{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Projet d'Analyse Boursière\n", "\n", "### Remarque: Vous êtes libre de considérer ceci comme un exercice complet ou simplement de voir la vidéo des solutions comme une revue de code pour le projet. Ce projet est conçu pour être assez stimulant car il introduira quelques nouveaux concepts par le biais de quelques astuces !\n", "\n", "Bienvenue à votre premier projet! Ce projet est destiné à couronner la première moitié du cours, qui a principalement porté sur l'apprentissage des bibliothèques que nous utilisons dans ce cours, la deuxième moitié du cours traitera beaucoup plus des techniques financières et des plateformes de trading quantitatif.\n", "\n", "Nous analyserons les données sur les actions de quelques compagnies automobiles du 1er janvier 2012 au 1er janvier 2017. Gardez à l'esprit que ce projet est principalement fait pour pratiquer vos compétences avec matplotlib, pandas et numpy. Ne déduisez pas des conseils de trading financier de l'analyse que nous faisons ici !\n", "\n", "### Partie 0: Importations\n", "\n", "**Importez les différentes bibliothèques dont vous aurez besoin - vous pouvez toujours revenir ici ou importer au fur et à mesure :)**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____\n", "## Partie 1: Obtenir les données\n", "\n", "### Action Tesla (Ticker: TSLA sur le NASDAQ)\n", "\n", "**Note ! Tout le monde ne travaillera pas sur un ordinateur qui lui donnera un accès complet pour télécharger les informations boursières en utilisant pandas_datareader (pare-feu, permissions d'administration, etc...). Pour cette raison, le fichier csv pour Tesla est fourni dans un dossier data à l'intérieur de ce dossier. Il s'appelle Tesla_Stock.csv. N'hésitez pas à l'utiliser avec read_csv !**\n", "\n", "**Utilisez pandas_datareader pour obtenir les informations historiques sur les actions de Tesla du 1er janvier 2012 au 1er janvier 2017.**\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HighLowOpenCloseVolumeAdj Close
Date
2012-01-0329.50000027.65000028.94000128.08000092810028.080000
2012-01-0428.67000027.50000028.20999927.70999963010027.709999
2012-01-0527.93000026.85000027.76000027.120001100550027.120001
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2012-01-0927.49000026.12000127.00000027.25000089700027.250000
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" ], "text/plain": [ " High Low Open Close Volume Adj Close\n", "Date \n", "2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000\n", "2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999\n", "2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001\n", "2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000\n", "2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Autres entreprises automobiles\n", "\n", "**Répétez les mêmes étapes pour extraire les données pour Ford et GM (General Motors)**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HighLowOpenCloseVolumeAdj Close
Date
2012-01-0311.2510.9911.0011.1345709900.07.673051
2012-01-0411.5311.0711.1511.3079725200.07.790251
2012-01-0511.6311.2411.3311.5967877500.07.990177
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2012-01-0911.9511.7011.8311.8053981500.08.134951
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" ], "text/plain": [ " High Low Open Close Volume Adj Close\n", "Date \n", "2012-01-03 11.25 10.99 11.00 11.13 45709900.0 7.673051\n", "2012-01-04 11.53 11.07 11.15 11.30 79725200.0 7.790251\n", "2012-01-05 11.63 11.24 11.33 11.59 67877500.0 7.990177\n", "2012-01-06 11.80 11.52 11.74 11.71 59840700.0 8.072903\n", "2012-01-09 11.95 11.70 11.83 11.80 53981500.0 8.134951" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HighLowOpenCloseVolumeAdj Close
Date
2012-01-0321.18000020.75000020.83000021.0499999321300.016.299799
2012-01-0421.37000120.75000021.04999921.1500007856700.016.377232
2012-01-0522.29000120.95999921.10000022.17000017880600.017.167059
2012-01-0623.03000122.24000022.26000022.92000018234500.017.747812
2012-01-0923.43000022.70000123.20000122.84000012084500.017.685862
