From e216726415e43372c081c894fc2766c9a91a88a3 Mon Sep 17 00:00:00 2001 From: 67a6b213193a2d0a60e6075e4092ba12 <67a6b213193a2d0a60e6075e4092ba12@app-learninglab.inria.fr> Date: Sun, 7 Jun 2020 22:06:46 +0000 Subject: [PATCH] last touch to the graph --- module3/exo3/exercice.ipynb | 641 +++++++++--------------------------- 1 file changed, 156 insertions(+), 485 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 31e7557..f94030f 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -12,7 +12,7 @@ "Dans le cadre de cette exercice évalué par les pairs (Mooc RR, mod3) j'ai choisi le sujet n°2 intitulé :\n", "**Le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle**\n", "\n", - "## Contexte de l'étude\n", + "## A. Contexte de l'étude\n", "\n", "William Playfair un des pionnier de la représentation graphique des données, a réalisé un graphique montrant l'évolution du prix du blé et du salaire moyen entre 1565 et 1821. Ce graphique a été publié en 1822 dans son livre *A Letter on our Agricultural Distresses, Their Causes and Remedies*. Ci-dessous une reproduction hébergée sur [Wikipédia][graph original].\n", "\n", @@ -22,7 +22,7 @@ "\n", "Le premier objectif de l'étude est de reproduire ce graphe, puis dans un second temps de corriger le graphique.Een effet W. Playfair a utilisé la même unité pour représenter deux quantités différentes sur l'axe des ordonnées. Enfin dans un troisième temps le but sera d'améliorer la représentation du pouvoir d'achat des agriculteurs anglais sur cette période.\n", "\n", - "## Les données\n", + "## B. Les données\n", "\n", "### Sources\n", "\n", @@ -360,7 +360,7 @@ "hidePrompt": false }, "source": [ - "## Reproduction du graphique original\n", + "## C. Reproduction du graphique original\n", "\n", "Ci-dessous le graphique original est reproduit à l'aide de `Matplotlib`.\n", "(Pour représenter des dégradés voir ce lien : https://matplotlib.org/3.2.1/gallery/lines_bars_and_markers/gradient_bar.html?highlight=gradient)\n", @@ -451,7 +451,7 @@ "hidePrompt": false }, "source": [ - "## Graphique avec deux axes des ordonnées\n", + "## D. Graphique avec deux axes des ordonnées\n", "Le graphique précédent est repris et amélioré avec deux axes distincts cette fois-ci.\n", "Le jeu de couleur est changé pour un affichage plus lisible.\n", "La conversion vers l'unité moderne est ajouté en légende de l'axe y, pour information." @@ -535,7 +535,7 @@ "hidePrompt": false }, "source": [ - "## Représentation du pouvoir d'achat\n", + "## E. Représentation du pouvoir d'achat\n", "\n", "### Le pouvoir d'achat en équivalent blé acheté\n", "Le pouvoir d'achat est définie ici comme la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire. \n", @@ -597,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": { "hideCode": false, "hidePrompt": false @@ -609,7 +609,7 @@ "Text(0.5,1,\"Pouvoir d'achat d'un ouvrier\\n en équivalent masse de blé hebdomadaire\\n de 1565 à 1810\")" ] }, - "execution_count": 15, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, @@ -664,7 +664,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -720,7 +720,7 @@ "\n", "Si le but de la représentation est le pouvoir d'achat alors cette représentation n'est pas adaptée. La représentation directe est plus claire, bien qu'il y ait une perte d'information pa rapprot au prix du blé et au niveau de rémunération.\n", "\n", - "## Représentation du pouvoir d'achat et des autres grandeurs\n", + "## F. Représentation du pouvoir d'achat et des autres grandeurs sur le même graphique\n", "Différentes représentations permettant de répondre aux problèmes relevés ci-dessus sont présentées ci après.