959 lines
126 KiB
Plaintext
959 lines
126 KiB
Plaintext
|
{
|
|||
|
|
"cells": [
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"id": "08977396-ae9a-4c48-9890-e2d3f9bf5c0e",
|
|||
|
|
"metadata": {},
|
|||
|
|
"source": [
|
|||
|
|
"# TP : graphique barplot - nombre d'achats par mois"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 5,
|
|||
|
|
"id": "225af1ed-6dcd-4116-99d1-f649dfa8f96f",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"import pandas as pd\n",
|
|||
|
|
"import numpy as np\n",
|
|||
|
|
"import os\n",
|
|||
|
|
"import s3fs\n",
|
|||
|
|
"import re\n",
|
|||
|
|
"import matplotlib.pyplot as plt\n",
|
|||
|
|
"\n",
|
|||
|
|
"import matplotlib.dates as mdates\n",
|
|||
|
|
"from datetime import datetime"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 2,
|
|||
|
|
"id": "7fe35156-ea0b-4f9b-b981-1231e26b1baf",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Create filesystem object\n",
|
|||
|
|
"S3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
|
|||
|
|
"fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': S3_ENDPOINT_URL})"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 3,
|
|||
|
|
"id": "e0a09bf5-5a96-40c2-93be-ba0a6a130266",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"## Evolution vente \n",
|
|||
|
|
"\n",
|
|||
|
|
"# Importation\n",
|
|||
|
|
"# Chargement des données temporaires\n",
|
|||
|
|
"BUCKET = \"projet-bdc2324-team1\"\n",
|
|||
|
|
"FILE_KEY_S3 = \"0_Temp/Company 1 - Purchases.csv\"\n",
|
|||
|
|
"FILE_PATH_S3 = BUCKET + \"/\" + FILE_KEY_S3\n",
|
|||
|
|
"\n",
|
|||
|
|
"with fs.open(FILE_PATH_S3, mode=\"rb\") as file_in:\n",
|
|||
|
|
" purchases = pd.read_csv(file_in, sep=\",\")"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 27,
|
|||
|
|
"id": "0c686793-b760-4013-9f79-f2eeee86cafb",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>ticket_id</th>\n",
|
|||
|
|
" <th>customer_id</th>\n",
|
|||
|
|
" <th>purchase_id</th>\n",
|
|||
|
|
" <th>event_type_id</th>\n",
|
|||
|
|
" <th>supplier_name</th>\n",
|
|||
|
|
" <th>purchase_date</th>\n",
|
|||
|
|
" <th>type_of_ticket_name</th>\n",
|
|||
|
|
" <th>amount</th>\n",
|
|||
|
|
" <th>children</th>\n",
|
|||
|
|
" <th>is_full_price</th>\n",
|
|||
|
|
" <th>name_event_types</th>\n",
|
|||
|
|
" <th>name_facilities</th>\n",
|
|||
|
|
" <th>name_categories</th>\n",
|
|||
|
|
" <th>name_events</th>\n",
|
|||
|
|
" <th>name_seasons</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>0</th>\n",
|
|||
|
|
" <td>13070859</td>\n",
|
|||
|
|
" <td>48187</td>\n",
|
|||
|
|
" <td>5107462</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2018-12-28 14:47:50+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>8.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>spectacle vivant</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv prog enfant</td>\n",
|
|||
|
|
" <td>l'école des magiciens</td>\n",
|
|||
|
|
" <td>2018</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1</th>\n",
|
|||
|
|
" <td>13070860</td>\n",
|
|||
|
|
" <td>48187</td>\n",
|
|||
|
|
" <td>5107462</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2018-12-28 14:47:50+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>4.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>spectacle vivant</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv prog enfant</td>\n",
|
|||
|
|
" <td>l'école des magiciens</td>\n",
|
|||
|
|
" <td>2018</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>2</th>\n",
|
|||
|
|
" <td>13070861</td>\n",
|
|||
|
|
" <td>48187</td>\n",
|
|||
|
|
" <td>5107462</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2018-12-28 14:47:50+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>4.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>spectacle vivant</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv prog enfant</td>\n",
|
|||
|
|
" <td>l'école des magiciens</td>\n",
|
|||
|
|
" <td>2018</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>3</th>\n",
|
|||
|
|
" <td>13070862</td>\n",
|
|||
|
|
" <td>48187</td>\n",
|
|||
|
|
