Sales Department Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Анализ данных отдела продаж"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Подготовка необходимых данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# импорт необходимых для дальнейшей работы библиотек \n",
    "\n",
    "import requests\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "from urllib.parse import urlencode\n",
    "from datetime import timedelta\n",
    "from matplotlib.ticker import NullFormatter, MultipleLocator\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# глобальные параметры для визуализации\n",
    "\n",
    "sns.set(\n",
    "    rc = {\n",
    "        'figure.figsize' : (15,8),\n",
    "        'axes.titlesize' : 16,\n",
    "        'axes.labelsize' : 14,\n",
    "        'xtick.labelsize': 12,\n",
    "        'ytick.labelsize': 12,\n",
    "        'axes.titlepad'  : 30,\n",
    "    },\n",
    "    font_scale = 1.3,\n",
    "    \n",
    ")\n",
    "cmap = sns.cubehelix_palette(start=0, light=0.9, as_cmap=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# функция, для дополнительной стилизации дата-фреймов\n",
    "\n",
    "def make_custom_style (styler, df_caption, max_color = 'mediumpurple'):\n",
    "    \"\"\"\n",
    "    Функция устанавливает пользовательские стили на дата-фреймы\n",
    "    \n",
    "    Параметры:\n",
    "    ---------\n",
    "    df_caption:\n",
    "        Наименование таблицы/дата-фрейма\n",
    "    max_color:\n",
    "        Цвет ячеек с максимальными значениями в таблице\n",
    "        \n",
    "    Возвращаемое значение:\n",
    "    ---------------------\n",
    "        Styler\n",
    "    \"\"\"\n",
    "    styler.set_caption(df_caption)\n",
    "    styler.background_gradient(axis=None, vmin=1, vmax=5, cmap='YlGnBu')\n",
    "    styler.highlight_max(color='mediumpurple', axis=1)\n",
    "    styler.set_precision(0)\n",
    "    \n",
    "    return styler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# функция для выбора ссылок для чтения данных\n",
    "\n",
    "def get_download_urls (api_urls: dict, local_urls: dict) -> dict:\n",
    "    \"\"\"\n",
    "    Функция, которая возвращает ссылки для подключения к данным \n",
    "    в зависимости от того, возникает ли ошибка подключения к API\n",
    "    \n",
    "    Параметры:\n",
    "    ---------\n",
    "    api_urls: dict\n",
    "        Ссылки для подключения к данным через Яндекс Диск API\n",
    "    local_urls: dict\n",
    "        Ссылки для подключения к данным локально\n",
    "        \n",
    "    Возвращаемое значение:\n",
    "    ----------------------\n",
    "        Словарь с ссылками на подключение к данным \n",
    "    \"\"\"\n",
    "    try:\n",
    "        customers_url = requests.get(api_urls['customers']).json()['href']\n",
    "        orders_url    = requests.get(api_urls['orders']).json()['href']\n",
    "        items_url     = requests.get(api_urls['order_items']).json()['href']\n",
    "    except:\n",
    "        customers_url = local_urls['customers']\n",
    "        orders_url    = local_urls['orders']\n",
    "        items_url     = local_urls['order_items']\n",
    "        \n",
    "    return {\n",
    "        'customers' : customers_url,\n",
    "        'orders'    : orders_url,\n",
    "        'items'     : items_url\n",
    "    } "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Устранение проблемы при подключении к данным\n",
    "\n",
    "При загрузке данных через Яндекс API время от времени (при потере соединения) заново загрузить файлы с диска не удается, так как есть ограничение по количеству подключений. По этой причине будем использовать 2 варианта подключения к файлам для дальнейшей работы и выбор каждого будет происходить в зависимости от того, возникает ли ошибка при подключении через Яндекс Диск API или нет: \n",
    "\n",
    "- Яндекс Диск API\n",
    "- Локально загруженные файлы с данными"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# подготовка ссылок для загрузки данных\n",
    "\n",
    "base_url = 'https://cloud-api.yandex.net/v1/disk/public/resources/download?'\n",
    "\n",
    "# ссылки для загрузки данных через Яндекс Диск API\n",
    "\n",
    "download_urls_yandex_api = {\n",
    "    'customers'   : base_url + urlencode(dict(public_key='https://disk.yandex.ru/d/QXrVDUoQvFhIcg')),\n",
    "    'orders'      : base_url + urlencode(dict(public_key='https://disk.yandex.ru/d/0zWmh1bYP6REbw')),\n",
    "    'order_items' : base_url + urlencode(dict(public_key='https://disk.yandex.ru/d/xCsQ0FiC-Ue4Lg'))\n",
    "}\n",
    "# пути для загрузки локальных данных\n",
    "\n",
    "download_urls_local = {\n",
