{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"#
Analyse de la concentration de CO2 "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import datetime\n",
"from scipy import interpolate\n",
"from IPython.core.interactiveshell import InteractiveShell\n",
"InteractiveShell.ast_node_interactivity = \"last_expr\" \n",
"# ‘all’|’last’|’last_expr’|’none’\n",
"#https://jupyter-console.readthedocs.io/en/4.0.1/config_options.html\n",
"pd.options.display.max_rows = 15"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Nous récupérons les données les plus récentes sur le site en pointant sur un fichier au format .csv, si cette récupération est possible nous enregistrons une copie de ce fichier. Si pour une raison quelconque nous n'arrivons pas à faire ce téléchargement, nous travaillons sur les dernières données téléchargé."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(756, 10)\n"
]
},
{
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"6 1958 7 21381 1958.5370 315.86 315.19 315.86 \n",
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"[756 rows x 10 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"try:\n",
" raw_data = pd.read_csv(\"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/\"\n",
" \"in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv\",skiprows=56)\n",
"except OSError as err:\n",
" print(\"Erreur lors du téléchargement : {0}\".format(err))\n",
" print(\"Nous téléchargeons les dernières données enregistrer sur notre PC\")\n",
" raw_data = pd.read_csv(\"monthly_in_situ_co2_mlo\")\n",
"except:\n",
" print(\"Unexpected error:\", sys.exc_info()[0])\n",
" raise\n",
"else:\n",
" raw_data.to_csv('monthly_in_situ_co2_mlo',index=True)\n",
"\n",
"print(raw_data.shape)\n",
"raw_data"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Nous voyons que les noms des colonnes ne sont pas très représentatives, nous modifions les noms des colonnes. Les données vide sont représentés par la valeur -99.99, nous remplaçons cette valeur par une valeur plus adéquate NaN dans une autre DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index([' ', ' ', ' Excel', ' ', ' [ppm]', ' [ppm] ',\n",
" ' [ppm]', ' [ppm]', ' [ppm]', ' [ppm].1'],\n",
" dtype='object')\n"
]
},
{
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" 10 \n",
" 44119 \n",
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" -99.99 \n",
" -99.99 \n",
" -99.99 \n",
" -99.99 \n",
" -99.99 \n",
" -99.99 \n",
" \n",
" \n",
" 754 \n",
" 2020 \n",
" 11 \n",
" 44150 \n",
" 2020.8743 \n",
" -99.99 \n",
" -99.99 \n",
" -99.99 \n",
" -99.99 \n",
" -99.99 \n",
" -99.99 \n",
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" \n",
" 755 \n",
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],
"text/plain": [
" Yr Mn Date 1 Date 2 s1 s2 s3 s4 s5 \\\n",
"0 1958 1 21200 1958.0411 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"1 1958 2 21231 1958.1260 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"2 1958 3 21259 1958.2027 315.70 314.44 316.19 314.91 315.70 \n",
"3 1958 4 21290 1958.2877 317.45 315.16 317.30 314.99 317.45 \n",
"4 1958 5 21320 1958.3699 317.51 314.71 317.86 315.06 317.51 \n",
"5 1958 6 21351 1958.4548 -99.99 -99.99 317.24 315.14 317.24 \n",
"6 1958 7 21381 1958.5370 315.86 315.19 315.86 315.22 315.86 \n",
".. ... .. ... ... ... ... ... ... ... \n",
