BDC-team-1/Sport/Modelization/segment_analysis_sport_0_6.ipynb
2024-03-27 15:06:31 +00:00

2384 lines
1.2 MiB
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "markdown",
"id": "c488134e-680f-44e4-8c43-40c246140519",
"metadata": {},
"source": [
"# Analysis of segments and marketing personae associated"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "9a8b8c3a-8e74-49f3-91d1-cccfc057fdcd",
"metadata": {},
"outputs": [],
"source": [
"# importations\n",
"import pandas as pd\n",
"import numpy as np\n",
"import os\n",
"import io\n",
"import s3fs\n",
"import re\n",
"import pickle\n",
"import warnings\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "d553c868-695f-4d57-96d6-d5c6629cefb2",
"metadata": {},
"outputs": [],
"source": [
"def load_model(type_of_activity, model):\n",
" BUCKET = f\"projet-bdc2324-team1/Output_model/{type_of_activity}/{model}/\"\n",
" filename = model + '.pkl'\n",
" file_path = BUCKET + filename\n",
" with fs.open(file_path, mode=\"rb\") as f:\n",
" model_bytes = f.read()\n",
"\n",
" model = pickle.loads(model_bytes)\n",
" return model\n",
"\n",
"\n",
"def load_test_file(type_of_activity):\n",
" file_path_test = f\"projet-bdc2324-team1/Generalization/{type_of_activity}/Test_set.csv\"\n",
" with fs.open(file_path_test, mode=\"rb\") as file_in:\n",
" dataset_test = pd.read_csv(file_in, sep=\",\")\n",
" return dataset_test"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "3af80fea-a937-4ea8-bece-cfeaa89d1055",
"metadata": {},
"outputs": [],
"source": [
"# exec(open('utils_segmentation.py').read())\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"# Create filesystem object\n",
"S3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
"fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': S3_ENDPOINT_URL})\n",
"\n",
"# choose the type of companies for which you want to run the pipeline\n",
"type_of_activity = \"sport\""
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "cc6af7fa-33b2-4d58-ada4-e2ee7262bab9",
"metadata": {},
"outputs": [],
"source": [
"# load test set\n",
"dataset_test = load_test_file(type_of_activity)\n",
"\n",
"# Load Model \n",
"model = load_model(type_of_activity, 'LogisticRegression_Benchmark')"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "8238ee71-47ec-4621-9813-4b5d2fd03efd",
"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>customer_id</th>\n",
" <th>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>nb_suppliers</th>\n",
" <th>vente_internet_max</th>\n",
" <th>purchase_date_min</th>\n",
" <th>purchase_date_max</th>\n",
" <th>time_between_purchase</th>\n",
" <th>nb_tickets_internet</th>\n",
" <th>...</th>\n",
" <th>country</th>\n",
" <th>gender_label</th>\n",
" <th>gender_female</th>\n",
" <th>gender_male</th>\n",
" <th>gender_other</th>\n",
" <th>country_fr</th>\n",
" <th>nb_campaigns</th>\n",
" <th>nb_campaigns_opened</th>\n",
" <th>time_to_open</th>\n",
" <th>y_has_purchased</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5_476624</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>100.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>5.177187</td>\n",
" <td>5.177187</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>fr</td>\n",
" <td>female</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5_183496</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>55.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>426.265613</td>\n",
" <td>426.265613</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>fr</td>\n",
" <td>male</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5_248456</td>\n",
" <td>17.0</td>\n",
" <td>1.0</td>\n",
" <td>80.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>436.033437</td>\n",
" <td>436.033437</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>fr</td>\n",
" <td>female</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5_474758</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>120.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>5.196412</td>\n",
" <td>5.196412</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>fr</td>\n",
" <td>female</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5_192421</td>\n",
" <td>34.0</td>\n",
" <td>2.0</td>\n",
" <td>416.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>478.693148</td>\n",
" <td>115.631470</td>\n",
" <td>363.061678</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>fr</td>\n",
" <td>female</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</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",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96091</th>\n",
" <td>9_761001</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>67.31</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>278.442257</td>\n",
" <td>278.442257</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>ch</td>\n",
" <td>male</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>15.0</td>\n",
" <td>5.0</td>\n",
" <td>0 days 00:35:22.600000</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96092</th>\n",
" <td>9_951910</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>61.41</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>189.207373</td>\n",
" <td>189.207373</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>ch</td>\n",
" <td>male</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>12.0</td>\n",
" <td>9.0</td>\n",
" <td>0 days 10:39:13.333333333</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96093</th>\n",
" <td>9_54095</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>550.000000</td>\n",
" <td>550.000000</td>\n",
" <td>-1.000000</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>ch</td>\n",
" <td>female</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" <td>0 days 13:44:43.333333333</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96094</th>\n",
" <td>9_755241</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>79.43</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>279.312905</td>\n",
" <td>279.312905</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>...</td>\n",
" <td>fr</td>\n",
" <td>male</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>20.0</td>\n",
" <td>4.0</td>\n",
" <td>0 days 01:12:12.500000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96095</th>\n",
" <td>9_2712</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>550.000000</td>\n",
" <td>550.000000</td>\n",
" <td>-1.000000</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>male</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>31.0</td>\n",
" <td>4.0</td>\n",
" <td>2 days 01:39:12.750000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>96096 rows × 40 columns</p>\n",
"</div>"
],
"text/plain": [
" customer_id nb_tickets nb_purchases total_amount nb_suppliers \\\n",
"0 5_476624 4.0 1.0 100.00 1.0 \n",
"1 5_183496 1.0 1.0 55.00 1.0 \n",
"2 5_248456 17.0 1.0 80.00 1.0 \n",
"3 5_474758 4.0 1.0 120.00 1.0 \n",