\n", "\n", "### Représentation du pouvoir d'achat avec une couleur\n", @@ -732,7 +732,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -741,7 +741,7 @@ "(2, 12)" ] }, - "execution_count": 124, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -811,7 +811,9 @@ " horizontalalignment='center', verticalalignment='top')\n", " \n", "# faire un peu de place pour les date\n", - "ax51.set_ylim([2, 12])" + "ax51.set_ylim([2, 12])\n", + "\n", + "ax51.text" ] }, { @@ -823,27 +825,44 @@ "\n", "### Représentation du pouvoir d'achat directe\n", "\n", - "Pour la dernière itération de cette étude, le pouvoir d'adchat est représentée directement en fonction des années, et des informations secondaire et qualitatives sont données par la taille et la couleur des points pour les variables prix du blé et salaires." + "Pour la dernière itération de cette étude, le pouvoir d'achat est représentée directement en fonction des années. Et des informations secondaire et qualitatives sont données par la taille et la couleur des points pour les autres variables :\n", + "\n", + "* le prix du blé est codé par une couleur\n", + "* le salaire est codé par la taille des points" ] }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 41, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 174, - "metadata": {}, - "output_type": "execute_result" - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "Pouvoir d'achat minimum de 0.7444375 blé en kg/sem en 1595\n", + "Pouvoir d'achat maximum de 4.70952380952381 blé en kg/sem en 1785\n" + ] + } + ], + "source": [ + "# === propriétés intéressantes === #\n", + "purchpower_min = data_by_year['Purchpower'].min()\n", + "purchpower_min_id = data_by_year['Purchpower'].idxmin()\n", + "purchpower_max = data_by_year['Purchpower'].max()\n", + "purchpower_max_id = data_by_year['Purchpower'].idxmax()\n", + "print(\"Pouvoir d'achat minimum de {} blé en kg/sem en {}\".format(purchpower_min, purchpower_min_id))\n", + "print(\"Pouvoir d'achat maximum de {} blé en kg/sem en {}\".format(purchpower_max, purchpower_max_id))" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -877,22 +896,25 @@ "# ax63 = plt.subplot2grid((1,6), (0,5), colspan=1, rowspan=1)\n", "\n", "# add a spine to scatter to ease reading of each year\n", - "ax61.plot(data_by_year.index, data_by_year['Purchpower'], '--', color='grey')\n", + "ax61.plot(data_by_year.index, data_by_year['Purchpower'], '--', color='lightgrey')\n", "# main data scatter plot with size and color link with variables\n", "myScat6 = ax61.scatter(data_by_year.index, data_by_year['Purchpower'], \n", - " c=data_by_year['Wheat'], s=data_by_year['Wages']**2)\n", - "cbar.ax.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine\")\n", - "cbar.ax\n", + " c=data_by_year['Wheat'], s=data_by_year['Wages']**2, cmap='coolwarm')\n", + "cbar = fig6.colorbar(myScat6)\n", + "cbar.ax.set_ylabel(\"Prix du blé en Shillings/kg\")\n", "\n", "ax61.set_title(\"Pouvoir d'achat des ouvriers anglais sur la période 1565 à 1810\")\n", "ax61.set_xlabel(\"Année\")\n", - "ax61.set_ylabel(\"Prix du blé en Shillings/kg\")\n", + "ax61.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine\")\n", + "\n", + "ax61.xaxis.set_major_locator(MultipleLocator(25))\n", + "ax61.xaxis.set_minor_locator(MultipleLocator(5))\n", "\n", "plt.tight_layout()\n", "\n", "# wages legend = size of each circle\n", "# add above all an inset axe (do it at the end otherwise, layout not compatible)\n", - "axins62 = inset_axes(ax61, width=\"20%\", height=\"40%\", loc=2)\n", + "axins62 = inset_axes(ax61, width=\"15%\", height=\"40%\", loc=2)\n", "# no visible axis\n", "for direction in [\"left\", \"right\", \"bottom\", \"top\"]:\n", " # hides