From f9c06e06ffb0a46805568796f0cdab07db007d5a Mon Sep 17 00:00:00 2001 From: 0f6de7c698c3859424c5f05b941261d9 <0f6de7c698c3859424c5f05b941261d9@app-learninglab.inria.fr> Date: Wed, 18 Oct 2023 07:43:55 +0000 Subject: [PATCH] Update exercice.ipynb --- module3/exo3/exercice.ipynb | 507 +++++++++++++++++++++++++++++++++++- 1 file changed, 504 insertions(+), 3 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 0bbbe37..2664020 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,5 +1,507 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.dates as mdates\n", + "import pandas as pd\n", + "import numpy as np\n", + "import urllib.request\n", + "import os.path\n", + "from scipy.signal import find_peaks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Download csv data if not already downloaded.**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File is already downloaded.\n" + ] + } + ], + "source": [ + "filename = \"weekly_in_situ_co2_mlo.csv\"\n", + "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv\"\n", + "if (os.path.isfile(filename)):\n", + " print(\"File is already downloaded.\")\n", + "else:\n", + " urllib.request.urlretrieve(data_url, filename)\n", + " print(\"File downloaded\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Load csv file and remove entries with missing values**" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = pd.read_csv(filename, skiprows=44, header=0, names= [\"date\",\"CO2_ppm\"])\n", + "raw_data[raw_data.isnull().any(axis=1)]\n", + "data = raw_data.dropna().copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Sort data if it is not sorted by date**" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data is already sorted by date\n" + ] + } + ], + "source": [ + "data[\"date\"] = pd.to_datetime(data[\"date\"],format=\"%Y-%m-%d\")\n", + "if (data[\"date\"].is_monotonic):\n", + " sorted_data = data\n", + " print(\"Data is already sorted by date\")\n", + "else:\n", + " sorted_data = data.sort_values(\"date\",axis=1)\n", + " print(\"Data sorted by date\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Plot data and adjust quadratic polynomial. A projection to 2025 is done with the polynomial fit**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We can fit a quadratic polynom to the data as follows:\n", + "CO2[ppm]= 1.01e-07*d^2 +2.03e-03*d +3.15e+02\n", + "where 'd' is the days that have passed since 1958-04-05 00:00:00\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data[\"timedelta\"] = data[\"date\"]-data[\"date\"][0]\n", + "slow_fit = np.polyfit(data['timedelta'].dt.days,data['CO2_ppm'],deg=2)\n", + "data[\"slow_fit\"] = slow_fit[2] + data['timedelta'].dt.days.multiply(slow_fit[1]) + data['timedelta'].dt.days.pow(2).multiply(slow_fit[0])\n", + "print(\"We can fit a quadratic polynom to the data as follows:\")\n", + "print(\"CO2[ppm]= {0:.2e}*d^2 +{1:.2e}*d +{2:.2e}\".format(slow_fit[0],slow_fit[1],slow_fit[2]))\n", + "print(\"where 'd' is the days that have passed since {}\".format(data[\"date\"][0]))\n", + "\n", + "lastpoints = 200\n", + "\n", + "fig1, ax1 = plt.subplots()\n", + "ax1.plot(data[\"date\"],data[\"CO2_ppm\"],label=\"Data\")\n", + "ax1.set_ylabel(\"CO2 [ppm]\")\n", + "fig1.suptitle(\" Atmospheric CO2 concentrations (ppm) derived from \\nin situ air measurements at Mauna Loa, Observatory, Hawaii\")\n", + "ax1.plot(data[\"date\"],data[\"slow_fit\"],label=\"Quadratic polynomial fit\")\n", + "ax1.legend();\n", + "\n", + "fig2, ax2 = plt.subplots()\n", + "ax2.plot(data[\"date\"][-lastpoints:],data[\"CO2_ppm\"][-lastpoints:],label=\"Data\")\n", + "ax2.set_ylabel(\"CO2 [ppm]\")\n", + "ax2.xaxis.set_major_locator(mdates.YearLocator(1,month=1, day=1))\n", + "ax2.xaxis.set_major_formatter(\n", + " mdates.AutoDateFormatter(ax2.xaxis.get_major_locator()))\n", + "fig2.suptitle(\" Atmospheric CO2 concentrations (ppm) derived from \\nin situ air measurements at Mauna