"4 5_192421 34.0 2.0 416.00 1.0 \n",
"... ... ... ... ... ... \n",
"96091 9_761001 1.0 1.0 67.31 1.0 \n",
"96092 9_951910 1.0 1.0 61.41 1.0 \n",
"96093 9_54095 0.0 0.0 0.00 0.0 \n",
"96094 9_755241 1.0 1.0 79.43 1.0 \n",
"96095 9_2712 0.0 0.0 0.00 0.0 \n",
"\n",
" vente_internet_max purchase_date_min purchase_date_max \\\n",
"0 0.0 5.177187 5.177187 \n",
"1 0.0 426.265613 426.265613 \n",
"2 0.0 436.033437 436.033437 \n",
"3 0.0 5.196412 5.196412 \n",
"4 0.0 478.693148 115.631470 \n",
"... ... ... ... \n",
"96091 1.0 278.442257 278.442257 \n",
"96092 1.0 189.207373 189.207373 \n",
"96093 0.0 550.000000 550.000000 \n",
"96094 1.0 279.312905 279.312905 \n",
"96095 0.0 550.000000 550.000000 \n",
"\n",
" time_between_purchase nb_tickets_internet ... country gender_label \\\n",
"0 0.000000 0.0 ... fr female \n",
"1 0.000000 0.0 ... fr male \n",
"2 0.000000 0.0 ... fr female \n",
"3 0.000000 0.0 ... fr female \n",
"4 363.061678 0.0 ... fr female \n",
"... ... ... ... ... ... \n",
"96091 0.000000 1.0 ... ch male \n",
"96092 0.000000 1.0 ... ch male \n",
"96093 -1.000000 0.0 ... ch female \n",
"96094 0.000000 1.0 ... fr male \n",
"96095 -1.000000 0.0 ... NaN male \n",
"\n",
" gender_female gender_male gender_other country_fr nb_campaigns \\\n",
"0 1 0 0 1.0 0.0 \n",
"1 0 1 0 1.0 0.0 \n",
"2 1 0 0 1.0 0.0 \n",
"3 1 0 0 1.0 0.0 \n",
"4 1 0 0 1.0 0.0 \n",
"... ... ... ... ... ... \n",
"96091 0 1 0 0.0 15.0 \n",
"96092 0 1 0 0.0 12.0 \n",
"96093 1 0 0 0.0 29.0 \n",
"96094 0 1 0 1.0 20.0 \n",
"96095 0 1 0 NaN 31.0 \n",
"\n",
" nb_campaigns_opened time_to_open y_has_purchased \n",
"0 0.0 NaN 0.0 \n",
"1 0.0 NaN 1.0 \n",
"2 0.0 NaN 0.0 \n",
"3 0.0 NaN 0.0 \n",
"4 0.0 NaN 1.0 \n",
"... ... ... ... \n",
"96091 5.0 0 days 00:35:22.600000 1.0 \n",
"96092 9.0 0 days 10:39:13.333333333 0.0 \n",
"96093 3.0 0 days 13:44:43.333333333 0.0 \n",
"96094 4.0 0 days 01:12:12.500000 0.0 \n",
"96095 4.0 2 days 01:39:12.750000 0.0 \n",
"\n",
"[96096 rows x 40 columns]"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset_test"
]
},
{
"cell_type": "code",
"execution_count": 180,
"id": "e4287c1a-eab6-4897-91d6-d21804518dc4",
"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>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>nb_suppliers</th>\n",
" <th>vente_internet_max</th>\n",
" <th>purchase_date_min</th>\n",
" <th>purchase_date_max</th>\n",
" <th>time_between_purchase</th>\n",
" <th>nb_tickets_internet</th>\n",
" <th>is_email_true</th>\n",
" <th>...</th>\n",
" <th>gender_female</th>\n",
" <th>gender_male</th>\n",
" <th>gender_other</th>\n",
" <th>nb_campaigns</th>\n",
" <th>nb_campaigns_opened</th>\n",
" <th>country_fr</th>\n",
" <th>has_purchased</th>\n",
" <th>has_purchased_estim</th>\n",
" <th>score</th>\n",
" <th>segment</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>100.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>5.177187</td>\n",
" <td>5.177187</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.700113</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>55.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>426.265613</td>\n",
" <td>426.265613</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.223569</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>17.0</td>\n",
" <td>1.0</td>\n",
" <td>80.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>436.033437</td>\n",
" <td>436.033437</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.246124</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>120.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>5.196412</td>\n",
" <td>5.196412</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.700106</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>34.0</td>\n",
" <td>2.0</td>\n",
" <td>416.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>478.693148</td>\n",
" <td>115.631470</td>\n",
" <td>363.061678</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.922115</td>\n",
" <td>4</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",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96091</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>67.31</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>278.442257</td>\n",
" <td>278.442257</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>15.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.571135</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96092</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>61.41</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>189.207373</td>\n",
" <td>189.207373</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>12.0</td>\n",
" <td>9.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.630924</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96093</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>550.000000</td>\n",
" <td>550.000000</td>\n",
" <td>-1.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.123418</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96094</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>79.43</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>279.312905</td>\n",
" <td>279.312905</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>20.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.578971</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96095</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>550.000000</td>\n",
" <td>550.000000</td>\n",
" <td>-1.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>31.0</td>\n",
" <td>4.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.295349</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>96096 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" nb_tickets nb_purchases total_amount nb_suppliers \\\n",
"0 4.0 1.0 100.00 1.0 \n",
"1 1.0 1.0 55.00 1.0 \n",
"2 17.0 1.0 80.00 1.0 \n",
"3 4.0 1.0 120.00 1.0 \n",
"4 34.0 2.0 416.00 1.0 \n",
"... ... ... ... ... \n",
"96091 1.0 1.0 67.31 1.0 \n",
"96092 1.0 1.0 61.41 1.0 \n",
"96093 0.0 0.0 0.00 0.0 \n",
"96094 1.0 1.0 79.43 1.0 \n",
"96095 0.0 0.0 0.00 0.0 \n",
"\n",
" vente_internet_max purchase_date_min purchase_date_max \\\n",
"0 0.0 5.177187 5.177187 \n",
"1 0.0 426.265613 426.265613 \n",
"2 0.0 436.033437 436.033437 \n",
"3 0.0 5.196412 5.196412 \n",
"4 0.0 478.693148 115.631470 \n",
"... ... ... ... \n",
"96091 1.0 278.442257 278.442257 \n",
"96092 1.0 189.207373 189.207373 \n",
"96093 0.0 550.000000 550.000000 \n",
"96094 1.0 279.312905 279.312905 \n",
"96095 0.0 550.000000 550.000000 \n",
"\n",
" time_between_purchase nb_tickets_internet is_email_true ... \\\n",
"0 0.000000 0.0 True ... \n",
"1 0.000000 0.0 True ... \n",
"2 0.000000 0.0 True ... \n",
"3 0.000000 0.0 True ... \n",
"4 363.061678 0.0 True ... \n",
"... ... ... ... ... \n",
"96091 0.000000 1.0 True ... \n",
"96092 0.000000 1.0 True ... \n",
"96093 -1.000000 0.0 True ... \n",
"96094 0.000000 1.0 True ... \n",
"96095 -1.000000 0.0 True ... \n",
"\n",
