diff --git a/exercice_en .ipynb b/exercice_en .ipynb new file mode 100644 index 0000000000000000000000000000000000000000..1c05f032e7fc74c819a754ad03d601187c14f444 --- /dev/null +++ b/exercice_en .ipynb @@ -0,0 +1,1146 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Subject 1: CO2 concentration in the atmosphere since 1958" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In 1958, Charles David Keeling initiated a measurement of the concentration of CO2 in the atmosphere at the Mauna Loa Observatory, Hawaii, United States which continues to this day. The initial goal was to study seasonal variation, but interest later shifted to studying the increasing trend in the context of climate change. In honor of Keeling, this dataset is often referred to as the \"Keeling Curve\" (see https://en.wikipedia.org/wiki/Keeling_Curve for the history and significance of this data).\n", + "\n", + "The data is available on the Scripps Institute website. We use the file with weekly observations. Please note, this file is updated regularly with new observations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this computational document the following is done:\n", + "\n", + "1. A graph is generated illustrating a periodic oscillation superimposed on a slower systematic evolution.\n", + "2. These two phenomena are separated. A simple, linear model is proposed for the slow contribution, its parameters are estimated and an extrapolation is attempted until 2025 (with the aim of validating the model through future observations). The periodic oscillation is characterized. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To process the data read and downloaded from the web, and obtain results, code in Python language is used importing the Python necessary libraries." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start by importing the necessary Python libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing the necessary libraries\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Download the data from the website and save a local copy of the downloaded version" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Downloading and loading data\n", + "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Load data from a local CSV file\n", + "data_file = \"weekly_in_situ_co2.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A first inspection of the data is carried out opening the .csv file and it is noted that the data, dates and CO2 concentrations, appear from line 44 in two columns.\n", + "The data in .csv format is loaded into a panda table taking into account the pre-inspection considerations and a first visualization of the columns is performed." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Date Concentration\n", + "0 1958-03-29 316.19\n", + "1 1958-04-05 317.31\n", + "2 1958-04-12 317.69\n", + "3 1958-04-19 317.58\n", + "4 1958-04-26 316.48\n" + ] + } + ], + "source": [ + "# Load data into a pandas table\n", + "# data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0], names = ['Date', 'Concentration'])\n", + "data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], names = ['Date', 'Concentration'])\n", + "# Displaying the first rows of data for verification\n", + "print(data.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We also pay attention to missing data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# All rows containing at least one null value (NaN) in a column are deleted\n", + "data = data.dropna()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data from the pandas table is graphed, the CO2 concentration is graphed as a function of the date" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Creation of the complete graph\n", + "plt.figure(figsize=(15, 6))\n", + "plt.plot(data['Date'], data['Concentration'], label='CO2 Concentration')\n", + "plt.title('CO2 Concentration Over Time')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('CO2 Concentration (ppm)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the graph two superimposed phenomena are distinguished, a periodic oscillation superimposed on a slow upward evolution (slow contribution).\n", + "For a better visualization of the periodic oscillation, only the last 300 rows of the table are graphed." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Creation of the complete graph. Creating the graph to show the oscillation (last 300 rows of the table)\n", + "plt.figure(figsize=(15, 6))\n", + "plt.plot(data['Date'][-300:], data['Concentration'][-300:], label='CO2 Concentration')\n", + "plt.title('CO2 Concentration Over Time')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('CO2 Concentration (ppm)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are interested in adding a column to the table with the year of measurement. This is useful to separate the two phenomena identified in the full data graph.\n", + "\n", + "For this we first convert the date of the \"date\" column to the \"datatime\" type" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Date Concentration Year\n", + "0 1958-03-29 316.19 1958\n", + "1 1958-04-05 317.31 1958\n", + "2 1958-04-12 317.69 1958\n", + "3 1958-04-19 317.58 1958\n", + "4 1958-04-26 316.48 1958\n" + ] + } + ], + "source": [ + "# Convert the 'Date' column to \"datatime\" type\n", + "data['Date'] = pd.to_datetime(data['Date'])\n", + "# Extract the year from the 'Date' column and create a new 'Year' column\n", + "data['Year'] = data['Date'].dt.year\n", + "# Displaying the first rows of data for verification\n", + "print(data.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To separate the two phenomena, there are many ways of doing things. For this example, the concentrations of each year are averaged to obtain the average values per year and obtain a more linear graph (slow contribution), then the difference between the initial data and the average values of each year is calculated to study the periodic oscillation" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Date Concentration Year Mean_CO2_Concentration\n", + "0 1958-03-29 316.19 1958 315.474\n", + "1 1958-04-05 317.31 1958 315.474\n", + "2 1958-04-12 317.69 1958 315.474\n", + "3 1958-04-19 317.58 1958 315.474\n", + "4 1958-04-26 316.48 1958 315.474\n" + ] + } + ], + "source": [ + "# Slow contribution\n", + "# Determine the annual average of CO2 concentrations and create a new column 'Mean_CO2_Concentration'\n", + "data['Mean_CO2_Concentration'] = data.groupby('Year')['Concentration'].transform('mean')\n", + "# Displaying the first rows of data for verification\n", + "print(data.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A graph is made with the average CO2 concentration per year" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Slow contribution. Creating the graph to show the average CO2 concentration per year over time\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(data['Date'], data['Mean_CO2_Concentration'], label='Mean CO2 Concentration per Year Over Time')\n", + "plt.title('Mean CO2 Concentration per Year Over Time')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('CO2 Concentration (ppm)')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The graph with the average values per year shows horizontal segments for each year which can give the wrong indication that the concentration is constant throughout the year.\n", + "\n", + "To correct this aspect of the graph, a new graph is made but indicating the average CO2 concentration value for the year with a point." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Year\n", + "1958 315.474000\n", + "1959 315.945417\n", + "1960 316.898868\n", + "1961 317.634038\n", + "1962 318.597708\n", + "Name: Mean_CO2_Concentration, dtype: float64\n" + ] + } + ], + "source": [ + "# Slow contribution\n", + "# Determine the annual average of CO2 concentrations\n", + "annual_mean_co2 = data.groupby('Year')['Concentration'].mean()\n", + "\n", + "# Rename the second column\n", + "annual_mean_co2 = annual_mean_co2.rename('Mean_CO2_Concentration')\n", + "\n", + "# Displaying the first rows of data for verification\n", + "print(annual_mean_co2.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A graph is made with points that indicate the average CO2 concentration of the year" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Slow contribution. Creating the graph to show the average CO2 concentration per year over time\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(annual_mean_co2.index, annual_mean_co2.values, marker='o', linestyle='-', label='Mean CO2 Concentration per Year Over Time')\n", + "plt.title('Mean CO2 Concentration per Year Over Time')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('CO2 Concentration (ppm)')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now proceed to analyze and determine the periodic oscillation.