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" ], "text/plain": [ " High Low Open Close Volume Adj Close\n", "Date \n", "2012-01-03 21.180000 20.750000 20.830000 21.049999 9321300.0 16.299799\n", "2012-01-04 21.370001 20.750000 21.049999 21.150000 7856700.0 16.377232\n", "2012-01-05 22.290001 20.959999 21.100000 22.170000 17880600.0 17.167059\n", "2012-01-06 23.030001 22.240000 22.260000 22.920000 18234500.0 17.747812\n", "2012-01-09 23.430000 22.700001 23.200001 22.840000 12084500.0 17.685862" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partie 2: Visualisation des données\n", "\n", "**Il est temps de visualiser les données.**\n", "\n", "**Suivez et recréez les graphiques ci-dessous en suivant les instructions et les explications.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____\n", "\n", "**Recréez ce tracé linéaire de tous les prix à l'ouverture des différentes actions! Astuce: Pour la légende, utilisez le paramètre label et plt.legend()**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Code ici" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Tracez le volume des actions négociées chaque jour.**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Intéressant, il semble que Ford ait eu un très gros pic fin 2013. Quelle était la date de ce volume d'échange maximum pour Ford ?**\n", "\n", "**Bonus: Que s'est-il passé ce jour-là?**" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Timestamp('2013-12-18 00:00:00')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*La visualisation du prix à l'ouverture des séries temporelles donne l'impression que Tesla a toujours eu beaucoup plus de valeur en tant qu'entreprise que GM et Ford. Mais pour vraiment comprendre cela, il faudrait regarder la capitalisation boursière totale de la société, et pas seulement le cours de l'action. Malheureusement, nos données actuelles n'ont pas cette information du nombre total d'unités d'actions présentes. Mais ce que nous pouvons faire comme simple calcul pour essayer de représenter l'argent total échangé serait de multiplier la colonne 'Volume' par le cours de l'action. Rappelez-vous que ce n'est pas encore la capitalisation boursière réelle, c'est juste une représentation visuelle de la quantité totale d'argent échangé en utilisant la série temporelle. (par exemple 100 unités d'actions à 10 dollars chacune contre 100 000 unités d'actions à 1 dollars chacune)*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Créez une nouvelle colonne pour chaque dataframe appelée \"Total Traded\" qui est le prix d'ouverture multiplié par le volume négocié.**" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Code ici" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Tracez ce total négocié (Total Traded) par rapport à l'index de temps.**" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Code ici" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Total Traded')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Intéressant, il semble qu'il y ait eu une énorme quantité d'argent échangé pour Tesla début 2014. Quelle date c'était et que s'est-il passé ?**" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Timestamp('2014-02-25 00:00:00')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Entraînons-nous à tracer des moyennes glissantes ou mobiles (MA - Moving Averages). Tracez MA50 et MA200 pour GM.**" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Code ici" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "______" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Enfin, voyons s'il existe une relation entre ces actions car elles sont tous liées à l'industrie automobile. Nous pouvons le voir facilement à travers un diagramme de dispersion. Importez la matrice de dispersion de pandas.plotting et utilisez-la pour créer un diagramme de dispersion du prix d'ouverture de toutes les actions. Vous devrez peut-être réorganiser les colonnes dans un nouveau dataframe unique. Vous trouverez des conseils et des informations ici: https://pandas.pydata.org/pandas-docs/stable/visualization.html#scatter-matrix-plot**" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_____\n", "### Bonus: Tâche de visualisation ! (C'est difficile !)\n", "**Créons maintenant un graphique en chandelier! Regardez la vidéo si vous ne parvenez pas à recréer cette visualisation, il y a plusieurs étapes à suivre! Référez-vous à la vidéo pour comprendre comment interpréter et lire ce graphique. Conseils: https://matplotlib.org/examples/pylab_examples/finance_demo.html**\n", "\n", "**Créer un graphique de chandeliers pour Ford en janvier 2012 (trop de dates, ce ne sera pas idéal pou pour un graphique de chandeliers)**" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# Code ici" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____\n", "# Partie 3: Analyse financière de base\n", "\n", "Il est maintenant temps de se concentrer sur quelques calculs financiers clés. Cela vous servira de transition vers la deuxième moitié du cours. Vous n'avez qu'à suivre les instructions, il s'agira principalement d'un exercice de conversion d'une équation ou d'un concept mathématique en code à l'aide de python et pandas, ce que nous ferons souvent lorsque nous travaillerons avec des données quantitatives! Si vous vous sentez perdu dans cette section, ne vous inquiétez pas! Allez simplement au notebook (ou vidéo) sur les solutions et traitez-la comme une revue de code, utilisez le style d'apprentissage qui vous convient le mieux!