1574 lines
680 KiB
Plaintext
1574 lines
680 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "f8c7a62b",
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"metadata": {},
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"source": [
|
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"# Библиотеки"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 1,
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"id": "c6bb3ab6",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from tqdm import tqdm\n",
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"from pprint import pprint"
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]
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},
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{
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"cell_type": "markdown",
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"id": "bae2a8b8",
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||
"metadata": {},
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"source": [
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"# TODO\n",
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"\n",
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"1. [x] Подписи к графикам\n",
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"2. [x] Переделать все под `pd.DataFrame` (?)\n",
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"3. [x] Поправить заголовки"
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]
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},
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{
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"cell_type": "markdown",
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"id": "d7cfc02e",
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"metadata": {},
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"source": [
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"# Данные"
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]
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},
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{
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"cell_type": "markdown",
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"id": "67c32cdd",
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"metadata": {},
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"source": [
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"## Payments"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "038a62d8",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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||
"<style scoped>\n",
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||
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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||
" }\n",
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||
"\n",
|
||
" .dataframe thead th {\n",
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||
" text-align: right;\n",
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||
" }\n",
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||
"</style>\n",
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||
"<table border=\"1\" class=\"dataframe\">\n",
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||
" <thead>\n",
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||
" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>payment_date</th>\n",
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" <th>Payment_types</th>\n",
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" <th>real_cost</th>\n",
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" <th>account_id</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>2021-01-01 00:00:56</td>\n",
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" <td>Payment_system_5</td>\n",
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||
" <td>9.650000</td>\n",
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" <td>2907221</td>\n",
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" </tr>\n",
|
||
" <tr>\n",
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||
" <th>1</th>\n",
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||
" <td>2021-01-01 00:01:48</td>\n",
|
||
" <td>Payment_system_5</td>\n",
|
||
" <td>0.955872</td>\n",
|
||
" <td>3228373</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>2</th>\n",
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||
" <td>2021-01-01 00:03:42</td>\n",
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||
" <td>Payment_system_5</td>\n",
|
||
" <td>3.026930</td>\n",
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||
" <td>318552</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
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||
" <td>2021-01-01 00:04:27</td>\n",
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||
" <td>Payment_system_2</td>\n",
|
||
" <td>99.990000</td>\n",
|
||
" <td>3832817</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
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||
" <th>4</th>\n",
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||
" <td>2021-01-01 00:06:41</td>\n",
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||
" <td>Payment_system_5</td>\n",
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||
" <td>1.432550</td>\n",
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||
" <td>7229767</td>\n",
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||
" </tr>\n",
|
||
" </tbody>\n",
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||
"</table>\n",
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||
"</div>"
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],