" gender_female gender_male gender_other nb_campaigns \\\n",
"0 1 0 0 0.0 \n",
"1 0 1 0 0.0 \n",
"2 1 0 0 0.0 \n",
"3 1 0 0 0.0 \n",
"4 1 0 0 0.0 \n",
"... ... ... ... ... \n",
"96091 0 1 0 15.0 \n",
"96092 0 1 0 12.0 \n",
"96093 1 0 0 29.0 \n",
"96094 0 1 0 20.0 \n",
"96095 0 1 0 31.0 \n",
"\n",
" nb_campaigns_opened country_fr has_purchased has_purchased_estim \\\n",
"0 0.0 1.0 0.0 1.0 \n",
"1 0.0 1.0 1.0 0.0 \n",
"2 0.0 1.0 0.0 0.0 \n",
"3 0.0 1.0 0.0 1.0 \n",
"4 0.0 1.0 1.0 1.0 \n",
"... ... ... ... ... \n",
"96091 5.0 0.0 1.0 1.0 \n",
"96092 9.0 0.0 0.0 1.0 \n",
"96093 3.0 0.0 0.0 0.0 \n",
"96094 4.0 1.0 0.0 1.0 \n",
"96095 4.0 NaN 0.0 0.0 \n",
"\n",
" score segment \n",
"0 0.700113 3 \n",
"1 0.223569 1 \n",
"2 0.246124 1 \n",
"3 0.700106 3 \n",
"4 0.922115 4 \n",
"... ... ... \n",
"96091 0.571135 3 \n",
"96092 0.630924 3 \n",
"96093 0.123418 1 \n",
"96094 0.578971 3 \n",
"96095 0.295349 2 \n",
"\n",
"[96096 rows x 21 columns]"
]
},
"execution_count": 180,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Processing\n",
"X_test = dataset_test[['nb_tickets', 'nb_purchases', 'total_amount', 'nb_suppliers', 'vente_internet_max', 'purchase_date_min', 'purchase_date_max', \n",
" 'time_between_purchase', 'nb_tickets_internet', 'is_email_true', 'opt_in', #'is_partner',\n",
" 'gender_female', 'gender_male', 'gender_other', 'nb_campaigns', 'nb_campaigns_opened', 'country_fr']]\n",
"\n",
"y_test = dataset_test[['y_has_purchased']]\n",
"\n",
"\n",
"X_test_segment = X_test\n",
"\n",
"# X_test_segment.insert(X_test.shape[1], \"country_fr\", dataset_test[\"country_fr\"])\n",
"\n",
"# add y_has_purchased to X_test\n",
"X_test_segment[\"has_purchased\"] = y_test\n",
"\n",
"# Add prediction and probability to dataset_test\n",
"y_pred = model.predict(X_test)\n",
"X_test_segment[\"has_purchased_estim\"] = y_pred\n",
"\n",
"y_pred_prob = model.predict_proba(X_test)[:, 1]\n",
"X_test_segment['score'] = y_pred_prob\n",
"\n",
"X_test_segment[\"segment\"] = np.where(X_test_segment['score']<0.25, '1',\n",
" np.where(X_test_segment['score']<0.5, '2',\n",
" np.where(X_test_segment['score']<0.75, '3', '4')))\n",
"\n",
"X_test_segment"
]
},
{
"cell_type": "markdown",
"id": "9058c3b2-8fa2-4322-a57b-395da4033eaf",
"metadata": {},
"source": [
"## 1. Business KPIs"
]
},
{
"cell_type": "code",
"execution_count": 181,
"id": "3067d919-50c9-49e9-b0a6-b676a5dbae56",
"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>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>vente_internet_max</th>\n",
" <th>nb_tickets_internet</th>\n",
" </tr>\n",
" <tr>\n",
" <th>segment</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4324.0</td>\n",
" <td>1446.0</td>\n",
" <td>8.973214e+04</td>\n",
" <td>346.0</td>\n",
" <td>870.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>36094.0</td>\n",
" <td>15451.0</td>\n",
" <td>1.138007e+06</td>\n",
" <td>8046.0</td>\n",
" <td>19591.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>65817.0</td>\n",
" <td>30677.0</td>\n",
" <td>2.209794e+06</td>\n",
" <td>14407.0</td>\n",
" <td>37260.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>392936.0</td>\n",
" <td>102142.0</td>\n",
" <td>1.650005e+07</td>\n",
" <td>6659.0</td>\n",
" <td>112518.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" nb_tickets nb_purchases total_amount vente_internet_max \\\n",
"segment \n",
"1 4324.0 1446.0 8.973214e+04 346.0 \n",
"2 36094.0 15451.0 1.138007e+06 8046.0 \n",
"3 65817.0 30677.0 2.209794e+06 14407.0 \n",
"4 392936.0 102142.0 1.650005e+07 6659.0 \n",
"\n",
" nb_tickets_internet \n",
"segment \n",
"1 870.0 \n",
"2 19591.0 \n",
"3 37260.0 \n",
"4 112518.0 "
]
},
"execution_count": 181,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# business figures\n",
"X_test_segment.groupby(\"segment\")[[\"nb_tickets\", \"nb_purchases\", \"total_amount\", \"vente_internet_max\", \n",
" \"nb_tickets_internet\"]].sum()"
]
},
{
"cell_type": "code",
"execution_count": 171,
"id": "5b1acd28-b346-45b1-8da2-b79ca7f4fa96",
"metadata": {},
"outputs": [],
"source": [
"def df_business_fig(df, segment, list_var) :\n",
" df_business_kpi = df.groupby(segment)[list_var].sum().reset_index()\n",
" df_business_kpi.insert(1, \"size\", df.groupby(segment).size().values)\n",
" all_var = [\"size\"] + list_var\n",
" df_business_kpi[all_var] = 100 * df_business_kpi[all_var] / df_business_kpi[all_var].sum()\n",
"\n",
" return df_business_kpi"
]
},
{
"cell_type": "code",
"execution_count": 182,
"id": "bd63d787-3ef8-4f23-9069-e9b16b4a0de8",
"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>segment</th>\n",
" <th>size</th>\n",
" <th>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>nb_campaigns</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>48.776224</td>\n",
" <td>0.866236</td>\n",
" <td>0.965829</td>\n",
" <td>0.450065</td>\n",
" <td>41.498188</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>19.887404</td>\n",
" <td>7.230789</td>\n",
" <td>10.320206</td>\n",
" <td>5.707847</td>\n",
" <td>24.826893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>21.990509</td>\n",
" <td>13.185261</td>\n",
" <td>20.490128</td>\n",
" <td>11.083558</td>\n",
" <td>17.737544</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>9.345862</td>\n",
" <td>78.717714</td>\n",
" <td>68.223837</td>\n",
" <td>82.758529</td>\n",
" <td>15.937376</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment size nb_tickets nb_purchases total_amount nb_campaigns\n",
"0 1 48.776224 0.866236 0.965829 0.450065 41.498188\n",
"1 2 19.887404 7.230789 10.320206 5.707847 24.826893\n",
"2 3 21.990509 13.185261 20.490128 11.083558 17.737544\n",
"3 4 9.345862 78.717714 68.223837 82.758529 15.937376"
]
},
"execution_count": 182,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"business_var = [\"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]\n",
"X_test_business_fig = df_business_fig(X_test_segment, \"segment\",\n",
" business_var)\n",
"X_test_business_fig"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "d2f618b6-c984-4790-bd8f-29c7d01c6707",
"metadata": {},
"outputs": [],
"source": [
"def hist_segment_business_KPIs(df, segment, size, nb_tickets, nb_purchases, total_amount, nb_campaigns) :\n",
" \n",
" plt.figure()\n",
"\n",
" df_plot = df[[segment, size, nb_tickets, nb_purchases, total_amount, nb_campaigns]]\n",
" \n",
" x = [\"number of\\ncustomers\", \"number of\\ntickets\", \"number of\\npurchases\", \"total\\namount\", \n",
" \"number of\\ncampaigns\"]\n",
"\n",
" # liste_var = [size, nb_tickets, nb_purchases, total_amount]\n",
" \n",
" bottom = np.zeros(5)\n",
" \n",
" # Définir une palette de couleurs\n",
" colors = plt.cm.Blues(np.linspace(0.1, 0.9, 4))\n",
" \n",
" for i in range(4) :\n",
" # print(str(df_plot[segment][i]))\n",
" # segment = df_plot[segment][i]\n",
" height = list(df_plot.loc[i,size:].values)\n",
" \n",
" plt.bar(x=x, height=height, label = str(df_plot[segment][i]), bottom=bottom, color=colors[i]#, width=0.1\n",