"749 2020 6 43997 2020.4563 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"750 2020 7 44027 2020.5383 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"751 2020 8 44058 2020.6230 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"752 2020 9 44089 2020.7077 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"753 2020 10 44119 2020.7896 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"754 2020 11 44150 2020.8743 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"755 2020 12 44180 2020.9563 -99.99 -99.99 -99.99 -99.99 -99.99 \n",
"\n",
" s6 \n",
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"4 314.71 \n",
"5 315.14 \n",
"6 315.19 \n",
".. ... \n",
"749 -99.99 \n",
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]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_data_1 = raw_data.copy()\n",
"print(raw_data.columns)\n",
"raw_data_1.columns = ['Yr','Mn','Date 1','Date 2','s1','s2','s3','s4','s5','s6']\n",
"raw_data_1"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"On supprime les lignes du début et de fin de la DataFrame qui n'ont pas de valeurs"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [],
"source": [
"data = raw_data_1.copy()\n",
"date = datetime.date.today()\n",
"\n",
"data = data.drop(data[(data.Yr == date.year) & (data.Mn > date.month)].index)\n",
"data = data.replace(-99.99,np.NaN);\n",
"d = data[(data.Yr == date.year)].index\n",
"i,k = d[0], d[-1]\n",
"\n",
"while k>=i:\n",
" if data.loc[k].isnull().any():\n",
" data = data.drop(k)\n",
" else:\n",
" break\n",
" k = k - 1\n",
" \n",
"annee, mois = data.Yr[0], data.Mn[0]\n",
"d = data[(data.Yr == annee)].index\n",
"i,k = d[0], d[-1]\n",
"\n",
"while i<=k:\n",
" if data.loc[i].isnull().any():\n",
" data = data.drop(i)\n",
" else:\n",
" break\n",
" i = i + 1\n",
"InteractiveShell.ast_node_interactivity = \"all\" \n",
"data.head(6)\n",
"data.tail(6)\n",
"InteractiveShell.ast_node_interactivity = \"last_expr\" "
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"On visualise les colonnes dont au moins une donnée est manquante."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"data": {
"text/plain": [
"Yr False\n",
"Mn False\n",
"Date 1 False\n",
"Date 2 False\n",
"s1 True\n",
"s2 True\n",
"s3 False\n",
"s4 False\n",
"s5 False\n",
"s6 False\n",
"dtype: bool"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#data[data.isnull().any(columns = 's1')]\n",
"data.isnull().any()"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"La colonne s5 represente la concentration en CO2, aucune de ces données sont manquantes. On ajoute un index 'périod' à la DataFrame, cet index représente la période de mesure. Cette date est mise dans au format compréhensible par pandas. On visualise toutes les lignes qui seront supprimées."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"hideCode": true,
"hidePrompt": true,
"scrolled": true
},
"outputs": [
{
"data": {
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" 315.86 \n",
" 315.22 \n",
" 315.86 \n",
" 315.19 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" index Yr Mn Date 1 Date 2 s1 s2 s3 \\\n",
"period \n",
"1958-03-01 2 1958 3 21259 1958.2027 315.70 314.44 316.19 \n",
"1958-04-01 3 1958 4 21290 1958.2877 317.45 315.16 317.30 \n",
"1958-05-01 4 1958 5 21320 1958.3699 317.51 314.71 317.86 \n",
"1958-06-01 5 1958 6 21351 1958.4548 NaN NaN 317.24 \n",
"1958-07-01 6 1958 7 21381 1958.5370 315.86 315.19 315.86 \n",
"\n",
" s4 s5 s6 \n",
"period \n",
"1958-03-01 314.91 315.70 314.44 \n",
"1958-04-01 314.99 317.45 315.16 \n",
"1958-05-01 315.06 317.51 314.71 \n",
"1958-06-01 315.14 317.24 315.14 \n",
"1958-07-01 315.22 315.86 315.19 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = data.copy() # data.dropna().copy()\n",
"df = df.reset_index().copy()\n",