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"text/plain": [
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" payment_date Payment_types real_cost account_id\n",
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"0 2021-01-01 00:00:56 Payment_system_5 9.650000 2907221\n",
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"1 2021-01-01 00:01:48 Payment_system_5 0.955872 3228373\n",
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||
"2 2021-01-01 00:03:42 Payment_system_5 3.026930 318552\n",
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||
"3 2021-01-01 00:04:27 Payment_system_2 99.990000 3832817\n",
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||
"4 2021-01-01 00:06:41 Payment_system_5 1.432550 7229767"
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||
]
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||
},
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||
"execution_count": 2,
|
||
"metadata": {},
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||
"output_type": "execute_result"
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||
}
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||
],
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"source": [
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"payments = pd.read_csv(\"data/payments.csv\")\n",
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"payments.head()"
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]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"id": "68048c5a",
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||
"metadata": {},
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"source": [
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"## Persents"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 3,
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||
"id": "a4b72e40",
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||
"metadata": {},
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||
"outputs": [
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||
{
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||
"data": {
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||
"text/html": [
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"<div>\n",
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||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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||
" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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||
" }\n",
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||
"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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||
" <tr style=\"text-align: right;\">\n",
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||
" <th></th>\n",
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||
" <th>Payment_types</th>\n",
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||
" <th>Share, %</th>\n",
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" </tr>\n",
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||
" </thead>\n",
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||
" <tbody>\n",
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||
" <tr>\n",
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||
" <th>0</th>\n",
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||
" <td>Payment_system_1</td>\n",
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||
" <td>20.7</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>1</th>\n",
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||
" <td>Payment_system_2</td>\n",
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||
" <td>15.0</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>2</th>\n",
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||
" <td>Payment_system_3</td>\n",
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||
" <td>58.5</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>3</th>\n",
|
||
" <td>Payment_system_4</td>\n",
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||
" <td>0.0</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Payment_system_5</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
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||
"text/plain": [
|
||
" Payment_types Share, %\n",
|
||
"0 Payment_system_1 20.7\n",
|
||
"1 Payment_system_2 15.0\n",
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||
"2 Payment_system_3 58.5\n",
|
||
"3 Payment_system_4 0.0\n",
|
||
"4 Payment_system_5 24.0"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
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||
}
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||
],
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||
"source": [
|
||
"persents = pd.read_csv(\"data/persents.csv\", index_col=0)\n",
|
||
"persents.head()"
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||
]
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||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9a2ba6d3",
|
||
"metadata": {},
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||
"source": [
|
||
"## Registrations"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
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||
"id": "a0f238ba",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
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||
"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" 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>account_id</th>\n",
|
||
" <th>created_date</th>\n",
|
||