" )\n",
" \n",
" bottom+=height\n",
"\n",
" # Ajuster les marges\n",
" plt.subplots_adjust(left = 0.125, right = 0.8,\n",
" bottom = 0.1, top = 0.9\n",
" )\n",
"\n",
" \n",
" plt.legend(title = \"segment\", loc = \"upper right\", bbox_to_anchor=(1.2, 1))\n",
" plt.ylabel(\"Fraction represented by the segment (%)\")\n",
" plt.title(\"Relative weight of each segment regarding business KPIs\")\n",
" # plt.show()\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "14b6ae5c-d704-4f5d-9f9b-5646e29ea470",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", *business_var)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f358fba3-f778-4414-bf55-c830be647ddd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/segments_business_KPIs_sport.csv'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"segments_business_KPIs_\" + activity\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
"\n",
"FILE_PATH_OUT_S3"
]
},
{
"cell_type": "code",
"execution_count": 178,
"id": "3eee7b59-f658-402d-95b2-fa051188fd10",
"metadata": {},
"outputs": [],
"source": [
"def save_file_s3_mp(File_name, type_of_activity):\n",
" image_buffer = io.BytesIO()\n",
" plt.savefig(image_buffer, format='png')\n",
" image_buffer.seek(0)\n",
" PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{type_of_activity}/\"\n",
" FILE_PATH_OUT_S3 = PATH + File_name + type_of_activity + '.png'\n",
" with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
" s3_file.write(image_buffer.read())\n",
" plt.close()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "1790cb81-3304-41f1-a371-d8c926d32906",
"metadata": {},
"outputs": [],
"source": [
"# save to Minio\n",
"\n",
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"segments_business_KPIs_\" + activity\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".png\"\n",
"\n",
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")\n",
"\n",
"image_buffer = io.BytesIO()\n",
"plt.savefig(image_buffer, format='png')\n",
"image_buffer.seek(0)\n",
"\n",
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
" s3_file.write(image_buffer.read())\n",
"plt.close()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 179,
"id": "7a42523d-f80f-488b-ad8f-39dd793cddd6",
"metadata": {},
"outputs": [
{
"ename": "ClientError",
"evalue": "An error occurred (InvalidAccessKeyId) when calling the PutObject operation: The Access Key Id you provided does not exist in our records.",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mClientError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[179], line 8\u001b[0m\n\u001b[1;32m 3\u001b[0m activity \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msport\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 5\u001b[0m hist_segment_business_KPIs(X_test_business_fig, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msegment\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnb_tickets\u001b[39m\u001b[38;5;124m\"\u001b[39m, \n\u001b[1;32m 6\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnb_purchases\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtotal_amount\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnb_campaigns\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m----> 8\u001b[0m \u001b[43msave_file_s3_mp\u001b[49m\u001b[43m(\u001b[49m\u001b[43mFile_name\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43msegments_business_KPIs_\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtype_of_activity\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mactivity\u001b[49m\u001b[43m)\u001b[49m\n",
"Cell \u001b[0;32mIn[178], line 7\u001b[0m, in \u001b[0;36msave_file_s3_mp\u001b[0;34m(File_name, type_of_activity)\u001b[0m\n\u001b[1;32m 5\u001b[0m PATH \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mprojet-bdc2324-team1/Output_marketing_personae_analysis/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtype_of_activity\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 6\u001b[0m FILE_PATH_OUT_S3 \u001b[38;5;241m=\u001b[39m PATH \u001b[38;5;241m+\u001b[39m File_name \u001b[38;5;241m+\u001b[39m type_of_activity \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.png\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m----> 7\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mFILE_PATH_OUT_S3\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mwb\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mas\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ms3_file\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43ms3_file\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwrite\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimage_buffer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 9\u001b[0m plt\u001b[38;5;241m.\u001b[39mclose()\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/fsspec/spec.py:1963\u001b[0m, in \u001b[0;36mAbstractBufferedFile.__exit__\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m 1962\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__exit__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs):\n\u001b[0;32m-> 1963\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclose\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/fsspec/spec.py:1930\u001b[0m, in \u001b[0;36mAbstractBufferedFile.close\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1928\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1929\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mforced:\n\u001b[0;32m-> 1930\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mflush\u001b[49m\u001b[43m(\u001b[49m\u001b[43mforce\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 1932\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1933\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39minvalidate_cache(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpath)\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/fsspec/spec.py:1801\u001b[0m, in \u001b[0;36mAbstractBufferedFile.flush\u001b[0;34m(self, force)\u001b[0m\n\u001b[1;32m 1798\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclosed \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 1799\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m\n\u001b[0;32m-> 1801\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_upload_chunk\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfinal\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mforce\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m:\n\u001b[1;32m 1802\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moffset \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuffer\u001b[38;5;241m.\u001b[39mseek(\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m2\u001b[39m)\n\u001b[1;32m 1803\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuffer \u001b[38;5;241m=\u001b[39m io\u001b[38;5;241m.