\n", + "\n", + "For this, a new column \"Oscilation\" is created in the Pandas table with the difference between the original CO2 concentration value and the average value per year calculated in the \"Mean_CO2_Concentration\" column" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "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": [ + "# Periodic oscillation. Obtaining the oscillation and creating a new colony 'Oscillation'\n", + "data['Oscilation'] = data['Concentration']-data['Mean_CO2_Concentration']\n", + "# Displaying the first rows of data for verification\n", + "print(data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Periodic oscillation. Creation of the graph to monitor the oscillation of the CO2 concentration over the time\n", + "plt.figure(figsize=(10, 6))\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", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Periodic oscillation. Creation of the graph to monitor the oscillation of the CO2 concentration over the time (last 300 rows of the table)\n", + "plt.figure(figsize=(10, 6))\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", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Slow contribution. For the slow contribution and then subsequent extrapolation, no complicated techniques is applied. We try to fit a straight line. Likewise, one can fit a straight line, a parabola, an exponential, and then select what works best. Our first objective is not to implement advanced mathematical techniques, but to write a clear and understandable computer document\n", + "\n", + "Model the slow evolution for extrapolation to 2025" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# Slow contribution. Model the slow evolution for extrapolation to 2025\n", + "# Importing the necessary libraries\n", + "import numpy as np\n", + "from sklearn.linear_model import LinearRegression" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Regression coefficient: 0.03169965286205089\n", + "Intercept: 305.8667902052942\n", + "R-squared (R²): 0.9813151125069396\n", + "Predicted CO2 concentration in 2025: 416.3083807766795 ppm\n" + ] + } + ], + "source": [ + "# Contribution lente. 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", + "\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": "markdown", + "metadata": {}, + "source": [ + "Here above, 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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour amelliorer le document un plot est plus utile que les paramètres de la régression." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Visualizar la evolución temporal de la concentración de CO2\n", + "plt.figure(figsize=(12, 8)) # Aumentar el tamaño de la figura\n", + "plt.plot(data['Date'], data['Concentration'], label='Concentración de CO2', color='blue')\n", + "plt.xlabel('Fecha')\n", + "plt.ylabel('Concentración de CO2 (ppm)')\n", + "plt.title('Evolución temporal de la concentración de CO2')# Graficar el modelo de regresión lineal y la proyección\n", + "\n", + "plt.plot(data['Date'], model.predict(X), label='Modelo de regresión lineal', color='red')\n", + "plt.plot(pd.to_datetime(['2025-01-01']), predicted_CO2_2025, marker='o', markersize=8, label='Proyección a 2025', color='green')\n", + "\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Oscillation périodique. Caractériser l’oscillation\n", + "import numpy as np\n", + "# from scipy.fft import fft " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "fft de scipy.fft, a des problèmes de chargement, il se peut que nous utilisions une version de SciPy antérieure à 1.4.0. La fonction fft a été ajoutée dans SciPy version 1.4.0.