" <th>campaign</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>3842380.0</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>BRA_MS1_install</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>3842381.0</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3842382.0</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>3842383.0</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>3842384.0</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>BRA_MS1_install</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" account_id created_date campaign\n",
|
||
"0 3842380.0 2021-01-01 BRA_MS1_install\n",
|
||
"1 3842381.0 2021-01-01 NaN\n",
|
||
"2 3842382.0 2021-01-01 NaN\n",
|
||
"3 3842383.0 2021-01-01 NaN\n",
|
||
"4 3842384.0 2021-01-01 BRA_MS1_install"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"registrations = pd.read_csv(\"data/registrations.csv\", index_col=0)#.dropna()\n",
|
||
"registrations.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f52e9466",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Budget"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "bf031a83",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
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||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\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>media_source</th>\n",
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||
" <th>Campaign_type</th>\n",
|
||
" <th>Target</th>\n",
|
||
" <th>Plan, USD</th>\n",
|
||
" <th>Installs</th>\n",
|
||
" <th>Spend, USD</th>\n",
|
||
" <th>Deviation, USD</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Media_source_1</td>\n",
|
||
" <td>install</td>\n",
|
||
" <td>Brazil</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>10460</td>\n",
|
||
" <td>99.12</td>\n",
|
||
" <td>0.88</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Media_source_1</td>\n",
|
||
" <td>purchase</td>\n",
|
||
" <td>Brazil</td>\n",
|
||
" <td>400</td>\n",
|
||
" <td>1081</td>\n",
|
||
" <td>398.67</td>\n",
|
||
" <td>1.33</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Media_source_1</td>\n",
|
||
" <td>install</td>\n",
|
||
" <td>Russia</td>\n",
|
||
" <td>200</td>\n",
|
||
" <td>11894</td>\n",
|
||
" <td>246.30</td>\n",
|
||
" <td>-46.30</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Media_source_1</td>\n",
|
||
" <td>purchase</td>\n",
|
||
" <td>Russia</td>\n",
|
||
" <td>500</td>\n",
|
||
" <td>1441</td>\n",
|
||
" <td>616.77</td>\n",
|
||
" <td>-116.77</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Media_source_1</td>\n",
|
||
" <td>install</td>\n",
|
||
" <td>Ukrane</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>6424</td>\n",
|
||
" <td>99.43</td>\n",
|
||
" <td>0.57</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>Media_source_1</td>\n",
|
||
" <td>purchase</td>\n",
|
||
" <td>Ukrane</td>\n",
|
||
" <td>500</td>\n",
|
||
" <td>242</td>\n",
|
||
" <td>348.13</td>\n",
|
||
" <td>151.87</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>Media_source_2</td>\n",
|
||
" <td>install</td>\n",
|
||
" <td>Brazil</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>152</td>\n",
|
||
" <td>81.15</td>\n",
|
||
" <td>18.85</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>Media_source_2</td>\n",
|
||
" <td>install</td>\n",
|
||
" <td>English_speaking</td>\n",
|
||
" <td>100</td>\n",
|
||
" <td>371</td>\n",
|
||
" <td>99.95</td>\n",
|
||
" <td>0.05</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>Total</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2000</td>\n",
|
||
" <td>32065</td>\n",
|
||
" <td>1989.52</td>\n",
|
||
" <td>10.48</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" media_source Campaign_type Target Plan, USD Installs \\\n",
|
||
"0 Media_source_1 install Brazil 100 10460 \n",
|
||
"1 Media_source_1 purchase Brazil 400 1081 \n",
|
||
"2 Media_source_1 install Russia 200 11894 \n",
|
||
"3 Media_source_1 purchase Russia 500 1441 \n",
|
||
"4 Media_source_1 install Ukrane 100 6424 \n",
|
||
"5 Media_source_1 purchase Ukrane 500 242 \n",
|
||
"6 Media_source_2 install Brazil 100 152 \n",
|
||
"7 Media_source_2 install English_speaking 100 371 \n",
|
||
"8 Total NaN NaN 2000 32065 \n",
|
||
"\n",
|
||
" Spend, USD Deviation, USD \n",
|
||
"0 99.12 0.88 \n",
|
||
"1 398.67 1.33 \n",
|
||
"2 246.30 -46.30 \n",
|
||
"3 616.77 -116.77 \n",
|
||
"4 99.43 0.57 \n",
|
||
"5 348.13 151.87 \n",
|
||
"6 81.15 18.85 \n",
|
||
"7 99.95 0.05 \n",
|
||
"8 1989.52 10.48 "
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"budget = pd.read_excel(\"data/Рекламный бюджет январь 2021.xlsx\")\n",
|
||
"budget.loc[0:5, 'media_source'] = 'Media_source_1'\n",
|
||
"budget.loc[6:7, 'media_source'] = 'Media_source_2'\n",
|
||
"budget"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "561d9fce",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Analisys"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1e9e2cb6",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Оптимальный срок окупаемости"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1701b5e5",
|
||
"metadata": {},
|
||
"source": [
|
||
"$$\\Large\n",
|
||
"T = \\frac{IC}{FV}\n",
|
||
"$$\n",
|
||
"\n",
|
||
"где:\n",
|
||
"\n",
|
||
"- $\\large T$ — срок окупаемости\n",
|
||
"- $\\large IC$ — инвестиционные расходы\n",
|
||
"- $\\large FV$ — прибыль"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "8353352e",
|
||
"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>payment_date</th>\n",
|
||
" <th>Payment_types</th>\n",
|
||
" <th>real_cost</th>\n",
|
||
" <th>account_id</th>\n",
|
||
" <th>Share, %</th>\n",
|
||
" <th>cost</th>\n",
|
||
" <th>created_date</th>\n",
|
||
" <th>campaign</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>330</th>\n",
|
||
" <td>2021-01-01 15:10:26</td>\n",
|
||
" <td>Payment_system_5</td>\n",
|
||
" <td>2.445710</td>\n",
|
||
