n",
+ " 06 | \n",
+ " 22082 | \n",
+ " 1960.4563 | \n",
+ " 319.58 | \n",
+ " 317.46 | \n",
+ " 319.02 | \n",
+ " 316.92 | \n",
+ " 319.58 | \n",
+ " 317.46 | \n",
+ "
\n",
+ " \n",
+ " | 1960-07-01 | \n",
+ " 1960 | \n",
+ " 07 | \n",
+ " 22112 | \n",
+ " 1960.5383 | \n",
+ " 318.18 | \n",
+ " 317.53 | \n",
+ " 317.59 | \n",
+ " 316.97 | \n",
+ " 318.18 | \n",
+ " 317.53 | \n",
+ "
\n",
+ " \n",
+ " | 1960-08-01 | \n",
+ " 1960 | \n",
+ " 08 | \n",
+ " 22143 | \n",
+ " 1960.6230 | \n",
+ " 315.90 | \n",
+ " 317.22 | \n",
+ " 315.67 | \n",
+ " 317.01 | \n",
+ " 315.90 | \n",
+ " 317.22 | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 2019-11-01 | \n",
+ " 2019 | \n",
+ " 11 | \n",
+ " 43784 | \n",
+ " 2019.8740 | \n",
+ " 410.16 | \n",
+ " 412.43 | \n",
+ " 410.15 | \n",
+ " 412.39 | \n",
+ " 410.16 | \n",
+ " 412.43 | \n",
+ "
\n",
+ " \n",
+ " | 2019-12-01 | \n",
+ " 2019 | \n",
+ " 12 | \n",
+ " 43814 | \n",
+ " 2019.9562 | \n",
+ " 411.81 | \n",
+ " 412.74 | \n",
+ " 411.69 | \n",
+ " 412.60 | \n",
+ " 411.81 | \n",
+ " 412.74 | \n",
+ "
\n",
+ " \n",
+ " | 2020-01-01 | \n",
+ " 2020 | \n",
+ " 01 | \n",
+ " 43845 | \n",
+ " 2020.0410 | \n",
+ " 413.30 | \n",
+ " 413.24 | \n",
+ " 412.90 | \n",
+ " 412.82 | \n",
+ " 413.30 | \n",
+ " 413.24 | \n",
+ "
\n",
+ " \n",
+ " | 2020-02-01 | \n",
+ " 2020 | \n",
+ " 02 | \n",
+ " 43876 | \n",
+ " 2020.1257 | \n",
+ " 414.05 | \n",
+ " 413.27 | \n",
+ " 413.81 | \n",
+ " 413.03 | \n",
+ " 414.05 | \n",
+ " 413.27 | \n",
+ "
\n",
+ " \n",
+ " | 2020-03-01 | \n",
+ " 2020 | \n",
+ " 03 | \n",
+ " 43905 | \n",
+ " 2020.2049 | \n",
+ " 414.45 | \n",
+ " 412.88 | \n",
+ " 414.80 | \n",
+ " 413.22 | \n",
+ " 414.45 | \n",
+ " 412.88 | \n",
+ "
\n",
+ " \n",
+ " | 2020-04-01 | \n",
+ " 2020 | \n",
+ " 04 | \n",
+ " 43936 | \n",
+ " 2020.2896 | \n",
+ " 416.11 | \n",
+ " 413.31 | \n",
+ " 416.24 | \n",
+ " 413.42 | \n",
+ " 416.11 | \n",
+ " 413.31 | \n",
+ "
\n",
+ " \n",
+ " | 2020-05-01 | \n",
+ " 2020 | \n",
+ " 05 | \n",
+ " 43966 | \n",
+ " 2020.3716 | \n",
+ " 417.15 | \n",
+ " 413.76 | \n",
+ " 417.01 | \n",
+ " 413.62 | \n",
+ " 417.15 | \n",
+ " 413.76 | \n",
+ "
\n",
+ " \n",
+ " | 2020-06-01 | \n",
+ " 2020 | \n",
+ " 06 | \n",
+ " 43997 | \n",
+ " 2020.4563 | \n",
+ " 416.29 | \n",
+ " 413.74 | \n",
+ " 416.34 | \n",
+ " 413.82 | \n",
+ " 416.29 | \n",
+ " 413.74 | \n",
+ "
\n",
+ " \n",
+ " | 2020-07-01 | \n",
+ " 2020 | \n",
+ " 07 | \n",
