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Alexis REVELLE 2024-03-20 09:27:03 +00:00
parent 95c4c6c4bf
commit fbfc03a572
3 changed files with 157 additions and 8383 deletions
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6
0_4_Generate_stat_desc.py
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@ -17,7 +17,7 @@ S3_ENDPOINT_URL = "https://" + os.environ["AWS_S3_ENDPOINT"]
fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': S3_ENDPOINT_URL})
companies = {'musee' : ['1', '2', '3', '4'], # , '101'
'sport': ['5'],#, '6', '7', '8', '9'],
'sport': ['5', '6', '7', '8', '9'],
'musique' : ['10', '11', '12', '13', '14']}
@ -59,10 +59,12 @@ country_bar(customer, type_of_activity)
lazy_customer_plot(campaigns_kpi, type_of_activity)
#campaigns_effectiveness(customer, type_of_activity)
campaigns_effectiveness(customer, type_of_activity)
sale_dynamics(products, campaigns_brut, type_of_activity)
tickets_internet(tickets, type_of_activity)
already_bought_online(tickets, type_of_activity)
box_plot_price_tickets(tickets, type_of_activity)

8499
Notebook_AR.ipynb
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File diff suppressed because one or more lines are too long

21
utils_stat_desc.py
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@ -326,18 +326,33 @@ def tickets_internet(tickets, type_of_activity):
plt.bar(nb_tickets_internet["number_company"], nb_tickets_internet["prop_purchases_internet"])
plt.xlabel('Company')
plt.ylabel("Share of Tickets Bought Online")
plt.title(f"Share of Tickets Bought Online for {type_of_activity}")
plt.ylabel("Share of Purchases Bought Online")
plt.title(f"Share of Purchases Bought Online for {type_of_activity}")
plt.xticks(nb_tickets_internet["number_company"], ["{}".format(i) for i in nb_tickets_internet["number_company"]])
plt.show()
save_file_s3("tickets_internet_", type_of_activity)
def already_bought_online(tickets, type_of_activity):
nb_consumers_online = (tickets.groupby("number_company").agg({'achat_internet' : 'sum',
'customer_id' : 'nunique'}
).reset_index())
nb_consumers_online["Share_consumers_internet"] = nb_consumers_online["achat_internet"]/ nb_consumers_online["customer_id"]
plt.bar(nb_consumers_online["number_company"], nb_consumers_online["Share_consumers_internet"])
plt.xlabel('Company')
plt.ylabel("Share of Customer who Bought Online at least once")
plt.title(f"Share of Customer who Bought Online at least once for {type_of_activity}")
plt.xticks(nb_consumers_online["number_company"], ["{}".format(i) for i in nb_consumers_online["number_company"]])
plt.show()
save_file_s3("First_buy_internet_", type_of_activity)
def box_plot_price_tickets(tickets, type_of_activity):
price_tickets = tickets[(tickets['total_amount'] > 0)]
sns.boxplot(data=price_tickets, y="total_amount", x="number_company", showfliers=False, showmeans=True)
plt.title(f"Box plot of price tickets for {type_of_activity}")
plt.xticks(price_tickets["number_company"], ["{}".format(i) for i in price_tickets["number_company"]])
plt.show()
save_file_s3("box_plot_price_tickets_", type_of_activity)