\n", "\n", "Commençons !\n", "____" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rendement quotidien en pourcentage\n", "Nous commencerons par calculer la rendement quotidienne en pourcentage. Le rendement (en %) est défini par la formule suivante :" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$ r_t = \\frac{p_t}{p_{t-1}} -1$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cela définit r_t (rendement à l'instant t) comme étant égal au prix à l'instant t divisé par le prix à l'instant t-1 (la veille) moins 1. En gros, cela vous informe simplement de votre pourcentage de gain (ou de perte) si vous avez acheté l'action le jour et l'avez ensuite vendue le lendemain. Bien que cela ne soit pas nécessairement utile pour tenter de prédire les valeurs futures du titre, c'est très utile pour analyser la volatilité du titre. Si les rendements quotidiens ont une large distribution, le titre est plus volatil d'un jour à l'autre. Calculons les pourcentages de rendement, puis traçons un histogramme et décidons quel titre est le plus stable!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Créez une nouvelle colonne pour chaque dataframe appelée 'returns'. Cette colonne sera calculée à partir de la colonne de prix à la fermeture'Close'. Il y a deux façons de faire cela, soit un simple calcul en utilisant la méthode .shift() qui suit la formule ci-dessus, ou vous pouvez aussi utiliser la méthode pct_change intégrée à pandas.**" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Méthode 1: en utilisant shift" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HighLowOpenCloseVolumeAdj CloseTotal Tradedreturns
Date
2012-01-0329.50000027.65000028.94000128.08000092810028.0800002.685921e+07NaN
2012-01-0428.67000027.50000028.20999927.70999963010027.7099991.777512e+07-0.013177
2012-01-0527.93000026.85000027.76000027.120001100550027.1200012.791268e+07-0.021292
2012-01-0627.79000126.41000027.20000126.91000098630026.9100002.682736e+07-0.007743
2012-01-0927.49000026.12000127.00000027.25000089700027.2500002.421900e+070.012635
\n", "
" ], "text/plain": [ " High Low Open Close Volume Adj Close \\\n", "Date \n", "2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n", "2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n", "2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n", "2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n", "2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n", "\n", " Total Traded returns \n", "Date \n", "2012-01-03 2.685921e+07 NaN \n", "2012-01-04 1.777512e+07 -0.013177 \n", "2012-01-05 2.791268e+07 -0.021292 \n", "2012-01-06 2.682736e+07 -0.007743 \n", "2012-01-09 2.421900e+07 0.012635 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# méthode 2: en utilisant pct_changes" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HighLowOpenCloseVolumeAdj CloseTotal Tradedreturns
Date
2012-01-0329.50000027.65000028.94000128.08000092810028.0800002.685921e+07NaN
2012-01-0428.67000027.50000028.20999927.70999963010027.7099991.777512e+07-0.013177
2012-01-0527.93000026.85000027.76000027.120001100550027.1200012.791268e+07-0.021292
2012-01-0627.79000126.41000027.20000126.91000098630026.9100002.682736e+07-0.007743
2012-01-0927.49000026.12000127.00000027.25000089700027.2500002.421900e+070.012635
\n", "
" ], "text/plain": [ " High Low Open Close Volume Adj Close \\\n", "Date \n", "2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n", "2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n", "2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n", "2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n", "2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n", "\n", " Total Traded returns \n", "Date \n", "2012-01-03 2.685921e+07 NaN \n", "2012-01-04 1.777512e+07 -0.013177 \n", "2012-01-05 2.791268e+07 -0.021292 \n", "2012-01-06 2.682736e+07 -0.007743 \n", "2012-01-09 2.421900e+07 0.012635 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HighLowOpenCloseVolumeAdj CloseTotal Tradedreturns
