title: ÐÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ðµ ÑÑÐµÐ´ÑÑÐ²Ð¾ Ð¿Ð¾Ð´Ð³Ð¾ÑÐ¾Ð²ÐºÐ¸ Ð¾ÑÑÐµÑÐ¾Ð² Ð¿Ð¾ ÐºÐ¾Ð½ÑÑÐ¾Ð»ÑÐ½Ð¾-ÐºÐ°ÑÑÐ¾Ð²ÑÐ¼ Ð¼Ð°ÑÐ¸Ð½Ð°Ð¼ Ð³Ð¾ÑÐ¾Ð´Ð° ÐÐ¾ÑÐºÐ²Ð° Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ ÑÐ°Ð·Ð½Ð¾ÑÐ¸Ð¿Ð½ÑÑ Ð¸ÑÑÐ¾ÑÐ½Ð¸ÐºÐ¾Ð² Ð´Ð°Ð½Ð½ÑÑ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Software tool for preparing reports on cash registers of the city of Moscow using different types of data sources
Creators: name: ÐÐºÐ½Ð°Ð·Ð°ÑÐ¾Ð²Ð°, ÐÐ·Ð°Ð»Ð¸Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2021
Subjects: Ð°Ð½Ð°Ð»Ð¸Ð· Ð´Ð°Ð½Ð½ÑÑ
Ð´Ð¾Ñ Ð¾Ð´
ÐºÐ°ÑÑÐ¾Ð²ÑÐ¹ ÑÐµÐº
Ð²Ð¸Ð·ÑÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ
Ñ ÑÐ°Ð½ÐµÐ½Ð¸Ðµ
Ð´Ð°Ð½Ð½ÑÐµ
ÑÑÐ°ÑÐ¸ÑÑÐ¸ÐºÐ°
Ð¾Ð·ÐµÑÐ¾ Ð´Ð°Ð½Ð½ÑÑ
data analytics
profitability
cashier check
visualization
storage
data
statistics
data lake

description: Ð Ð´Ð°Ð½Ð½Ð¾Ð¹ Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ ÑÐ°ÑÑÐ¼Ð°ÑÑÐ¸Ð²Ð°ÑÑÑÑ Ð¿Ð¾Ð´ÑÐ¾Ð´Ñ Ðº ÑÑÐ°Ð½ÐµÐ½Ð¸Ñ, Ð°Ð½Ð°Ð»Ð¸Ð·Ñ Ð¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐµ ÐºÐ°ÑÑÐ¾Ð²ÑÑ ÑÐµÐºÐ¾Ð² Ñ ÑÐµÐ»ÑÑ Ð¿Ð¾Ð²ÑÑÐµÐ½Ð¸Ñ ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÐ¸ Ð¾ÑÐµÐ½ÐºÐ¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ñ ÐºÐ¾Ð½ÑÑÐ¾Ð»ÑÐ½Ð¾-ÐºÐ°ÑÑÐ¾Ð²ÑÑ Ð¼Ð°ÑÐ¸Ð½ Ð³Ð¾ÑÐ¾Ð´Ð° ÐÐ¾ÑÐºÐ²Ð° Ð·Ð° ÑÑÐµÑ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ ÑÑÐµÐ´ÑÑÐ²Ð°, ÑÐµÐ°Ð»Ð¸Ð·ÑÑÑÐµÐ³Ð¾ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ Ð¾ÑÑÐµÑÐ¾Ð² Ð¿Ð¾ ÑÐ°Ð·Ð½Ð¾ÑÐ¸Ð¿Ð½ÑÐ¼ Ð¸ÑÑÐ¾ÑÐ½Ð¸ÐºÐ°Ð¼ Ð´Ð°Ð½Ð½ÑÑ. Ð ÑÐ°Ð±Ð¾ÑÐµ Ð¿ÑÐ¾Ð²Ð¾Ð´Ð¸ÑÑÑ Ð¾Ð±Ð·Ð¾Ñ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² ÑÑÐ°Ð½ÐµÐ½Ð¸Ñ Ð¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð±Ð¾Ð»ÑÑÐ¸Ñ Ð¾Ð±ÑÐµÐ¼Ð¾Ð² Ð´Ð°Ð½Ð½ÑÑ, Ð° ÑÐ°ÐºÐ¶Ðµ, Ð¾Ð±Ð·Ð¾Ñ ÑÐ¸ÑÑÐµÐ¼Ñ ÑÑÐ°Ð½ÐµÐ½Ð¸Ñ Ð´Ð°Ð½Ð½ÑÑ, Ð³Ð´Ðµ Ð´Ð°Ð½Ð½ÑÐµ Ð½Ð°ÑÐ¾Ð´ÑÑÑÑ Ð² Ð½ÐµÐ¾Ð±ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½Ð¾Ð¼ Ð²Ð¸Ð´Ðµ Ñ ÑÐµÐ»ÑÑ Ð´Ð°Ð»ÑÐ½ÐµÐ¹ÑÐµÐ³Ð¾ Ð°Ð½Ð°Ð»Ð¸Ð·Ð°. Ð ÑÐ¾Ð´Ðµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ»Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ñ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ Ð¾ÑÑÐµÑÐ¾Ð² Ð¿Ð¾ Ð´Ð°Ð½Ð½ÑÐ¼ ÐºÐ¾Ð½ÑÑÐ¾Ð»ÑÐ½Ð¾-ÐºÐ°ÑÑÐ¾Ð²ÑÑ Ð¼Ð°ÑÐ¸Ð½ Ð³Ð¾ÑÐ¾Ð´Ð° ÐÐ¾ÑÐºÐ²Ð°. Ð¢Ð°ÐºÐ¶Ðµ Ð±ÑÐ»Ð° Ð¿ÑÐµÐ´Ð»Ð¾Ð¶ÐµÐ½Ð° Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÐ° Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ ÑÑÐµÐ´ÑÑÐ²Ð°, Ð¾Ð±Ð»Ð°Ð´Ð°ÑÑÐ°Ñ ÑÐ²Ð¾Ð¹ÑÑÐ²Ð°Ð¼Ð¸ Ð³Ð¸Ð±ÐºÐ¾Ð³Ð¾ Ð¼Ð°ÑÑÑÐ°Ð±Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ, Ð²ÑÑÐ¾ÐºÐ¾Ð¹ Ð¿ÑÐ¾Ð¸Ð·Ð²Ð¾Ð´Ð¸ÑÐµÐ»ÑÐ½Ð¾ÑÑÑÑ Ð¸ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑÑÑ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð´Ð°Ð½Ð½ÑÑ Ð² ÑÐµÐ¶Ð¸Ð¼Ðµ ÑÐµÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð²ÑÐµÐ¼ÐµÐ½Ð¸.
description: This final qualification work considers approaches to the storage, analysis and processing of cash receipts in order to increase the effectiveness of assessing the use of cash registers in the city of Moscow through a software tool that implements algorithms for generating reports on different types of data sources. It provides an overview of existing methods for storing and processing large amounts of data, as well as an overview of the storage system where data is in raw form for further analysis. During the work, algorithms for generating reports on the data of cash registers of the city of Moscow were developed. A software architecture with flexible scaling, high performance, and real-time data processing capabilities has also been proposed.