borders\n", @@ -900,502 +922,151 @@ "\n", "wages_levels = np.arange(5, 35, 5)\n", "wages_lx = np.ones(len(wages_levels))*0.5\n", - "axins62.scatter(wages_lx, wages_levels, s = wages_levels**2)\n", + "axins62.scatter(wages_lx, wages_levels, s = wages_levels**2, color='grey')\n", "axins62.set_xlim([0.1,1])\n", "axins62.set_ylim([4, 36])\n", "axins62.text(0.5,0.95,'Salaire en Shillings/sem', transform=axins62.transAxes, horizontalalignment='center')\n", "\n", "for cur_wage in wages_levels:\n", - " axins62.text(0.58, cur_wage, ': ' + str(cur_wage))\n" + " axins62.text(0.58, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "hideCode": false, - "hidePrompt": false - }, + "execution_count": 59, + "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "49 3.132099\n", - "50 2.606061\n", - "dtype: float64" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "Prix du blé 7.44 Shillings/kg en 1595\n", + "Multiplication du prix du blé entre 1790 et 1795 = 1.60\n" + ] } ], "source": [ - "purchasing_power[-2:]" + "print(\"Prix du blé {:.2f} Shillings/kg en {}\".format(data_by_year['Wheat'][purchpower_min_id], purchpower_min_id))\n", + "\n", + "deltaWheat = data_by_year['Wheat'][1795]/data_by_year['Wheat'][1790]\n", + "print('Multiplication du prix du blé entre 1790 et 1795 = {:.2f}'.format(deltaWheat))" ] }, { - "cell_type": "code", - "execution_count": 1, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'plt' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0maxins62\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m111\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mwages_levels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m35\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mwages_lx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mones\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwages_levels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m0.5\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined" - ] - } - ], "source": [ - "plt.figure()\n", - "axins62 = plt.subplot(111)\n", + "Avec cette dernière figure, l'interprétation est beaucoup plus simple, et il y a plus d'informations que sur la figure originale de W. Playfair.\n", "\n", - "wages_levels = np.arange(5, 35, 5)\n", - "wages_lx = np.ones(len(wages_levels))*0.5\n", - "axins62.scatter(wages_lx, wages_levels, s = wages_levels**2)\n", - "axins62.set_xlim([0.1,1])\n", - "axins62.set_ylim([4, 36])\n", - "axins62.text(0.5,0.95,'Salaire en Shillings/sem', transform=axins62.transAxes, horizontalalignment='center')\n", + "En effet on peut voir que le pouvoir d'achat des ouvriers anglais était très faible de 1565 à 1595, avec un minimum à 0.75 kg de blé par semaine en 1595, et pour la période un prix maximum du blé de 7,44 shillings par kg. Ce minimum est certainement due à la famine de 1586, qui a touché au moins l'Angleterre d'après cette page [Wikipédia][famines-fr], voir plusieurs pays européens d'après la même [page][famines-en] sur la version anglaise.\n", "\n", - "for cur_wage in wages_levels:\n", - " axins62.text(0.58, cur_wage, ': ' + str(cur_wage))" + "[famines-fr]: https://fr.wikipedia.org/wiki/Liste_de_famines\n", + "\n", + "[famines-en]: https://en.wikipedia.org/wiki/List_of_famines\n", + "\n", + "Puis le pouvoir d'achat a augmenté jusqu'en 1790. Cette augmentation est principalement due à l'évolution des salaires des ouvriers, le prix du blé étant responsable des fluctuations mais pas de la tendance.\n", + "\n", + "Enfin en 1795, il y une **chute brutale** du pouvoir d'achat qui est due à **une multiplication par 1,60 du prix du blé**, et ce **malgré une augmentation du salaire**. Cette soudaine augmentation du prix du blé est peut-être due à la famine française de 1788 qui entraina la révolution de 1789.