"period = [datetime.date(y,m,1) for y,m in zip(df['Yr'],df['Mn'])]\n",
"period = pd.Series(period,name = 'period')\n",
"df = pd.concat([df,period],axis=1)\n",
"df = df.set_index('period') \n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Représentation graphique de la concentration de CO2 de 1958 à nos jours"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df['s5'].plot(title = 'Concentration de CO2',);\n",
"df['s5'].plot(figsize=(15, 10),).grid(linestyle='--', linewidth=1);"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Nous allons approximé la concentration de CO2 avec une droite $a*x+b$, puis faire la différence pour \n",
"n'obtenir que les variations de la concentration de CO2."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy import stats\n",
"\n",
"a, b, r_value, p_value, std_err = stats.linregress(df['Date 2'], df['s5'])\n",
"def predict(x):\n",
" return a*x+b\n",
"\n",
"data_lineaire = df.copy()\n",
"data_lineaire['reg_lineaire'] = predict(data_lineaire['Date 2'])\n",
"\n",
"fig = plt.figure(figsize=(18, 5))\n",
"ax1 = fig.add_subplot(121)\n",
"ax2 = fig.add_subplot(122)\n",
"ax1.grid(linestyle='--', linewidth=1)\n",
"ax2.grid(linestyle='--', linewidth=1)\n",
"#plot(figsize=(8, 5)) .plot(figsize=(15, 10), grid=True).grid(linestyle='--', linewidth=1);\n",
"\n",
"ax1.set(title = 'Concentration CO2',xlabel='Période',ylabel='Concentration (ppm)')\n",
"ax1.plot(data_lineaire['s5'])\n",
"#data1['s1'].plot()\n",
"ax1.plot(data_lineaire['reg_lineaire']) \n",
"data_lineaire['co2'] = data_lineaire['reg_lineaire']-data_lineaire['s5']\n",
"ax2.set(title = 'Variation de la concentration CO2',xlabel='Période',ylabel='Concentration (ppm)')\n",
"ax2.plot(data_lineaire['co2']); "
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Le résultat n'est pas satisfaisant ...\n",
"Nous pouvons faire une optimisation avec une fonction de la forme $a*(x-b)^2+c$"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"hideCode": true,
"hidePrompt": true,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.optimize import curve_fit\n",
"\n",
"def func_cube(x,a,b,c):\n",
" return a*(x-b)**(2)+c\n",
"\n",
"data_cube = df.copy()\n",
"popt, pcov = curve_fit(func_cube,data_cube['Date 2'],data_cube['s5'])\n",
"\n",
"def fcube(x):\n",
" return popt[0]*(x- popt[1])**(2)+popt[2]\n",
"\n",
"data_cube['reg_cube'] = fcube(data_cube['Date 2'])\n",
"\n",
"fig = plt.figure(figsize=(18, 5))\n",
"ax1 = fig.add_subplot(121)\n",
"ax2 = fig.add_subplot(122)\n",
"ax1.grid(linestyle='--', linewidth=1)\n",
"ax2.grid(linestyle='--', linewidth=1)\n",
"\n",
"ax1.set(title = 'Concentration CO2',xlabel='Période',ylabel='Concentration (ppm)')\n",
"ax1.plot(data_cube['s5'])\n",
"ax1.plot(data_cube['reg_cube']) \n",
"data_cube['co2'] = data_cube['reg_cube']-data_cube['s5']\n",
"ax2.set(title = 'Variation de la concentration CO2',xlabel='Période',ylabel='Concentration (ppm)')\n",
"ax2.plot(data_cube['co2']); "
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Nous recherchons l'oscillation lente et rapide, pour cela nous allons opéré en 2 étapes :\n",
"- Recherche de ces deux fréquences par FFT. \n",
"- Nous affinons l'estimation de ces fréquences à l'aide d'une approximation sinusoïdale (fréquence, amplitude, moyenne et phase) par les moindres carrés ordinaires.\n",
"\n",
"Nous considérons pour l'échantillonnage des données un pas constant, correspond à un intervalle de 1 mois $Te = \\frac {1}{12}$. Cet échantillonnage avec le nombre de point de mesure nous donne un échantillonnage en fréquence, ce pas est $\\frac {1} {(N*Te)} = 0.016 Hz$ \n"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hideOutput": true,