" <td>5107462</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2018-12-28 14:47:50+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>4.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>spectacle vivant</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv prog enfant</td>\n",
|
|||
|
|
" <td>l'école des magiciens</td>\n",
|
|||
|
|
" <td>2018</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>4</th>\n",
|
|||
|
|
" <td>13070863</td>\n",
|
|||
|
|
" <td>48187</td>\n",
|
|||
|
|
" <td>5107462</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2018-12-28 14:47:50+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>4.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>spectacle vivant</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv prog enfant</td>\n",
|
|||
|
|
" <td>l'école des magiciens</td>\n",
|
|||
|
|
" <td>2018</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1826667</th>\n",
|
|||
|
|
" <td>20662815</td>\n",
|
|||
|
|
" <td>1256135</td>\n",
|
|||
|
|
" <td>8007697</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2023-11-08 17:23:54+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>11.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>offre muséale groupe</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv entrées tp</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2023</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1826668</th>\n",
|
|||
|
|
" <td>20662816</td>\n",
|
|||
|
|
" <td>1256136</td>\n",
|
|||
|
|
" <td>8007698</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2023-11-08 18:32:18+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>11.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>offre muséale groupe</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv entrées tp</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2023</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1826669</th>\n",
|
|||
|
|
" <td>20662817</td>\n",
|
|||
|
|
" <td>1256136</td>\n",
|
|||
|
|
" <td>8007698</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2023-11-08 18:32:18+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>11.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>offre muséale groupe</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv entrées tp</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2023</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1826670</th>\n",
|
|||
|
|
" <td>20662818</td>\n",
|
|||
|
|
" <td>1256137</td>\n",
|
|||
|
|
" <td>8007699</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2023-11-08 19:30:28+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>11.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>offre muséale groupe</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv entrées tp</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2023</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1826671</th>\n",
|
|||
|
|
" <td>20662819</td>\n",
|
|||
|
|
" <td>1256137</td>\n",
|
|||
|
|
" <td>8007699</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>vente en ligne</td>\n",
|
|||
|
|
" <td>2023-11-08 19:30:28+00:00</td>\n",
|
|||
|
|
" <td>Atelier</td>\n",
|
|||
|
|
" <td>11.0</td>\n",
|
|||
|
|
" <td>pricing_formula</td>\n",
|
|||
|
|
" <td>False</td>\n",
|
|||
|
|
" <td>offre muséale groupe</td>\n",
|
|||
|
|
" <td>mucem</td>\n",
|
|||
|
|
" <td>indiv entrées tp</td>\n",
|
|||
|
|
" <td>NaN</td>\n",
|
|||
|
|
" <td>2023</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>1826672 rows × 15 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" ticket_id customer_id purchase_id event_type_id supplier_name \\\n",
|
|||
|
|
"0 13070859 48187 5107462 4 vente en ligne \n",
|
|||
|
|
"1 13070860 48187 5107462 4 vente en ligne \n",
|
|||
|
|
"2 13070861 48187 5107462 4 vente en ligne \n",
|
|||
|
|
"3 13070862 48187 5107462 4 vente en ligne \n",
|
|||
|
|
"4 13070863 48187 5107462 4 vente en ligne \n",
|
|||
|
|
"... ... ... ... ... ... \n",
|
|||
|
|
"1826667 20662815 1256135 8007697 5 vente en ligne \n",
|
|||
|
|
"1826668 20662816 1256136 8007698 5 vente en ligne \n",
|
|||
|
|
"1826669 20662817 1256136 8007698 5 vente en ligne \n",
|
|||
|
|
