2525 lines
1.2 MiB
2525 lines
1.2 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c488134e-680f-44e4-8c43-40c246140519",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Analysis of segments and marketing personae associated"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 99,
|
||
"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": 100,
|
||
"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": 101,
|
||
"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": 102,
|
||
"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": 103,
|
||
"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": 103,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"dataset_test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 104,
|
||
"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>0.660083</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>0.255226</td>\n",
|
||
" <td>2</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>0.227317</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>0.660104</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>0.914463</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>0.661143</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>0.715921</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>0.123331</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>0.617434</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>0.308419</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 0.660083 3 \n",
|
||
"1 0.255226 2 \n",
|
||
"2 0.227317 1 \n",
|
||
"3 0.660104 3 \n",
|
||
"4 0.914463 4 \n",
|
||
"... ... ... \n",
|
||
"96091 0.661143 3 \n",
|
||
"96092 0.715921 3 \n",
|
||
"96093 0.123331 1 \n",
|
||
"96094 0.617434 3 \n",
|
||
"96095 0.308419 2 \n",
|
||
"\n",
|
||
"[96096 rows x 21 columns]"
|
||
]
|
||
},
|
||
"execution_count": 104,
|
||
"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": 105,
|
||
"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>3139.0</td>\n",
|
||
" <td>1236.0</td>\n",
|
||
" <td>7.365005e+04</td>\n",
|
||
" <td>607.0</td>\n",
|
||
" <td>1416.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>40943.0</td>\n",
|
||
" <td>17163.0</td>\n",
|
||
" <td>1.103652e+06</td>\n",
|
||
" <td>8835.0</td>\n",
|
||
" <td>22476.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>61528.0</td>\n",
|
||
" <td>28513.0</td>\n",
|
||
" <td>2.244750e+06</td>\n",
|
||
" <td>12936.0</td>\n",
|
||
" <td>32533.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>393561.0</td>\n",
|
||
" <td>102804.0</td>\n",
|
||
" <td>1.651554e+07</td>\n",
|
||
" <td>7080.0</td>\n",
|
||
" <td>113814.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" nb_tickets nb_purchases total_amount vente_internet_max \\\n",
|
||
"segment \n",
|
||
"1 3139.0 1236.0 7.365005e+04 607.0 \n",
|
||
"2 40943.0 17163.0 1.103652e+06 8835.0 \n",
|
||
"3 61528.0 28513.0 2.244750e+06 12936.0 \n",
|
||
"4 393561.0 102804.0 1.651554e+07 7080.0 \n",
|
||
"\n",
|
||
" nb_tickets_internet \n",
|
||
"segment \n",
|
||
"1 1416.0 \n",
|
||
"2 22476.0 \n",
|
||
"3 32533.0 \n",
|
||
"4 113814.0 "
|
||
]
|
||
},
|
||
"execution_count": 105,
|
||
"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": 106,
|
||
"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": 107,
|
||
"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>39.345030</td>\n",
|
||
" <td>0.628843</td>\n",
|
||
" <td>0.825563</td>\n",
|
||
" <td>0.369403</td>\n",
|
||
" <td>40.762379</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>30.382118</td>\n",
|
||
" <td>8.202199</td>\n",
|
||
" <td>11.463705</td>\n",
|
||
" <td>5.535536</td>\n",
|
||
" <td>25.555636</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>20.444139</td>\n",
|
||
" <td>12.326037</td>\n",
|
||
" <td>19.044725</td>\n",
|
||
" <td>11.258886</td>\n",
|
||
" <td>17.630574</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9.828713</td>\n",
|
||
" <td>78.842922</td>\n",
|
||
" <td>68.666008</td>\n",
|
||
" <td>82.836175</td>\n",
|
||
" <td>16.051411</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment size nb_tickets nb_purchases total_amount nb_campaigns\n",
|
||
"0 1 39.345030 0.628843 0.825563 0.369403 40.762379\n",
|
||
"1 2 30.382118 8.202199 11.463705 5.535536 25.555636\n",
|
||