"hidePrompt": true
},
"source": [
"Utilisation de la fonction np.fft.fft pour transposer le signal temporel en signal fréquentiel à l’aide de la transformée de Fourier rapide. Le résultat $s5_fft$ est un tableau de nombres complexes. La densité spectrale de puissance est calculée à l’aide de l'estimateur appelé le périodogramme $ \\hat{S}_{s5} = \\frac {T_e}{N}|s5\\_ fft|^2 $ . Les fréquences sont ensuite calculées à l’aide de la fonction np.fft.fftfreq."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pas d'echantillonnage en fréquence : 0.016150740242261104\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"s5 = data_cube.co2 - data_cube.co2.mean()\n",
"s5_fft = np.fft.fft(s5) # calcul de la transformee de Fourier et des frequences\n",
"\n",
"n = s5.size\n",
"dt = 1/12\n",
"pds_s5 = (dt/n) * np.abs(s5_fft)**2 # densité spectral de puissance\n",
"freq = np.fft.fftfreq(n, d=dt) # fréquences associées\n",
"\n",
"f1 = 1/(n*dt)\n",
"print(f'Pas d\\'echantillonnage en fréquence : {f1}')\n",
"\n",
"freq = freq[:int(n/2)]\n",
"pds_s5 = pds_s5[:int(n/2)]\n",
"plt.figure(figsize=(18,5))\n",
"plt.title(\"Densité spectral de puissance\")\n",
"plt.stem(freq, pds_s5);"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Finalement, seules les 'moitiés droites' des tableaux sont conservées car les gauches contiennent les fréquences négatives."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Estimation de la frequence lente : 0.03230148048452221 \n",
" Esitmation de la fréquence rapide : 1.0013458950201883\n"
]
}
],
"source": [
"indide_f = np.where(pds_s5 > 5)\n",
"f_lente = indide_f[0][0] * f1\n",
"indide_f = np.where(pds_s5 > 20)\n",
"f_rapide = indide_f[0][-1] * f1\n",
" \n",
"print(f' Estimation de la frequence lente : {f_lente} \\n Esitmation de la fréquence rapide : {f_rapide}')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"hideCode": true,
"hidePrompt": true,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 2.94262259e-02 -7.52502508e-01 3.62279222e+01 -6.65764876e-02]\n",
"[1.00045982 2.84665915 3.31165223 0.00948579]\n"
]
}
],
"source": [
"def my_sin(x, f, amplitude, phase, offset):\n",
" return np.sin(x * f * 2 * np.pi + phase) * amplitude + offset\n",
"\n",
"# Estimation pour la variation lente\n",
"f0 = f_lente \n",
"ampl0= 1\n",
"phase0 = 0\n",
"offset0 = 0\n",
"\n",
"p0 = [f0,ampl0,phase0,offset0]\n",
"x = np.array(data_cube['Date 2'])\n",
"popt_l, pcov_l = curve_fit(my_sin, x , s5, p0 = p0)\n",
"print(popt_l)\n",
"ylent = my_sin(x,popt_l[0],popt_l[1],popt_l[2],popt_l[3])\n",
"fl = p0[0]\n",
"\n",
"# Estimation pour la variation rapide\n",
"f0 = f_rapide \n",
"ampl0= 3.5\n",
"p0 = [f0,ampl0,phase0,offset0]\n",
"popt_r, pcov_r = curve_fit(my_sin, x , s5, p0 = p0)\n",
"print(popt_r)\n",
"yrapide = my_sin(x,popt_r[0],popt_r[1],popt_r[2],popt_r[3]) \n",
"fr = p0[0]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"hideCode": true,
"hidePrompt": true,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(18,5))\n",
"ax1 = fig.add_subplot(121)\n",
"ax2 = fig.add_subplot(122)\n",
"ax1.grid(linestyle='--', linewidth=1)\n",
"ax2.grid(linestyle='--', linewidth=1)\n",
"\n",
"ax1.set(title = 'Variation concentration CO2 lente',xlabel='Période',ylabel='Concentration (ppm)')\n",
"ax1.plot(x,ylent,x,s5);\n",
"ax2.set(title = 'Variation concentration CO2 rapide',xlabel='Période',ylabel='Concentration (ppm)')\n",
"ax2.plot(x,yrapide,x,s5);"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Période lente 30.958333333333332\n",