"1826670 20662818 1256137 8007699 5 vente en ligne \n",
|
|||
|
|
"1826671 20662819 1256137 8007699 5 vente en ligne \n",
|
|||
|
|
"\n",
|
|||
|
|
" purchase_date type_of_ticket_name amount \\\n",
|
|||
|
|
"0 2018-12-28 14:47:50+00:00 Atelier 8.0 \n",
|
|||
|
|
"1 2018-12-28 14:47:50+00:00 Atelier 4.0 \n",
|
|||
|
|
"2 2018-12-28 14:47:50+00:00 Atelier 4.0 \n",
|
|||
|
|
"3 2018-12-28 14:47:50+00:00 Atelier 4.0 \n",
|
|||
|
|
"4 2018-12-28 14:47:50+00:00 Atelier 4.0 \n",
|
|||
|
|
"... ... ... ... \n",
|
|||
|
|
"1826667 2023-11-08 17:23:54+00:00 Atelier 11.0 \n",
|
|||
|
|
"1826668 2023-11-08 18:32:18+00:00 Atelier 11.0 \n",
|
|||
|
|
"1826669 2023-11-08 18:32:18+00:00 Atelier 11.0 \n",
|
|||
|
|
"1826670 2023-11-08 19:30:28+00:00 Atelier 11.0 \n",
|
|||
|
|
"1826671 2023-11-08 19:30:28+00:00 Atelier 11.0 \n",
|
|||
|
|
"\n",
|
|||
|
|
" children is_full_price name_event_types name_facilities \\\n",
|
|||
|
|
"0 pricing_formula False spectacle vivant mucem \n",
|
|||
|
|
"1 pricing_formula False spectacle vivant mucem \n",
|
|||
|
|
"2 pricing_formula False spectacle vivant mucem \n",
|
|||
|
|
"3 pricing_formula False spectacle vivant mucem \n",
|
|||
|
|
"4 pricing_formula False spectacle vivant mucem \n",
|
|||
|
|
"... ... ... ... ... \n",
|
|||
|
|
"1826667 pricing_formula False offre muséale groupe mucem \n",
|
|||
|
|
"1826668 pricing_formula False offre muséale groupe mucem \n",
|
|||
|
|
"1826669 pricing_formula False offre muséale groupe mucem \n",
|
|||
|
|
"1826670 pricing_formula False offre muséale groupe mucem \n",
|
|||
|
|
"1826671 pricing_formula False offre muséale groupe mucem \n",
|
|||
|
|
"\n",
|
|||
|
|
" name_categories name_events name_seasons \n",
|
|||
|
|
"0 indiv prog enfant l'école des magiciens 2018 \n",
|
|||
|
|
"1 indiv prog enfant l'école des magiciens 2018 \n",
|
|||
|
|
"2 indiv prog enfant l'école des magiciens 2018 \n",
|
|||
|
|
"3 indiv prog enfant l'école des magiciens 2018 \n",
|
|||
|
|
"4 indiv prog enfant l'école des magiciens 2018 \n",
|
|||
|
|
"... ... ... ... \n",
|
|||
|
|
"1826667 indiv entrées tp NaN 2023 \n",
|
|||
|
|
"1826668 indiv entrées tp NaN 2023 \n",
|
|||
|
|
"1826669 indiv entrées tp NaN 2023 \n",
|
|||
|
|
"1826670 indiv entrées tp NaN 2023 \n",
|
|||
|
|
"1826671 indiv entrées tp NaN 2023 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[1826672 rows x 15 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 27,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"purchases"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 84,
|
|||
|
|
"id": "84a11cdd-aeb9-457a-bf7b-b2ad1752b99d",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"purchases['purchase_date'] = pd.to_datetime(purchases['purchase_date'])\n",
|
|||
|
|
"\n",
|
|||
|
|
"purchases_filtered = purchases[purchases['event_type_id'] == 5]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 86,
|
|||
|
|
"id": "bea0e516-ee62-4bb4-bdd9-bb2502972d84",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>month</th>\n",
|
|||
|
|
" <th>fake_category</th>\n",
|
|||
|
|
" <th>purchase_id</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>0</th>\n",
|
|||
|
|
" <td>2013-06-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1</th>\n",
|
|||
|
|
" <td>2013-07-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>2</th>\n",
|
|||
|
|
" <td>2013-09-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>3</th>\n",
|
|||
|
|
" <td>2013-10-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>4</th>\n",
|
|||
|
|
" <td>2013-11-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>196</th>\n",
|
|||
|
|
" <td>2023-09-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>6900</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>197</th>\n",
|
|||
|
|
" <td>2023-10-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>3621</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>198</th>\n",
|
|||
|
|
" <td>2023-10-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>8313</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>199</th>\n",
|
|||
|
|
" <td>2023-11-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>945</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>200</th>\n",
