From 4a68b0fa67002fba866c07b374b20c555ede1d2a Mon Sep 17 00:00:00 2001 From: fac8f4cc02bfb4e3dfb02802cea5d62a Date: Wed, 17 Jan 2024 16:54:54 +0000 Subject: [PATCH] Add comments --- ...xercice_evaluation_pairs_sujet_1_CO2.ipynb | 137 +++++++++++------- 1 file changed, 85 insertions(+), 52 deletions(-) diff --git a/module3/exo3/Exercice_evaluation_pairs_sujet_1_CO2.ipynb b/module3/exo3/Exercice_evaluation_pairs_sujet_1_CO2.ipynb index 371b3a9..d7bc3b7 100644 --- a/module3/exo3/Exercice_evaluation_pairs_sujet_1_CO2.ipynb +++ b/module3/exo3/Exercice_evaluation_pairs_sujet_1_CO2.ipynb @@ -19,12 +19,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Nous téléchargeons les données hebdomadaires de CO2 dans l'atmosphère de l'observatoire du Mauna Loa Oberservatory. Le lien suggeré dans MOOC ne marcherait pas (le 11 kanvier 2024), donc cet site est utilisé." + "Nous téléchargeons les données hebdomadaires de CO2 dans l'atmosphère de l'observatoire du Mauna Loa Oberservatory. Le lien suggeré dans MOOC ne marcherait pas (le 11 janvier 2024), donc cet site est utilisé." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -38,13 +38,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Nous omitterons les premières lignes car ils sont des commentaires." + "Nous omitterons les premières lignes car ils sont des commentaires. L'unité de la mésure sont des $\\mu$mol de $CO_2$ par mol de l'air, aussi appelé \"parts per million\" (ppm)." ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 23, + "metadata": { + "collapsed": true + }, "outputs": [ { "data": { @@ -946,7 +948,7 @@ "[2590 rows x 9 columns]" ] }, - "execution_count": 5, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1021,9 +1023,18 @@ ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "markdown", "metadata": {}, + "source": [ + "Nous regardons s'il y a des semaines avec des données impossibles, comme des concentrations négatives. Après nous créeons un nouveau DataFrame sans ces semaines." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": true + }, "outputs": [ { "data": { @@ -1320,7 +1331,7 @@ "1782 -999.99 " ] }, - "execution_count": 7, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1331,9 +1342,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 36, "metadata": { - "scrolled": true + "collapsed": true }, "outputs": [ { @@ -2236,7 +2247,7 @@ "[2572 rows x 9 columns]" ] }, - "execution_count": 8, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -2372,32 +2383,31 @@ " print(p1, p2)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Maintenant, nous pouvons tracer le développement de la concentration de $CO_2$ pendant le temps." + ] + }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 32, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", - " series.name = label\n" - ] - }, { "data": { "text/plain": [ - "" + "Text(0,0.5,\"$\\\\mu$ mol/mol de CO2 dans l'atmosphère\")" ] }, - "execution_count": 11, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2409,31 +2419,24 @@ } ], "source": [ - "co2_clean.plot(x=[\"decimal\"], y=[\"average\"], title=\"Change in CO2 levels\")" + "co2_clean.plot(x=\"decimal\", y=\"average\", title=\"Changement de la concentration de CO2 dans l'air\",\n", + " legend=None)\n", + "plt.xlabel(\"year\")\n", + "plt.ylabel(r\"$\\mu$ mol/mol de CO2 dans l'atmosphère\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Separation des données en années." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "year_min = co2_clean[\"year\"].iloc[0]\n", - "year_max = co2_clean[\"year\"].iloc[-1]" + "Pour séparer les oscillations et la croissance, nous faisons une separation des données en années." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 37, "metadata": { - "scrolled": true + "collapsed": true }, "outputs": [ { @@ -3398,20 +3401,31 @@ "[2572 rows x 10 columns]" ] }, - "execution_count": 13, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "year_min = co2_clean[\"year\"].iloc[0]\n", + "year_max = co2_clean[\"year\"].iloc[-1]\n", "co2_clean[\"yeartime\"]=co2_clean[\"decimal\"]-co2_clean[\"year\"]\n", "co2_clean" ] }, { - "cell_type": "code", - "execution_count": 14, + "cell_type": "markdown", "metadata": {}, + "source": [ + "Dans cette boucle, nous calculons la moyenne de chaque année séparement." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": true + }, "outputs": [ { "data": { @@ -3741,7 +3755,7 @@ "48 2022.0 418.514615" ] }, - "execution_count": 14, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -3758,6 +3772,13 @@ "yearly_avg" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous convertissons le temps dans une année en semaines calendriers car c'est plus intuitive. Après, nous joindrons les données originaux avec la moyenne annuelle." + ] + }, { "cell_type": "code", "execution_count": 15, @@ -4862,24 +4883,31 @@ "co2_merge" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Avec cela, nous pouvons tracer l'oscillation de $CO_2$ en chaque année qui est liée aux différents saisons de l'année." + ] + }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5,1,\"Oscillation pendant l'année\")" ] }, - "execution_count": 16, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -4894,27 +4922,29 @@ "co2_merge[\"oscillation\"]=co2_merge[\"average\"]-co2_merge[\"yearly average\"]\n", "\n", "co2_merge.plot(x=[\"week\"], y=[\"oscillation\"], kind=\"scatter\", s=5)\n", - "#plt.xlabel(\"Numéro de semaine\")" + "plt.xlabel(\"Numéro de semaine\")\n", + "plt.ylabel(r\"$\\mu$ mol/mol de CO2 dans l'atmosphère\")\n", + "plt.title(\"Oscillation pendant l'année\")" ] }, { "cell_type": "code", - "execution_count": 161, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Text(0.5,1,'La moyenne annuelle de la concentration de CO2')" ] }, - "execution_count": 161, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -4926,7 +4956,10 @@ } ], "source": [ - "yearly_avg.plot(x=[\"year\"], y=[\"average\"])" + "yearly_avg.plot(x=[\"year\"], y=[\"yearly average\"], legend=None)\n", + "plt.xlabel(\"year\")\n", + "plt.ylabel(r\"$\\mu$ mol/mol de CO2 dans l'atmosphère\")\n", + "plt.title(\"La moyenne annuelle de la concentration de CO2\")" ] }, { -- 2.18.1