" Période rapide 0.9986559139784947\n"
]
}
],
"source": [
"print(f' Période lente {1/fl}\\n Période rapide {1/fr}')"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Nous avons pour la variation lente une fréquence de 0.0294 Hz et pour la variation rapide de 1.0004 Hz. Sachant que 1 Hz \n",
"représente 1 an, nous avons un peu plus d'un an pour la variation rapide, et pour la variation lente une période d'environ 34 ans."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"data": {
"text/html": [
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" NaN \n",
" NaN \n",
" 315.70 \n",
" 317.45 \n",
" 317.51 \n",
" 317.24 \n",
" 315.86 \n",
" 314.93 \n",
" 313.21 \n",
" 312.44 \n",
" 313.33 \n",
" 314.67 \n",
" \n",
" \n",
" 1959 \n",
" 315.58 \n",
" 316.49 \n",
" 316.65 \n",
" 317.72 \n",
" 318.29 \n",
" 318.15 \n",
" 316.54 \n",
" 314.80 \n",
" 313.84 \n",
" 313.33 \n",
" 314.81 \n",
" 315.58 \n",
" \n",
" \n",
" 1960 \n",
" 316.43 \n",
" 316.98 \n",
" 317.58 \n",
" 319.03 \n",
" 320.04 \n",
" 319.59 \n",
" 318.18 \n",
" 315.90 \n",
" 314.17 \n",
" 313.83 \n",
" 315.00 \n",
" 316.19 \n",
" \n",
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" 1961 \n",
" 316.89 \n",
" 317.70 \n",
" 318.54 \n",
" 319.48 \n",
" 320.58 \n",
" 319.77 \n",
" 318.57 \n",
" 316.79 \n",
" 314.99 \n",
" 315.31 \n",
" 316.10 \n",
" 317.01 \n",
" \n",
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" 1962 \n",
" 317.94 \n",
" 318.55 \n",
" 319.68 \n",
" 320.57 \n",
" 321.02 \n",
" 320.62 \n",
" 319.61 \n",
" 317.40 \n",
" 316.25 \n",
" 315.42 \n",
" 316.69 \n",
" 317.70 \n",
" \n",
" \n",
" 1963 \n",
" 318.74 \n",
" 319.07 \n",
" 319.86 \n",
" 321.38 \n",
" 322.25 \n",
" 321.48 \n",
" 319.74 \n",
" 317.77 \n",
" 316.21 \n",
" 315.99 \n",
" 317.07 \n",
" 318.35 \n",
" \n",
" \n",
" 1964 \n",
" 319.57 \n",
" 320.01 \n",
" 320.74 \n",
" 321.83 \n",
" 322.26 \n",
" 321.89 \n",
" 320.44 \n",
" 318.69 \n",
" 316.71 \n",
" 316.87 \n",
" 317.68 \n",
" 318.71 \n",
" \n",
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" ... \n",
" ... \n",
" ... \n",
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" ... \n",
" \n",
" \n",
" 2014 \n",
" 397.93 \n",
" 398.10 \n",
" 399.47 \n",
" 401.33 \n",
" 401.88 \n",
" 401.31 \n",
" 399.07 \n",
" 397.21 \n",
" 395.40 \n",
" 395.65 \n",
" 397.23 \n",
" 398.79 \n",
" \n",
" \n",
" 2015 \n",
" 399.85 \n",
" 400.31 \n",
" 401.51 \n",
" 403.45 \n",
" 404.10 \n",
" 402.88 \n",
" 401.61 \n",
" 399.00 \n",
" 397.50 \n",
" 398.28 \n",
" 400.24 \n",
" 401.89 \n",
" \n",
" \n",
" 2016 \n",
" 402.65 \n",
" 404.16 \n",
" 404.85 \n",
" 407.57 \n",
" 407.66 \n",
" 407.00 \n",
" 404.50 \n",
" 402.24 \n",
" 401.01 \n",
" 401.50 \n",
" 403.64 \n",
" 404.55 \n",
" \n",
" \n",
" 2017 \n",
" 406.07 \n",
" 406.64 \n",
" 407.06 \n",
" 408.95 \n",
" 409.91 \n",
" 409.12 \n",
" 407.20 \n",
" 405.24 \n",
" 403.27 \n",
" 403.64 \n",
" 405.17 \n",
" 406.75 \n",
" \n",
" \n",
" 2018 \n",
" 408.05 \n",
" 408.34 \n",
" 409.25 \n",
" 410.30 \n",
" 411.30 \n",
" 410.88 \n",
" 408.90 \n",
" 407.10 \n",
" 405.59 \n",
" 405.99 \n",
" 408.12 \n",
" 409.23 \n",
" \n",
" \n",
" 2019 \n",
" 410.92 \n",
" 411.66 \n",
" 412.00 \n",
" 413.52 \n",
" 414.83 \n",
" 413.96 \n",
" 411.85 \n",
" 410.08 \n",
" 408.55 \n",
" 408.43 \n",
" 410.28 \n",
" 411.85 \n",
" \n",
" \n",
" 2020 \n",
" 413.37 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
63 rows × 12 columns
\n",
"
"
],
"text/plain": [
"Mn 1 2 3 4 5 6 7 8 9 \\\n",
"Yr \n",
"1958 NaN NaN 315.70 317.45 317.51 317.24 315.86 314.93 313.21 \n",