" <td>3861811</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>1.858740</td>\n",
|
||
" <td>2021-01-07</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>339</th>\n",
|
||
" <td>2021-01-01 15:22:00</td>\n",
|
||
" <td>Payment_system_5</td>\n",
|
||
" <td>2.445710</td>\n",
|
||
" <td>3861811</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>1.858740</td>\n",
|
||
" <td>2021-01-07</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>827</th>\n",
|
||
" <td>2021-01-01 17:16:09</td>\n",
|
||
" <td>Payment_system_5</td>\n",
|
||
" <td>9.624570</td>\n",
|
||
" <td>3844647</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>7.314673</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>BRA_MS1_install</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>837</th>\n",
|
||
" <td>2021-01-01 17:17:45</td>\n",
|
||
" <td>Payment_system_5</td>\n",
|
||
" <td>9.624570</td>\n",
|
||
" <td>3844647</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>7.314673</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>BRA_MS1_install</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1922</th>\n",
|
||
" <td>2021-01-02 01:08:32</td>\n",
|
||
" <td>Payment_system_5</td>\n",
|
||
" <td>0.955872</td>\n",
|
||
" <td>3845613</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>0.726463</td>\n",
|
||
" <td>2021-01-02</td>\n",
|
||
" <td>RUS_MS1_purchase</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",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>301124</th>\n",
|
||
" <td>2021-12-29 17:14:22</td>\n",
|
||
" <td>Payment_system_4</td>\n",
|
||
" <td>2.620000</td>\n",
|
||
" <td>3924840</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.620000</td>\n",
|
||
" <td>2021-01-29</td>\n",
|
||
" <td>RUS_MS1_install</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>301169</th>\n",
|
||
" <td>2021-12-29 18:55:43</td>\n",
|
||
" <td>Payment_system_4</td>\n",
|
||
" <td>0.100000</td>\n",
|
||
" <td>3924840</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.100000</td>\n",
|
||
" <td>2021-01-29</td>\n",
|
||
" <td>RUS_MS1_install</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>301243</th>\n",
|
||
" <td>2021-12-29 21:22:10</td>\n",
|
||
" <td>Payment_system_4</td>\n",
|
||
" <td>0.310000</td>\n",
|
||
" <td>3924840</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.310000</td>\n",
|
||
" <td>2021-01-29</td>\n",
|
||
" <td>RUS_MS1_install</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>301471</th>\n",
|
||
" <td>2021-12-30 08:15:58</td>\n",
|
||
" <td>Payment_system_4</td>\n",
|
||
" <td>0.380000</td>\n",
|
||
" <td>3924840</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.380000</td>\n",
|
||
" <td>2021-01-29</td>\n",
|
||
" <td>RUS_MS1_install</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>303332</th>\n",
|
||
" <td>2021-12-31 20:58:48</td>\n",
|
||
" <td>Payment_system_5</td>\n",
|
||
" <td>2.309120</td>\n",
|
||
" <td>3861811</td>\n",
|
||
" <td>24.0</td>\n",
|
||
" <td>1.754931</td>\n",
|
||
" <td>2021-01-07</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>711 rows × 8 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" payment_date Payment_types real_cost account_id \\\n",
|
||
"330 2021-01-01 15:10:26 Payment_system_5 2.445710 3861811 \n",
|
||
"339 2021-01-01 15:22:00 Payment_system_5 2.445710 3861811 \n",
|
||
"827 2021-01-01 17:16:09 Payment_system_5 9.624570 3844647 \n",
|
||
"837 2021-01-01 17:17:45 Payment_system_5 9.624570 3844647 \n",
|
||
"1922 2021-01-02 01:08:32 Payment_system_5 0.955872 3845613 \n",
|
||
"... ... ... ... ... \n",
|
||
"301124 2021-12-29 17:14:22 Payment_system_4 2.620000 3924840 \n",
|
||
"301169 2021-12-29 18:55:43 Payment_system_4 0.100000 3924840 \n",
|
||
"301243 2021-12-29 21:22:10 Payment_system_4 0.310000 3924840 \n",
|
||
"301471 2021-12-30 08:15:58 Payment_system_4 0.380000 3924840 \n",
|
||
"303332 2021-12-31 20:58:48 Payment_system_5 2.309120 3861811 \n",
|
||
"\n",
|
||
" Share, % cost created_date campaign \n",
|
||
"330 24.0 1.858740 2021-01-07 RUS_MS1_purchase \n",
|
||
"339 24.0 1.858740 2021-01-07 RUS_MS1_purchase \n",
|
||
"827 24.0 7.314673 2021-01-01 BRA_MS1_install \n",
|
||
"837 24.0 7.314673 2021-01-01 BRA_MS1_install \n",
|
||
"1922 24.0 0.726463 2021-01-02 RUS_MS1_purchase \n",
|
||
"... ... ... ... ... \n",
|
||
"301124 0.0 2.620000 2021-01-29 RUS_MS1_install \n",
|
||
"301169 0.0 0.100000 2021-01-29 RUS_MS1_install \n",
|
||
"301243 0.0 0.310000 2021-01-29 RUS_MS1_install \n",
|
||
"301471 0.0 0.380000 2021-01-29 RUS_MS1_install \n",
|
||
"303332 24.0 1.754931 2021-01-07 RUS_MS1_purchase \n",
|
||
"\n",
|
||
"[711 rows x 8 columns]"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df = payments.join(persents.set_index(\"Payment_types\"), on=\"Payment_types\")\n",
|
||
"df['cost'] = df['real_cost'] * (100 - df['Share, %']) / 100\n",
|
||
"df = df.join(registrations.set_index('account_id'), on=\"account_id\").dropna()\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "0a797a02",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"d = {\n",
|
||
" (\"Media_source_1\", \"install\", \"Brazil\"): \"BRA_MS1_install\",\n",
|
||
" (\"Media_source_1\", \"purchase\", \"Brazil\"): \"BRA_MS1_purchase\",\n",
|
||
" (\"Media_source_1\", \"install\", \"Russia\"): \"RUS_MS1_install\",\n",
|
||
" (\"Media_source_1\", \"purchase\", \"Russia\"): \"RUS_MS1_purchase\",\n",
|
||
" (\"Media_source_1\", \"install\", \"Ukrane\"): \"UKR_MS1_install\",\n",
|
||
" (\"Media_source_1\", \"purchase\", \"Ukrane\"): \"UKR_MS1_purchase\",\n",
|
||
" (\"Media_source_2\", \"install\", \"Brazil\"): \"BRA_MS2_install\",\n",
|
||
" (\"Media_source_2\", \"install\", \"English_speaking\"): \"ENG_MS2_install\",\n",
|
||