|
|||
|
|
" <td>2023-11-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>2268</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>201 rows × 3 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" month fake_category purchase_id\n",
|
|||
|
|
"0 2013-06-01 1 1\n",
|
|||
|
|
"1 2013-07-01 1 1\n",
|
|||
|
|
"2 2013-09-01 0 2\n",
|
|||
|
|
"3 2013-10-01 1 1\n",
|
|||
|
|
"4 2013-11-01 0 2\n",
|
|||
|
|
".. ... ... ...\n",
|
|||
|
|
"196 2023-09-01 1 6900\n",
|
|||
|
|
"197 2023-10-01 0 3621\n",
|
|||
|
|
"198 2023-10-01 1 8313\n",
|
|||
|
|
"199 2023-11-01 0 945\n",
|
|||
|
|
"200 2023-11-01 1 2268\n",
|
|||
|
|
"\n",
|
|||
|
|
"[201 rows x 3 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 86,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# création de la table pr faire le graphique\n",
|
|||
|
|
"\n",
|
|||
|
|
"purchases_graph = purchases_filtered[['purchase_id', 'purchase_date']].drop_duplicates()\n",
|
|||
|
|
"\n",
|
|||
|
|
"purchases_graph[\"fake_category\"] = np.random.choice([0, 1], size=purchases_graph.shape[0], p = [0.3, 0.7])\n",
|
|||
|
|
"\n",
|
|||
|
|
"purchases_graph['month'] = purchases['purchase_date'].dt.strftime('%Y-%m')\n",
|
|||
|
|
"\n",
|
|||
|
|
"# purchases_graph = purchases_graph.groupby('month')['purchase_id'].count().reset_index()\n",
|
|||
|
|
"purchases_graph = purchases_graph.groupby(['month','fake_category'])['purchase_id'].count().reset_index()\n",
|
|||
|
|
"\n",
|
|||
|
|
"purchases_graph['month'] = pd.to_datetime(purchases_graph['month'])\n",
|
|||
|
|
"\n",
|
|||
|
|
"purchases_graph"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 83,
|
|||
|
|
"id": "c9b70757-7b80-4e6d-99f0-58b9812f404f",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# Créer le graphique (a changé ! le bon est le barplot qui vient après)\n",
|
|||
|
|
"plt.figure(figsize=(10, 6))\n",
|
|||
|
|
"plt.plot(purchases_graph['month'], purchases_graph['purchase_id'])\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Définir le format de l'axe des x en fonction des dates\n",
|
|||
|
|
"plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
|
|||
|
|
"plt.gca().xaxis.set_major_locator(mdates.DayLocator(interval=5)) # Ajustez l'intervalle selon vos besoins\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Rotation des étiquettes de l'axe x pour une meilleure lisibilité\n",
|
|||
|
|
"plt.xticks(rotation=45)\n",
|
|||
|
|
"\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Titres et labels\n",
|
|||
|
|
"plt.title('Évolution des données')\n",
|
|||
|
|
"plt.xlabel('Date')\n",
|
|||
|
|
"plt.ylabel('Valeurs')\n",
|
|||
|
|
"\n",
|
|||
|
|
"plt.show()"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"id": "0561564e-2c74-4d99-9aa3-26099160520e",
|
|||
|
|
"metadata": {},
|
|||
|
|
"source": [
|
|||
|
|
"## TP : second graphique - barplot"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 88,
|
|||
|
|
"id": "1753d45c-2737-4082-a5b0-461071a03351",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>month</th>\n",
|
|||
|
|
" <th>fake_category</th>\n",
|
|||
|
|
" <th>purchase_id</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>96</th>\n",
|
|||
|
|
" <td>2019-03-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>102</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>100</th>\n",
|
|||
|
|
" <td>2019-05-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>140</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>102</th>\n",
|
|||
|
|
" <td>2019-06-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>131</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>142</th>\n",
|
|||
|
|
" <td>2021-06-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>157</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>144</th>\n",
|
|||
|
|
" <td>2021-07-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>145</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>148</th>\n",
|
|||
|
|
" <td>2021-09-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>123</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>150</th>\n",
|
|||
|
|