\n", + "Pour résoudre le problème, nous pouvons utiliser la fonction fft de numpy à la place, puisque numpy fournit également des fonctions pour effectuer la transformée de Fourier" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "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": [ + "# Oscillation périodique. Caractériser l’oscillation\n", + "# Affichage des premières lignes des données pour vérification\n", + "print(data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dominant oscillation frequency: 51.661538461538456 week/cycles\n", + "Maximum oscillation amplitude in CO2 anomalies: 3207.2901558554163 ppm\n" + ] + } + ], + "source": [ + "# Oscillation périodique. Calculer la transformée de Fourier de la série chronologique des anomalies CO2\n", + "co2_oscilation_fft = np.fft.fft(data['Oscilation'])\n", + "\n", + "# Calculer les fréquences correspondant aux composantes de Fourier\n", + "n = len(data)\n", + "frequencies = np.fft.fftfreq(n, d=1) # Fréquences en cycles par semaine\n", + "\n", + "# Trouver la fréquence et l'amplitude maximales\n", + "max_freq_index = np.argmax(np.abs(co2_oscilation_fft))\n", + "max_freq = frequencies[max_freq_index]\n", + "max_amplitude = np.abs(co2_oscilation_fft[max_freq_index])\n", + "\n", + "# Calcula la frecuencia inversa en semanas por ciclo\n", + "max_freq_week_cycles = 1 / max_freq\n", + "\n", + "print(\"Dominant oscillation frequency:\", max_freq_week_cycles, \"week/cycles\")\n", + "print(\"Maximum oscillation amplitude in CO2 anomalies:\", max_amplitude, \"ppm\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comment caractériser l'oscillation périodique en calculant la transformée de Fourier donne des valeurs pas faciles à comprendre a priori, une autre manière est choisie pour caractériser l'oscillation\n" + ] + } + ], + "source": [ + "# Oscillation périodique. Comment caractériser l'oscillation en calculant la transformée de Fourier donne des valeurs pas faciles à comprendre a priori, une autre manière est choisie pour caractériser l'oscillation\n", + "print(\"Comment caractériser l'oscillation périodique en calculant la transformée de Fourier donne des valeurs pas faciles à comprendre a priori, une autre manière est choisie pour caractériser l'oscillation\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Oscillation périodique. Création du graphique pour montrer l'oscillation de la concentration de CO2 au fil du temps (300 dernières lignes du tableau)\n", + "plt.figure(figsize=(10, 6))\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", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximum oscillation amplitude in CO2 anomalies: 4.419807692307586 ppm\n", + "Minimum oscillation amplitude in CO2 anomalies: -4.191923076923047 ppm\n" + ] + } + ], + "source": [ + "# Oscillation périodique. Calculez la valeur maximale et minimale de la colonne 'Oscillation'\n", + "maximum_value = data['Oscilation'].max()\n", + "minimum_value = data['Oscilation'].min()\n", + "\n", + "print(\"Maximum oscillation amplitude in CO2 anomalies:\", maximum_value, \"ppm\")\n", + "print(\"Minimum oscillation amplitude in CO2 anomalies:\", minimum_value, \"ppm\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the graph it is observed that maximum oscillation values around 3 ppm are frequent and the same is true for minimum oscillation values around -3 ppm\"" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cette forme de détermination ne donne pas de résultats car les données de concentration de CO2 de l'oscillation ne valent pas zéro mais ont de faibles valeurs, à la fois positives et négatives, donc la méthode correcte doit détecter ces passages par zéro\n" + ] + } + ], + "source": [ + "# Oscillation périodique. Trouver les indices où la concentration est égale à zéro\n", + "zero_indices = data.index[data['Oscilation'] == 0].tolist()\n", + "\n", + "# Calculer les temps entre deux passages à zéro consécutifs\n", + "times_between_steps = []\n", + "for i in range(1, len(zero_indices)):\n", + " time_between_steps = data.iloc[zero_indices[i]]['Date'] - data.iloc[zero_indices[i-1]]['Date']\n", + " times_between_steps.append(time_between_steps)\n", + "\n", + "# Calculer le temps moyen entre les passages à zéro\n", + "# average_time_between_steps = sum(times_between_steps, pd.Timedelta(0)) / len(times_between_steps)\n", + "\n", + "# print(\"Average time between zero steps:\", average_time_between_steps)\n", + "print(\"Cette forme de détermination ne donne pas de résultats car les données de concentration de CO2 de l'oscillation ne