\u001b[39mBytesIO()\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:1252\u001b[0m, in \u001b[0;36mS3File._upload_chunk\u001b[0;34m(self, final)\u001b[0m\n\u001b[1;32m 1249\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparts\u001b[38;5;241m.\u001b[39mappend({\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPartNumber\u001b[39m\u001b[38;5;124m'\u001b[39m: part, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mETag\u001b[39m\u001b[38;5;124m'\u001b[39m: out[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mETag\u001b[39m\u001b[38;5;124m'\u001b[39m]})\n\u001b[1;32m 1251\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mautocommit \u001b[38;5;129;01mand\u001b[39;00m final:\n\u001b[0;32m-> 1252\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcommit\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1253\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m final\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:1267\u001b[0m, in \u001b[0;36mS3File.commit\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1265\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuffer\u001b[38;5;241m.\u001b[39mseek(\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m 1266\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuffer\u001b[38;5;241m.\u001b[39mread()\n\u001b[0;32m-> 1267\u001b[0m write_result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_s3\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1268\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43ms3\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mput_object\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1269\u001b[0m \u001b[43m \u001b[49m\u001b[43mKey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mBucket\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbucket\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mBody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 1270\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1271\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39mversion_aware:\n\u001b[1;32m 1272\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mversion_id \u001b[38;5;241m=\u001b[39m write_result\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVersionId\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:1130\u001b[0m, in \u001b[0;36mS3File._call_s3\u001b[0;34m(self, method, *kwarglist, **kwargs)\u001b[0m\n\u001b[1;32m 1129\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_call_s3\u001b[39m(\u001b[38;5;28mself\u001b[39m, method, \u001b[38;5;241m*\u001b[39mkwarglist, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m-> 1130\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_s3\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43ms3_additional_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwarglist\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1131\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:200\u001b[0m, in \u001b[0;36mS3FileSystem._call_s3\u001b[0;34m(self, method, *akwarglist, **kwargs)\u001b[0m\n\u001b[1;32m 197\u001b[0m logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCALL: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m - \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m - \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m (method\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m, akwarglist, kw2))\n\u001b[1;32m 198\u001b[0m additional_kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_s3_method_kwargs(method, \u001b[38;5;241m*\u001b[39makwarglist,\n\u001b[1;32m 199\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m--> 200\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43madditional_kwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/botocore/client.py:553\u001b[0m, in \u001b[0;36mClientCreator._create_api_method.<locals>._api_call\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 549\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m 550\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpy_operation_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m() only accepts keyword arguments.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 551\u001b[0m )\n\u001b[1;32m 552\u001b[0m \u001b[38;5;66;03m# The \"self\" in this scope is referring to the BaseClient.\u001b[39;00m\n\u001b[0;32m--> 553\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/botocore/client.py:1009\u001b[0m, in \u001b[0;36mBaseClient._make_api_call\u001b[0;34m(self, operation_name, api_params)\u001b[0m\n\u001b[1;32m 1005\u001b[0m error_code \u001b[38;5;241m=\u001b[39m error_info\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mQueryErrorCode\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m error_info\u001b[38;5;241m.\u001b[39mget(\n\u001b[1;32m 1006\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1007\u001b[0m )\n\u001b[1;32m 1008\u001b[0m error_class \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mfrom_code(error_code)\n\u001b[0;32m-> 1009\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m error_class(parsed_response, operation_name)\n\u001b[1;32m 1010\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1011\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parsed_response\n",
"\u001b[0;31mClientError\u001b[0m: An error occurred (InvalidAccessKeyId) when calling the PutObject operation: The Access Key Id you provided does not exist in our records."
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# with function\n",
"\n",
"activity = \"sport\"\n",
"\n",
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")\n",
"\n",
"save_file_s3_mp(File_name = \"segments_business_KPIs_\", type_of_activity = activity)"
]
},
{
"cell_type": "markdown",
"id": "53d24165-6b98-4b66-9ad8-7514564689d8",
"metadata": {},
"source": [
"## 2. Spider plot summarizing sociodemographic characteristics and purchasing behaviour"
]
},
{
"cell_type": "code",
"execution_count": 165,
"id": "beb31e4b-a01b-4312-879a-fe5757ea061f",
"metadata": {},
"outputs": [],
"source": [
"def df_segment_mp(df, segment, gender_female, gender_male, gender_other, country_fr) :\n",
" df_mp = df.groupby(segment)[[gender_female, gender_male, gender_other, country_fr]].mean().reset_index()\n",
" df_mp.insert(3, \"share_known_gender\", X_test_segment_mp[gender_female]+X_test_segment_mp[gender_male])\n",
" df_mp.insert(4, \"share_of_women\", X_test_segment_mp[gender_female]/(X_test_segment_mp[\"share_known_gender\"]))\n",
" return df_mp"
]
},
{
"cell_type": "code",
"execution_count": 159,
"id": "267ebaee-eaef-4720-8ca9-e40c0cf125df",
"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>segment</th>\n",
" <th>gender_female</th>\n",
" <th>gender_male</th>\n",
" <th>share_known_gender</th>\n",
" <th>share_of_women</th>\n",
" <th>gender_other</th>\n",
" <th>country_fr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.222670</td>\n",
" <td>0.419974</td>\n",
" <td>0.642644</td>\n",
" <td>0.346491</td>\n",
" <td>0.357356</td>\n",
" <td>0.477963</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.274449</td>\n",