" <td>2021-10-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>220</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>160</th>\n",
|
|||
|
|
" <td>2022-03-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>112</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>162</th>\n",
|
|||
|
|
" <td>2022-04-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>107</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>164</th>\n",
|
|||
|
|
" <td>2022-05-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>164</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>166</th>\n",
|
|||
|
|
" <td>2022-06-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>158</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>172</th>\n",
|
|||
|
|
" <td>2022-09-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>178</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>174</th>\n",
|
|||
|
|
" <td>2022-10-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>218</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>176</th>\n",
|
|||
|
|
" <td>2022-11-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>137</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>178</th>\n",
|
|||
|
|
" <td>2022-12-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>107</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>179</th>\n",
|
|||
|
|
" <td>2023-01-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2052</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>180</th>\n",
|
|||
|
|
" <td>2023-01-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>5079</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>181</th>\n",
|
|||
|
|
" <td>2023-02-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2684</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>182</th>\n",
|
|||
|
|
" <td>2023-02-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>6350</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>183</th>\n",
|
|||
|
|
" <td>2023-03-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2196</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>184</th>\n",
|
|||
|
|
" <td>2023-03-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>5304</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>185</th>\n",
|
|||
|
|
" <td>2023-04-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>3595</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>186</th>\n",
|
|||
|
|
" <td>2023-04-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>8563</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>187</th>\n",
|
|||
|
|
" <td>2023-05-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>3727</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>188</th>\n",
|
|||
|
|
" <td>2023-05-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>8653</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>189</th>\n",
|
|||
|
|
" <td>2023-06-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2904</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>190</th>\n",
|
|||
|
|
" <td>2023-06-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>6641</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>191</th>\n",
|
|||
|
|
" <td>2023-07-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>4247</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>192</th>\n",
|
|||
|
|
" <td>2023-07-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>10022</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>193</th>\n",
|
|||
|
|
" <td>2023-08-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>6146</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>194</th>\n",
|
|||
|
|
" <td>2023-08-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>14593</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>195</th>\n",
|
|||
|
|
" <td>2023-09-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>2954</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>196</th>\n",
|
|||
|
|
" <td>2023-09-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>6900</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>197</th>\n",
|
|||
|
|