+ " 44027 | \n",
+ " 2020.5383 | \n",
+ " 414.42 | \n",
+ " 413.64 | \n",
+ " 414.75 | \n",
+ " 414.01 | \n",
+ " 414.42 | \n",
+ " 413.64 | \n",
+ "
\n",
+ " \n",
+ " | 2020-08-01 | \n",
+ " 2020 | \n",
+ " 08 | \n",
+ " 44058 | \n",
+ " 2020.6230 | \n",
+ " 412.52 | \n",
+ " 414.10 | \n",
+ " 412.60 | \n",
+ " 414.22 | \n",
+ " 412.52 | \n",
+ " 414.10 | \n",
+ "
\n",
+ " \n",
+ " | 2020-09-01 | \n",
+ " 2020 | \n",
+ " 09 | \n",
+ " 44089 | \n",
+ " 2020.7077 | \n",
+ " 411.18 | \n",
+ " 414.69 | \n",
+ " 410.88 | \n",
+ " 414.41 | \n",
+ " 411.18 | \n",
+ " 414.69 | \n",
+ "
\n",
+ " \n",
+ " | 2020-10-01 | \n",
+ " 2020 | \n",
+ " 10 | \n",
+ " 44119 | \n",
+ " 2020.7896 | \n",
+ " 411.12 | \n",
+ " 414.73 | \n",
+ " 411.01 | \n",
+ " 414.60 | \n",
+ " 411.12 | \n",
+ " 414.73 | \n",
+ "
\n",
+ " \n",
+ " | 2020-11-01 | \n",
+ " 2020 | \n",
+ " 11 | \n",
+ " 44150 | \n",
+ " 2020.8743 | \n",
+ " 412.88 | \n",
+ " 415.15 | \n",
+ " 412.55 | \n",
+ " 414.79 | \n",
+ " 412.88 | \n",
+ " 415.15 | \n",
+ "
\n",
+ " \n",
+ " | 2020-12-01 | \n",
+ " 2020 | \n",
" 12 | \n",
- " 44910 | \n",
- " 2022.9562 | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
+ " 44180 | \n",
+ " 2020.9563 | \n",
+ " 413.89 | \n",
+ " 414.81 | \n",
+ " 414.06 | \n",
+ " 414.97 | \n",
+ " 413.89 | \n",
+ " 414.81 | \n",
+ "
\n",
+ " \n",
+ " | 2021-01-01 | \n",
+ " 2021 | \n",
+ " 01 | \n",
+ " 44211 | \n",
+ " 2021.0411 | \n",
+ " 415.15 | \n",
+ " 415.08 | \n",
+ " 415.23 | \n",
+ " 415.15 | \n",
+ " 415.15 | \n",
+ " 415.08 | \n",
+ "
\n",
+ " \n",
+ " | 2021-02-01 | \n",
+ " 2021 | \n",
+ " 02 | \n",
+ " 44242 | \n",
+ " 2021.1260 | \n",
+ " 416.47 | \n",
+ " 415.69 | \n",
+ " 416.12 | \n",
+ " 415.32 | \n",
+ " 416.47 | \n",
+ " 415.69 | \n",
+ "
\n",
+ " \n",
+ " | 2021-03-01 | \n",
+ " 2021 | \n",
+ " 03 | \n",
+ " 44270 | \n",
+ " 2021.2027 | \n",
+ " 417.16 | \n",
+ " 415.62 | \n",
+ " 417.04 | \n",
+ " 415.48 | \n",
+ " 417.16 | \n",
+ " 415.62 | \n",
+ "
\n",
+ " \n",
+ " | 2021-04-01 | \n",
+ " 2021 | \n",
+ " 04 | \n",
+ " 44301 | \n",
+ " 2021.2877 | \n",
+ " 418.24 | \n",
+ " 415.46 | \n",
+ " 418.45 | \n",
+ " 415.65 | \n",
+ " 418.24 | \n",
+ " 415.46 | \n",
+ "
\n",
+ " \n",
+ " | 2021-05-01 | \n",
+ " 2021 | \n",
+ " 05 | \n",
+ " 44331 | \n",
+ " 2021.3699 | \n",
+ " 418.95 | \n",
+ " 415.55 | \n",
+ " 419.23 | \n",
+ " 415.82 | \n",
+ " 418.95 | \n",
+ " 415.55 | \n",
+ "
\n",
+ " \n",
+ " | 2021-06-01 | \n",