Loa, Observatory, Hawaii\")\n", + "ax2.plot(data[\"date\"][-lastpoints:],data[\"slow_fit\"][-lastpoints:],label=\"Quadratic polynomial fit\")\n", + "ax2.legend();\n", + "\n", + "fig3, ax3 = plt.subplots()\n", + "daysto2025 = pd.to_datetime(\"01-01-2025\",format=\"%d-%m-%Y\")-data[\"date\"][0]\n", + "t_proj = np.array([*range(data['timedelta'].dt.days.iloc[-1],daysto2025.days)])\n", + "data_proj = slow_fit[2] + np.multiply(t_proj,slow_fit[1]) + slow_fit[0]*np.multiply(t_proj,t_proj)\n", + "ax3.plot(data[\"date\"][0]+pd.to_timedelta(t_proj, unit='d'),data_proj,label=\"Projection quadratic polynomial fit\")\n", + "ax3.plot(data[\"date\"][-lastpoints:],data[\"CO2_ppm\"][-lastpoints:],label=\"Data\")\n", + "ax3.plot(data[\"date\"][-lastpoints:],data[\"slow_fit\"][-lastpoints:],label=\"Quadratic polynomial fit\")\n", + "ax3.set_ylabel(\"CO2 [ppm]\")\n", + "fig3.suptitle(\" Atmospheric CO2 concentrations (ppm) derived from \\nin situ air measurements at Mauna Loa, Observatory, Hawaii\")\n", + "ax3.legend();\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Once we hace the slow contribution model, we can use it as a baseline to properly characterize the periodic oscillation**\n", + "**We can see that the periodic oscillation frequency is around a year. For that we analyze the peaks in the signal, and the frequency of the peaks at a maximum value**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data[\"slow_fit_substracted\"] = data[\"CO2_ppm\"] - data[\"slow_fit\"]\n", + "\n", + "freq_med = []\n", + "for prom in range(1,9):\n", + " high_peaks, _ = find_peaks(data[\"slow_fit_substracted\"], prominence=prom)\n", + " low_peaks, _ = find_peaks(-data[\"slow_fit_substracted\"], prominence=prom)\n", + " hp_interval = [(p1-p0).days for p0,p1 in zip(data[\"date\"][high_peaks][:-1],data[\"date\"][high_peaks][1:])]\n", + " freq_med.append(np.median(hp_interval))\n", + "\n", + "fig4, ax4 = plt.subplots()\n", + "ax4.plot(freq_med)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Around a prominence equal to 3, we see the frequency of the periodicity , and the peaks are properly represented as shown in the next plot**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The frequency for periodic oscillations is 364.0 days\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "high_peaks, _ = find_peaks(data[\"slow_fit_substracted\"], prominence=3)\n", + "low_peaks, _ = find_peaks(-data[\"slow_fit_substracted\"], prominence=3) \n", + "hp_interval = [(p1-p0).days for p0,p1 in zip(data[\"date\"][high_peaks][:-1],data[\"date\"][high_peaks][1:])]\n", + "lp_interval = [(p1-p0).days for p0,p1 in zip(data[\"date\"][low_peaks][:-1],data[\"date\"][low_peaks][1:])]\n", + "print(\"The frequency for periodic oscillations is {} days\".format(np.mean([np.median(hp_interval),np.median(lp_interval)])))\n", + "fig5, (ax5a,ax5b) = plt.subplots(2,1)\n", + "ax5a.plot(data[\"date\"],data[\"slow_fit_substracted\"],label=\"Data with baseline correction\")\n", + "ax5b.plot(data[\"date\"][:500],data[\"slow_fit_substracted\"][:500],label=\"Data with baseline correction\")\n", + "ax5b.set_ylabel(\"CO2 [ppm]\")\n", + "fig5.suptitle(\" Atmospheric CO2 variation (ppm) due to seasonal changes\")\n", + "ax5b.plot(data[\"date\"][low_peaks][:10],data[\"slow_fit_substracted\"][low_peaks][:10],\"x\")\n", + "ax5b.plot(data[\"date\"][high_peaks][:10],data[\"slow_fit_substracted\"][high_peaks][:10],\"o\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**As seen, after substracting the slow contribution, there slow growth dissapeared but with an apparent remaining variation.