valent pas zéro mais ont de faibles valeurs, à la fois positives et négatives, donc la méthode correcte doit détecter ces passages par zéro\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average time between zero crossings: 69 days 15:11:01.224489\n" + ] + } + ], + "source": [ + "# Oscillation périodique. Identifier les passages à zéro\n", + "crosses_by_zero = (data['Oscilation'] * data['Oscilation'].shift(1) < 0) & (data['Oscilation'] != 0) # Série booléenne qui contient True dans les lignes où un passage à zéro se produit dans la colonne « Oscilation » du DataFrame et False dans les autres lignes. Cette série est ensuite utilisée pour filtrer le DataFrame et obtenir les lignes qui correspondent aux passages par zéro\n", + "\n", + "# Filtrer les lignes contenant des passages à zéro\n", + "data_crosses_by_zero = data[crosses_by_zero]\n", + "\n", + "# Calculer les temps entre les passages à zéro consécutifs\n", + "times_between_crosses = data_crosses_by_zero['Date'].diff().mean()\n", + "\n", + "print(\"Average time between zero crossings:\", times_between_crosses)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Subject 4: Latency and capacity estimation for a network connection from asymmetric measurements\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# Importation des bibliothèques nécessaires\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# Importation des bibliothèques nécessaires\n", + "url_liglab2 = \"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/liglab2.log.gz\"\n", + "url_stackoverflow = \"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/stackoverflow.log.gz\"\n", + "\n", + "# Charger les données dans un DataFrame pandas\n", + "df_liglab2 = pd.read_csv(url_liglab2, sep=\" \", header=None)\n", + "df_stackoverflow = pd.read_csv(url_stackoverflow, sep=\" \", header=None)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 5 \\\n", + "0 [1421761682.052172] 665 bytes from lig-publig.imag.fr (129.88.11.7): \n", + "1 [1421761682.277315] 1373 bytes from lig-publig.imag.fr (129.88.11.7): \n", + "2 [1421761682.502054] 262 bytes from lig-publig.imag.fr (129.88.11.7): \n", + "3 [1421761682.729257] 1107 bytes from lig-publig.imag.fr (129.88.11.7): \n", + "4 [1421761682.934648] 1128 bytes from lig-publig.imag.fr (129.88.11.7): \n", + "\n", + " 6 7 8 9 \n", + "0 icmp_seq=1 ttl=60 time=22.5 ms \n", + "1 icmp_seq=1 ttl=60 time=21.2 ms \n", + "2 icmp_seq=1 ttl=60 time=21.2 ms \n", + "3 icmp_seq=1 ttl=60 time=23.3 ms \n", + "4 icmp_seq=1 ttl=60 time=1.41 ms \n" + ] + } + ], + "source": [ + "# Affichage des premières lignes des données pour vérification\n", + "print(df_liglab2.head())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 \\\n", + "0 [1421771203.082701] 1257 bytes from stackoverflow.com \n", + "1 [1421771203.408254] 454 bytes from stackoverflow.com \n", + "2 [1421771203.739730] 775 bytes from stackoverflow.com \n", + "3 [1421771204.056630] 1334 bytes from stackoverflow.com \n", + "4 [1421771204.372224] 83 bytes from stackoverflow.com \n", + "\n", + " 5 6 7 8 9 \n", + "0 (198.252.206.140): icmp_seq=1 ttl=50 time=120 ms \n", + "1 (198.252.206.140): icmp_seq=1 ttl=50 time=120 ms \n", + "2 (198.252.206.140): icmp_seq=1 ttl=50 time=126 ms \n", + "3 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", + "4 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n" + ] + } + ], + "source": [ + "# Affichage des premières lignes des données pour vérification\n", + "print(df_stackoverflow.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "# Définir une fonction pour extraire les informations pertinentes de chaque ligne\n", + "def process_ping_data(df):\n", + " df.dropna(inplace=True) # Supprimer les lignes incomplètes\n", + " df.columns = [\"date\", \"size\", \"bytes\", \"from\", \"url\", \"ip\", \"icmp\",\"ttl\",\"time\", \"ms\"] # Nommez les colonnes\n", + " df[\"time\"] = df[\"time\"].str[5:].astype(float) # Extraire le temps en ms et convertir en float (supprimer la chaîne \"time-\")\n", + " df[\"date\"] = df[\"date\"].str[1:18] # Les [ ] sont supprimés donc la date est extraite de la première colonne\n", + " df[\"date\"] = pd.to_datetime(df[\"date\"], unit='s') # La date obtenue précédemment est convertie au format \"datetime\"\n", + " return df\n", + "\n", + "# Traiter