+ " 2021 | \n",
+ " 06 | \n",
+ " 44362 | \n",
+ " 2021.4548 | \n",
+ " 418.70 | \n",
+ " 416.12 | \n",
+ " 418.56 | \n",
+ " 416.00 | \n",
+ " 418.70 | \n",
+ " 416.12 | \n",
+ "
\n",
+ " \n",
+ " | 2021-07-01 | \n",
+ " 2021 | \n",
+ " 07 | \n",
+ " 44392 | \n",
+ " 2021.5370 | \n",
+ " 416.65 | \n",
+ " 415.84 | \n",
+ " 416.96 | \n",
+ " 416.18 | \n",
+ " 416.65 | \n",
+ " 415.84 | \n",
+ "
\n",
+ " \n",
+ " | 2021-08-01 | \n",
+ " 2021 | \n",
+ " 08 | \n",
+ " 44423 | \n",
+ " 2021.6219 | \n",
+ " 414.34 | \n",
+ " 415.89 | \n",
+ " 414.78 | \n",
+ " 416.37 | \n",
+ " 414.34 | \n",
+ " 415.89 | \n",
+ "
\n",
+ " \n",
+ " | 2021-09-01 | \n",
+ " 2021 | \n",
+ " 09 | \n",
+ " 44454 | \n",
+ " 2021.7068 | \n",
+ " 412.90 | \n",
+ " 416.42 | \n",
+ " 413.04 | \n",
+ " 416.57 | \n",
+ " 412.90 | \n",
+ " 416.42 | \n",
+ "
\n",
+ " \n",
+ " | 2021-10-01 | \n",
+ " 2021 | \n",
+ " 10 | \n",
+ " 44484 | \n",
+ " 2021.7890 | \n",
+ " 413.55 | \n",
+ " 417.17 | \n",
+ " 413.15 | \n",
+ " 416.76 | \n",
+ " 413.55 | \n",
+ " 417.17 | \n",
+ "
\n",
+ " \n",
+ " | 2021-11-01 | \n",
+ " 2021 | \n",
+ " 11 | \n",
+ " 44515 | \n",
+ " 2021.8740 | \n",
+ " 414.82 | \n",
+ " 417.09 | \n",
+ " 414.70 | \n",
+ " 416.95 | \n",
+ " 414.82 | \n",
+ " 417.09 | \n",
+ "
\n",
+ " \n",
+ " | 2021-12-01 | \n",
+ " 2021 | \n",
+ " 12 | \n",
+ " 44545 | \n",
+ " 2021.9562 | \n",
+ " 416.43 | \n",
+ " 417.36 | \n",
+ " 416.21 | \n",
+ " 417.12 | \n",
+ " 416.43 | \n",
+ " 417.36 | \n",
+ "
\n",
+ " \n",
+ " | 2022-01-01 | \n",
+ " 2022 | \n",
+ " 01 | \n",
+ " 44576 | \n",
+ " 2022.0411 | \n",
+ " 418.01 | \n",
+ " 417.94 | \n",
+ " 417.37 | \n",
+ " 417.28 | \n",
+ " 418.01 | \n",
+ " 417.94 | \n",
+ "
\n",
+ " \n",
+ " | 2022-02-01 | \n",
+ " 2022 | \n",
+ " 02 | \n",
+ " 44607 | \n",
+ " 2022.1260 | \n",
+ " 418.99 | \n",
+ " 418.20 | \n",
+ " 418.23 | \n",
+ " 417.43 | \n",
+ " 418.99 | \n",
+ " 418.20 | \n",
+ "
\n",
+ " \n",
+ " | 2022-03-01 | \n",
+ " 2022 | \n",
+ " 03 | \n",
+ " 44635 | \n",
+ " 2022.2027 | \n",
+ " 418.45 | \n",
+ " 416.90 | \n",
+ " 419.12 | \n",
+ " 417.56 | \n",
+ " 418.45 | \n",
+ " 416.90 | \n",
+ "
\n",
+ " \n",
+ " | 2022-04-01 | \n",
+ " 2022 | \n",
+ " 04 | \n",
+ " 44666 | \n",
+ " 2022.2877 | \n",
+ " 420.02 | \n",
+ " 417.23 | \n",
" NaN | \n",
" NaN | \n",
- " 2022-12-15 | \n",
+ " 420.02 | \n",
+ " 417.23 | \n",
"
\n",
" \n",
"
\n",
- "
780 rows × 11 columns
\n",
+ "
770 rows × 10 columns
\n",
"