"1959 315.58 316.49 316.65 317.72 318.29 318.15 316.54 314.80 313.84 \n",
"1960 316.43 316.98 317.58 319.03 320.04 319.59 318.18 315.90 314.17 \n",
"1961 316.89 317.70 318.54 319.48 320.58 319.77 318.57 316.79 314.99 \n",
"1962 317.94 318.55 319.68 320.57 321.02 320.62 319.61 317.40 316.25 \n",
"1963 318.74 319.07 319.86 321.38 322.25 321.48 319.74 317.77 316.21 \n",
"1964 319.57 320.01 320.74 321.83 322.26 321.89 320.44 318.69 316.71 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"2014 397.93 398.10 399.47 401.33 401.88 401.31 399.07 397.21 395.40 \n",
"2015 399.85 400.31 401.51 403.45 404.10 402.88 401.61 399.00 397.50 \n",
"2016 402.65 404.16 404.85 407.57 407.66 407.00 404.50 402.24 401.01 \n",
"2017 406.07 406.64 407.06 408.95 409.91 409.12 407.20 405.24 403.27 \n",
"2018 408.05 408.34 409.25 410.30 411.30 410.88 408.90 407.10 405.59 \n",
"2019 410.92 411.66 412.00 413.52 414.83 413.96 411.85 410.08 408.55 \n",
"2020 413.37 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"\n",
"Mn 10 11 12 \n",
"Yr \n",
"1958 312.44 313.33 314.67 \n",
"1959 313.33 314.81 315.58 \n",
"1960 313.83 315.00 316.19 \n",
"1961 315.31 316.10 317.01 \n",
"1962 315.42 316.69 317.70 \n",
"1963 315.99 317.07 318.35 \n",
"1964 316.87 317.68 318.71 \n",
"... ... ... ... \n",
"2014 395.65 397.23 398.79 \n",
"2015 398.28 400.24 401.89 \n",
"2016 401.50 403.64 404.55 \n",
"2017 403.64 405.17 406.75 \n",
"2018 405.99 408.12 409.23 \n",
"2019 408.43 410.28 411.85 \n",
"2020 NaN NaN NaN \n",
"\n",
"[63 rows x 12 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1 = pd.crosstab(df['Yr'],df['Mn'],values=df['s5'],aggfunc=pd.Series)\n",
"df1"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" \n",
" count \n",
" 62.000000 \n",
" 61.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" 62.000000 \n",
" \n",
" \n",
" mean \n",
" 355.559355 \n",
" 355.375574 \n",
" 355.535484 \n",
" 356.896613 \n",
" 357.509355 \n",
" 356.924839 \n",
" 355.428871 \n",
" 353.441129 \n",
" 351.778871 \n",
" 351.775806 \n",
" 353.175645 \n",
" 354.473387 \n",
" \n",
" \n",
" std \n",
" 28.938877 \n",
" 28.209759 \n",
" 28.425552 \n",
" 28.578804 \n",
" 28.657777 \n",
" 28.563221 \n",
" 28.395757 \n",
" 28.315031 \n",
" 28.340139 \n",
" 28.507786 \n",
" 28.700183 \n",
" 28.819885 \n",
" \n",
" \n",
" min \n",
" 315.580000 \n",
" 316.490000 \n",
" 315.700000 \n",
" 317.450000 \n",
" 317.510000 \n",
" 317.240000 \n",
" 315.860000 \n",
" 314.800000 \n",
" 313.210000 \n",
" 312.440000 \n",
" 313.330000 \n",
" 314.670000 \n",
" \n",
" \n",
" 25% \n",
" 329.612500 \n",
" 330.710000 \n",
" 330.595000 \n",
" 331.787500 \n",
" 332.632500 \n",
" 332.115000 \n",
" 330.947500 \n",
" 329.330000 \n",
" 327.450000 \n",
" 327.227500 \n",
" 328.235000 \n",
" 328.872500 \n",
" \n",
" \n",
" 50% \n",
" 353.210000 \n",
" 353.070000 \n",
" 352.950000 \n",
" 354.505000 \n",
" 354.945000 \n",
" 354.460000 \n",
" 353.140000 \n",
" 351.050000 \n",
" 349.270000 \n",
" 349.435000 \n",
" 350.685000 \n",
" 351.930000 \n",
" \n",
" \n",
" 75% \n",
" 377.952500 \n",
" 377.370000 \n",
" 377.820000 \n",
" 379.787500 \n",
" 380.052500 \n",
" 379.195000 \n",
" 377.470000 \n",
" 375.492500 \n",
" 373.782500 \n",
" 373.915000 \n",
" 375.467500 \n",
" 377.002500 \n",
" \n",
" \n",
" max \n",
" 413.370000 \n",
" 411.660000 \n",
" 412.000000 \n",
" 413.520000 \n",
" 414.830000 \n",
" 413.960000 \n",
" 411.850000 \n",
" 410.080000 \n",
" 408.550000 \n",
" 408.430000 \n",
" 410.280000 \n",
" 411.850000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
"Mn 1 2 3 4 5 6 \\\n",