" <td>0.556486</td>\n",
" <td>0.830935</td>\n",
" <td>0.330290</td>\n",
" <td>0.169065</td>\n",
" <td>0.763818</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.272998</td>\n",
" <td>0.541312</td>\n",
" <td>0.814310</td>\n",
" <td>0.335251</td>\n",
" <td>0.185690</td>\n",
" <td>0.661414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.206547</td>\n",
" <td>0.622871</td>\n",
" <td>0.829418</td>\n",
" <td>0.249027</td>\n",
" <td>0.170582</td>\n",
" <td>0.657373</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment gender_female gender_male share_known_gender share_of_women \\\n",
"0 1 0.222670 0.419974 0.642644 0.346491 \n",
"1 2 0.274449 0.556486 0.830935 0.330290 \n",
"2 3 0.272998 0.541312 0.814310 0.335251 \n",
"3 4 0.206547 0.622871 0.829418 0.249027 \n",
"\n",
" gender_other country_fr \n",
"0 0.357356 0.477963 \n",
"1 0.169065 0.763818 \n",
"2 0.185690 0.661414 \n",
"3 0.170582 0.657373 "
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# description of marketing personae\n",
"\n",
"X_test_segment_mp = X_test_segment.groupby(\"segment\")[['gender_female', 'gender_male', 'gender_other', 'country_fr']].mean().reset_index()\n",
"X_test_segment_mp.insert(3, \"share_known_gender\", X_test_segment_mp[\"gender_female\"]+X_test_segment_mp[\"gender_male\"])\n",
"X_test_segment_mp.insert(4, \"share_of_women\", X_test_segment_mp[\"gender_female\"]/(X_test_segment_mp[\"share_known_gender\"]))\n",
"X_test_segment_mp"
]
},
{
"cell_type": "code",
"execution_count": 183,
"id": "5f908232-b0fe-4707-a8c5-5cadb7d8653f",
"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>segment</th>\n",
" <th>gender_female</th>\n",
" <th>gender_male</th>\n",
" <th>share_known_gender</th>\n",
" <th>share_of_women</th>\n",
" <th>gender_other</th>\n",
" <th>country_fr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.222670</td>\n",
" <td>0.419974</td>\n",
" <td>0.642644</td>\n",
" <td>0.346491</td>\n",
" <td>0.357356</td>\n",
" <td>0.477963</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.274449</td>\n",
" <td>0.556486</td>\n",
" <td>0.830935</td>\n",
" <td>0.330290</td>\n",
" <td>0.169065</td>\n",
" <td>0.763818</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.272998</td>\n",
" <td>0.541312</td>\n",
" <td>0.814310</td>\n",
" <td>0.335251</td>\n",
" <td>0.185690</td>\n",
" <td>0.661414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.206547</td>\n",
" <td>0.622871</td>\n",
" <td>0.829418</td>\n",
" <td>0.249027</td>\n",
" <td>0.170582</td>\n",
" <td>0.657373</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment gender_female gender_male share_known_gender share_of_women \\\n",
"0 1 0.222670 0.419974 0.642644 0.346491 \n",
"1 2 0.274449 0.556486 0.830935 0.330290 \n",
"2 3 0.272998 0.541312 0.814310 0.335251 \n",
"3 4 0.206547 0.622871 0.829418 0.249027 \n",
"\n",
" gender_other country_fr \n",
"0 0.357356 0.477963 \n",
"1 0.169065 0.763818 \n",
"2 0.185690 0.661414 \n",
"3 0.170582 0.657373 "
]
},
"execution_count": 183,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_segment_mp = df_segment_mp(X_test_segment, \"segment\", \"gender_female\", \n",
" \"gender_male\", \"gender_other\", \"country_fr\")\n",
"X_test_segment_mp"
]
},
{
"cell_type": "code",
"execution_count": 150,
"id": "910876fe-e6df-4f8d-9978-5d6fdd893ac0",
"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>segment</th>\n",
" <th>share_tickets_internet</th>\n",
" <th>share_campaigns_opened</th>\n",
" <th>opt_in</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.247851</td>\n",
" <td>0.136462</td>\n",
" <td>0.595110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.630889</td>\n",
" <td>0.233739</td>\n",
" <td>0.411281</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.679076</td>\n",
" <td>0.297721</td>\n",
" <td>0.045523</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.588024</td>\n",
" <td>0.366443</td>\n",
" <td>0.134395</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment share_tickets_internet share_campaigns_opened opt_in\n",
"0 1 0.247851 0.136462 0.595110\n",
"1 2 0.630889 0.233739 0.411281\n",
"2 3 0.679076 0.297721 0.045523\n",
"3 4 0.588024 0.366443 0.134395"
]
},
"execution_count": 150,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# purchasing behaviour\n",
"\n",
"X_test_segment[\"share_tickets_internet\"] = X_test_segment[\"nb_tickets_internet\"]/X_test_segment[\"nb_tickets\"]\n",
"X_test_segment[\"share_campaigns_opened\"] = X_test_segment[\"nb_campaigns_opened\"]/X_test_segment[\"nb_campaigns\"]\n",
"X_test_segment_pb = X_test_segment.groupby(\"segment\")[[\"share_tickets_internet\", \"share_campaigns_opened\", \"opt_in\"]].mean().reset_index()\n",
"X_test_segment_pb"
]
},
{
"cell_type": "code",
"execution_count": 168,
"id": "8d3ab073-040c-4480-bd44-33fc88626707",
"metadata": {},
"outputs": [],
"source": [
"def df_segment_pb (df, segment, nb_tickets_internet, nb_tickets, nb_campaigns_opened, nb_campaigns, opt_in) :\n",
" df_used = df\n",
" df_used[\"share_tickets_internet\"] = df_used[nb_tickets_internet]/df_used[nb_tickets]\n",
" df_used[\"share_campaigns_opened\"] = df_used[nb_campaigns_opened]/df_used[nb_campaigns]\n",
" df_pb = df_used.groupby(segment)[[\"share_tickets_internet\", \"share_campaigns_opened\", opt_in]].mean().reset_index()\n",
" return df_pb"
]
},
{
"cell_type": "code",
"execution_count": 170,
"id": "0cb8f47a-bf0f-4285-b2ff-d90de394c787",
"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>segment</th>\n",
" <th>share_tickets_internet</th>\n",
" <th>share_campaigns_opened</th>\n",
" <th>opt_in</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.247851</td>\n",
" <td>0.136462</td>\n",
" <td>0.595110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.630889</td>\n",
" <td>0.233739</td>\n",
" <td>0.411281</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.679076</td>\n",
" <td>0.297721</td>\n",
" <td>0.045523</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.588024</td>\n",
" <td>0.366443</td>\n",
" <td>0.134395</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment share_tickets_internet share_campaigns_opened opt_in\n",
"0 1 0.247851 0.136462 0.595110\n",
"1 2 0.630889 0.233739 0.411281\n",
"2 3 0.679076 0.297721 0.045523\n",
"3 4 0.588024 0.366443 0.134395"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_segment_pb = df_segment_pb(X_test_segment, \"segment\", \"nb_tickets_internet\", \"nb_tickets\", \n",
" \"nb_campaigns_opened\", \"nb_campaigns\", \"opt_in\")\n",
"X_test_segment_pb"
]
},
{
"cell_type": "code",
"execution_count": 151,
"id": "ba2884e3-004a-4554-ab82-6d477dcc4869",
"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>segment</th>\n",
" <th>share_tickets_internet</th>\n",
" <th>share_campaigns_opened</th>\n",
" <th>opt_in</th>\n",
" <th>share_known_gender</th>\n",
" <th>share_of_women</th>\n",
" <th>country_fr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.247851</td>\n",
