diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 16a997a236e294b3f7f6fe3d20bfdb13b30a2b81..5c241ea5685f83afa6d30ed1fcb3beb8f9fe7883 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -4,19 +4,107 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle" + "# Le pouvoir d'achat des ouvriers anglais du XVIe au XIXe siècle\n", + "\n", + "Ce document vise à reproduire et améliorer le graphique de William Playfair sur le prix du blé et le salaire hebdomadaire des ouvriers entre 1565 et 1821.\n", + "\n", + "## Environnement\n", + "\n", + "Ce notebook a été exécuté avec Python 3 et les libraries et modules utilisés sont listés ci-après avec leurs versions associées." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "IPython 7.12.0\n", + "IPython.core.release 7.12.0\n", + "PIL 7.0.0\n", + "PIL.Image 7.0.0\n", + "PIL._version 7.0.0\n", + "_csv 1.0\n", + "_ctypes 1.1.0\n", + "_curses b'2.2'\n", + "decimal 1.70\n", + "argparse 1.1\n", + "backcall 0.1.0\n", + "cffi 1.13.2\n", + "csv 1.0\n", + "ctypes 1.1.0\n", + "cycler 0.10.0\n", + "dateutil 2.8.1\n", + "decimal 1.70\n", + "decorator 4.4.1\n", + "distutils 3.6.4\n", + "ipaddress 1.0\n", + "ipykernel 5.1.4\n", + "ipykernel._version 5.1.4\n", + "ipython_genutils 0.2.0\n", + "ipython_genutils._version 0.2.0\n", + "jedi 0.16.0\n", + "json 2.0.9\n", + "jupyter_client 6.0.0\n", + "jupyter_client._version 6.0.0\n", + "jupyter_core 4.6.3\n", + "jupyter_core.version 4.6.3\n", + "kiwisolver 1.1.0\n", + "logging 0.5.1.2\n", + "matplotlib 2.2.3\n", + "matplotlib.backends.backend_agg 2.2.3\n", + "numpy 1.15.2\n", + "numpy.core 1.15.2\n", + "numpy.core.multiarray 3.1\n", + "numpy.lib 1.15.2\n", + "numpy.linalg._umath_linalg b'0.1.5'\n", + "optparse 1.5.3\n", + "pandas 0.22.0\n", + "_libjson 1.33\n", + "parso 0.6.0\n", + "pexpect 4.8.0\n", + "pickleshare 0.7.5\n", + "platform 1.0.8\n", + "prompt_toolkit 3.0.3\n", + "ptyprocess 0.6.0\n", + "pygments 2.5.2\n", + "pyparsing 2.4.6\n", + "pytz 2019.3\n", + "re 2.2.1\n", + "six 1.14.0\n", + "traitlets 4.3.3\n", + "traitlets._version 4.3.3\n", + "urllib.request 3.6\n", + "zlib 1.0\n", + "zmq 17.1.2\n", + "zmq.sugar 17.1.2\n", + "zmq.sugar.version 17.1.2\n" + ] + } + ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", - "from pathlib import Path" + "from pathlib import Path\n", + "\n", + "def print_imported_modules():\n", + " import sys\n", + " for name, val in sorted(sys.modules.items()):\n", + " if(hasattr(val, '__version__')):\n", + " print(val.__name__, val.__version__)\n", + " \n", + "print_imported_modules()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Les données" ] }, { @@ -569,7 +657,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -585,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -597,7 +685,7 @@ "dtype: object" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -608,7 +696,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -626,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -678,7 +766,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -731,19 +819,19 @@ "source": [ "## 3. Le pouvoir d'achat des ouvriers\n", "\n", - "L'objectif de Playfaire était de montrer que le pouvoir d'achat des ouvriers avait augmenté au cours du temps. Nous allons donc tenter de mieux faire ressortir cette information.\n", + "L'objectif de Playfair était de montrer que le pouvoir d'achat des ouvriers avait augmenté au cours du temps. Nous allons donc tenter de mieux faire ressortir cette information.\n", "\n", "Nous définissons le pouvoir d'achat d'un ouvrier comme la quantité de blé qu'un ouvrier peut acheter avec son salaire hebdomadaire. Observons les variations au cours du temps. Ici, il sera impossible de calculer la pouvoir d'achat pour les années 1815, 1820 et 1821 puisque nous ne disposons pas des informations sur le salaire pour ces années. Notre graphique s'arrêtera donc à l'année `LAST_YEAR_WAGES=1810`." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -770,9 +858,10 @@ "ax.set_title(\"Evolution du pouvoir d'achat du blé, 1565-1821 (en quarters de blé qu'un salaire d'une semaine permet d'acheter)\")\n", "\n", "# Additional parameters\n", + "# We limit x-axis to LAST_YEAR_WAGES because we don't have wages data after that year\n", "ax.set_xticks(range(1565, LAST_YEAR_WAGES+1, 5))\n", "plt.xticks(rotation=90)\n", - "ax.set_xlim(1565, 1821)\n", + "ax.set_xlim(1565, LAST_YEAR_WAGES)\n", "ax.grid(True, alpha=0.3)\n", "\n", "plt.show()" @@ -789,12 +878,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -821,9 +910,10 @@ "ax.set_title(\"Evolution du nombre de semaine de salaire nécessaires à l'achat d'un quarter de blé\")\n", "\n", "# Additional parameters\n", + "# We limit x-axis to LAST_YEAR_WAGES because we don't have wages data after that year\n", "ax.set_xticks(range(1565, LAST_YEAR_WAGES+1, 5))\n", "plt.xticks(rotation=90)\n", - "ax.set_xlim(1565, 1821)\n", + "ax.set_xlim(1565, LAST_YEAR_WAGES)\n", "ax.grid(True, alpha=0.3)\n", "\n", "plt.show()" @@ -840,7 +930,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -878,7 +968,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Bien que cette représentation permette d'étudier les mouvements d'une des variables par rapport à l'autre, le pouvoir d'achat est quelque chose qui parle à un nombre plus important de personnes en particulier s'il s'agit de présenter ces résultats aux principaux concernés." + "## Synthèse\n", + "\n", + "Nous avons proposé 3 visualisations différentes pour tenter de représenter l'évolution du pouvoir d'achat des ouvriers.\n", + "\n", + "- Quarters de blé achetable par semaine de salaire\n", + "- Nombre de semaine de salaire nécessaires pour acheter un quarter de blé\n", + "- Trajectoire conjointe des prix du blé et des salaires\n", + "\n", + "La première représentation est selon moi la meilleure pour répondre à l'objectir de Playfair qui était de montrer que le pouvoir d'achat a globaleent augmenté. Nous avons une grandeur facile à interpréter et à présenter. La représentation de la trajectoire conjointe permet de comprendre davantage la dynamique entre les deux variables et il est moins facile d'interprétation." ] } ],