"}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "95da41ef",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"T = []\n",
|
||
"for l in budget.iloc:\n",
|
||
" source, campaign_type, target, *_, spend, _ = l\n",
|
||
" if source == 'Total':\n",
|
||
" break\n",
|
||
" cmp = d[source, campaign_type, target]\n",
|
||
" tmp_df = df[df['campaign'] == cmp]\n",
|
||
" T.append((source, campaign_type, target, spend / tmp_df['cost'].sum()))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "e950eeaf",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"T_df = pd.DataFrame(T, columns=[\"Media Source\", 'Campaign type', 'Target', \"Time, (months)\"])\n",
|
||
"T_df = T_df.set_index([\"Media Source\", 'Campaign type', 'Target'])\n",
|
||
"T_df.to_csv('tables/payback-period.csv')\n",
|
||
"T_df.to_markdown('tables/payback-period.md')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "772ce00f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1280x960 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
|
||
"ax.grid()\n",
|
||
"# ax.set_xlim(1, 70)\n",
|
||
"ax.set(xlabel='Срок окупаемости, (месяцы)', \n",
|
||
" ylabel='Рекламная компания',\n",
|
||
" title='Оптимальный срок окупаемости')\n",
|
||
"\n",
|
||
"plt.xticks(rotation='vertical')\n",
|
||
"sns.barplot(ax=ax, data=T_df, x=\"Time, (months)\", hue=T_df.index)\n",
|
||
"plt.legend(title=\"\");\n",
|
||
"plt.savefig(\"pics/payback-period.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "29c916e9",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Определить наиболее успешные кейсы"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6b307b90",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Рекламные кампании"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"id": "9dfee9c7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"T_sorted_df = T_df.sort_values(by='Time, (months)')\n",
|
||
"T_sorted_df.to_csv('tables/payback-period.sorted.csv')\n",
|
||
"T_sorted_df.to_markdown('tables/payback-period.sorted.md')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "2821cb8e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1280x960 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
|
||
"ax.grid()\n",
|
||
"ax.set(xlabel='Срок окупаемости, месяцы', ylabel='Рекламная компания', title='Оптимальный срок окупаемости')\n",
|
||
"\n",
|
||
"# plt.xticks(rotation='vertical')\n",
|
||
"sns.barplot(ax=ax, data=T_sorted_df, x=\"Time, (months)\", hue=T_df.index)\n",
|
||
"plt.legend(title=\"\");\n",
|
||
"plt.savefig(\"pics/payback-period.sorted.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f1543549",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Тип рекламных кампаний"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "93819b37",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x960 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(1, 1, figsize=(4,6), dpi=160)\n",
|
||
"ax.grid()\n",
|
||
"ax.set(title='Оптимальный срок окупаемости, \\nсгруппированный по типам рекламных кампаний')\n",
|
||
"\n",
|
||
"sns.boxplot(ax=ax, data=T_sorted_df, y='Time, (months)', hue=\"Campaign type\");\n",
|
||
"plt.savefig(\"pics/payback-period.ct.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "781727e6",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Рекламная сеть"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "588eab3e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x960 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(1, 1, figsize=(4,6), dpi=160)\n",
|
||
"ax.grid()\n",
|
||
"ax.set(title='Оптимальный срок окупаемости, \\nсгруппированный по рекламным сетям')\n",
|
||
"\n",
|
||
"sns.boxplot(ax=ax, data=T_sorted_df, y='Time, (months)', hue=\"Media Source\");\n",
|
||
"plt.savefig(\"pics/payback-period.ms.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "2128f1b7",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Накопительный ARPU успешных рекламных кампаний"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "48a87a99",
|
||
"metadata": {},
|
||
"source": [
|
||
"$$\\Large\n",
|
||
"ARPU = \n",
|
||
"\\frac{\\text{Доход}}{\\text{Число пользователей}}\n",
|
||
"$$"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "c122ab03",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from datetime import date, datetime, timedelta"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "3723a9b9",
|
||
"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>account_id</th>\n",
|
||
" <th>created_date</th>\n",
|
||
" <th>payment_date</th>\n",
|
||
" <th>cost</th>\n",
|
||
" <th>campaign</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>330</th>\n",
|
||
" <td>3861811</td>\n",
|
||
" <td>2021-01-07</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>1.858740</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>339</th>\n",
|
||
" <td>3861811</td>\n",
|
||
" <td>2021-01-07</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>1.858740</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1922</th>\n",
|
||
" <td>3845613</td>\n",
|
||
" <td>2021-01-02</td>\n",
|
||
" <td>2021-01-02</td>\n",
|
||
" <td>0.726463</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2920</th>\n",
|
||
" <td>3843913</td>\n",
|
||
" <td>2021-01-01</td>\n",
|
||
" <td>2021-01-02</td>\n",
|
||
" <td>0.726463</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4335</th>\n",
|
||
" <td>3908313</td>\n",
|
||
" <td>2021-01-22</td>\n",
|
||
" <td>2021-01-03</td>\n",
|
||
" <td>4.237699</td>\n",
|
||
" <td>UKR_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>290371</th>\n",
|
||
" <td>3864062</td>\n",
|
||
" <td>2021-01-07</td>\n",
|
||
" <td>2021-12-17</td>\n",
|
||
" <td>0.619811</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>295786</th>\n",
|
||
" <td>3908063</td>\n",
|
||
" <td>2021-01-22</td>\n",