les données ping pour liglab2 et stackoverflow\n", + "df_liglab2 = process_ping_data(df_liglab2)\n", + "df_stackoverflow = process_ping_data(df_stackoverflow)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " date size bytes from url \\\n", + "0 2015-01-20 13:48:02.052172 665 bytes from lig-publig.imag.fr \n", + "1 2015-01-20 13:48:02.277315 1373 bytes from lig-publig.imag.fr \n", + "2 2015-01-20 13:48:02.502054 262 bytes from lig-publig.imag.fr \n", + "3 2015-01-20 13:48:02.729257 1107 bytes from lig-publig.imag.fr \n", + "4 2015-01-20 13:48:02.934648 1128 bytes from lig-publig.imag.fr \n", + "\n", + " ip icmp ttl time ms \n", + "0 (129.88.11.7): icmp_seq=1 ttl=60 22.50 ms \n", + "1 (129.88.11.7): icmp_seq=1 ttl=60 21.20 ms \n", + "2 (129.88.11.7): icmp_seq=1 ttl=60 21.20 ms \n", + "3 (129.88.11.7): icmp_seq=1 ttl=60 23.30 ms \n", + "4 (129.88.11.7): icmp_seq=1 ttl=60 1.41 ms \n" + ] + } + ], + "source": [ + "# Affichage des premières lignes des données pour vérification\n", + "print(df_liglab2.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " date size bytes from url \\\n", + "0 2015-01-20 16:26:43.082701 1257 bytes from stackoverflow.com \n", + "1 2015-01-20 16:26:43.408254 454 bytes from stackoverflow.com \n", + "2 2015-01-20 16:26:43.739730 775 bytes from stackoverflow.com \n", + "3 2015-01-20 16:26:44.056630 1334 bytes from stackoverflow.com \n", + "4 2015-01-20 16:26:44.372224 83 bytes from stackoverflow.com \n", + "\n", + " ip icmp ttl time ms \n", + "0 (198.252.206.140): icmp_seq=1 ttl=50 120.0 ms \n", + "1 (198.252.206.140): icmp_seq=1 ttl=50 120.0 ms \n", + "2 (198.252.206.140): icmp_seq=1 ttl=50 126.0 ms \n", + "3 (198.252.206.140): icmp_seq=1 ttl=50 112.0 ms \n", + "4 (198.252.206.140): icmp_seq=1 ttl=50 111.0 ms \n" + ] + } + ], + "source": [ + "# Affichage des premières lignes des données pour vérification\n", + "print(df_stackoverflow.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Graphique du temps de transmission dans le temps\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df_liglab2[\"date\"], df_liglab2[\"time\"], label=\"df_liglab2\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Transmission Time (ms)\")\n", + "plt.title(\"Transmission time evolution (df_liglab2)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Graphique du temps de transmission dans le temps\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df_stackoverflow[\"date\"], df_stackoverflow[\"time\"], label=\"df_stackoverflow\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Transmission Time (ms)\")\n", + "plt.title(\"Transmission time evolution (df_stackoverflow)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Graph of transmission time based on message size\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df_liglab2[\"size\"][-300:], df_liglab2[\"time\"][-300:], label=\"liglab2\")\n", + "plt.xlabel(\"Message Size\")\n", + "plt.ylabel(\"Transmission Time (ms)\")\n", + "plt.title(\"Transmission time evolution (liglab2)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Graph of transmission time based on message size\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(df_stackoverflow[\"size\"][-300:], df_stackoverflow[\"time\"][-300:], label=\"df_stackoverflow\")\n", + "plt.xlabel(\"Message Size\")\n", + "plt.ylabel(\"Transmission Time (ms)\")\n", + "plt.title(\"Transmission time evolution (df_stackoverflow)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/module3/exo3/exercice_en.ipynb b/module3/exo3/exercice_en.ipynb index 472d0dbbfcfde15e567a07c2c71f831a5a580584..8141072eb59f6c70fba748775c26605899bd2399 100644 --- a/module3/exo3/exercice_en.ipynb +++ b/module3/exo3/exercice_en.ipynb @@ -818,7 +818,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This form of determination does not give results because the CO2 concentration data from the oscillation are not zero but have low values, both positive and negative, so the option adopted is the searching of these zero crossings\".\n", + "This form of determination does not give results because the CO2 concentration data from the oscillation are not zero but have low values, both positive and negative, so the option adopted is the searching of these zero crossings\n", "\n", "Searching for zero crossings\n" ]