\n", + "\n", + "Le graphique précédent est augmenté de ces deux informations." ] }, { "cell_type": "code", - "execution_count": 81, - "metadata": { - "hideCode": false, - "hidePrompt": false - }, + "execution_count": 57, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(5, 2, 3, 5)" + "Text(1788,2,'Famine de 1788, Fr')" ] }, - "execution_count": 81, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" - } - ], - "source": [ - "(5,2) + (3,5)" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": { - "hideCode": false, - "hidePrompt": false - }, - "outputs": [ + }, { "data": { - "text/html": [ - "
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WheatWagesPurchpower
Year
15654.7674425.009.019512
15705.2325585.058.299956
15754.8837215.088.945638
15805.6976745.127.728065
15854.8255815.159.178169
15905.4651165.258.261489
15957.4418605.546.402162
16003.1395355.6115.367244
16053.8372095.6912.752497
16103.7209305.7813.359025
16153.8372095.9413.312800
16204.0697676.0112.699989
16253.8372096.1213.716218
16305.2325586.2210.222916
16353.8372096.3014.119636
16404.5348846.3712.080133
16456.1627916.459.000792
16504.8837216.5011.446190
16554.7093026.6012.052741
16605.4069776.7510.736129
16653.7209306.8015.716500
16704.3023266.9013.792541
16755.0000007.0012.040000
16804.0697677.3015.425943
16853.1395357.6020.818370
16904.6511638.0014.792000
16955.8139538.5012.573200
17003.4883729.0022.188000
17053.72093010.0023.112500
17105.11627911.0018.490000
17153.83720911.7526.334242
17203.37209312.5031.879310
17254.53488413.0024.653333
17303.02325613.3037.833385
17353.72093013.6031.433000
17403.13953514.0038.349630
17453.19767414.5038.997091
17503.60465115.0035.787097
17554.12790715.7032.709070
17603.60465116.5039.365806
17655.00000017.6030.272000
17705.46511618.5029.111915
17755.11627919.5032.777727
17805.34883721.0033.764348
17854.88372123.0040.501905
17905.52325625.5039.704842
17958.83720927.5026.761842
18009.18604728.5026.681772
18059.41860529.5026.936049
181011.51162830.0022.412121
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\n", "text/plain": [ - " Wheat Wages Purchpower\n", - "Year \n", - "1565 4.767442 5.00 9.019512\n", - "1570 5.232558 5.05 8.299956\n", - "1575 4.883721 5.08 8.945638\n", - "1580 5.697674 5.12 7.728065\n", - "1585 4.825581 5.15 9.178169\n", - "1590 5.465116 5.25 8.261489\n", - "1595 7.441860 5.54 6.402162\n", - "1600 3.139535 5.61 15.367244\n", - "1605 3.837209 5.69 12.752497\n", - "1610 3.720930 5.78 13.359025\n", - "1615 3.837209 5.94 13.312800\n", - "1620 4.069767 6.01 12.699989\n", - "1625 3.837209 6.12 13.716218\n", - "1630 5.232558 6.22 10.222916\n", - "1635 3.837209 6.30 14.119636\n", - "1640 4.534884 6.37 12.080133\n", - "1645 6.162791 6.45 9.000792\n", - "1650 4.883721 6.50 11.446190\n", - "1655 4.709302 6.60 12.052741\n", - "1660 5.406977 6.75 10.736129\n", - "1665 3.720930 6.80 15.716500\n", - "1670 4.302326 6.90 13.792541\n", - "1675 5.000000 7.00 12.040000\n", - "1680 4.069767 7.30 15.425943\n", - "1685 3.139535 7.60 20.818370\n", - "1690 4.651163 8.00 14.792000\n", - "1695 5.813953 8.50 12.573200\n", - "1700 3.488372 9.00 22.188000\n", - "1705 3.720930 10.00 23.112500\n", - "1710 5.116279 11.00 18.490000\n", - "1715 3.837209 11.75 26.334242\n", - "1720 3.372093 12.50 31.879310\n", - "1725 4.534884 13.00 24.653333\n", - "1730 3.023256 13.30 37.833385\n", - "1735 3.720930 13.60 31.433000\n", - "1740 3.139535 14.00 38.349630\n", - "1745 3.197674 14.50 38.997091\n", - "1750 3.604651 15.00 35.787097\n", - "1755 4.127907 15.70 32.709070\n", - "1760 3.604651 16.50 39.365806\n", - "1765 5.000000 17.60 30.272000\n", - "1770 5.465116 18.50 29.111915\n", - "1775 5.116279 19.50 32.777727\n", - "1780 5.348837 21.00 33.764348\n", - "1785 4.883721 23.00 40.501905\n", - "1790 5.523256 25.50 39.704842\n", - "1795 8.837209 27.50 26.761842\n", - "1800 9.186047 28.50 26.681772\n", - "1805 9.418605 29.50 26.936049\n", - "1810 11.511628 30.00 22.412121" + "