|
||
" <td>2021-12-24</td>\n",
|
||
" <td>23.013104</td>\n",
|
||
" <td>UKR_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>296561</th>\n",
|
||
" <td>3908313</td>\n",
|
||
" <td>2021-01-22</td>\n",
|
||
" <td>2021-12-25</td>\n",
|
||
" <td>36.344492</td>\n",
|
||
" <td>UKR_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>298659</th>\n",
|
||
" <td>3908063</td>\n",
|
||
" <td>2021-01-22</td>\n",
|
||
" <td>2021-12-26</td>\n",
|
||
" <td>23.013104</td>\n",
|
||
" <td>UKR_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>303332</th>\n",
|
||
" <td>3861811</td>\n",
|
||
" <td>2021-01-07</td>\n",
|
||
" <td>2021-12-31</td>\n",
|
||
" <td>1.754931</td>\n",
|
||
" <td>RUS_MS1_purchase</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>325 rows × 5 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" account_id created_date payment_date cost campaign\n",
|
||
"330 3861811 2021-01-07 2021-01-01 1.858740 RUS_MS1_purchase\n",
|
||
"339 3861811 2021-01-07 2021-01-01 1.858740 RUS_MS1_purchase\n",
|
||
"1922 3845613 2021-01-02 2021-01-02 0.726463 RUS_MS1_purchase\n",
|
||
"2920 3843913 2021-01-01 2021-01-02 0.726463 RUS_MS1_purchase\n",
|
||
"4335 3908313 2021-01-22 2021-01-03 4.237699 UKR_MS1_purchase\n",
|
||
"... ... ... ... ... ...\n",
|
||
"290371 3864062 2021-01-07 2021-12-17 0.619811 RUS_MS1_purchase\n",
|
||
"295786 3908063 2021-01-22 2021-12-24 23.013104 UKR_MS1_purchase\n",
|
||
"296561 3908313 2021-01-22 2021-12-25 36.344492 UKR_MS1_purchase\n",
|
||
"298659 3908063 2021-01-22 2021-12-26 23.013104 UKR_MS1_purchase\n",
|
||
"303332 3861811 2021-01-07 2021-12-31 1.754931 RUS_MS1_purchase\n",
|
||
"\n",
|
||
"[325 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df = registrations.dropna()\n",
|
||
"df = payments.join(df.set_index(\"account_id\"), on=\"account_id\").dropna()\n",
|
||
"df = df.join(persents.set_index(\"Payment_types\"), on=\"Payment_types\")\n",
|
||
"df['cost'] = df['real_cost'] * (100 - df['Share, %']) / 100\n",
|
||
"df['payment_date'] = pd.to_datetime(df['payment_date'], format=\"%Y-%m-%d %H:%M:%S\").dt.date\n",
|
||
"df['created_date'] = pd.to_datetime(df['created_date'], format=\"%Y-%m-%d\").dt.date\n",
|
||
"df = df[df['campaign'].str.contains(\"purchase\")]\n",
|
||
"table = df[[\"account_id\", \"created_date\", \"payment_date\", \"cost\", \"campaign\"]]\n",
|
||
"table"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "ae68e44e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"campaigns = list(table['campaign'].unique())\n",
|
||
"accounts = list(table['account_id'].unique())\n",
|
||
"payments = list(table['payment_date'].unique())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "11ba3dae",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"result_table = table.groupby(by=[\"campaign\",\"account_id\",\"created_date\",\"payment_date\"], as_index=False).sum()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "139b348c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"dates = [7,14,30]\n",
|
||
"dates = [i for i in range(1, 32)]\n",
|
||
"ARPUs = np.zeros((len(campaigns), len(dates)))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "8d3253d4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"for i, c in enumerate(campaigns):\n",
|
||
" cond1 = result_table['campaign'] == c\n",
|
||
" num_accounts = len(result_table[cond1])\n",
|
||
" \n",
|
||
" for acc in accounts:\n",
|
||
" cond2 = result_table['account_id'] == acc\n",
|
||
" cond = np.logical_and(cond1, cond2)\n",
|
||
" \n",
|
||
" tmp_table = result_table[cond]\n",
|
||
" \n",
|
||
" \n",
|
||
" s = np.zeros(len(dates))\n",
|
||
" for j,d in enumerate(dates):\n",
|
||
" cond = tmp_table['payment_date'] <= tmp_table['created_date'] + timedelta(days=d)\n",
|
||
" s[j] += tmp_table[cond]['cost'].sum()\n",
|
||
"# print(s)\n",
|
||
" ARPUs[i] += s \n",
|
||
" ARPUs[i] /= num_accounts\n",
|
||
"# print(ARPUs)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"id": "f2c30d3d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df_ARPU = pd.DataFrame(ARPUs.T, columns=campaigns)\n",
|
||
"# df_ARPU\n",
|
||
"df_ARPU['days'] = list(map(lambda x: f\"{x} days\" if x > 1 else f\"{x} day\", dates))\n",
|
||
"df_ARPU_melted = df_ARPU.melt('days', var_name='Campaign type', value_name='ARPU')\n",
|
||
"df_ARPU.iloc[[6, 13, 29]].to_csv('tables/arpu.csv')\n",
|
||
"df_ARPU.iloc[[6, 13, 29]].to_markdown('tables/arpu.md')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "905d7a36",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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",
|
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"text/plain": [
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"<Figure size 1280x960 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
|
||
"ax.grid()\n",
|
||
"# ax.set_xlim(1, 70)\n",
|
||
"ax.set(xlabel='Days', ylabel='Average revenue per user')\n",
|
||
"ax.set(title='ARPU, \\nсгруппированный по рекламным компаниям')\n",
|
||
"\n",
|
||
"# for i, c in enumerate(campaigns):\n",
|
||
"plt.xticks(rotation=70)\n",
|
||
"sns.lineplot(ax=ax, data=df_ARPU_melted, x='days', y='ARPU', hue='Campaign type');\n",
|
||
"plt.savefig(\"pics/arpu.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5b14810e",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Фактический CPI (cost per install)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "7cc81742",
|
||
"metadata": {},
|
||
"source": [
|
||
"$$\\Large\n",
|
||
"CPI = \n",
|
||
"\\frac{\\text{Количество установок}}{\\text{Бюджет}}\n",
|
||
"$$"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "47fe30e3",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"d = {\n",
|
||
" (\"Media_source_1\", \"install\", \"Brazil\"): \"BRA_MS1_install\",\n",