" <td>2023-10-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>3621</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>198</th>\n",
|
|||
|
|
" <td>2023-10-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>8313</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>199</th>\n",
|
|||
|
|
" <td>2023-11-01</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>945</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>200</th>\n",
|
|||
|
|
" <td>2023-11-01</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>2268</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" month fake_category purchase_id\n",
|
|||
|
|
"96 2019-03-01 1 102\n",
|
|||
|
|
"100 2019-05-01 1 140\n",
|
|||
|
|
"102 2019-06-01 1 131\n",
|
|||
|
|
"142 2021-06-01 1 157\n",
|
|||
|
|
"144 2021-07-01 1 145\n",
|
|||
|
|
"148 2021-09-01 1 123\n",
|
|||
|
|
"150 2021-10-01 1 220\n",
|
|||
|
|
"160 2022-03-01 1 112\n",
|
|||
|
|
"162 2022-04-01 1 107\n",
|
|||
|
|
"164 2022-05-01 1 164\n",
|
|||
|
|
"166 2022-06-01 1 158\n",
|
|||
|
|
"172 2022-09-01 1 178\n",
|
|||
|
|
"174 2022-10-01 1 218\n",
|
|||
|
|
"176 2022-11-01 1 137\n",
|
|||
|
|
"178 2022-12-01 1 107\n",
|
|||
|
|
"179 2023-01-01 0 2052\n",
|
|||
|
|
"180 2023-01-01 1 5079\n",
|
|||
|
|
"181 2023-02-01 0 2684\n",
|
|||
|
|
"182 2023-02-01 1 6350\n",
|
|||
|
|
"183 2023-03-01 0 2196\n",
|
|||
|
|
"184 2023-03-01 1 5304\n",
|
|||
|
|
"185 2023-04-01 0 3595\n",
|
|||
|
|
"186 2023-04-01 1 8563\n",
|
|||
|
|
"187 2023-05-01 0 3727\n",
|
|||
|
|
"188 2023-05-01 1 8653\n",
|
|||
|
|
"189 2023-06-01 0 2904\n",
|
|||
|
|
"190 2023-06-01 1 6641\n",
|
|||
|
|
"191 2023-07-01 0 4247\n",
|
|||
|
|
"192 2023-07-01 1 10022\n",
|
|||
|
|
"193 2023-08-01 0 6146\n",
|
|||
|
|
"194 2023-08-01 1 14593\n",
|
|||
|
|
"195 2023-09-01 0 2954\n",
|
|||
|
|
"196 2023-09-01 1 6900\n",
|
|||
|
|
"197 2023-10-01 0 3621\n",
|
|||
|
|
"198 2023-10-01 1 8313\n",
|
|||
|
|
"199 2023-11-01 0 945\n",
|
|||
|
|
"200 2023-11-01 1 2268"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 88,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"purchases_graph[purchases_graph[\"purchase_id\"]>100] "
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"id": "4113b464-1349-4e6e-a8c0-8a327eb7ef58",
|
|||
|
|
"metadata": {},
|
|||
|
|
"source": [
|
|||
|
|
"à partir de 2023, rupture : passage de plusieurs centaines à + de 7k ventes (et 3k en nov 2023) - on prend slt 2023"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 76,
|
|||
|
|
"id": "161efc2b-8439-4fe7-b136-cc70b9e83267",
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 640x480 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# début du graphique\n",
|
|||
|
|
"\n",
|
|||
|
|
"purchases_graph_used = purchases_graph[purchases_graph[\"month\"] >= datetime(2023,1,1)]\n",
|
|||
|
|
"purchases_graph_used_0 = purchases_graph_used[purchases_graph_used[\"fake_category\"]==0]\n",
|
|||
|
|
"purchases_graph_used_1 = purchases_graph_used[purchases_graph_used[\"fake_category\"]==1]\n",
|
|||
|
|
"\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Création du barplot\n",
|
|||
|
|
"plt.bar(purchases_graph_used_0[\"month\"], purchases_graph_used_0[\"purchase_id\"], width=12, label = \"categorie 0\")\n",
|
|||
|
|
"plt.bar(purchases_graph_used_0[\"month\"], purchases_graph_used_1[\"purchase_id\"], \n",
|
|||
|
|
" bottom = purchases_graph_used_0[\"purchase_id\"], width=12, label = \"categorie 1\")\n",
|
|||
|
|
"\n",
|
|||
|
|
"\n",
|
|||
|
|
"# commande pr afficher slt\n",
|
|||
|
|
"plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
|
|||
|
|
"\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Ajout de titres et d'étiquettes\n",
|
|||
|
|
"plt.xlabel('Mois')\n",
|
|||
|
|
"plt.ylabel('Nombre d achats')\n",
|
|||
|
|
"plt.title('Nombre d achats au cours de l année 2023 pour l offre muséale groupe')\n",
|
|||
|
|
"plt.legend()\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Affichage du barplot\n",
|
|||
|
|
"plt.show()"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "Python 3 (ipykernel)",
|
|||
|
|
"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": "3.11.6"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 5
|
|||
|
|
}
|