    "    'customers'    : '/mnt/HC_Volume_18315164/home-jupyter/jupyter-alekse-popov/first_project/olist_customers_dataset.csv',\n",
    "    'orders'      : '/mnt/HC_Volume_18315164/home-jupyter/jupyter-alekse-popov/first_project/olist_orders_dataset.csv',\n",
    "    'order_items' : '/mnt/HC_Volume_18315164/home-jupyter/jupyter-alekse-popov/first_project/olist_order_items_dataset.csv'\n",
    "}\n",
    "\n",
    "# результирующие ссылки для чтения данных\n",
    "\n",
    "final_urls = get_download_urls(download_urls_yandex_api, download_urls_local)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# загрузка и предобработка данных о пользователях\n",
    "\n",
    "customers_data = pd.read_csv(final_urls['customers'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Данные о пользователях - таблица с уникальными идентификаторами пользователей\n",
    "- Количество строк в дата-фрейме: **99441**\n",
    "- Количество столбцов в дата-фрейме: **5**\n",
    "\n",
    "\n",
    "| Название столбца         |  Что значит | Тип данных | Уникальность в таблице| Количество в дата-фрейме| NULL-значения|\n",
    "|:------------- |:---------------| :-------------:| :--:| :--:|:--: |\n",
    "| customer_id          | позаказный идентификатор пользователя          | String        | Да| 99441 | Нет|\n",
    "| customer_unique_id         | уникальный идентификатор пользователя          | String        |Нет | 96096|Нет|\n",
    "| customer_zip_code_prefix         | почтовый индекс пользователя          | Int64       | Нет|14994 |Нет|\n",
    "| customer_city         | город доставки пользователя          | String        | Нет|4119 |Нет|\n",
    "| customer_state         | штат доставки пользователя          | String        | Нет| 27|Нет|\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# загрузка и предобработка данных о заказах\n",
    "\n",
    "orders_data = pd.read_csv(\n",
    "    final_urls['orders'],\n",
    "    parse_dates = [\n",
    "        'order_purchase_timestamp',\n",
    "        'order_approved_at',\n",
    "        'order_delivered_carrier_date',\n",
    "        'order_delivered_customer_date',\n",
    "        'order_estimated_delivery_date'\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Данные о заказах - таблица с уникальными идентификаторами заказов\n",
    "- Количество строк в дата-фрейме: **99441**\n",
    "- Количество столбцов в дата-фрейме: **8**\n",
    "\n",
    "\n",
    "| Название столбца         |  Что значит | Тип данных | Уникальность в таблице| Количество в дата-фрейме| NULL-значения|\n",
    "|:------------- |:---------------| :-------------:| :--:| :--:|:--: |\n",
    "| order_id          | уникальный идентификатор заказа (номер чека)         | String        | Да| 99441 | Нет|\n",
    "| customer_id         | позаказный идентификатор пользователя          | String        |Да | 99441|Нет|\n",
    "| order_status         | статус заказа          | String       | Нет|8 |Нет|\n",
    "| order_purchase_timestamp         | время создания заказа          | Datetime64        | Нет|98875 |Нет|\n",
    "| order_approved_at         | время подтверждения оплаты заказа          | Datetime64        | Нет| 90733|Да|\n",
    "| order_delivered_carrier_date        | время передачи заказа в логистическую службу          | Datetime64        | Нет| 81018|Да|\n",
    "| order_delivered_customer_date         | время доставки заказа          | Datetime64        | Нет| 95664|Да|\n",
    "| order_estimated_delivery_date         | обещанная дата доставки         | Datetime64        | Нет| 459|Нет|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# загрузка и предобработка данных о товарах\n",
    "\n",
    "items_data = pd.read_csv(\n",
    "    final_urls['items'],\n",
    "    parse_dates = ['shipping_limit_date']\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Данные о товарах - таблица с товарами, которые присутствуют в заказах\n",
    "- Количество строк в дата-фрейме: **112650**\n",
    "- Количество столбцов в дата-фрейме: **7**\n",
    "\n",
    "\n",
    "| Название столбца         |  Что значит | Тип данных | Уникальность в таблице| Количество в дата-фрейме| NULL-значения|\n",
    "|:------------- |:---------------| :-------------:| :--:| :--:|:--: |\n",
    "| order_id          | уникальный идентификатор заказа (номер чека)         | String        | Нет| 98666 | Нет|\n",
    "| order_item_id         | идентификатор товара внутри одного заказа          | Int64        |Нет | 21|Нет|\n",
    "| product_id         | id товара (аналог штрихкода)         | String       | Нет|32951 |Нет|\n",
    "| seller_id         | id производителя товара          | String        | Нет|3095 |Нет|\n",