|
||
" (\"Media_source_1\", \"purchase\", \"Brazil\"): \"BRA_MS1_purchase\",\n",
|
||
" (\"Media_source_1\", \"install\", \"Russia\"): \"RUS_MS1_install\",\n",
|
||
" (\"Media_source_1\", \"purchase\", \"Russia\"): \"RUS_MS1_purchase\",\n",
|
||
" (\"Media_source_1\", \"install\", \"Ukrane\"): \"UKR_MS1_install\",\n",
|
||
" (\"Media_source_1\", \"purchase\", \"Ukrane\"): \"UKR_MS1_purchase\",\n",
|
||
" (\"Media_source_2\", \"install\", \"Brazil\"): \"BRA_MS2_install\",\n",
|
||
" (\"Media_source_2\", \"install\", \"English_speaking\"): \"ENG_MS2_install\",\n",
|
||
"}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "3bfa10eb",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"CPI = list()\n",
|
||
"tmp_budget = budget.groupby(by=[\"media_source\", \"Campaign_type\",'Target']).sum()\n",
|
||
"for (MS, Type, Target), c in d.items():\n",
|
||
" cond = registrations['campaign'] == c\n",
|
||
" num_installs = cond.sum()\n",
|
||
" \n",
|
||
" b = tmp_budget.loc[MS, Type, Target]['Spend, USD']\n",
|
||
" \n",
|
||
" CPI.append((MS, Type, Target, b / num_installs))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "b7a20a84",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df = pd.DataFrame(CPI, columns=[\"Media Source\", 'Campaign type', 'Target', \"CPI\"])\n",
|
||
"df = df.set_index([\"Media Source\", 'Campaign type', 'Target'])\n",
|
||
"df = df.sort_values(by='CPI')\n",
|
||
"df.to_csv('tables/cpi.sorted.csv')\n",
|
||
"df.to_markdown('tables/cpi.sorted.md')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "db865d1c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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UqVOTJHPmzNlg3+LFi/PQQw9l1KhRee1rX7vlhbPVMAfTNDMwL2YwZ+BGwodHHnkkSbLvvvtm1KhRGz1mXdq/7tjNWa+zszN77733gNdjaGq6b17KDTfckGTTT+QMfbV65u9//3suu+yyvPnNb85pp5028EIZMprumQceeCCrV6/O3nvvnUsvvTRHH310vvOd7+TOO+/MT3/603ziE5/I5MmTM3fu3MbOgcFV4zpz4YUXpqOjI5/61Kfy3e9+N4sWLcrSpUsze/bsHH/88Vm6dGk++9nPZp999mnmJBjWzME0zQzMpgz2DNxI+PCf//wnSbLLLrts8ph1+9Yduznr7bzzzmm1WgNej6Gp6b55Mb/61a/y85//PEnyqU99akBr0T41eqaUkrPOOitr167NVVddNfAiGVKa7pl1r0b29vbm//7v/3LCCSfkoYceysqVK/OHP/whhxxySBYsWJCTTjopS5YsaeAMGGw1rjNvfetbc/vtt2fq1Kn50Ic+lHHjxqWrqytHHHFEFi5cmGuvvTYzZswYePFsFczBNMkMzKa0YwZuJHxYdyvP6NGjN3lMZ2dnkv//vsfBXI+habD+nx977LGceuqpSZJzzjknRx555BavRXvV6Jlvf/vb+d3vfpfzzz8/r3nNawZeJENK0z2zdOnSJMmqVasyceLE3HTTTZk0aVJGjx6d6dOn55Zbbsn222+fxx57LN/97ncbOAMGW63npnnz5qW3tzetViv77bdfDjrooIwZMyY9PT25+uqr09PTM6C62XqYg2mKGZgX044ZuJHwYbvttkuSPPfcc5s8ZuXKlUk2771GTa/H0DQY/8+LFy/Ou971rvz73//OUUcdla997WtbtA5DQ9M98+STT+Yzn/lMJkyYkAsuuKCZIhlSaj0/Jc8Pch0dHevtHzduXN7//vcnSW677bZ+10v71XhuuuSSS3LGGWek1Wpl7ty56enpyV/+8pf09vamu7s7d999dw4//PA8/fTTAz8Bhj1zME0wA/Ni2jUDNxI+bM6tX5tzG+P/rvff//43pZQBr8fQ1HTf/K8lS5bk2GOPzYMPPphDDz00N998c98rBQxPTffMpz/96SxevDiXX355urq6mimSIaXW81OSTJ48eaPHvOpVr0oSr2QPU033TG9vby666KIkyTXXXNP34ZNJ0tXVlW9+85uZMmVKFixY4K1fJDEHM3BmYF5Ku2bgRsKHV77ylUmev7VnU18T9eijj6537Oast3LlyixYsGDA6zE0Nd03L7Ry5cqcdNJJ+f3vf58pU6bktttuyw477DCwgmm7pnvm/vvvT5J87GMfy7hx49Z7fOUrX0mSXHfddX3bGH6a7plJkyb1/XlTg9y67WvWrOlXrQwNTffMfffdlxUrVqSrqyuvf/3rN9g/atSoHHXUUX3HgjmYgTADsznaNQM3Ej5MmzYtHR0dWbFiRf785z9vsH/VqlX54x//mCR5wxve8JLr7bvvvn0nOXv27I0es2775qzH0NR036yzevXqvO9978udd96ZiRMn5vbbb8/uu+/eWN20T62eWbRo0QaPde/tX758ed82hp+me2bChAl930iwbvj/X+u2jx8/fkvLpo2a7pnN+erVda9ur3uvP9s2czBbygxMfw32DNxI+LDjjjvm7W9/e5LnP7jif/3kJz/JM888k912260v3X8xrVYr7373uze53pw5c/LQQw+lo6MjJ5544sCKp22a7pvk+QHugx/8YG6++ebsvffeueOOOzb5NVUMP033zNy5c1NK2ehj3fvfuru7+7Yx/NS4zrz3ve9Nknz/+9/fYN+KFSty/fXXJ3n+Gw4YfprumXWvTC9ZsiR/+MMfNti/evXq/OY3v0mSHHjggQOonK2FOZgtYQamP9o2A5eG3HPPPaXVapURI0aU6667rm/73Llzy9ixY0uScumll673M5dffnnZb7/9yimnnLLBeo8++mgZPXp0SVK+/OUvl7Vr15ZSSunp6SmTJk0qScrZZ5/dVPm0SdN9c95555UkZffddy8PPvhg9foZfE33zKZccMEFJUnp7u5urHbao+meWbhwYenq6ipJysyZM8uaNWtKKaUsW7asnH766SVJ2WWXXUpvb2/dE6OaJntm7dq1ZcqUKSVJmTx5cnnggQf69j3zzDOlu7u7JClJyn333Vf3xBg0664FM2bM2OQx5mBeaKA9Ywbe9gy0Zzal5gzcWPhQSikzZ87sewKdOHFimTp1ahkxYkRJUo477riyevXq9Y5fd2JvectbNrre9773vb6fHz9+fJk2bVrp6OgoScqhhx5alixZ0mT5tElTfTNnzpy+dfbZZ59y+OGHb/LB8Nb0tWZjhA9bl6Z75uabb+77xWDs2LFl+vTpZaeddipJyvbbb19mzZo1CGdFTU32zJ/+9Keyyy67lCSl1WqVl7/85WXq1KllzJgxff/GzJkzB+nMqOGee+4pu+22W9+js7Oz73rwwu2PPfZY38+Yg7dtTfaMGXjbUOM6szE1Z+BRTdw9sc7nP//5HHzwwbn88svzpz/9KU888UQOOuignHHGGfnYxz6WkSNH9mu90047LQcccEAuueSSzJkzJw8++GAmTpyYD3zgA/nMZz6z3leeMXw11TfrvnYqSf71r3/lX//6V62SabOmrzVs/ZrumRNOOCH33XdfLr744tx9992ZO3du9thjj5x00kn53Oc+t8lvwmD4aLJnDjnkkPz1r3/NV7/61dx2222ZN29e5s+fnz322CPHHntszj333Bx99NEVz4baVq1alaeeemqD7cuWLcuyZcv6/t6fD6I1B2/dmuwZM/C2ocZ1ZrC1SvFGZgAAAKCeRj5wEgAAAGBThA8AAABAVcIHAAAAoCrhAwAAAFCV8AEAAACoSvgAAAAAVCV8AAAAAKoSPgAAAABVCR8AAACAqoQPAAAAQFXCBwAAAKAq4QMAAABQlfABAAAAqEr4AAAAAFQlfAAAkiSzZ8/OmWeemcmTJ2ennXZKZ2dnxo8fn+OPPz5XX311li5d2nfsNddck1artd5jxIgR2XXXXfPmN785V111VVavXr3e+j09PX3H9vT0DPLZAQDt1CqllHYXAQC0z7Jly3LGGWfkhhtuSJJst9122X///TNmzJjMnz8/CxcuTJLstddemTVrVg466KBcc801OeOMM9LZ2ZnXve51SZI1a9bk0UcfTW9vb5Lk6KOPzq233prOzs4kz4cPr3jFK5Ik8+bNy8tf/vJBPlMAoF3c+QAA27BVq1blmGOOyQ033JBx48ble9/7XhYvXpy//vWv+eMf/5gFCxbkb3/7W84666w8+eST+ec//7nez48bNy733HNP7rnnntx7771ZtGhRfvzjH6ejoyN33XVXLr/88jadGQAwlAgfAGAb9qUvfSmzZ8/O2LFjc++99+a0007LmDFj1jtmypQp+eY3v5m77rore+6550uuecopp+Tss89OkvzoRz+qUjcAMLwIHwBgG/X000/n61//epLkiiuueMm3QRxxxBE57LDDNmvtI488MknyyCOPDKhGAGDrIHwAgG3ULbfckmeffTZ77LFH3vOe9zS6to+UAgBeSPgAANuoOXPmJEkOP/zwjBo1qtG1f/e73yVJDjjggEbXBQCGJ+EDAGyj5s+fnyR930DRlOuvvz7f+MY3kiTve9/7Gl0bABiemn2ZAwAYNp599tkkycte9rItXuOJJ57IEUcckeT5r9qcN29eFi1alCQ57LDD8slPfnLghQIAw57wAQC2UTvssEOSZOnSpVu8xsqVKzN79uwkSavVyg477JA3vvGNOeWUU3LOOedk9OjRjdQKAAxvwgcA2EaNHz8+STJv3rwtXmO//fZLT09PQxUBAFsrn/kAANuodV+bOWfOnKxevbrN1QAAWzPhAwBso4499th0dXWlt7c3N954Y7vLAQC2YsIHANhG7bzzzjnvvPOSJOeff/5Lvn1i9uzZfV/PCQDQH8IHANiGXXjhhXnTm96URYsW5U1velN+8IMfZMWKFesd8/DDD+fcc8/NUUcdld7e3jZVCgAMZz5wEgC2YaNHj86vfvWrfPCDH8xNN92U0047LWeddVb233//jBkzJgsWLMj8+fOTJBMmTMgBBxzQ5ooBgOHInQ8AsI3r6urKjTfemN/+9rfp7u7OPvvsk56enjzwwAMppeS4447Lt7/97Tz88MN5zWte0+5yAYBhqFVKKe0uAgAAANh6ufMBAAAAqEr4AAAAAFQlfAAAAACqEj4AAAAAVQkfAAAAgKqEDwAAAEBVwgcAAACgKuEDAAAAUJXwAQAAAKhK+AAAAABUJXwAAAAAqhI+AAAAAFUJHwAAAICqhA8AAABAVcIHAAAAoCrhAwAAAFCV8AEAAACoSvgAAAAAVCV8AAAAAKr6f4jnbyJBrChrAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 1280x960 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