"count 62.000000 61.000000 62.000000 62.000000 62.000000 62.000000 \n",
"mean 355.559355 355.375574 355.535484 356.896613 357.509355 356.924839 \n",
"std 28.938877 28.209759 28.425552 28.578804 28.657777 28.563221 \n",
"min 315.580000 316.490000 315.700000 317.450000 317.510000 317.240000 \n",
"25% 329.612500 330.710000 330.595000 331.787500 332.632500 332.115000 \n",
"50% 353.210000 353.070000 352.950000 354.505000 354.945000 354.460000 \n",
"75% 377.952500 377.370000 377.820000 379.787500 380.052500 379.195000 \n",
"max 413.370000 411.660000 412.000000 413.520000 414.830000 413.960000 \n",
"\n",
"Mn 7 8 9 10 11 12 \n",
"count 62.000000 62.000000 62.000000 62.000000 62.000000 62.000000 \n",
"mean 355.428871 353.441129 351.778871 351.775806 353.175645 354.473387 \n",
"std 28.395757 28.315031 28.340139 28.507786 28.700183 28.819885 \n",
"min 315.860000 314.800000 313.210000 312.440000 313.330000 314.670000 \n",
"25% 330.947500 329.330000 327.450000 327.227500 328.235000 328.872500 \n",
"50% 353.140000 351.050000 349.270000 349.435000 350.685000 351.930000 \n",
"75% 377.470000 375.492500 373.782500 373.915000 375.467500 377.002500 \n",
"max 411.850000 410.080000 408.550000 408.430000 410.280000 411.850000 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1.describe()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"hideCode": true,
"hidePrompt": true,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
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" \n",
" \n",
" 1959 \n",
" 0.0411 \n",
" 0.1260 \n",
" 0.2027 \n",
" 0.2877 \n",
" 0.3699 \n",
" 0.4548 \n",
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" 0.6219 \n",
" 0.7068 \n",
" 0.7890 \n",
" 0.8740 \n",
" 0.9562 \n",
" \n",
" \n",
" 1960 \n",
" 0.0410 \n",
" 0.1257 \n",
" 0.2049 \n",
" 0.2896 \n",
" 0.3716 \n",
" 0.4563 \n",
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" 0.6230 \n",
" 0.7077 \n",
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" 0.8743 \n",
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" \n",
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" 0.4548 \n",
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" 0.6219 \n",
" 0.7068 \n",
" 0.7890 \n",
" 0.8740 \n",
" 0.9562 \n",
" \n",
" \n",
" 1962 \n",
" 0.0411 \n",
" 0.1260 \n",
" 0.2027 \n",
" 0.2877 \n",
" 0.3699 \n",
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" 0.5370 \n",
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" \n",
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\n",
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"text/plain": [
"Mn 1 2 3 4 5 6 7 8 9 \\\n",
"Yr \n",
"1958 NaN NaN 0.2027 0.2877 0.3699 0.4548 0.5370 0.6219 0.7068 \n",
"1959 0.0411 0.1260 0.2027 0.2877 0.3699 0.4548 0.5370 0.6219 0.7068 \n",
"1960 0.0410 0.1257 0.2049 0.2896 0.3716 0.4563 0.5383 0.6230 0.7077 \n",
"1961 0.0411 0.1260 0.2027 0.2877 0.3699 0.4548 0.5370 0.6219 0.7068 \n",
"1962 0.0411 0.1260 0.2027 0.2877 0.3699 0.4548 0.5370 0.6219 0.7068 \n",
"\n",
"Mn 10 11 12 \n",
"Yr \n",
"1958 0.7890 0.8740 0.9562 \n",
"1959 0.7890 0.8740 0.9562 \n",
"1960 0.7896 0.8743 0.9563 \n",
"1961 0.7890 0.8740 0.9562 \n",
"1962 0.7890 0.8740 0.9562 "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = df['Date 2'] - df['Yr']\n",
"df2 = pd.crosstab(df['Yr'],df['Mn'],values= m,aggfunc=pd.Series)\n",
"df2.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"On observe pour certaine année un pas différent à partir du mois de février cela est du aux années bissextiles. Dans l'intervalle d'extrapolation, nous avons l'année 2020 et 2024 en année bissextile."
