{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "# Travail pratique avec évaluation par les pairs\n", "## Sujet 1 : Concentration de CO2 dans l'atmosphère depuis 1958\n", "### Auteur: William Dethier (william.dethier@univ-grenoble-alpes.fr)\n", "\n", "## Consignes:\n", "En 1958, Charles David Keeling a initié une mesure de la concentration de $CO_2$ dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis qui continue jusqu'à aujourd'hui. L'objectif initial était d'étudier la variation saisonnière, mais l'intérêt s'est déplacé plus tard vers l'étude de la tendance croissante dans le contexte du changement climatique. En honneur à Keeling, ce jeu de données est souvent appelé \"Keeling Curve\" (voir https://en.wikipedia.org/wiki/Keeling_Curve pour l'histoire et l'importance de ces données).\n", "\n", "Les données sont disponibles sur le [site Web de l'institut Scripps](https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html). Utilisez le fichier avec les observations hebdomadaires. Attention, ce fichier est mis à jour régulièrement avec de nouvelles observations. Notez donc bien la date du téléchargement, et gardez une copie locale de la version précise que vous analysez. Faites aussi attention aux données manquantes.\n", "\n", "Votre mission si vous l'acceptez :\n", "1. Réalisez un graphique qui vous montrera une oscillation périodique superposée à une évolution systématique plus lente.\n", "2. Séparez ces deux phénomènes. Caractérisez l'oscillation périodique. Proposez un modèle simple de la contribution lente, estimez ses paramètres et tentez une extrapolation jusqu'à 2025 (dans le but de pouvoir valider le modèle par des observations futures).\n", "3. Déposer dans FUN votre résultat\n", "\n", "## Téléchargement des données:\n", "\n", "Nous nous rendons sur le site de l'**institut Scripps** avec l'url donné: https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html.\n", "\n", "Sur ce site nous choisissons les données correspondant à celle récoltées depuis 1958 jusqu'aujourd'hui qui sont des données hebdomadaires. Le fichier obtenu à le nom suivant: *weekly_in_situ_co2_mlo.csv*. Les données ont été téléchargées le 10 avril 2020 à 08:38. \n", "\n", "La description des données dans le fichier, indique que le fichier contient deux colonnes indiquant la date et la concentration de $CO_2$ en micro-mol de $CO_2$ par mole (ppm: partie par million (mg/kg); [voir la page *Wikipedia* ](https://www.google.be/url?sa=t&rct=j&q=&esrc=s&source=web&cd=3&cad=rja&uact=8&ved=2ahUKEwjCn-T8qN3oAhXKwKQKHW0XAfMQFjACegQICxAF&url=https%3A%2F%2Ffr.wikipedia.org%2Fwiki%2FPartie_par_million&usg=AOvVaw17FszDa5Y_l-nQSsHYMHmC)pour une explication détaillée ).\n", "\n", "## Pré-traitement des données:\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import isoweek\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Après inspection visuelle, les premières lignes du fichier CSV sont un commentaire, que nous ignorons en précisant **skiprows=43**.\n", "\n", "**Attention: nous avons modifié le fichier source en ajoutant simplement le nom des colonnes afin de ne pas avoir une partie du commentaire dans l'affichage et afin que ce soit plus clair. Cela ne change rien aux données. Nous avons écrit une ligne entre la fin du commentaire et le début des données comme suit: \"Date\", \"Concentration\" .\n", "Nous utilisons donc un fichier nommé *weekly_in_situ_co2_mlomodified.csv* comprenant la modification, mais afin d'avoir les données originales, le fichier source *weekly_in_situ_co2_mlo.csv* est tout de même gardé dans le répertoire sur GitLab.**\n", "\n", "Ensuite, nous affichons les données brutes." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "text/html": [ "
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DateConcentration
01958-03-29316.19
11958-04-05317.31
21958-04-12317.69
31958-04-19317.58
41958-04-26316.48
51958-05-03316.95
61958-05-17317.56
71958-05-24317.99
81958-07-05315.85
91958-07-12315.85
101958-07-19315.46
111958-07-26315.59
121958-08-02315.64
131958-08-09315.10
141958-08-16315.09
151958-08-30314.14
161958-09-06313.54
171958-11-08313.05
181958-11-15313.26
191958-11-22313.57
201958-11-29314.01
211958-12-06314.56
221958-12-13314.41
231958-12-20314.77
241958-12-27315.21
251959-01-03315.24
261959-01-10315.50
271959-01-17315.69
281959-01-24315.86
291959-01-31315.42
.........
