some analisys
This commit is contained in:
Basyrov Rustam
@@ -2,7 +2,7 @@
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 15,
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"execution_count": 79,
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"id": "c6bb3ab6",
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"metadata": {},
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"outputs": [],
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@@ -32,7 +32,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"execution_count": 80,
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"id": "038a62d8",
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"metadata": {},
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"outputs": [
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@@ -112,7 +112,7 @@
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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": 16,
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"execution_count": 80,
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -132,7 +132,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 17,
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"execution_count": 81,
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"id": "a4b72e40",
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"metadata": {},
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"outputs": [
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@@ -200,7 +200,7 @@
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"4 Payment_system_5 24.0"
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]
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},
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"execution_count": 17,
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"execution_count": 81,
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -220,28 +220,88 @@
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},
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{
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"cell_type": "code",
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"execution_count": 36,
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"execution_count": 82,
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"id": "a0f238ba",
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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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" 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>account_id</th>\n",
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" <th>created_date</th>\n",
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" <th>campaign</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>3842380.0</td>\n",
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" <td>2021-01-01</td>\n",
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" <td>BRA_MS1_install</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>3842381.0</td>\n",
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" <td>2021-01-01</td>\n",
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" <td>NaN</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>3842382.0</td>\n",
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" <td>2021-01-01</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>3842383.0</td>\n",
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" <td>2021-01-01</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>3842384.0</td>\n",
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" <td>2021-01-01</td>\n",
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" <td>BRA_MS1_install</td>\n",
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" </tr>\n",
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" </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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"array(['BRA_MS1_install', 'RUS_MS1_install', 'UKR_MS1_install',\n",
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" 'BRA_MS1_purchase', 'RUS_MS1_purchase', 'PR_youtube_bloger',\n",
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" 'UKR_MS1_purchase', 'ENG_MS2_install', 'BRA_MS2_install', 'our_fb'],\n",
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" dtype=object)"
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" account_id created_date campaign\n",
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"0 3842380.0 2021-01-01 BRA_MS1_install\n",
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"1 3842381.0 2021-01-01 NaN\n",
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"2 3842382.0 2021-01-01 NaN\n",
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"3 3842383.0 2021-01-01 NaN\n",
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"4 3842384.0 2021-01-01 BRA_MS1_install"
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]
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},
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"execution_count": 36,
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"execution_count": 82,
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"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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"registrations = pd.read_csv(\"data/registrations.csv\", index_col=0).dropna()\n",
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"registrations.head()\n",
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"registrations['campaign'].unique()"
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"registrations = pd.read_csv(\"data/registrations.csv\", index_col=0)#.dropna()\n",
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"registrations.head()"
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]
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},
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{
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@@ -254,7 +314,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 30,
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"execution_count": 83,
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"id": "bf031a83",
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"metadata": {},
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"outputs": [
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@@ -407,7 +467,7 @@
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"8 1989.52 10.48 "
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]
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},
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"execution_count": 30,
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"execution_count": 83,
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -451,9 +511,17 @@
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"- $\\large FV$ — прибыль"
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]
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},
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{
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"cell_type": "markdown",
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"id": "7df2460e",
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"metadata": {},
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"source": [
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"### $\\large IC$ — инвестиционные расходы"
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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": 43,
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"execution_count": 84,
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"id": "33a0a78b",
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"metadata": {},
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"outputs": [
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@@ -463,7 +531,7 @@
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"['BRA_MS1_install']"
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]
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},
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"execution_count": 43,
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"execution_count": 84,
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -474,12 +542,218 @@
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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": null,
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"id": "35f2e77d",
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"cell_type": "markdown",
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"id": "bdaedc89",
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"metadata": {},
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"outputs": [],
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"source": []
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"source": [
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"### $\\large FV$ — прибыль"
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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": 87,
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"id": "8353352e",
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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",
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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_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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" <th>Share, %</th>\n",
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" <th>cost</th>\n",
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" <th>created_date</th>\n",
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" <th>campaign</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>330</th>\n",
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" <td>2021-01-01 15:10:26</td>\n",
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" <td>Payment_system_5</td>\n",
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" <td>2.445710</td>\n",
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" <td>3861811</td>\n",
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" <td>24.0</td>\n",
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" <td>1.858740</td>\n",
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" <td>2021-01-07</td>\n",
