diff --git a/module2/exo4/exercice.ipynb b/module2/exo4/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..b76e9e973ab98bd6dcf0b3526454891b7172ad31 100644
--- a/module2/exo4/exercice.ipynb
+++ b/module2/exo4/exercice.ipynb
@@ -1,5 +1,467 @@
{
- "cells": [],
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Exercice sur l'analyse de données"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Je vais démontrer dans ce notebook comment j'utilise jupyter pour traiter mes données en travaillant avec une partie d'une base de données que je dois analyser."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Load file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Define path\n",
+ "url_base = 'https://app-learninglab.inria.fr/moocrr/gitlab/'\n",
+ "git_ID = '6c910342295a153c497ab227190222fa/mooc-rr/raw/fdab65fe737fda1cf34f7a6543a7fa56b978b734/'\n",
+ "csv_path = 'module2/exo4/tempo.csv'\n",
+ "file_url = url_base+git_ID+csv_path\n",
+ "# Load file\n",
+ "df = pd.read_csv(file_url, index_col=None, header=0, sep=',')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " day | \n",
+ " date | \n",
+ " piece | \n",
+ " tempo | \n",
+ " tempo_t | \n",
+ " beat_number | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1 | \n",
+ " 2018_05_22 | \n",
+ " Chopin | \n",
+ " 63.784550 | \n",
+ " 690.886333 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1 | \n",
+ " 2018_05_22 | \n",
+ " Chopin | \n",
+ " 62.717770 | \n",
+ " 691.835000 | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1 | \n",
+ " 2018_05_22 | \n",
+ " Chopin | \n",
+ " 46.272494 | \n",
+ " 692.961667 | \n",
+ " 3 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1 | \n",
+ " 2018_05_22 | \n",
+ " Chopin | \n",
+ " 53.571429 | \n",
+ " 694.170000 | \n",
+ " 4 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1 | \n",
+ " 2018_05_22 | \n",
+ " Chopin | \n",
+ " 54.545455 | \n",
+ " 695.280000 | \n",
+ " 5 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " day date piece tempo tempo_t beat_number\n",
+ "0 1 2018_05_22 Chopin 63.784550 690.886333 1\n",
+ "1 1 2018_05_22 Chopin 62.717770 691.835000 2\n",
+ "2 1 2018_05_22 Chopin 46.272494 692.961667 3\n",
+ "3 1 2018_05_22 Chopin 53.571429 694.170000 4\n",
+ "4 1 2018_05_22 Chopin 54.545455 695.280000 5"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head() # quick look at the dataframe contents"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Superficial analysis"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We plot the tempo computation (beats/time) of 3 performances (done on 3 different days) of the Chopin Ballade Nº2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We would like to plot using `seaborn` so we check the current version (online notebook):"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Seaborn version: 0.8.1\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Seaborn version: {}'.format(sns.__version__))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Because this version doesn't have the `lineplot` function, we first need to define the data to plot taking into account each day's data:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x1 = df[df['day']==1]['tempo_t']\n",
+ "x2 = df[df['day']==2]['tempo_t']\n",
+ "x3 = df[df['day']==3]['tempo_t']\n",
+ "y1 = df[df['day']==1]['tempo']\n",
+ "y2 = df[df['day']==2]['tempo']\n",
+ "y3 = df[df['day']==3]['tempo']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig_size = [15,8] # Figure width and height\n",
+ "fig, ax = plt.subplots(figsize=fig_size, ncols=1, nrows=3, sharex='all')\n",
+ "\n",
+ "ax[0].plot(x1,y1)\n",
+ "ax[1].plot(x2,y2)\n",
+ "ax[2].plot(x3,y3)\n",
+ "ax[0].set_ylabel('Day 1')\n",
+ "ax[1].set_ylabel('Day 2')\n",
+ "ax[2].set_ylabel('Day 3')\n",