\n", + "First, we check if there is a change in the frequency of the oscillations, for that, we find the high and low peaks and\n", + "** we plot the difference in days from one high/low peak to another high/low peak**" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There is no apparent change in the frequency at which periodic oscillations occur from 1958-04-05 00:00:00 to 2023-07-01 00:00:00\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig6,ax6a = plt.subplots()\n", + "\n", + "high_peaks_df = pd.DataFrame(data={'high_peak':np.ones(len(hp_interval),dtype=bool),'date':data[\"date\"][high_peaks][1:],'freq':hp_interval, 'CO2_ppm':data[\"CO2_ppm\"][high_peaks][1:]})\n", + "color = 'tab:red'\n", + "ax6a.set_ylabel('High peaks frequency [days]', color=color)\n", + "ax6a.plot(high_peaks_df[\"date\"], high_peaks_df[\"freq\"], color=color)\n", + "ax6a.tick_params(axis='y', labelcolor=color)\n", + "ax6b = ax6a.twinx() # instantiate a second axes that shares the same x-axis\n", + "\n", + "low_peaks_df = pd.DataFrame(data={'high_peak':np.zeros(len(lp_interval),dtype=bool),'date':data[\"date\"][low_peaks][1:],'freq':lp_interval, 'CO2_ppm':data[\"CO2_ppm\"][low_peaks][1:]})\n", + "color = 'tab:blue'\n", + "ax6b.set_ylabel('Low peals frequency [days]', color=color) # we already handled the x-label with ax1\n", + "ax6b.plot(low_peaks_df[\"date\"], low_peaks_df[\"freq\"], color=color)\n", + "ax6b.tick_params(axis='y', labelcolor=color)\n", + "\n", + "fig6.tight_layout() # otherwise the right y-label is slightly clipped\n", + "print(\"There is no apparent change in the frequency at which periodic oscillations occur from {} to {}\".format(data[\"date\"][0],data[\"date\"].iloc[-1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**To find the amplitude, the CO2 concentration difference between consecutive high and low peaks needs to be calculated.\n", + "First, the high and low peaks are saved in a dataframe to check that they are sorted one next to the other.**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All peaks were correctly sorted\n" + ] + } + ], + "source": [ + "all_peaks_df = pd.concat([high_peaks_df,low_peaks_df])\n", + "all_peaks_sorted = all_peaks_df.sort_values(by=[\"date\"])\n", + "idx = [idx1 != idx0 for idx1, idx0 in zip(all_peaks_sorted[\"high_peak\"][1:],all_peaks_sorted[\"high_peak\"][:-1])]\n", + "if any(idx):\n", + " print(\"All peaks were correctly sorted\")\n", + "else:\n", + " print(\"Peaks were not correctly sorted\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Finally, we calculate the amplitude between consecutive high and low peaks, and we plot this \n", + "amplitude to see if it has changed with time**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0,0.5,'CO2 concentration [ppm]')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "amplitude = [abs(pk1 - pk0) for pk1, pk0 in zip(all_peaks_sorted[\"CO2_ppm\"][1:],all_peaks_sorted[\"CO2_ppm\"][:-1])]\n", + "plt.plot(all_peaks_sorted[\"date\"][:-1],amplitude)\n", + "plt.title(\"Amplitude in the CO2 concentration between seasonal peaks\")\n", + "plt.ylabel(\"CO2 concentration [ppm]\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**As it can be seen on the graph, the amplitude is slowly changing overtime, a lineal model is then adjusted to corroborate**" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([6.67344215e-05, 6.69351325e+00])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "amp_days = all_peaks_sorted[\"date\"][:-1]-all_peaks_sorted[\"date\"].iloc[0]\n", + "amp_fit = np.polyfit(amp_days.dt.days,amplitude,deg=1)\n", + "amp_fit" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The amplitude between seasonal CO2 concentration oscillations is growing at a pace of 0.024 ppm of CO2 per year\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(all_peaks_sorted[\"date\"][:-1],amplitude)\n", + "plt.title(\"Amplitude in the CO2 concentration between seasonal peaks\")\n", + "plt.ylabel(\"CO2 concentration [ppm]\")\n", + "plt.plot(all_peaks_sorted[\"date\"][:-1],amp_days.dt.days.multiply(amp_fit[0])+amp_fit[1])\n", + "print(\"The amplitude between seasonal CO2 concentration oscillations is growing at a pace of {0:.3f} ppm of CO2 per year\".format(365*amp_fit[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +518,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - -- 2.18.1