    "| shipping_limit_date         | максимальная дата доставки продавцом для передачи заказа партнеру по логистике          | Datetime64        | Нет| 93318|Нет|\n",
    "| price        | цена за единицу товара         | Float64        | Нет| 5968|Нет|\n",
    "| freight_value         | вес товара          | Float64        | Нет| 6999|Нет|"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Количество пользователей с одним завершенным заказом ?\n",
    "\n",
    "В качестве покупки в полученных данных будем подразумевать сделанный **завершенный** заказ. Статусы типа **created**, **approved** и **invoiced**, как правило выставляются до оплаты заказа, поэтому они не рассматриваются в качестве маркера для подтверждения покупки. Напротив, статусы **processing** и **shipped** выставляются после оплаты и означают активные этапы подготовке заказа к отправке пользователю. Однако в данном случае нельзя сказать, что пользователь уже приобрел этот товар, так как при процессе сборки заказа может выясниться, что необходимого товара нет на складе и заказ может быть отменен, а при отгрузке заказа со склада может случиться так, что заказ не дойдет до пользователя по какой-либо причине и это не будет считаться покупкой.\n",
    "\n",
    "Принимая во внимание все вышеперечисленные утверждения, заказ может считаться завершенным, если **он был доставлен до пользователя (имеет статус - delivered)**, так как доставка до пользователя - это финальное действие в цепочке статусов, которые может принимать заказ. Соотвественно, необходимо найти **количество пользователей**, у которых есть **ровно один завершенный заказ** в нашем магазине. \n",
    "\n",
    "Данные по пользователям и заказам находятся в разных таблицах, следовательно необходимо будет объединить две таблицы друг с другом. Объединение таблиц будет происходить по customer_id, так как именно это является позаказным пользовательским id. В данном случае, это будет объединение вида **customers_data LEFT JOIN orders_data**, чтобы при отсутствии заказов у пользователя (отсутствие заказов данного пользователя в таблице orders), мы имели возможность также отслеживать пользователей без заказов (если такие имеются).\n",
    "\n",
    "<img src=\"https://pyxis.nymag.com/v1/imgs/d6a/dc7/4a5001b7beea096457f480c8808572428b-09-roll-safe.rsquare.w400.jpg\" alt=\"black guy memes\" width=\"400\" height=\"500\">\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# объединение данных о пользователях и заказах\n",
    "\n",
    "orders_per_customer_data = customers_data.merge(right=orders_data, how='left', on='customer_id')     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# пользователи с 1 совершенным заказом\n",
    "\n",
    "customers_with_one_order = orders_per_customer_data \\\n",
    "    .loc[orders_per_customer_data.order_status == 'delivered'] \\\n",
    "    .customer_unique_id \\\n",
    "    .value_counts() \\\n",
    "    .loc[lambda x: x == 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество пользователей с одним завершенным заказом: 90557\n"
     ]
    }
   ],
   "source": [
    "print('Количество пользователей с одним завершенным заказом: {}'.format(customers_with_one_order.count()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Видно, что количество пользователей, которые совершили только один заказ, сильно превалирует над долей пользователей с более чем едичичным заказом в течение анализируемого периода"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Количество недоставленных по разным причинам заказов в месяц ?\n",
    "\n",
    "\n",
    "Для начала нужно определить, что значит **заказ не доставляется**. Показателями доставки у нас выступают статусы заказа (order_status), поэтому нужно понять, какие именно статусы говорят нам о том, что заказ не был доставлен. Сразу отпадает статус **delivered** (по понятным причинам).\n",
    "\n",
    "Статусы **created**, **approved**, **invoiced**, **processing**, **shipped** занимают промежуточную позицию при подготовке заказа: мы не можем считать заказ ни доставленным, ни недоставленным, так как данные статусы отображают операции, происходящие с заказом на пути к пользователю. По этой причине мы можем заказам с данными статусами присвоить категорию - **in process**.\n",
    "\n",
    "Статус **canceled** однозначно означает, что заказ не будет доставлен, так как он был отменен. Соотвественно, в эту категорию и будем относить данные заказы. Статус **unavailable** не говорит нам о том, что именно происходит с заказом, однако такие заказы не попадают в категорию **delivered**, поэтому будет считать, что данные заказы тоже не были доставлены. Для упрощения восприятия результатов построим тепловую карту распределения недоставленных заказов в соответствии с их статусами. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# количество недоставленных заказов в месяц в разбивке по статусам\n",