+ "ax[2].set_xlabel('time (s)')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Because the performances were done on different days, the timestamps associated do not correspond between them. In order to compare them we need to use a common unit, which is the beat number, already computed:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x = df[df['day']==1]['beat_number'] # common x axis"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Thus, we can plot again using only one subplot:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig_size = [15,10] # Figure width and height\n",
+ "fig, ax = plt.subplots(figsize=fig_size, ncols=1, nrows=1)\n",
+ "\n",
+ "ax.plot(x,y1, label='Day 1')\n",
+ "ax.plot(x,y2, label='Day 2')\n",
+ "ax.plot(x,y3, label='Day 3')\n",
+ "ax.grid()\n",
+ "ax.legend()\n",
+ "\n",
+ "ax.set_ylabel('Chopin')\n",
+ "ax.set_xlim([0, df['beat_number'].max()])\n",
+ "ax.set_title('TEMPO', {'fontweight' :'bold'})\n",
+ "ax.set_xlabel('beat number')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Overall, the performance is consistent, but there are some differences. We can use `pandas` to look at the main statistics by day:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " count | \n",
+ " mean | \n",
+ " std | \n",
+ " min | \n",
+ " 25% | \n",
+ " 50% | \n",
+ " 75% | \n",
+ " max | \n",
+ "
\n",
+ " \n",
+ " | day | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1 | \n",
+ " 407.0 | \n",
+ " 65.711760 | \n",
+ " 20.227675 | \n",
+ " 4.880033 | \n",
+ " 51.724138 | \n",
+ " 65.217391 | \n",
+ " 78.604119 | \n",
+ " 135.414708 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 407.0 | \n",
+ " 62.652933 | \n",
+ " 20.821440 | \n",
+ " 6.233979 | \n",
+ " 49.430238 | \n",
+ " 60.444079 | \n",
+ " 77.170999 | \n",
+ " 144.558566 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 407.0 | \n",
+ " 61.975084 | \n",
+ " 18.875092 | \n",
+ " 4.915785 | \n",
+ " 49.811747 | \n",
+ " 61.180605 | \n",
+ " 76.089250 | \n",
+ " 113.801557 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " count mean std min 25% 50% 75% \\\n",
+ "day \n",
+ "1 407.0 65.711760 20.227675 4.880033 51.724138 65.217391 78.604119 \n",
+ "2 407.0 62.652933 20.821440 6.233979 49.430238 60.444079 77.170999 \n",
+ "3 407.0 61.975084 18.875092 4.915785 49.811747 61.180605 76.089250 \n",
+ "\n",
+ " max \n",
+ "day \n",
+ "1 135.414708 \n",
+ "2 144.558566 \n",
+ "3 113.801557 "
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby('day')['tempo'].describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We see for example that day 1 had the slowest value at 4.88 BPM (beats per minute) and the highest mean at 65.71 BPM. Day 2 had the fastest tempo at 144.56 BPM. Day 3 had the lowest mean at 61.98 BPM and the lowest maximum tempo for all days at 113.8 BPM which is roughly 30 points behind the fastest peak on day 2.\n",
+ "We can try to look at how these data are distributed using a histogram:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig_size = [15,10] # Figure width and height\n",
+ "fig, ax = plt.subplots(figsize=fig_size, ncols=1, nrows=1)\n",
+ "bin_n = 100\n",
+ "ax.hist(y1,bins=bin_n, alpha=0.5, label='Day 1')\n",
+ "ax.hist(y2,bins=bin_n, alpha=0.5, label='Day 2')\n",
+ "ax.hist(y3,bins=bin_n, alpha=0.5, label='Day 3')\n",
+ "ax.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can only see things we already saw in the description table, notably, the distribution of tempo values is mainly populated aroung 40 to 90 BPM with a lot of values around 50 BPM on Day 1 and Day 2.\n",
+ "\n",
+ "There are more analyses to be done..."
+ ]
+ }
+ ],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
@@ -16,10 +478,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.3"
+ "version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
-