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"source": [
"Nous créons une nouvelle DataFrame pour l'interpolation, elle ne contient que les colonnes nécessaire à l'extrapolation."
]
},
{
"cell_type": "code",
"execution_count": 274,
"metadata": {
"hideCode": true,
"hidePrompt": true
},
"outputs": [
{
"data": {
"text/plain": [
"2020"
]
},
"execution_count": 274,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfa = df[['Yr','Mn','Date 2','s5']]\n",
"an_b = df2.loc[1960, : ]\n",
"an_n = df2.loc[1961, : ]\n",
"year, mois = dfa[-1:]['Yr'].values, dfa[-1:]['Mn'].values\n",
"#for val in per1: \n",
"# print(val.date()) "
]
},
{
"cell_type": "code",
"execution_count": 327,
"metadata": {
"hideCode": true,
"hidePrompt": true,
"scrolled": false
},
"outputs": [
{
"data": {
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" Data 2 \n",
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" \n",
" \n",
" \n",
" 2020-01-01 \n",
" 2020.0410 \n",
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72 rows × 3 columns
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"text/plain": [
" Data 2 Mn Yr\n",
"2020-01-01 2020.0410 1 2020\n",
"2020-02-01 2020.1257 2 2020\n",
"2020-03-01 2020.2049 3 2020\n",
"2020-04-01 2020.2896 4 2020\n",
"2020-05-01 2020.3716 5 2020\n",
"2020-06-01 2020.4563 6 2020\n",
"2020-07-01 2020.5383 7 2020\n",
"... ... .. ...\n",
"2025-06-01 2025.4548 6 2025\n",
"2025-07-01 2025.5370 7 2025\n",
"2025-08-01 2025.6219 8 2025\n",
"2025-09-01 2025.7068 9 2025\n",
"2025-10-01 2025.7890 10 2025\n",
"2025-11-01 2025.8740 11 2025\n",
"2025-12-01 2025.9562 12 2025\n",
"\n",
"[72 rows x 3 columns]"
]
},
"execution_count": 327,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Année de fin d'extrapolation \n",
"ymj_fin = datetime.date(2025, 12, 1)\n",
"\n",
"ymj = df[-1:].index[0].isoformat() \n",
"per1 = pd.date_range(start = ymj,end =ymj_fin, freq=pd.DateOffset(months=1))\n",
"Yr = pd.Series([q.year for q in per1],index = per1 )\n",
"Mn = pd.Series([q.month for q in per1],index = per1)\n",
" \n",
"s = [] # oblication d'initialiser ....\n",
"[s.extend(list(an_n)) if i%4!=0 else s.extend(list(an_b)) for i in np.arange(ymj_fin.year- year[0]+1)]\n",
"Data2 = pd.Series(s,index = per1)\n",
"dfa = pd.DataFrame({'Yr' : Yr,'Mn' : Mn,'Data 2' : Data2 + Yr})\n",
"#dfa = pd.DataFrame({'Data2' : Data2})\n",
"dfa"
]
},
{
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"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
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"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
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