"2 3 20.444139 12.326037 19.044725 11.258886 17.630574\n",
|
||
"3 4 9.828713 78.842922 68.666008 82.836175 16.051411"
|
||
]
|
||
},
|
||
"execution_count": 107,
|
||
"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": 108,
|
||
"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])\n",
|
||
" \n",
|
||
" bottom+=height\n",
|
||
"\n",
|
||
" # Ajuster les marges\n",
|
||
" plt.subplots_adjust(left = 0.125, right = 0.8, bottom = 0.1, top = 0.9)\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(f\"Relative weight of each segment regarding business KPIs\\nfor {type_of_activity} companies\", size=12)\n",
|
||
" # plt.title(\"test\")\n",
|
||
" # plt.show()\n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 109,
|
||
"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": 24,
|
||
"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": 94,
|
||
"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_KPI_\" + activity\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', dpi=110)\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": 91,
|
||
"id": "cbf2cc62-1144-48c6-90d8-e12c8e510e02",
|
||
"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\", \"nb_tickets\", \n",
|
||
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 93,
|
||
"id": "7a42523d-f80f-488b-ad8f-39dd793cddd6",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"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 = type_of_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": 110,
|
||
"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": 45,
|
||
"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>0.299162</td>\n",
|
||
" <td>0.223968</td>\n",
|
||
" <td>0.523129</td>\n",
|
||
" <td>0.571869</td>\n",
|
||
" <td>0.476871</td>\n",
|
||
" <td>0.339959</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.156289</td>\n",
|
||
" <td>0.699103</td>\n",
|
||
" <td>0.855391</td>\n",
|
||
" <td>0.182710</td>\n",
|
||
" <td>0.144609</td>\n",
|
||
" <td>0.805862</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.291764</td>\n",
|
||
" <td>0.611320</td>\n",
|
||
" <td>0.903085</td>\n",
|
||
" <td>0.323075</td>\n",
|
||
" <td>0.096915</td>\n",
|
||
" <td>0.701258</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.179989</td>\n",
|
||
" <td>0.684383</td>\n",
|
||
" <td>0.864373</td>\n",
|
||
" <td>0.208231</td>\n",
|
||
" <td>0.135627</td>\n",
|
||
" <td>0.638972</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 0.299162 0.223968 0.523129 0.571869 \n",
|
||
"1 2 0.156289 0.699103 0.855391 0.182710 \n",
|
||
"2 3 0.291764 0.611320 0.903085 0.323075 \n",
|
||
"3 4 0.179989 0.684383 0.864373 0.208231 \n",
|
||
"\n",
|
||
" gender_other country_fr \n",
|
||
"0 0.476871 0.339959 \n",
|
||
"1 0.144609 0.805862 \n",
|
||
"2 0.096915 0.701258 \n",
|
||
"3 0.135627 0.638972 "
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"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": 111,
|
||
"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>0.299162</td>\n",
|
||
" <td>0.223968</td>\n",
|
||
" <td>0.523129</td>\n",
|
||
" <td>0.571869</td>\n",
|
||
" <td>0.476871</td>\n",
|
||
" <td>0.339959</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.156289</td>\n",
|
||
" <td>0.699103</td>\n",
|
||
" <td>0.855391</td>\n",
|
||
" <td>0.182710</td>\n",
|
||
" <td>0.144609</td>\n",
|
||
" <td>0.805862</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.291764</td>\n",
|
||
" <td>0.611320</td>\n",
|
||
" <td>0.903085</td>\n",
|
||
" <td>0.323075</td>\n",
|
||
" <td>0.096915</td>\n",
|
||
" <td>0.701258</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.179989</td>\n",
|
||
" <td>0.684383</td>\n",
|
||
" <td>0.864373</td>\n",
|
||
" <td>0.208231</td>\n",
|
||
" <td>0.135627</td>\n",
|
||
" <td>0.638972</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 0.299162 0.223968 0.523129 0.571869 \n",
|
||
"1 2 0.156289 0.699103 0.855391 0.182710 \n",
|
||
"2 3 0.291764 0.611320 0.903085 0.323075 \n",
|
||
"3 4 0.179989 0.684383 0.864373 0.208231 \n",
|
||
"\n",
|
||
" gender_other country_fr \n",
|
||
"0 0.476871 0.339959 \n",
|
||
"1 0.144609 0.805862 \n",
|
||
"2 0.096915 0.701258 \n",
|
||
"3 0.135627 0.638972 "
|
||
]
|
||
},
|
||
"execution_count": 111,
|
||