31262019-07-06412.69
31272019-07-13412.30
31282019-07-20411.76
31292019-07-27410.32
31302019-08-03410.50
31312019-08-10410.48
31322019-08-17410.05
31332019-08-24409.52
31342019-08-31409.32
31352019-09-07408.80
31362019-09-14408.61
31372019-09-21408.50
31382019-09-28408.28
31392019-10-05407.99
31402019-10-12408.61
31412019-10-19408.77
31422019-10-26408.68
31432019-11-02409.86
31442019-11-09410.15
31452019-11-16410.22
31462019-11-23410.48
31472019-11-30410.92
31482019-12-07411.27
31492019-12-14411.67
31502019-12-21412.30
31512019-12-28412.59
31522020-01-04413.19
31532020-01-11413.39
31542020-01-25413.36
31552020-02-01413.99
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3156 rows × 2 columns

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" ], "text/plain": [ " 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", "5 1958-05-03 316.95\n", "6 1958-05-17 317.56\n", "7 1958-05-24 317.99\n", "8 1958-07-05 315.85\n", "9 1958-07-12 315.85\n", "10 1958-07-19 315.46\n", "11 1958-07-26 315.59\n", "12 1958-08-02 315.64\n", "13 1958-08-09 315.10\n", "14 1958-08-16 315.09\n", "15 1958-08-30 314.14\n", "16 1958-09-06 313.54\n", "17 1958-11-08 313.05\n", "18 1958-11-15 313.26\n", "19 1958-11-22 313.57\n", "20 1958-11-29 314.01\n", "21 1958-12-06 314.56\n", "22 1958-12-13 314.41\n", "23 1958-12-20 314.77\n", "24 1958-12-27 315.21\n", "25 1959-01-03 315.24\n", "26 1959-01-10 315.50\n", "27 1959-01-17 315.69\n", "28 1959-01-24 315.86\n", "29 1959-01-31 315.42\n", "... ... ...\n", "3126 2019-07-06 412.69\n", "3127 2019-07-13 412.30\n", "3128 2019-07-20 411.76\n", "3129 2019-07-27 410.32\n", "3130 2019-08-03 410.50\n", "3131 2019-08-10 410.48\n", "3132 2019-08-17 410.05\n", "3133 2019-08-24 409.52\n", "3134 2019-08-31 409.32\n", "3135 2019-09-07 408.80\n", "3136 2019-09-14 408.61\n", "3137 2019-09-21 408.50\n", "3138 2019-09-28 408.28\n", "3139 2019-10-05 407.99\n", "3140 2019-10-12 408.61\n", "3141 2019-10-19 408.77\n", "3142 2019-10-26 408.68\n", "3143 2019-11-02 409.86\n", "3144 2019-11-09 410.15\n", "3145 2019-11-16 410.22\n", "3146 2019-11-23 410.48\n", "3147 2019-11-30 410.92\n", "3148 2019-12-07 411.27\n", "3149 2019-12-14 411.67\n", "3150 2019-12-21 412.30\n", "3151 2019-12-28 412.59\n", "3152 2020-01-04 413.19\n", "3153 2020-01-11 413.39\n", "3154 2020-01-25 413.36\n", "3155 2020-02-01 413.99\n", "\n", "[3156 rows x 2 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_from_site=open(\"weekly_in_situ_co2_mlomodified.csv\")\n", "#data_from_site=open(\"weekly_in_situ_co2_mlo.csv\")\n", "\n", "raw_data = pd.read_csv(data_from_site, skiprows=44)\n", "raw_data" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Y a-t-il des points manquants dans ce jeux de données ? Après une inspection visuelle on vérifie avec la ligne suivante." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateConcentration
\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: [Date, Concentration]\n", "Index: []" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data[raw_data.isnull().any(axis=1)]" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Pas de données manquante, on continue l'analyse.\n", "\n", "On vérifie le type des données:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "print(type(raw_data[\"Date\"][0]),type(raw_data[\"Concentration\"][0]))" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "La concentration est donc bien un nombre on doit pas changer. Les dates sont des chaînes de caractère, on doit donc traiter pour avoir une forme utilisable dans un graphique." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 1958-03-29\n", "1 1958-04-05\n", "2 1958-04-12\n", "3 1958-04-19\n", "4 1958-04-26\n", "5 1958-05-03\n", "6 1958-05-17\n", "7 1958-05-24\n", "8 1958-07-05\n", "9 1958-07-12\n", "10 1958-07-19\n", "11 1958-07-26\n", "12 1958-08-02\n", "13 1958-08-09\n", "14 1958-08-16\n", "15 1958-08-30\n", "16 1958-09-06\n", "17 1958-11-08\n", "18 1958-11-15\n", "19 1958-11-22\n", "20 1958-11-29\n", "21 1958-12-06\n", "22 1958-12-13\n", "23 1958-12-20\n", "24 1958-12-27\n", "25 1959-01-03\n", "26 1959-01-10\n", "27 1959-01-17\n", "28 1959-01-24\n", "29 1959-01-31\n", " ... \n", "3126 2019-07-06\n", "3127 2019-07-13\n", "3128 2019-07-20\n", "3129 2019-07-27\n", "3130 2019-08-03\n", "3131 2019-08-10\n", "3132 2019-08-17\n", "3133 2019-08-24\n", "3134 2019-08-31\n", "3135 2019-09-07\n", "3136 2019-09-14\n", "3137 2019-09-21\n", "3138 2019-09-28\n", "3139 2019-10-05\n", "3140 2019-10-12\n", "3141 2019-10-19\n", "3142 2019-10-26\n", "3143 2019-11-02\n", "3144 2019-11-09\n", "3145 2019-11-16\n", "3146 2019-11-23\n", "3147 2019-11-30\n", "3148 2019-12-07\n", "3149 2019-12-14\n", "3150 2019-12-21\n", "3151 2019-12-28\n", "3152 2020-01-04\n", "3153 2020-01-11\n", "3154 2020-01-25\n", "3155 2020-02-01\n", "Name: convert, Length: 3156, dtype: datetime64[ns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from datetime import datetime\n", "\n", "def convert_week(year_and_week_str):\n", " datetime_object = datetime.strptime(year_and_week_str, '%Y-%m-%d')\n", " return datetime_object\n", "\n", "raw_data['convert'] = [convert_week(yw) for yw in raw_data['Date']]\n", "raw_data['convert']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "N'étant pas parvenu à utiliser la librairie isoweek pour obtenir les semaines pour ces données; j'ai utilisé la librairie *datetime* pour convertir les données *Date* qui étaient des *string* en données utilisable pour un plot, dont voici le type. \n", "\n", "L'information sur la librairie *datetime* à été prise sur le site suivant: [https://stackabuse.com/converting-strings-to-datetime-in-python/]()." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "print(type(raw_data['convert'][0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut désormais faire un graphique des données de concentration en fonction du temps pour avoir une vision des données. Nous remarquons l'oscillation mentionnée dans la consigne au début du document, nous allons désormais superposer la coubre de l'évolution plus lente. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Concentration CO_2')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "raw_data.plot(\"convert\",\"Concentration\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Concentration CO_2\")\n", "\n", "raw_data[-75:].plot(\"convert\",\"Concentration\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Concentration CO_2\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous utilisons un filtre pour faire un fit des données. Nous importons la fonction *signal* de *scipy* et utilisons le filtre *savgol*. Nous superposons les données et le fit sur le même graphique. Cela permet de voir l'évolution lente." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/scipy/signal/_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import signal\n", "\n", "raw_data[\"smooth\"]=signal.savgol_filter(raw_data['Concentration'], 57, 1)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(raw_data[\"convert\"],raw_data[\"Concentration\"], linewidth=.75)\n", "ax.plot(raw_data[\"convert\"],raw_data[\"smooth\"],linewidth=2)\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Concentration CO_2\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin de pouvoir caractériser la période, nous ramenons les données autour de 0 en retirant aux données la courbe du fit obtenue avec l'utilisation du filtre *savgol*." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(raw_data[\"convert\"],raw_data[\"Concentration\"]-raw_data[\"smooth\"])\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Concentration CO_2 - fit\")\n", "ax.set_xlim(\"2018-01-01\",'2020-01-01')\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous rappliquons le même filtre à ces nouvelles données pour avoir un signal plus facile à visualiser." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "raw_data[\"smooth_b\"]=signal.savgol_filter(raw_data[\"Concentration\"]-raw_data[\"smooth\"], 57, 3)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(raw_data[\"convert\"],raw_data[\"smooth_b\"])\n", "plt.axhline(y=0, color='r', linestyle='-')\n", "ax.set_xlim(\"2018-01-01\",'2020-01-01')\n", "ax.set_ylim(-2.5,2.5)\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Concentration CO_2 - fit \")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visuellement nous remarquons que la période de l'oscillation est de plus ou moins un an et nous basons la suite de l'analyse sur cette supposition. On peut donc estimer la période plus facilement. Ne connaissant pas de moyen pour déterminer à l'aide du code et d'une fonction la période des données, nous utilisons les étapes suivantes:\n", "- Le signal ressemble à un signal sinusoidal. De ce fait, nous savons que la période correspond au passage des données à la valeur 0 une fois sur deux.\n", "- Nous affichons donc des barres verticales une fois sur deux, là où les données passent par zéro.\n", "- Nous faisons une nouvelle inspection visuelle et remarquons que sur un zoom de deux ans le lieu de données égales à 0 passe aux alentour de juillet de l'année pour les deux années consécutives\n", "- Nous confirmons que la période est proche de un an" ] }, { "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": [ "raw_data_period=[]\n", "raw_data_date=[]\n", "raw_data_value=[]\n", "\n", "for i in range(len(raw_data[\"smooth_b\"])):\n", " if abs(raw_data[\"smooth_b\"][i])<=0.1:\n", " #print(i, raw_data[\"smooth_b\"][i])\n", " #print(i, raw_data[\"convert\"][i])\n", " raw_data_period.append(i)\n", " raw_data_date.append(raw_data[\"convert\"][i])\n", " raw_data_value.append(raw_data[\"smooth_b\"][i])\n", "\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(raw_data[\"convert\"],raw_data[\"smooth_b\"])\n", "plt.axvline(x=raw_data_date[-1], color='r', linestyle='-')\n", "plt.axvline(x=raw_data_date[-2], color='r', linestyle='-')\n", "plt.axhline(y=0, color='r', linestyle='-')\n", "ax.set_xlim(\"2018-01-01\",'2020-01-01')\n", "ax.set_ylim(-2.5,2.5)\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Concentration CO_2 - fit\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Puisque l'indice des données correspond au nombre de semaines écoulées depuis le début des données, une autre méthode consisterait à récolter l'indice des données qui passent par 0. C'est ce qui est fait dans *raw_data_period*. Nous regardons le nombre de semaine moyen entre deux données consécutives passant par 0 et multiplions par 2 pour avoir la période. Cette méthode nous donne une réponse en nombre de semaine proche de la valeur de un an. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[22, 23, 26, 26, 26, 26, 26, 25, 46, 1, 26, 1, 1, 1, 1, 1, 1, 1, 1, 1, 47, 26, 24, 24, 24, 52, 27, 26, 26, 26, 26, 26, 51, 28, 27, 51, 26, 26, 51, 52, 52, 27, 25, 27, 26, 51, 53, 27, 26, 24, 24, 25, 26, 26, 26, 26, 25, 27, 26, 26, 26, 26, 25, 27, 79, 26, 25, 27, 25, 27, 26, 26, 26, 27, 24, 28, 26, 25, 26, 27, 25, 27, 25, 27, 25, 27, 25, 25, 25, 50, 24, 25, 51, 52, 52, 104, 27, 25, 51, 26, 26, 26, 25, 27, 78, 27, 24, 54]\n" ] }, { "data": { "text/plain": [ "57.81481481481482" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data_period_mean=[]\n", "\n", "for i in range(len(raw_data_period)-1):\n", " raw_data_period_mean.append(raw_data_period[i+1]-raw_data_period[i])\n", " \n", "print(raw_data_period_mean)\n", "2.*np.mean(raw_data_period_mean)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous créons une nouvelle liste de date pour avoir des dates jusqu'en 2025. Nous définissons la pas de temps à 1 semaine en utilisans la fonction *timedelta*." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1958-03-29 00:00:00\n", "1958-04-05 00:00:00\n", "1958-04-12 00:00:00\n", "1958-04-19 00:00:00\n", "1958-04-26 00:00:00\n", "1958-05-03 00:00:00\n", "1958-05-17 00:00:00\n", "1958-05-24 00:00:00\n", "1958-07-05 00:00:00\n", "1958-07-12 00:00:00\n", "1958-07-19 00:00:00\n", "1958-07-26 00:00:00\n", "1958-08-02 00:00:00\n", "1958-08-09 00:00:00\n", "1958-08-16 00:00:00\n", "1958-08-30 00:00:00\n", "1958-09-06 00:00:00\n", "1958-11-08 00:00:00\n", "1958-11-15 00:00:00\n", "1958-11-22 00:00:00\n", "1958-11-29 00:00:00\n", "1958-12-06 00:00:00\n", "1958-12-13 00:00:00\n", "1958-12-20 00:00:00\n", "1958-12-27 00:00:00\n", "1959-01-03 00:00:00\n", "1959-01-10 00:00:00\n", "1959-01-17 00:00:00\n", "1959-01-24 00:00:00\n", "1959-01-31 00:00:00\n", "1959-02-14 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from datetime import timedelta\n", "delta = timedelta(weeks=1)\n", "\n", "date_convert=[]\n", "date_extra=[]\n", "concentration=[]\n", "\n", "for i in range(len(raw_data[\"Concentration\"])):\n", " concentration.append(raw_data[\"Concentration\"][i])\n", " \n", "for i in range(len(raw_data[\"convert\"])):\n", " date_extra.append(raw_data[\"convert\"][i])\n", " #print(date_extra[i])\n", " \n", "for i in range(260):\n", " date_convert.append(raw_data[\"convert\"][len(raw_data[\"convert\"])-1]+delta*(i+1))\n", " #print(date_extra[i])\n", "\n", "\n", "for i in range(len(date_convert)):\n", " date_extra.append(date_convert[i])\n", "\n", "#date_convert=pd.Series(date_convert) \n", " \n", "for i in range(len(date_extra)):\n", " print(date_extra[i])\n", " \n", " \n", "print(type(date_extra[0]))\n", "print(type(raw_data[\"convert\"]))\n", "\n", "date_convert = pd.DataFrame({\"convert\":date_convert}) \n", "\n", "raw_data=raw_data.append(date_convert, ignore_index=True)\n", "\n", "raw_data=raw_data.interpolate(method ='linear', limit_direction ='forward')\n", "\n", "raw_data.plot(\"convert\",\"Concentration\")\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous avons maintenant un liste qui contient une suite de date jusqu'un 2025 et nous allons l'tuiliser pour extrapoler les données. Nous ne sommes pas parvenu à trouver les focntions pour exrrapoler correctement els données, nous ne pouvons aller plus loin. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_code_all_hidden": false, "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 }