{ "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": 2, "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": 3, "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": 4, "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": 5, "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": 6, "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": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 8, "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": 9, "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": 10, "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": 11, "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": 12, "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": 13, "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, label='Mean CO2 Concentration per Year Over Time', marker='o', linestyle='-')\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": 14, "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": "markdown", "metadata": {}, "source": [ "A graph is made with the oscilation of the CO2 concentration over the time" ] }, { "cell_type": "code", "execution_count": 39, "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 show 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": "markdown", "metadata": {}, "source": [ "For a better visualization of the periodic oscillation, only the last 300 rows of the table are graphed." ] }, { "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 show 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": 17, "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": [ "# Slow contribution. Modelling slow change using linear regression\n", "X = np.arange(len(data)).reshape(-1, 1) # Independent variable: number of weeks\n", "y = data['Mean_CO2_Concentration'].values.reshape(-1, 1) # Dependent variable: CO2 concentration\n", "\n", "# Fit the linear regression model\n", "model = LinearRegression()\n", "model.fit(X, y)\n", "\n", "# Linear regression model parameters\n", "# Get the regression coefficients and the intercept\n", "coeficiente = model.coef_[0][0]\n", "intercepto = model.intercept_[0]\n", "\n", "# Obtain the coefficient of determination (R²)\n", "r_cuadrado = model.score(X, y)\n", "\n", "# Print model parameters\n", "print(\"Regression coefficient:\", coeficiente)\n", "print(\"Intercept:\", intercepto)\n", "print(\"R-squared (R²):\", r_cuadrado)\n", "\n", "# Predicting CO2 concentration in 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": [ "To improve the document, a plot is more useful than the regression parameters" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualisation of the temporal evolution of CO2 concentration\n", "plt.figure(figsize=(12, 8)) # Size of the figure\n", "plt.plot(data['Date'], data['Concentration'], label='CO2 Concentration', color='blue')\n", "plt.title('CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "\n", "# Plot the linear regression model and the projection\n", "plt.plot(data['Date'], model.predict(X), label='Linear regression model', color='red')\n", "plt.plot(pd.to_datetime(['2025-01-01']), predicted_CO2_2025, marker='o', markersize=8, label='Projection to 2025', color='green')\n", "\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Periodic oscillation. For this step, we have already separated the oscillation phenomena in the \"oscillation\" column of the pandas table and now we characterised them by their amplitude and frequency." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# Periodic oscillation. Characterisation of the oscillation\n", "# Importing the necessary libraries\n", "# import numpy as np\n", "# from scipy.fft import fft " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"numpy as np\" is already included when determining the linear regression model\n", "\n", "\"from scipy.fft import fft) is having problems loading, we may be using a version of SciPy earlier than 1.4.0. The fft function has been added in SciPy version 1.4.0.\n", "To solve the problem, we can use numpy's fft function instead, since numpy also provides functions to perform the Fourier transform" ] }, { "cell_type": "code", "execution_count": 50, "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\n", "# Displaying the first rows of data for verification\n", "print(data.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Periodic oscillation\n", " \n", " Characterisation of the periodic oscillation, we use the Fourier transform to characterise the oscillation\n", " " ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dominant oscillation frequency: 51.661538461538456 week/cycles\n", "Maximum oscillation amplitude in CO2 oscilation: 3207.2901558554163 ppm\n" ] } ], "source": [ "# Periodic oscillation. Calculate the Fourier transform of the CO2 oscilation time series.\n", "co2_oscilation_fft = np.fft.fft(data['Oscilation'])\n", "\n", "# Calculate the frequencies corresponding to the Fourier components\n", "n = len(data)\n", "frequencies = np.fft.fftfreq(n, d=1) # Frequency in cycles per week\n", "\n", "# Find the maximum frequency and amplitude\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", "# Calculate the inverse frequency in weeks per cycle.\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 oscilation:\", max_amplitude, \"ppm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Characterising a periodic oscillation by calculating the Fourier transform gives values that are difficult to understand a priori, so another method is chosen to characterise the oscillation\n", "\n", "Remembering the periodic oscillation in CO2 concentration (column \"Oscilation\" in the pandas table)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Periodic oscillation. Creation of the graph to show 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": [ " Characterisation of the periodic oscillation, determination of the amplitudes max and min" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Maximum oscillation amplitude in CO2 periodic oscilation: 4.419807692307586 ppm\n", "Minimum oscillation amplitude in CO2 periodic oscilation: -4.191923076923047 ppm\n" ] } ], "source": [ "# Periodic oscillation. Calculate the maximum and minimum value of the 'Oscillation' column\n", "maximum_value = data['Oscilation'].max()\n", "minimum_value = data['Oscilation'].min()\n", "\n", "print(\"Maximum oscillation amplitude in CO2 periodic oscilation:\", maximum_value, \"ppm\")\n", "print(\"Minimum oscillation amplitude in CO2 periodic oscilation:\", 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": "markdown", "metadata": {}, "source": [ " Characterisation of the periodic oscillation, determination of the oscilation frecuency\n", " \n", " Searching for concentrations equal to zero" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "# Periodic oscillation. Find the indices where the concentration is equal to zero\n", "zero_indices = data.index[data['Oscilation'] == 0].tolist()\n", "\n", "# Determination of the time between two consecutive zero crossings\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", "# Determination of the average time between zero crossings\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)" ] }, { "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", "\n", "Searching for zero crossings\n" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "crosses_by_zero is of type : \n" ] } ], "source": [ "# Periodic oscillation. Identifying zero crossings\n", "crosses_by_zero = (data['Oscilation'] * data['Oscilation'].shift(1) < 0) & (data['Oscilation'] != 0) \n", "# Displaying verification of type\n", "print(\"crosses_by_zero is of type :\",type(crosses_by_zero))" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", "Name: Oscilation, dtype: bool\n" ] } ], "source": [ "# Displaying the first rows of data for verification\n", "print(crosses_by_zero.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"crosses_by_zero\" is a pandas series which contains booleans values, True in the rows where a zero crossing occurs in the \"Oscilation\" column of the DataFrame and False in the other rows. This pandas series is then used to filter the DataFrame and obtain the rows corresponding to the zero crossings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we get the Average time between zero crossings we are looking for" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average time between zero crossings: 69 days 15:11:01.224489\n" ] } ], "source": [ "# Filter lines containing zero crossings\n", "data_crosses_by_zero = data[crosses_by_zero]\n", "\n", "# Calculate the times between consecutive zero crossings\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": "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 }