"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": 213,
|
||
"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",
|
||
" time_to_open) :\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\", \n",
|
||
" opt_in, time_to_open]].mean().reset_index()\n",
|
||
" df_pb[\"time_to_open_med\"] = df_used.groupby(segment)[[time_to_open]].apply(lambda x: x.dropna().median()).values\n",
|
||
" return df_pb"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 185,
|
||
"id": "33a11ddf-b410-4cf1-9e6b-645de6dad604",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Durée totale en heures : 49.65333333333333\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# add : variable time to open\n",
|
||
"\n",
|
||
"from datetime import timedelta\n",
|
||
"\n",
|
||
"def str_duration_to_hours(duration_str):\n",
|
||
" parts = duration_str.split()\n",
|
||
" days = int(parts[0]) if len(parts) > 1 else 0\n",
|
||
" time_parts = parts[-1].split(':')\n",
|
||
" hours = int(time_parts[0])\n",
|
||
" minutes = int(time_parts[1])\n",
|
||
" seconds = int(time_parts[2].split('.')[0])\n",
|
||
" total_hours = days * 24 + hours + minutes / 60 + seconds / 3600\n",
|
||
" return total_hours\n",
|
||
"\n",
|
||
"# Exemple d'utilisation :\n",
|
||
"duration_str = '2 days 01:39:12.750000'\n",
|
||
"\n",
|
||
"hours = str_duration_to_hours(duration_str)\n",
|
||
"print(\"Durée totale en heures :\", hours)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 196,
|
||
"id": "4760743c-1032-452a-85fa-63d1447a742c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"segment\n",
|
||
"1 6.418056\n",
|
||
"2 8.031389\n",
|
||
"3 13.037500\n",
|
||
"4 15.197500\n",
|
||
"Name: time_to_open, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 196,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# def of the variable time_to_open\n",
|
||
"\n",
|
||
"X_test_segment[\"time_to_open\"] = dataset_test[\"time_to_open\"].apply(lambda x : np.nan if pd.isna(x) else str_duration_to_hours(x))\n",
|
||
"X_test_segment.groupby(\"segment\")[\"time_to_open\"].median()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 214,
|
||
"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",
|
||
" <th>time_to_open</th>\n",
|
||
" <th>time_to_open_med</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.527270</td>\n",
|
||
" <td>0.136565</td>\n",
|
||
" <td>0.730064</td>\n",
|
||
" <td>56.785498</td>\n",
|
||
" <td>6.418056</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.629648</td>\n",
|
||
" <td>0.194240</td>\n",
|
||
" <td>0.275860</td>\n",
|
||
" <td>56.349272</td>\n",
|
||
" <td>8.031389</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.654488</td>\n",
|
||
" <td>0.292206</td>\n",
|
||
" <td>0.054260</td>\n",
|
||
" <td>57.847390</td>\n",
|
||
" <td>13.037500</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.606618</td>\n",
|
||
" <td>0.370733</td>\n",
|
||
" <td>0.127051</td>\n",
|
||
" <td>57.567684</td>\n",
|
||
" <td>15.197500</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.527270 0.136565 0.730064 \n",
|
||
"1 2 0.629648 0.194240 0.275860 \n",
|
||
"2 3 0.654488 0.292206 0.054260 \n",
|
||
"3 4 0.606618 0.370733 0.127051 \n",
|
||
"\n",
|
||
" time_to_open time_to_open_med \n",
|
||
"0 56.785498 6.418056 \n",
|
||
"1 56.349272 8.031389 \n",
|
||
"2 57.847390 13.037500 \n",
|
||
"3 57.567684 15.197500 "
|
||
]
|
||
},
|
||
"execution_count": 214,
|
||
"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\", \"time_to_open\")\n",
|
||
"X_test_segment_pb"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 215,
|
||
"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>time_to_open_med</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>0.527270</td>\n",
|
||
" <td>0.136565</td>\n",
|
||
" <td>0.730064</td>\n",
|
||
" <td>6.418056</td>\n",
|
||
" <td>0.523129</td>\n",
|
||
" <td>0.571869</td>\n",
|
||
" <td>0.339959</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.629648</td>\n",
|
||
" <td>0.194240</td>\n",
|
||
" <td>0.275860</td>\n",
|
||
" <td>8.031389</td>\n",
|
||
" <td>0.855391</td>\n",
|
||
" <td>0.182710</td>\n",
|
||
" <td>0.805862</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.654488</td>\n",
|
||
" <td>0.292206</td>\n",
|
||
" <td>0.054260</td>\n",
|
||
" <td>13.037500</td>\n",