    "\n",
    "non_delivered_orders = orders_data \\\n",
    "    .loc[~orders_data.order_status.isin(['delivered'])] \\\n",
    "    .assign(order_purchase_month = orders_data.order_purchase_timestamp.dt.strftime('%Y-%m')) \\\n",
    "    .pivot_table(\n",
    "        values     = 'order_id', \n",
    "        index      = 'order_purchase_month',\n",
    "        columns    = 'order_status',\n",
    "        aggfunc    = 'nunique',\n",
    "        fill_value = 0\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализация недоставленных заказов в разбивке по месяцам по ВСЕМ (!) категориям\n",
    "\n",
    "sns.heatmap(\n",
    "    data  = non_delivered_orders,\n",
    "    annot = True,\n",
    "    cmap  = 'twilight',\n",
    "    fmt   = '.0f'\n",
    ") \\\n",
    ".set(\n",
    "    title  = 'Распределение недоставленных заказов по месяцам в разбивке по причинам\\n',\n",
    "    ylabel = 'Месяц\\n',\n",
    "    xlabel = '\\nПричины, по которым заказ не был доставлен'\n",
    ")\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Например, видно, что количество заказов, имеющих статус **отгружен со склада (shipped)** превалируют над остальными в течение всего 2017 года и первой половины 2018 года из чего можно сделать вывод, что значительная часть неотправленных заказов может быть на совести курьерской службы. Также можно отметить, что на протяжении 2017 года было большое количество **недоступных** заказов и нужно более глубоко разобраться из-за чего это может быть."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### В какой день недели куплено больше всего товаров ?\n",
    "\n",
    "В качестве даты покупки одной единицы товара будем использовать дату подтверждения оплаты заказа **order_approved_at**. Время создания заказа нам не подходит, так как заказ могли создать и не оплатить, а это явно не совершение покупки. Ранее мы руководствовались логикой, что купленным заказом считается тот заказ, который был доставлен до пользователя (имеет статус **delivered**). Однако здесь мы уберем ограничение на статусы заказа и под **покупкой** будем понимать решение клиента о том, **что он хочет сделать заказ и подтверждает свое намерение оплатой**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Общее количество уникальных товаров: 32951\n"
     ]
    }
   ],
   "source": [
    "# расчет количества уникальных товаров\n",
    "\n",
    "unique_items_count = items_data.product_id.nunique()\n",
    "print('Общее количество уникальных товаров: {}'.format(unique_items_count))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "Перед тем, как рассчитывать объемы купленных товаров в зависимости от дня недели, нужно объединить все данные в один общий дата-фрейм"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# объединение данных в единый дата-фрейм\n",
    "\n",
    "total_data = customers_data \\\n",
    "    .merge(orders_data, how = 'left', on = 'customer_id') \\\n",
    "    .assign(order_approved_weekday = orders_data.order_approved_at.dt.day_name()) \\\n",
    "    .merge(items_data, how = 'inner', on = 'order_id') \\\n",
    "    [['product_id', 'order_approved_weekday']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# расчет количества купленных товаров за день\n",
    "\n",
    "products_per_weekday = total_data \\\n",
    "    .order_approved_weekday \\\n",
    "    .value_counts() \\\n",
    "    .to_frame() \\\n",
    "    .rename(columns = {'order_approved_weekday':'products_count'}) \\\n",
    "    .sort_values('products_count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# визуализация количества купленных товаров в разрезе по дням недели\n",
    "\n",
    "figure, axes = plt.subplots(nrows = 1, ncols = 1, figsize = (16, 8))\n",
    "bars = axes.barh(range(len(products_per_weekday.products_count)), products_per_weekday.products_count, color='mediumpurple')\n",
    "\n",
    "axes.tick_params(left=False, bottom=False, labelbottom=False)\n",
    "axes.set_frame_on(False)\n",
    "axes.set_yticks(range(len(products_per_weekday)))\n",
    "axes.set_yticklabels(products_per_weekday.index)\n",
    "\n",
    "for i, bar in enumerate(bars):\n",
    "        value = bar.get_width()\n",
    "        axes.text(\n",
    "            value,\n",
    "            bar.get_y() + bar.get_height()/2,\n",
    "            ' {:,} ({:.1f}%)'.format(int(value),int(value*100/products_per_weekday.sum())),\n",
    "            va='center',\n",
    "            ha='left'\n",
    "        )\n",
    "        \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}