" ] }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "data_by_year" + "# === tracé de la figure === #\n", + "\n", + "fig6, ax61 = plt.subplots(1,1)\n", + "fig6.set_size_inches(2.54*6, 2.54*3)\n", + "\n", + "\n", + "# below a test with subplot, fail\n", + "# # set up subplot grid\n", + "# gridspec.GridSpec(1,6)\n", + "\n", + "# ax61 = plt.subplot2grid((1,6), (0,0), colspan=3, rowspan=1)\n", + "# ax62 = plt.subplot2grid((1,6), (0,3), colspan=2, rowspan=1)\n", + "# ax63 = plt.subplot2grid((1,6), (0,5), colspan=1, rowspan=1)\n", + "\n", + "# add a spine to scatter to ease reading of each year\n", + "ax61.plot(data_by_year.index, data_by_year['Purchpower'], '--', color='lightgrey')\n", + "# main data scatter plot with size and color link with variables\n", + "myScat6 = ax61.scatter(data_by_year.index, data_by_year['Purchpower'], \n", + " c=data_by_year['Wheat'], s=data_by_year['Wages']**2, cmap='coolwarm')\n", + "cbar = fig6.colorbar(myScat6)\n", + "cbar.ax.set_ylabel(\"Prix du blé en Shillings/kg\")\n", + "\n", + "ax61.set_title(\"Pouvoir d'achat des ouvriers anglais sur la période 1565 à 1810\")\n", + "ax61.set_xlabel(\"Année\")\n", + "ax61.set_ylabel(\"Pouvoir d'achat en kg de blé par semaine\")\n", + "\n", + "ax61.xaxis.set_major_locator(MultipleLocator(25))\n", + "ax61.xaxis.set_minor_locator(MultipleLocator(5))\n", + "\n", + "plt.tight_layout()\n", + "\n", + "# wages legend = size of each circle\n", + "# add above all an inset axe (do it at the end otherwise, layout not compatible)\n", + "axins62 = inset_axes(ax61, width=\"15%\", height=\"40%\", loc=2)\n", + "# no visible axis\n", + "for direction in [\"left\", \"right\", \"bottom\", \"top\"]:\n", + " # hides borders\n", + " axins62.axis[direction].set_visible(False)\n", + "\n", + "wages_levels = np.arange(5, 35, 5)\n", + "wages_lx = np.ones(len(wages_levels))*0.5\n", + "axins62.scatter(wages_lx, wages_levels, s = wages_levels**2, color='grey')\n", + "axins62.set_xlim([0.1,1])\n", + "axins62.set_ylim([4, 36])\n", + "axins62.text(0.5,0.95,'Salaire en Shillings/sem', transform=axins62.transAxes, horizontalalignment='center')\n", + "\n", + "for cur_wage in wages_levels:\n", + " axins62.text(0.58, cur_wage, ' : ' + str(cur_wage), verticalalignment='center')\n", + " \n", + "ax61.axvline(1586, ls='-.', color='r', linewidth=1)\n", + "ax61.axvline(1788, ls='-.', color='r', linewidth=1)\n", + "\n", + "# annotations à propos des famines\n", + "ax61.text(1586, 2, 'Famine de 1586, UK', rotation=90, verticalalignment='center', horizontalalignment='right', color='r')\n", + "ax61.text(1788, 2, 'Famine de 1788, Fr', rotation=90, verticalalignment='center', horizontalalignment='right', color='r')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Commentaires de l'auteur\n", + "\n", + "Il m'a fallu une après-midi et une soirée complète pour arriver à ce résultat, dont je suis très fier. J'imagine donc aisèment le temps que cela pouvait prendre à Playfair de réaliser ses graphiques à la main.\n", + "\n", + "J'ai beaucoup appris sur `matplotlib` au cours de l'exercice j'espère que cela servira aussi aux relecteurs de ce travail :)\n", + "Si ces relecteurs connaissent des manières plus élégantes de faire les choses avec `matplotlib`, je suis preneur." ] }, { -- 2.18.1