|
||
" <td>0.903085</td>\n",
|
||
" <td>0.323075</td>\n",
|
||
" <td>0.701258</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.606618</td>\n",
|
||
" <td>0.370733</td>\n",
|
||
" <td>0.127051</td>\n",
|
||
" <td>15.197500</td>\n",
|
||
" <td>0.864373</td>\n",
|
||
" <td>0.208231</td>\n",
|
||
" <td>0.638972</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.527270 0.136565 0.730064 \n",
|
||
"1 2 0.629648 0.194240 0.275860 \n",
|
||
"2 3 0.654488 0.292206 0.054260 \n",
|
||
"3 4 0.606618 0.370733 0.127051 \n",
|
||
"\n",
|
||
" time_to_open_med share_known_gender share_of_women country_fr \n",
|
||
"0 6.418056 0.523129 0.571869 0.339959 \n",
|
||
"1 8.031389 0.855391 0.182710 0.805862 \n",
|
||
"2 13.037500 0.903085 0.323075 0.701258 \n",
|
||
"3 15.197500 0.864373 0.208231 0.638972 "
|
||
]
|
||
},
|
||
"execution_count": 215,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract = pd.concat([X_test_segment_pb.drop(\"time_to_open\", axis=1), X_test_segment_mp[['share_known_gender', 'share_of_women', 'country_fr']]], axis=1)\n",
|
||
"X_test_segment_caract"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 216,
|
||
"id": "23a37e9b-bb29-4122-85cb-cc15cc344ee2",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"share_tickets_internet 0.654488\n",
|
||
"share_campaigns_opened 0.370733\n",
|
||
"opt_in 0.730064\n",
|
||
"time_to_open_med 15.197500\n",
|
||
"share_known_gender 0.903085\n",
|
||
"share_of_women 0.571869\n",
|
||
"country_fr 0.805862\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 216,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract.loc[:,\"share_tickets_internet\":].max()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 230,
|
||
"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",
|
||
"\n",
|
||
" # define tick labels\n",
|
||
" values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
" # ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
|
||
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({values_printed[i]})\" for i in range(len(categories))]\n",
|
||
"\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": 229,
|
||
"id": "2fe80072-90d1-4e17-b8a7-ddc3e3be1b12",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['60.66%', '37.07%', '12.71%', '15.2', '20.82%', '63.9%']"
|
||
]
|
||
},
|
||
"execution_count": 229,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"var_not_perc = [\"time_to_open_med\"]\n",
|
||
"\n",
|
||
"tvalues = list(X_test_segment_caract.loc[3,categories]) \n",
|
||
"\n",
|
||
"values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
"values_printed"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 227,
|
||
"id": "cd3cb227-28b2-461e-a921-cff721c356e6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['share_tickets_internet',\n",
|
||
" 'share_campaigns_opened',\n",
|
||
" 'opt_in',\n",
|
||
" 'time_to_open_med',\n",
|
||
" 'share_of_women',\n",
|
||
" 'country_fr']"
|
||
]
|
||
},
|
||
"execution_count": 227,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"categories"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 233,
|
||
"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\", \"share_known_gender\"], 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=2)"
|
||
]
|
||
},
|
||
{
|
||
"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": 234,
|
||
"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",
|
||
" \n",
|
||
" # define the ticks\n",
|
||
" values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
"\n",
|
||
" # ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
|
||
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({values_printed[i]})\" 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'Segment {index+1}\\n', size = 24)\n",
|
||
" \n",
|
||
" fig.suptitle(f\"Characteristics of marketing personae of {type_of_activity} companies\", size=32)\n",
|
||
"\n",
|
||
" # plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 235,
|
||
"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\", \"share_known_gender\"], axis=1).columns)\n",
|
||
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 97,
|
||
"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', dpi=110)\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
|
||
}
|