Date
2012-01-0311.2510.9911.0011.1345709900.07.6730515.028089e+08NaN
2012-01-0411.5311.0711.1511.3079725200.07.7902518.889359e+080.015274
2012-01-0511.6311.2411.3311.5967877500.07.9901777.690521e+080.025664
2012-01-0611.8011.5211.7411.7159840700.08.0729037.025298e+080.010354
2012-01-0911.9511.7011.8311.8053981500.08.1349516.386011e+080.007686
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" ], "text/plain": [ " High Low Open Close Volume Adj Close Total Traded \\\n", "Date \n", "2012-01-03 11.25 10.99 11.00 11.13 45709900.0 7.673051 5.028089e+08 \n", "2012-01-04 11.53 11.07 11.15 11.30 79725200.0 7.790251 8.889359e+08 \n", "2012-01-05 11.63 11.24 11.33 11.59 67877500.0 7.990177 7.690521e+08 \n", "2012-01-06 11.80 11.52 11.74 11.71 59840700.0 8.072903 7.025298e+08 \n", "2012-01-09 11.95 11.70 11.83 11.80 53981500.0 8.134951 6.386011e+08 \n", "\n", " returns \n", "Date \n", "2012-01-03 NaN \n", "2012-01-04 0.015274 \n", "2012-01-05 0.025664 \n", "2012-01-06 0.010354 \n", "2012-01-09 0.007686 " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HighLowOpenCloseVolumeAdj CloseTotal TradedMA50MA200returns
Date
2012-01-0321.18000020.75000020.83000021.0499999321300.016.2997991.941627e+08NaNNaNNaN
2012-01-0421.37000120.75000021.04999921.1500007856700.016.3772321.653835e+08NaNNaN0.004751
2012-01-0522.29000120.95999921.10000022.17000017880600.017.1670593.772807e+08NaNNaN0.048227
2012-01-0623.03000122.24000022.26000022.92000018234500.017.7478124.059000e+08NaNNaN0.033829
2012-01-0923.43000022.70000123.20000122.84000012084500.017.6858622.803604e+08NaNNaN-0.003490
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" ], "text/plain": [ " High Low Open Close Volume Adj Close \\\n", "Date \n", "2012-01-03 21.180000 20.750000 20.830000 21.049999 9321300.0 16.299799 \n", "2012-01-04 21.370001 20.750000 21.049999 21.150000 7856700.0 16.377232 \n", "2012-01-05 22.290001 20.959999 21.100000 22.170000 17880600.0 17.167059 \n", "2012-01-06 23.030001 22.240000 22.260000 22.920000 18234500.0 17.747812 \n", "2012-01-09 23.430000 22.700001 23.200001 22.840000 12084500.0 17.685862 \n", "\n", " Total Traded MA50 MA200 returns \n", "Date \n", "2012-01-03 1.941627e+08 NaN NaN NaN \n", "2012-01-04 1.653835e+08 NaN NaN 0.004751 \n", "2012-01-05 3.772807e+08 NaN NaN 0.048227 \n", "2012-01-06 4.059000e+08 NaN NaN 0.033829 \n", "2012-01-09 2.803604e+08 NaN NaN -0.003490 " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Maintenant, tracez un histogramme des rendements de chaque entreprise. Soit vous les faites séparément, soit vous les empilez les uns sur les autres. Quelle est l'action la plus \"volatile\"? (selon la variance des rendements quotidiens, nous discuterons de la volatilité de façon beaucoup plus détaillée dans les prochaines sections).**" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Essayez aussi de tracer un KDE au lieu dun 'histogrammes pour avoir un autre point de vue. Quelle action a le tracé le plus large?**" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Essayez aussi de créer des diagrammes en boîtes comparant les rendements.**" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparaison des rendements quotidiens entre les actions\n", "\n", "**Créez un graphique matriciel de dispersion pour voir la corrélation entre les rendements quotidiens de chaque titre. Cela permet de répondre à la question de savoir dans quelle mesure les sociétés automobiles sont liées entre elles. Le marché considère-t-il Tesla comme une entreprise de technologie plutôt que comme une entreprise automobile ?**" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Il semble que Ford et GM aient une sorte de relation, traçons juste ces deux-là dans un diagramme de dispersion pour voir cela de plus près !**" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____\n", "## Rendements quotidiens cumulatifs\n", "\n", "Super ! Nous pouvons maintenant voir quel titre a eu le plus grand écart de rendement quotidien (vous auriez dû vous rendre compte que c'était Tesla, notre graphique original du cours de l'action aurait dû aussi le montrer).