" <td>0.136462</td>\n",
" <td>0.595110</td>\n",
" <td>0.642644</td>\n",
" <td>0.346491</td>\n",
" <td>0.477963</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.630889</td>\n",
" <td>0.233739</td>\n",
" <td>0.411281</td>\n",
" <td>0.830935</td>\n",
" <td>0.330290</td>\n",
" <td>0.763818</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.679076</td>\n",
" <td>0.297721</td>\n",
" <td>0.045523</td>\n",
" <td>0.814310</td>\n",
" <td>0.335251</td>\n",
" <td>0.661414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.588024</td>\n",
" <td>0.366443</td>\n",
" <td>0.134395</td>\n",
" <td>0.829418</td>\n",
" <td>0.249027</td>\n",
" <td>0.657373</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
"0 1 0.247851 0.136462 0.595110 \n",
"1 2 0.630889 0.233739 0.411281 \n",
"2 3 0.679076 0.297721 0.045523 \n",
"3 4 0.588024 0.366443 0.134395 \n",
"\n",
" share_known_gender share_of_women country_fr \n",
"0 0.642644 0.346491 0.477963 \n",
"1 0.830935 0.330290 0.763818 \n",
"2 0.814310 0.335251 0.661414 \n",
"3 0.829418 0.249027 0.657373 "
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_segment_caract = pd.concat([X_test_segment_pb, X_test_segment_mp[['share_known_gender', 'share_of_women', 'country_fr']]], axis=1)\n",
"X_test_segment_caract"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "23a37e9b-bb29-4122-85cb-cc15cc344ee2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"share_tickets_internet 0.679076\n",
"share_campaigns_opened 0.366443\n",
"opt_in 0.595110\n",
"share_known_gender 0.830935\n",
"share_of_women 0.346491\n",
"country_fr 0.763818\n",
"dtype: float64"
]
},
"execution_count": 152,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_segment_caract.loc[:,\"share_tickets_internet\":].max()"
]
},
{
"cell_type": "code",
"execution_count": 153,
"id": "0809e2ae-3487-4b24-8f60-741c683cb9af",
"metadata": {},
"outputs": [],
"source": [
"# def d'une fonction associée - KEEP THIS !!!\n",
"\n",
"def radar_mp_plot(df, categories, index) :\n",
" categories = categories\n",
"\n",
" # true values are used to print the true value in parenthesis\n",
" tvalues = list(df.loc[index,categories]) \n",
"\n",
" max_values = df[categories].max()\n",
"\n",
" # values are true values / max among the 4 segments, allows to \n",
" # put values in relation with the values for other segments\n",
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
" # , event if not equal to 1\n",
" \n",
" values = list(df.loc[index,categories]/max_values)\n",
" \n",
" # values normalized are used to adjust the value around the circle\n",
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
" # at 8/10th of the circle radius, not at the edge \n",
" values_normalized = [ max(values) * elt for elt in values]\n",
"\n",
" # Nb of categories\n",
" num_categories = len(categories)\n",
" \n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" # Initialize graphic\n",
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
" \n",
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
" # which is based on max(value)\n",
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
" ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
" \n",
" # fill the sector\n",
" ax.fill(angles, values_normalized, color='orange', alpha=0.4)\n",
" \n",
" # labels\n",
" ax.set_yticklabels([])\n",
" ax.set_xticks(angles)\n",
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
" ax.set_xticklabels(ticks, color=\"black\")\n",
" \n",
" ax.spines['polar'].set_visible(False)\n",
" \n",
" plt.title(f'Characteristics of the segment {index+1}\\n')\n",
" \n",
" # plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 157,
"id": "56cb026b-857f-42eb-baed-0ebdf5aee447",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories = list(X_test_segment_caract.drop(\"segment\", axis=1).columns)\n",
"#for i in range(4) :\n",
"# radar_mp_plot(df=X_test_segment_caract, categories=categories, index=i)\n",
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)"
]
},
{
"cell_type": "code",
"execution_count": 739,
"id": "5b3c4bac-396e-4117-a7d9-f39a3d8f95b4",
"metadata": {},
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid syntax (4005960846.py, line 6)",
"output_type": "error",
"traceback": [
"\u001b[0;36m Cell \u001b[0;32mIn[739], line 6\u001b[0;36m\u001b[0m\n\u001b[0;31m file_name = \"spider_chart_\" + activity + \"_sgt_\" str(index)\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
]
}
],
"source": [
"# export to MinIo\n",
"\n",
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
"\n",
"\n",
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)\n",
"\n",
"image_buffer = io.BytesIO()\n",
"plt.savefig(image_buffer, format='png')\n",
"image_buffer.seek(0)\n",
"\n",
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
" s3_file.write(image_buffer.read())\n",
"plt.close()"
]
},
{
"cell_type": "code",
"execution_count": 740,
"id": "276de9a5-d506-4c11-a7c2-a23ebbc59fe5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/spider_chart_sport_sgt_3.csv'"
]
},
"execution_count": 740,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
"FILE_PATH_OUT_S3"
]
},
{
"cell_type": "code",
"execution_count": 154,
"id": "80e47dbc-3efd-4857-8055-876b308cbcb5",
"metadata": {},
"outputs": [],
"source": [
"# general function to have the 4 radars in one plot\n",
"\n",
"def radar_mp_plot_all(df, categories) :\n",
" \n",
" nb_segments = df.shape[0]\n",
" categories = categories\n",
"\n",
" # Initialize graphic\n",
" fig, ax = plt.subplots(2,2, figsize=(25, 20), subplot_kw=dict(polar=True))\n",
" \n",
" for index in range(nb_segments) :\n",
" row = index // 2 # Division entière pour obtenir le numéro de ligne\n",
" col = index % 2 \n",
" \n",
" df = X_test_segment_caract\n",
" \n",
" # true values are used to print the true value in parenthesis\n",
" tvalues = list(df.loc[index,categories]) \n",
" \n",
" max_values = df[categories].max()\n",
" \n",
" # values are true values / max among the 4 segments, allows to \n",
" # put values in relation with the values for other segments\n",
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
" # , event if not equal to 1\n",
" \n",
" values = list(df.loc[index,categories]/max_values)\n",
" \n",
" # values normalized are used to adjust the value around the circle\n",
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
" # at 8/10th of the circle radius, not at the edge \n",
" values_normalized = [ max(values) * elt for elt in values]\n",
" \n",
" # Nb of categories\n",
" num_categories = len(categories)\n",
"\n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
" # which is based on max(value)\n",
" ax[row, col].plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
" ax[row, col].plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
" \n",
" # fill the sector\n",
" ax[row, col].fill(angles, values_normalized, color='orange', alpha=0.4, label = index)\n",
" \n",
" # labels\n",