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" <td>RUS_MS1_purchase</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>339</th>\n",
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" <td>2021-01-01 15:22:00</td>\n",
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" <td>Payment_system_5</td>\n",
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" <td>2.445710</td>\n",
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" <td>3861811</td>\n",
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" <td>24.0</td>\n",
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" <td>1.858740</td>\n",
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" <td>2021-01-07</td>\n",
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" <td>RUS_MS1_purchase</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>827</th>\n",
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" <td>2021-01-01 17:16:09</td>\n",
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" <td>Payment_system_5</td>\n",
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" <td>9.624570</td>\n",
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" <td>3844647</td>\n",
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" <td>24.0</td>\n",
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" <td>7.314673</td>\n",
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" <td>2021-01-01</td>\n",
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" <td>BRA_MS1_install</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>837</th>\n",
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" <td>2021-01-01 17:17:45</td>\n",
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" <td>Payment_system_5</td>\n",
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" <td>9.624570</td>\n",
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" <td>3844647</td>\n",
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" <td>24.0</td>\n",
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" <td>7.314673</td>\n",
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" <td>2021-01-01</td>\n",
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" <td>BRA_MS1_install</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1922</th>\n",
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" <td>2021-01-02 01:08:32</td>\n",
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" <td>Payment_system_5</td>\n",
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" <td>0.955872</td>\n",
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" <td>3845613</td>\n",
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" <td>24.0</td>\n",
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" <td>0.726463</td>\n",
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" <td>2021-01-02</td>\n",
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" <td>RUS_MS1_purchase</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>301124</th>\n",
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" <td>2021-12-29 17:14:22</td>\n",
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" <td>Payment_system_4</td>\n",
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" <td>2.620000</td>\n",
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" <td>3924840</td>\n",
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" <td>0.0</td>\n",
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" <td>2.620000</td>\n",
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" <td>2021-01-29</td>\n",
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" <td>RUS_MS1_install</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>301169</th>\n",
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" <td>2021-12-29 18:55:43</td>\n",
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" <td>Payment_system_4</td>\n",
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" <td>0.100000</td>\n",
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" <td>3924840</td>\n",
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" <td>0.0</td>\n",
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" <td>0.100000</td>\n",
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" <td>2021-01-29</td>\n",
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" <td>RUS_MS1_install</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>301243</th>\n",
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" <td>2021-12-29 21:22:10</td>\n",
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" <td>Payment_system_4</td>\n",
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" <td>0.310000</td>\n",
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" <td>3924840</td>\n",
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" <td>0.0</td>\n",
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" <td>0.310000</td>\n",
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" <td>2021-01-29</td>\n",
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" <td>RUS_MS1_install</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>301471</th>\n",
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" <td>2021-12-30 08:15:58</td>\n",
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" <td>Payment_system_4</td>\n",
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" <td>0.380000</td>\n",
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" <td>3924840</td>\n",
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" <td>0.0</td>\n",
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" <td>0.380000</td>\n",
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" <td>2021-01-29</td>\n",
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" <td>RUS_MS1_install</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>303332</th>\n",
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" <td>2021-12-31 20:58:48</td>\n",
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" <td>Payment_system_5</td>\n",
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" <td>2.309120</td>\n",
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" <td>3861811</td>\n",
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" <td>24.0</td>\n",
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" <td>1.754931</td>\n",
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" <td>2021-01-07</td>\n",
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" <td>RUS_MS1_purchase</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>711 rows × 8 columns</p>\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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"330 2021-01-01 15:10:26 Payment_system_5 2.445710 3861811 \n",
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"339 2021-01-01 15:22:00 Payment_system_5 2.445710 3861811 \n",
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"827 2021-01-01 17:16:09 Payment_system_5 9.624570 3844647 \n",
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"837 2021-01-01 17:17:45 Payment_system_5 9.624570 3844647 \n",
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"1922 2021-01-02 01:08:32 Payment_system_5 0.955872 3845613 \n",
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"... ... ... ... ... \n",
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"301124 2021-12-29 17:14:22 Payment_system_4 2.620000 3924840 \n",
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"301169 2021-12-29 18:55:43 Payment_system_4 0.100000 3924840 \n",
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"301243 2021-12-29 21:22:10 Payment_system_4 0.310000 3924840 \n",
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"301471 2021-12-30 08:15:58 Payment_system_4 0.380000 3924840 \n",
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"303332 2021-12-31 20:58:48 Payment_system_5 2.309120 3861811 \n",
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"\n",
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" Share, % cost created_date campaign \n",
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"330 24.0 1.858740 2021-01-07 RUS_MS1_purchase \n",
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"339 24.0 1.858740 2021-01-07 RUS_MS1_purchase \n",
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"827 24.0 7.314673 2021-01-01 BRA_MS1_install \n",
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"837 24.0 7.314673 2021-01-01 BRA_MS1_install \n",
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"1922 24.0 0.726463 2021-01-02 RUS_MS1_purchase \n",
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"... ... ... ... ... \n",
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"301124 0.0 2.620000 2021-01-29 RUS_MS1_install \n",
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"301169 0.0 0.100000 2021-01-29 RUS_MS1_install \n",
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"301243 0.0 0.310000 2021-01-29 RUS_MS1_install \n",
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"301471 0.0 0.380000 2021-01-29 RUS_MS1_install \n",
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"303332 24.0 1.754931 2021-01-07 RUS_MS1_purchase \n",
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"\n",
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"[711 rows x 8 columns]"
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]
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},
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"execution_count": 87,
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"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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"df = payments.join(persents.set_index(\"Payment_types\"), on=\"Payment_types\")\n",
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"df['cost'] = df['real_cost'] * (100 - df['Share, %']) / 100\n",
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"df.join(registrations.set_index('account_id'), on=\"account_id\").dropna()\n",
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"# registrations.set_index('account_id')"
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]
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}
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],
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||||
"metadata": {
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||||
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Reference in New Issue
Block a user