From ad8abdb2a4cb413ac40d08b3ac3a153450cb30ce Mon Sep 17 00:00:00 2001 From: f82c1c4a1227cdba8ff3317d228324d6 Date: Mon, 1 Apr 2024 20:29:17 +0000 Subject: [PATCH] resultb --- module3/exo3/exercice.ipynb | 182 +++++++++++++++++++++++++++++++----- 1 file changed, 157 insertions(+), 25 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 9420f5d..ed49a85 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -83,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -143,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -193,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -222,12 +222,36 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Date Concentration Year Mean CO2 Concentration Oscilation\n", + "0 1958-03-29 316.19 1958 315.474 0.716\n", + "1 1958-04-05 317.31 1958 315.474 1.836\n", + "2 1958-04-12 317.69 1958 315.474 2.216\n", + "3 1958-04-19 317.58 1958 315.474 2.106\n", + "4 1958-04-26 316.48 1958 315.474 1.006\n" + ] + } + ], + "source": [ + "# Obtencion de la oscilacion et créez une nouvelle colonne 'Oscilation'\n", + "data['Oscilation'] = data['Concentration']-data['Mean CO2 Concentration']\n", + "print(data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -241,8 +265,8 @@ "source": [ "# Création du graphique pour montrer l'oscillation de la concentration de CO2 par an au fil du temps\n", "plt.figure(figsize=(10, 6))\n", - "plt.plot(data['Date'], data['Concentration']-data['Mean CO2 Concentration'], label='Mean CO2 Concentration per Year Over Time')\n", - "plt.title('Mean CO2 Concentration per Year Over Time')\n", + "plt.plot(data['Date'], data['Oscilation'], label='Oscilation CO2 Concentration Over Time')\n", + "plt.title('Oscilation CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "plt.legend()\n", @@ -251,12 +275,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -270,8 +294,8 @@ "source": [ "# Création du graphique pour montrer l'oscillation de la concentration de CO2 par an au fil du temps (300 dernières lignes du tableau)\n", "plt.figure(figsize=(10, 6))\n", - "plt.plot(data['Date'][-300:], data['Concentration'][-300:]-data['Mean CO2 Concentration'][-300:], label='Mean CO2 Concentration per Year Over Time')\n", - "plt.title('Mean CO2 Concentration per Year Over Time')\n", + "plt.plot(data['Date'][-300:], data['Oscilation'][-300:], label='Oscilation CO2 Concentration Over Time')\n", + "plt.title('Oscilation CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "plt.legend()\n", @@ -280,17 +304,127 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Modéliser la évolution lente pour extrapolation jusqu’en 2025\n", + "import numpy as np\n", + "from sklearn.linear_model import LinearRegression" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Regression coefficient: 0.03169965286205089\n", + "Intercept: 305.8667902052942\n", + "R-squared (R²): 0.9813151125069396\n", + "It is considered a linear model, or line, that verifies the linear function Y=M.X + H with M: Regression coefficient, H: Intercept, and R-squared (R²): proportion of the total variability of the variable dependent that is explained by the model\n", + "Predicted CO2 concentration in 2025: 416.3083807766795 ppm\n" + ] + } + ], + "source": [ + "# Modéliser une évolution lente en utilisant la régression linéaire\n", + "X = np.arange(len(data)).reshape(-1, 1) # Variable indépendante : nombre de semaines\n", + "y = data['Mean CO2 Concentration'].values.reshape(-1, 1) # Variable dépendante : concentration de CO2\n", + "\n", + "# Ajuster le modèle de régression linéaire\n", + "model = LinearRegression()\n", + "model.fit(X, y)\n", + "\n", + "# Paramètres du modèle de régression linéaire\n", + "# Obtenez les coefficients de régression et l'interception\n", + "coeficiente = model.coef_[0][0]\n", + "intercepto = model.intercept_[0]\n", + "\n", + "# Obtenir le coefficient de détermination (R²)\n", + "r_cuadrado = model.score(X, y)\n", + "\n", + "# Imprimer les paramètres du modèle\n", + "print(\"Regression coefficient:\", coeficiente)\n", + "print(\"Intercept:\", intercepto)\n", + "print(\"R-squared (R²):\", r_cuadrado)\n", + "print(\"It is considered a linear model, or line, that verifies the linear function Y=M.X + H with M: Regression coefficient, H: Intercept, and R-squared (R²): proportion of the total variability of the variable dependent that is explained by the model\")\n", + "\n", + "\n", + "# Prédire la concentration de CO2 en 2025\n", + "weeks_in_2025 = (2025 - data['Date'].dt.year.min()) * 52\n", + "predicted_CO2_2025 = model.predict([[weeks_in_2025]])\n", + "\n", + "print(\"Predicted CO2 concentration in 2025:\", predicted_CO2_2025[0][0], \"ppm\")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Caractériser l’oscillation\n", + "import numpy as np\n", + "# from scipy.fft import fft # fft desde scipy.fft, tiene problemas para cargarse, puede ser que se este utilizando una versión de SciPy anterior a la 1.4.0. La función fft se agregó en SciPy versión 1.4.0.\n", + "# Para resolver el problema se puede utilizar la función fft de numpy en su lugar, ya que numpy también proporciona funciones para realizar la transformada de Fourier" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Date Concentration Year Mean CO2 Concentration Oscilation\n", + "0 1958-03-29 316.19 1958 315.474 0.716\n", + "1 1958-04-05 317.31 1958 315.474 1.836\n", + "2 1958-04-12 317.69 1958 315.474 2.216\n", + "3 1958-04-19 317.58 1958 315.474 2.106\n", + "4 1958-04-26 316.48 1958 315.474 1.006\n" + ] + } + ], + "source": [ + "print(data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Frecuencia dominante de oscilación: 0.019356759976176297 ciclos/sem\n", + "Amplitud máxima de oscilación: 3207.2901558554163\n" + ] + } + ], + "source": [ + "# Calcular la transformada de Fourier de la serie temporal de concentración de CO2\n", + "co2_fft = np.fft.fft(data['Oscilation'])\n", + "\n", + "# Calcular las frecuencias correspondientes a las componentes de Fourier\n", + "n = len(data)\n", + "frequencies = np.fft.fftfreq(n, d=1) # Frecuencias en ciclos por semana\n", + "\n", + "# Encontrar la frecuencia y la amplitud máximas\n", + "max_freq_index = np.argmax(np.abs(co2_fft))\n", + "max_freq = frequencies[max_freq_index]\n", + "max_amplitude = np.abs(co2_fft[max_freq_index])\n", + "\n", + "print(\"Frecuencia dominante de oscilación:\", max_freq, \"ciclos/sem\")\n", + "print(\"Amplitud máxima de oscilación:\", max_amplitude)" + ] }, { "cell_type": "markdown", @@ -590,9 +724,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "\n" - ] + "source": [] }, { "cell_type": "code", -- 2.18.1