" ax[row, col].set_yticklabels([])\n",
" ax[row, col].set_xticks(angles)\n",
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
" ax[row, col].set_xticklabels(ticks, color=\"black\", size = 20)\n",
" \n",
" ax[row, col].spines['polar'].set_visible(False)\n",
" \n",
" # plt.title(f'Characteristics of the segment {index+1}\\n')\n",
" ax[row, col].set_title(f'Characteristics of the segment {index+1}\\n', size = 24)\n",
"\n",
" # plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 156,
"id": "edf76688-1b7e-469e-873f-4884d551be66",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 2500x2000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories = list(X_test_segment_caract.drop(\"segment\", axis=1).columns)\n",
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "c48136d1-c980-4f74-a69f-ed4304c83188",
"metadata": {},
"outputs": [],
"source": [
"# export to MinIo\n",
"\n",
"# activity = \"sport\"\n",
"# PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"spider_chart_all_\" + activity\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".png\"\n",
"\n",
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories)\n",
"\n",
"image_buffer = io.BytesIO()\n",
"plt.savefig(image_buffer, format='png')\n",
"image_buffer.seek(0)\n",
"\n",
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
" s3_file.write(image_buffer.read())\n",
"plt.close()"
]
},
{
"cell_type": "markdown",
"id": "a2395680-69fe-4247-8deb-22f8ee15830b",
"metadata": {},
"source": [
"## --- end of the main part --- here are just some attempts --- ##"
]
},
{
"cell_type": "code",
"execution_count": 489,
"id": "7d9a2aca-d28d-43b3-9b72-5913b20c4f04",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = plt.cm.Blues(np.linspace(0.1, 0.9, 4)) \n",
"colors = [\"blue\", \"green\", \"orange\", \"red\"]\n",
"\n",
"# Initialisez le graphique en étoile\n",
"fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
"\n",
"for i in range(4) :\n",
"\n",
" # Caractéristiques et valeurs associées (exemple)\n",
" categories = ['share_known_gender', 'share_of_women', 'country_fr']\n",
" values = list(X_test_segment_mp.loc[i,categories]) # Exemple de valeurs, ajustez selon vos données\n",
" \n",
" values_normalized = [ max(values) * elt for elt in values]\n",
" \n",
" # Nombre de caractéristiques\n",
" num_categories = len(categories)\n",
" \n",
" # Créer un angle pour chaque axe\n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" \n",
" # Tracer uniquement le contour du polygone\n",
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
" # ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='blue', alpha = 0.3, linewidth=1.5)\n",
" \n",
" # Remplir le secteur central avec une couleur\n",
" ax.fill(angles, values_normalized, color=colors[i], alpha=0.2, label = str(i+1))\n",
"\n",
"# Étiqueter les axes\n",
"ax.set_yticklabels([])\n",
"ax.set_xticks(angles)\n",
"ax.set_xticklabels(categories)\n",
"ax.legend()\n",
"\n",
"# Titre du graphique\n",
"plt.title('Résumé des caractéristiques')\n",
"\n",
"# Afficher le graphique\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 301,
"id": "96aa9ff5-c1ed-49eb-8fb7-2319ac0c40be",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# KEEP THIS CODE !!\n",
"\n",
"# Caractéristiques et valeurs associées (exemple)\n",
"categories = ['Force', 'Vitesse', 'Agilité', 'Précision', 'Endurance']\n",
"values = [8, 7, 6, 9, 7] # Exemple de valeurs, ajustez selon vos données\n",
"\n",
"# Plage de valeurs maximales pour chaque caractéristique\n",
"max_range = [20, 20, 20, 20, 20]\n",
"\n",
"values_normalized = [2 * max(values) * x / y for x, y in zip(values, max_range)]\n",
"\n",
"# Nombre de caractéristiques\n",
"num_categories = len(categories)\n",
"\n",
"# Créer un angle pour chaque axe\n",
"angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
"\n",
"# Initialisez le graphique en étoile\n",
"fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
"\n",
"# Tracer uniquement le contour du polygone\n",
"ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
"ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='blue', linewidth=1.5)\n",
"\n",
"# Remplir le secteur central avec une couleur\n",
"ax.fill(angles, values_normalized, color='skyblue', alpha=0.4)\n",
"\n",
"# Étiqueter les axes\n",
"ax.set_yticklabels([])\n",
"ax.set_xticks(angles)\n",
"ax.set_xticklabels(categories)\n",
"\n",
"# Titre du graphique\n",
"plt.title('Résumé des caractéristiques')\n",
"\n",
"# Afficher le graphique\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 149,
"id": "adb7ccb3-7dea-4347-9298-37311a2f1fb1",
"metadata": {},
"outputs": [],
"source": [
"def radar_chart(values, categories, segment) :\n",
" # Caractéristiques et valeurs associées (exemple)\n",
" categories = categories\n",
" values = values # Exemple de valeurs, ajustez selon vos données\n",
" \n",
" # Nombre de caractéristiques\n",
" num_categories = len(categories)\n",
" \n",
" # Créer un angle pour chaque axe\n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" # Répéter le premier angle pour fermer la figure\n",
" values += values[:1]\n",
" angles += angles[:1]\n",
" \n",
" # Initialisez le graphique en étoile\n",
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
" \n",
" # Tracer les lignes radiales\n",
" ax.fill(angles, values, color='skyblue', alpha=0.4)\n",
" \n",
" # Tracer les points sur les axes radiaux\n",
" ax.plot(angles, values, color='blue', linewidth=2, linestyle='solid')\n",
"\n",
" # Afficher les valeurs associées sous les noms de variables\n",
" \"\"\"\n",
" for i, angle in enumerate(angles[:-1]):\n",
" x = angle\n",
" y = values[i] + 0.2 # Ajustez la distance des valeurs par rapport au centre\n",
" plt.text(x, y, str(values[i]), color='black', ha='center', fontsize=10)\n",
" \"\"\"\n",
" \n",
" # Remplir le secteur central avec une couleur\n",
" # ax.fill(angles, values, color='skyblue', alpha=0.4)\n",
"\n",
" \n",
" # Étiqueter les axes\n",
" ax.set_yticklabels([])\n",
" #ax.set_xticks(angles[:-1])\n",
" #ax.set_xticklabels(categories, # fontsize=12, ha='right', rotation=45\n",
" # )\n",
" # ax.set_xticklabels(categories, fontsize=10, color='black', ha='right')\n",
"\n",
" labels = [f\"{category} = {round(100 *value,2)}%\" for category, value in zip(categories, values[:-1])]\n",
" ax.set_xticks(angles[:-1])\n",
" ax.set_xticklabels(labels, fontsize=10, color='black', ha='right')\n",
" \n",
" # Titre du graphique\n",
" plt.title(f'Caracteristics of segment {segment}')\n",
" \n",
" # Afficher le graphique\n",
" plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 150,
"id": "8793fb51-812c-4500-b252-2e2d61d6ff48",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories= [\"share_known_gender\",\"share_of_women\",\"country_fr\"]\n",
"radar_chart(values=X_test_segment_mp.loc[0,categories].values.tolist(), categories= categories,\n",
" segment = \"1\")"
]
}
],
"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
}