diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index c0873337b5932c69c2494b38a6f007c1ef3c5a8d..d97462345548db4d460ad8c39d7ab31d49226537 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -3,8 +3,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "#
Concentration de CO2 dans l'atmosphère depuis 1958
" @@ -13,8 +13,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "##
Rémy MARION
" @@ -23,8 +23,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "##
Avril 2020
" @@ -33,8 +33,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "### 1. Préambule" @@ -43,8 +43,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "Dès 1958, Charles David Keeling a débuté la mesure précise du taux de CO2 dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis. \n", @@ -55,8 +55,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "### 2. Travail à faire" @@ -65,8 +65,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "Le but de l'exercide est de réaliser un document computationnel pour :\n", @@ -79,8 +79,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "### 3. Base de données" @@ -89,8 +89,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "Les données sont disponibles sur le site Web de l'institut Scripps à l'adresse suivante: \n", @@ -104,7 +104,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "source": [ "### 4. Vérification de la base de données" ] @@ -112,8 +115,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "#### a. Exploration des données" @@ -122,8 +125,8 @@ { "cell_type": "markdown", "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "source": [ "Nous commencerons par analyser le contenu du fichier de données (fichier structuré *CSV*) pour ensuite faire un premier tracé de l'ensemble de la base de données. \n", @@ -134,8 +137,8 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "outputs": [], "source": [ @@ -149,8 +152,8 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "outputs": [ { @@ -182,7 +185,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "source": [ "Les 44 premières lignes de commentaires du fichier brut n'ont pas été prises en compte (commande `comment='\"'`). \n", "La base de données est composée de 3156 mesures et de 2 colonnes :\n", @@ -194,8 +200,8 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "hideCode": false, - "hidePrompt": false + "hideCode": true, + "hidePrompt": true }, "outputs": [ { @@ -273,21 +279,30 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "source": [ "L'inspection visuelle de la base de données complète montre que le fichier est bien formé et ne semble pas comporter de valeurs manquantes ou aberrantes. " ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "source": [ "#### b. Vérification des données" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "source": [ "Avant d'aller plus loin dans l'analyse, vérifions avec un code de validation la robustesse de la base de données. Nous vérifions la présence de valeurs manquantes et le type des variables (date, float). \n", "Par la suite, l'affichage sous forme graphique nous permettra d'avoir une vue globale de la base de données." @@ -296,106 +311,67 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "CO2 0\n", - "dtype: int64" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Isolation des lignes comportant des données absentes\n", - "data[pd.isnull(data).any(axis=1)].count()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Il n'y a aucune valeur manquante." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "CO2 float64\n", - "dtype: object" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Vérification du type de la variable CO2\n", - "data.dtypes" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [ { - "data": { - "text/plain": [ - "dtype('\n", + "DatetimeIndex: 3156 entries, 1958-03-29 to 2020-02-01\n", + "Data columns (total 1 columns):\n", + "CO2 3156 non-null float64\n", + "dtypes: float64(1)\n", + "memory usage: 49.3 KB\n" + ] } ], "source": [ - "# Vérification du type de l'index\n", - "data.index.dtype" + "# La méthode .info() permet d'avoir une vision consice de la base de données\n", + "data.info()" ] }, { "cell_type": "markdown", - "metadata": {}, - "source": [ - "Les dates passées à l'index du dataframe est du type `=1.2 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.4.1)\n", - "Requirement already satisfied: asteval>=0.9.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (0.9.18)\n", "Requirement already satisfied: numpy>=1.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.18.2)\n", + "Requirement already satisfied: asteval>=0.9.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (0.9.18)\n", "Requirement already satisfied: uncertainties>=3.0.1 in /opt/conda/lib/python3.6/site-packages (from lmfit) (3.1.2)\n" ] } @@ -506,21 +502,28 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 8, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [], "source": [ "# Import des librairies\n", - "from lmfit.models import QuadraticModel" + "from lmfit.models import QuadraticModel\n", + "from sklearn.metrics import r2_score" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 9, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [], "source": [ - "# Fonction permettant de définir une échelle de temps en lieu et place de l'index temporeal de pandas\n", + "# Fonction permettant de définir une échelle de temps en lieu et place de l'index temporel de pandas\n", "# Cela est nécessaire pour contourner un bug de la librairie lmfit\n", "def dates_to_idx(timelist):\n", " reference_time = pd.to_datetime('1958-03-29')\n", @@ -532,8 +535,11 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, + "execution_count": 10, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [], "source": [ "# Ajustement de la courbe de tendance sur toutes les données de la base\n", @@ -545,61 +551,38 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[Model]]\n", - " Model(parabolic)\n", - "[[Fit Statistics]]\n", - " # fitting method = leastsq\n", - " # function evals = 4\n", - " # data points = 3156\n", - " # variables = 3\n", - " chi-square = 15917.1995\n", - " reduced chi-square = 5.04827132\n", - " Akaike info crit = 5112.70734\n", - " Bayesian info crit = 5130.87852\n", - "[[Variables]]\n", - " a: 0.01297745 +/- 1.4176e-04 (1.09%) (init = 0.01297745)\n", - " b: 0.76778699 +/- 0.00913468 (1.19%) (init = 0.767787)\n", - " c: 314.570495 +/- 0.12419930 (0.04%) (init = 314.5705)\n", - "[[Correlations]] (unreported correlations are < 0.100)\n", - " C(a, b) = -0.969\n", - " C(b, c) = -0.873\n", - " C(a, c) = 0.756\n" - ] - } - ], - "source": [ - "print(result.fit_report())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "execution_count": 11, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], "source": [ - "Les coefficients calculés comportent une bonne précision." + "# Affichage des meilleures paramètres calculés par lmfit\n", + "coeffs = result.params.valuesdict()" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, + "execution_count": 12, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [], "source": [ "def fitted_curve(time):\n", - " trend_CO2 = 0.01297745*time*time + 0.76679212*time + 314.541084\n", + " trend_CO2 = coeffs.get('a')*time*time + coeffs.get('b')*time + coeffs.get('c')\n", " return np.round(trend_CO2, 2)" ] }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, + "execution_count": 13, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", @@ -608,12 +591,50 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, + "execution_count": 14, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "0.9936252499490063" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Estimation du coefficient de détermination\n", + "r2_score(data['trend_fit'], data['CO2'])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "source": [ + "Le coefficient de détermination est très bon. \n", + "Avec cet unique modèle de prédiction, il serait possible de calculer de bonnes prédictions de CO2 pour les années futures." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", "text/plain": [ "
" ] @@ -626,7 +647,7 @@ ], "source": [ "# Initialisation des graphs\n", - "# Graphs de 2 périodes différentes de 1 an\n", + "# Graphs de 2 périodes distinctes de 1 an\n", "# Avec la courbe de tendance\n", "fig = plt.figure()\n", " \n", @@ -656,22 +677,31 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "source": [ "#### c. Caractérisation de l'oscillation périodique" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "source": [ "Pour avoir un aperçu de l'osclillation périodique, commençons par retraiter les données pour soustraire l'effet de la tendance continue." ] }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 16, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [], "source": [ "# Calculs des données en soustrayant la tendance continue\n", @@ -680,22 +710,25 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, + "execution_count": 17, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -725,7 +758,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "source": [ "La courbe verte représente les données de la variation de CO2 dans l'atmosphère sans l'effet de l'évolution continue que nous avons constaté au début de l'analyse. \n", "Nous pouvons donc caractériser les oscillations périodiques. Pour cela, nous utiliserons une transformée de Fourier qui détaillera les différents paramètres de ces oscillations." @@ -733,8 +769,11 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, + "execution_count": 18, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [], "source": [ "# Import des librairies\n", @@ -743,8 +782,11 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": {}, + "execution_count": 19, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [], "source": [ "yf = pd.Series(scipy.fftpack.fft(data['untrend_data']))" @@ -752,8 +794,11 @@ }, { "cell_type": "code", - "execution_count": 45, - "metadata": {}, + "execution_count": 20, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, "outputs": [ { "data": { @@ -761,7 +806,7 @@ "dtype('complex128')" ] }, - "execution_count": 45, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -772,15 +817,215 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.6/site-packages/numpy/core/_asarray.py:85: ComplexWarning: Casting complex values to real discards the imaginary part\n", + " return array(a, dtype, copy=False, order=order)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yf.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [ + "from lmfit.model import Model, save_model\n", + "\n", + "def mysine(x, amp, freq, shift):\n", + " return amp * np.sin(x*freq + shift)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "ename": "NotImplementedError", + "evalue": "guess() not implemented for Model", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNotImplementedError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0msinemodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmysine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mpars\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msinemodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_params\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mamp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfreq\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.25\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshift\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mparams\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msinemodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mguess\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'untrend_data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 738\u001b[0m \u001b[0mmsg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'guess() not implemented for %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mcname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 739\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 740\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 741\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_residual\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNotImplementedError\u001b[0m: guess() not implemented for Model" + ] + } + ], + "source": [ + "sinemodel = Model(mysine)\n", + "pars = sinemodel.make_params(amp=1, freq=0.25, shift=0)\n", + "params = sinemodel.guess(data['untrend_data'], x=time)\n", + "\n", + "result = sinemodel.fit(data['untrend_data'], params, x=time)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "OrderedDict([('amp', 53.93685622928183),\n", + " ('freq', 0.3543795056268845),\n", + " ('shift', 0.06850006173238188)])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Affichage des meilleures paramètres calculés par lmfit\n", + "coeffs_sine = result.params.valuesdict()\n", + "coeffs_sine" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [ + "def fitted_sine_curve(time):\n", + " year_CO2 = coeffs_sine.get('amp')*np.sin(time*coeffs_sine.get('freq') + coeffs_sine.get('shift'))\n", + " return year_CO2" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "hideCode": true, + "hidePrompt": true + }, + "outputs": [], + "source": [ + "# Ajout d'une colonne dans le dataframe data\n", + "data['year_CO2'] = pd.Series(fitted_sine_curve(time), index=data.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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