\n", "\n", "Avec les rendements cumulatifs quotidiens, la question à laquelle nous essayons de répondre est la suivante: si j'avais investi 1$ dans l'entreprise au début de la série temporelle, combien vaudrait-elle aujourd'hui? Cette question est différente de celle du prix de l'action à la journée courante, car elle tiendra compte des rendements quotidiens. N'oubliez pas que notre simple calcul ici ne tiendra pas compte des actions qui redonnent un dividende. Examinons quelques exemples simples:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Disons qu'il y a une action \"ABC\" qui est activement négociée en bourse. ABC a les prix suivants correspondant aux dates indiquées:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Date Prix\n", " 01/01/2018 10\n", " 01/02/2018 15\n", " 01/03/2018 20\n", " 01/04/2018 25" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Rendement quotidien**: Le rendement quotidien est le profit ou perte réalisé par l'action par rapport à la veille. (C'est ce qu'on vient de calculer ci-dessus). Une valeur supérieure à 1 indique un profit, de même qu'une valeur inférieure à 1 indique une perte. Il est également exprimé en pourcentage pour mieux transmettre l'information. (Exprimé en pourcentage, si la valeur est supérieure à 0, le titre vous a donné un profit, sinon une perte). Ainsi, pour l'exemple ci-dessus, les rendements quotidiens seraient" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Date Rendement quotidien %Rendement quotidien\n", " 01/01/2018 10/10 = 1 - \n", " 01/02/2018 15/10 = 3/2 50%\n", " 01/03/2018 20/15 = 4/3 33%\n", " 01/04/2018 25/20 = 5/4 20%" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Rendement Cumulé**: Bien que les rendements quotidiens soient utiles, ils ne donnent pas à l'investisseur un aperçu immédiat des gains qu'il a réalisés jusqu'à présent, surtout si le titre est très volatil. Le rendement cumulatif est calculé par rapport au jour où l'investissement est effectué. Si le rendement cumulatif est supérieur à 1, vous faites des profits, sinon vous êtes en perte. Donc, pour l'exemple ci-dessus, les gains cumulatifs sont les suivants:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Date Rendement cumulé %rendement cumulé\n", " 01/01/2018 10/10 = 1 100 % \n", " 01/02/2018 15/10 = 3/2 150 %\n", " 01/03/2018 20/10 = 2 200 %\n", " 01/04/2018 25/10 = 5/2 250 %" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La formule pour un rendement quotidien cumulatif est la suivante :\n", "\n", "$ i_i = (1+r_t) * i_{t-1} $\n", "\n", "Ici, nous pouvons voir que nous ne faisons que multiplier notre investissement précédent à i à t-1 par 1+notre pourcentage de rendement. Pandas rend cela très simple à calculer avec sa méthode cumprod(). En utilisant quelque chose de la manière suivante :\n", "\n", " df[daily_cumulative_return] = (1 + df[pct_daily_return]).cumprod()\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Créez une colonne de rendement quotidien cumulatif (cumulative daily return) pour le dataframe de chaque société automobile.**" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HighLowOpenCloseVolumeAdj CloseTotal TradedreturnsCumulative Return
Date
2012-01-0329.50000027.65000028.94000128.08000092810028.0800002.685921e+07NaNNaN
2012-01-0428.67000027.50000028.20999927.70999963010027.7099991.777512e+07-0.0131770.986823
2012-01-0527.93000026.85000027.76000027.120001100550027.1200012.791268e+07-0.0212920.965812
2012-01-0627.79000126.41000027.20000126.91000098630026.9100002.682736e+07-0.0077430.958333
2012-01-0927.49000026.12000127.00000027.25000089700027.2500002.421900e+070.0126350.970442
\n", "
" ], "text/plain": [ " High Low Open Close Volume Adj Close \\\n", "Date \n", "2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n", "2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n", "2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n", "2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n", "2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n", "\n", " Total Traded returns Cumulative Return \n", "Date \n", "2012-01-03 2.685921e+07 NaN NaN \n", "2012-01-04 1.777512e+07 -0.013177 0.986823 \n", "2012-01-05 2.791268e+07 -0.021292 0.965812 \n", "2012-01-06 2.682736e+07 -0.007743 0.958333 \n", "2012-01-09 2.421900e+07 0.012635 0.970442 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Tracez maintenant les colonnes de rendement cumulatif en fonction de l'index de la série temporelle. Quel titre a affiché le rendement le plus élevé pour un dollar investi? Lequel a affiché le rendement le plus faible?**" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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