|
||
"ax.grid()\n",
|
||
"ax.set(title='Фактический CPI')\n",
|
||
"sns.barplot(ax=ax, data=df, x='CPI', hue=df.index)\n",
|
||
"plt.legend(title=\"\");\n",
|
||
"plt.savefig(\"pics/cpi.sorted.png\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "57f5cc90",
|
||
"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></th>\n",
|
||
" <th></th>\n",
|
||
" <th>CPI</th>\n",
|
||
" <th>Installs</th>\n",
|
||
" <th>Spend, USD</th>\n",
|
||
" <th>Plan CPI</th>\n",
|
||
" <th>Deviation</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Media Source</th>\n",
|
||
" <th>Campaign type</th>\n",
|
||
" <th>Target</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 rowspan=\"3\" valign=\"top\">Media_source_1</th>\n",
|
||
" <th rowspan=\"3\" valign=\"top\">install</th>\n",
|
||
" <th>Brazil</th>\n",
|
||
" <td>0.008648</td>\n",
|
||
" <td>10460</td>\n",
|
||
" <td>99.12</td>\n",
|
||
" <td>0.009476</td>\n",
|
||
" <td>0.000828</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Ukrane</th>\n",
|
||
" <td>0.014644</td>\n",
|
||
" <td>6424</td>\n",
|
||
" <td>99.43</td>\n",
|
||
" <td>0.015478</td>\n",
|
||
" <td>0.000834</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Russia</th>\n",
|
||
" <td>0.019472</td>\n",
|
||
" <td>11894</td>\n",
|
||
" <td>246.30</td>\n",
|
||
" <td>0.020708</td>\n",
|
||
" <td>0.001236</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Media_source_2</th>\n",
|
||
" <th>install</th>\n",
|
||
" <th>English_speaking</th>\n",
|
||
" <td>0.245577</td>\n",
|
||
" <td>371</td>\n",
|
||
" <td>99.95</td>\n",
|
||
" <td>0.269407</td>\n",
|
||
" <td>0.023830</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">Media_source_1</th>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">purchase</th>\n",
|
||
" <th>Brazil</th>\n",
|
||
" <td>0.350018</td>\n",
|
||
" <td>1081</td>\n",
|
||
" <td>398.67</td>\n",
|
||
" <td>0.368797</td>\n",
|
||
" <td>0.018780</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Russia</th>\n",
|
||
" <td>0.390114</td>\n",
|
||
" <td>1441</td>\n",
|
||
" <td>616.77</td>\n",
|
||
" <td>0.428015</td>\n",
|
||
" <td>0.037901</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Media_source_2</th>\n",
|
||
" <th>install</th>\n",
|
||
" <th>Brazil</th>\n",
|
||
" <td>0.533882</td>\n",
|
||
" <td>152</td>\n",
|
||
" <td>81.15</td>\n",
|
||
" <td>0.533882</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Media_source_1</th>\n",
|
||
" <th>purchase</th>\n",
|
||
" <th>Ukrane</th>\n",
|
||
" <td>1.338962</td>\n",
|
||
" <td>242</td>\n",
|
||
" <td>348.13</td>\n",
|
||
" <td>1.438554</td>\n",
|
||
" <td>0.099592</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" CPI Installs Spend, USD \\\n",
|
||
"Media Source Campaign type Target \n",
|
||
"Media_source_1 install Brazil 0.008648 10460 99.12 \n",
|
||
" Ukrane 0.014644 6424 99.43 \n",
|
||
" Russia 0.019472 11894 246.30 \n",
|
||
"Media_source_2 install English_speaking 0.245577 371 99.95 \n",
|
||
"Media_source_1 purchase Brazil 0.350018 1081 398.67 \n",
|
||
" Russia 0.390114 1441 616.77 \n",
|
||
"Media_source_2 install Brazil 0.533882 152 81.15 \n",
|
||
"Media_source_1 purchase Ukrane 1.338962 242 348.13 \n",
|
||
"\n",
|
||
" Plan CPI Deviation \n",
|
||
"Media Source Campaign type Target \n",
|
||
"Media_source_1 install Brazil 0.009476 0.000828 \n",
|
||
" Ukrane 0.015478 0.000834 \n",
|
||
" Russia 0.020708 0.001236 \n",
|
||
"Media_source_2 install English_speaking 0.269407 0.023830 \n",
|
||
"Media_source_1 purchase Brazil 0.368797 0.018780 \n",
|
||
" Russia 0.428015 0.037901 \n",
|
||
"Media_source_2 install Brazil 0.533882 0.000000 \n",
|
||
"Media_source_1 purchase Ukrane 1.438554 0.099592 "
|
||
]
|
||
},
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"compare_budget = budget.dropna().rename(\n",
|
||
" {\n",
|
||
" 'media_source':\"Media Source\", \n",
|
||
" 'Campaign_type':'Campaign type',\n",
|
||
" }, axis=1).set_index([\"Media Source\", 'Campaign type', 'Target'])[['Installs','Spend, USD']]\n",
|
||
"compare_df = df.join(compare_budget)\n",
|
||
"compare_df['Plan CPI'] = compare_df['Spend, USD'] / compare_df['Installs']\n",
|
||
"compare_df['Deviation'] = abs(compare_df['CPI'] - compare_df['Plan CPI'])\n",
|
||
"compare_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "889fe58f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1280x960 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(1, 1, figsize=(8,6), dpi=160)\n",
|
||
"ax.grid()\n",
|
||
"ax.set(title='Отклонения фактического CPI от бюджета')\n",
|
||
"sns.barplot(ax=ax, data=compare_df, y='Deviation', hue=df.index)\n",
|
||
"plt.legend(title=\"\");\n",
|
||
"plt.savefig(\"pics/cpi.deviation.png\")"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.13.0"
|
||
},
|
||
"toc": {
|
||
"base_numbering": 1,
|
||
"nav_menu": {},
|
||
"number_sections": true,
|
||
"sideBar": true,
|
||
"skip_h1_title": false,
|
||
"title_cell": "ToC",
|
||
"title_sidebar": "Contents",
|
||
"toc_cell": true,
|
||
"toc_position": {
|
||
"height": "calc(100% - 180px)",
|
||
"left": "10px",
|
||
"top": "150px",
|
||
"width": "186.667px"
|
||
},
|
||
"toc_section_display": true,
|
||
"toc_window_display": true
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|