Point of sale

The point of sale (POS) or point of purchase (POP) is the time and place at which a retail transaction is completed. At the point of sale, the merchant calculates the amount owed by the customer, indicates that amount, may prepare an invoice for the customer (which may be a cash register printout), and indicates the options for the customer to make payment. It is also the point at which a customer makes a payment to the merchant in exchange for goods or after provision of a service. After receiving payment, the merchant may issue a receipt, as proof of transaction, which is usually printed but can also be dispensed with or sent electronically.^[1]^[2]^[3]

To calculate the amount owed by a customer, the merchant may use various devices such as weighing scales, barcode scanners, and cash registers (or the more advanced "POS cash registers", which are sometimes also called "POS systems"^[4]^[5]). To make a payment, payment terminals, touch screens, and other hardware and software options are available.

The point of sale is often referred to as the point of service because it is not just a point of sale but also a point of return or customer order. POS terminal software may also include features for additional functionality, such as inventory management, CRM, financials, or warehousing.

Businesses are increasingly adopting POS systems, and one of the most obvious and compelling reasons is that a POS system eliminates the need for price tags. Selling prices are linked to the product code of an item when adding stock, so the cashier merely scans this code to process a sale. If there is a price change, this can also be easily done through the inventory window. Other advantages include the ability to implement various types of discounts, a loyalty scheme for customers, and more efficient stock control. These features are typical of almost all modern ePOS systems.

Terminology

Retailers and marketers will often refer to the area around the checkout instead as the point of purchase (POP) when they are discussing it from the customer's perspective. This is particularly the case when planning and designing the area as well as when considering a marketing strategy and offers.

Some point of sale vendors refer to their POS system as "retail management system" which is a more appropriate term, since this software is not just for processing sales but comes with many other capabilities, such as inventory management, membership systems, supplier records, bookkeeping, issuing of purchase orders, quotations and stock transfers, hide barcode label creation, sale reporting and in some cases remote outlet networking or linkage, to name some major ones.

Nevertheless, it is the term POS system rather than retail management system that is in vogue among both end-users and vendors.

The basic, fundamental definition of a POS System is a system which allows the processing and recording of transactions between a company and its consumers, at the time in which goods and/or services are purchased.

History

Software before the 1990s

Early electronic cash registers (ECR) were controlled with proprietary software and were limited in function and communication capability. In August 1973, IBM released the IBM 3650 and 3660 store systems that were, in essence, a mainframe computer used as a store controller that could control up to 128 IBM 3653/3663 point of sale registers. This system was the first commercial use of client-server technology, peer-to-peer communications, local area network (LAN) simultaneous backup, and remote initialization. By mid-1974, it was installed in Pathmark stores in New Jersey and Dillard's department stores.

One of the first microprocessor-controlled cash register systems was built by William Brobeck and Associates in 1974, for McDonald's Restaurants.^[6] It used the Intel 8008, an early microprocessor (forerunner to the Intel 8088 processor used in the original IBM Personal Computer). Each station in the restaurant had its own device which displayed the entire order for a customer — for example, [2] Vanilla Shake, [1] Large Fries, [3] Big Mac — using numeric keys and a button for every menu item. By pressing the [Grill] button, a second or third order could be worked on while the first transaction was in progress. When the customer was ready to pay, the [Total] button would calculate the bill, including sales tax for almost any jurisdiction in the United States. This made it accurate for McDonald's and very convenient for the servers and provided the restaurant owner with a check on the amount that should be in the cash drawers. Up to eight devices were connected to one of two interconnected computers so that printed reports, prices, and taxes could be handled from any desired device by putting it into Manager Mode. In addition to the error-correcting memory, accuracy was enhanced by having three copies of all important data with many numbers stored only as multiples of 3. Should one computer fail, the other could handle the entire store.

In 1986, Gene Mosher introduced the first graphical point of sale software^[7] featuring a touchscreen interface under the ViewTouch^[8] trademark on the 16-bit Atari 520ST color computer.^[9] It featured a color touchscreen widget-driven interface that allowed configuration of widgets representing menu items without low level programming.^[10] The ViewTouch point of sale software was first demonstrated in public at Fall Comdex, 1986,^[11] in Las Vegas, Nevada, to large crowds visiting the Atari Computer booth. This was the first commercially available POS system with a widget-driven color graphic touch screen interface and was installed in several restaurants in the US and Canada.

In 1986, IBM introduced its 468x series of POS equipment based on Digital Research's Concurrent DOS 286 and FlexOS 1.xx, a modular real-time multi-tasking multi-user operating system.

Modern software (post-1990s)

A wide range of POS applications have been developed on platforms such as Windows and Unix. The availability of local processing power, local data storage, networking, and graphical user interface made it possible to develop flexible and highly functional POS systems. Cost of such systems has also declined, as all the components can now be purchased off-the-shelf.

In 1993, IBM adopted FlexOS 2.32 as the basis of their IBM 4690 OS in their 469x series of POS terminals. This was developed up to 2014 when it was sold to Toshiba, who continued to support it up to at least 2017.

With increased options for commodity hardware and a more competitive market, the 1990s saw increased attention paid to the user interaction between store employees and POS systems. Touchscreens and larger displays became widely available in the 1990s, offering an alternative to limited displays like two-line VFDs used in the IBM 4683. The performance of the employees using the POS devices, a controllable cost for the business, depends upon the ease of learning, ease of use, and level of employee experience with it. Although experienced employees work more quickly with mechanically keyed entry,^[12] some systems favoured adopting GUI technology for ease of learning or for ergonomic factors.^[13]

The key requirements that must be met by modern POS systems include high and consistent operating speed, reliability, ease of use, remote supportability, low cost, and rich functionality. Retailers can reasonably expect to acquire such systems (including hardware) for about US$4000 (as of 2009) per checkout lane.

Reliability depends not wholly on the developer but at times on the compatibility between a database and an OS version. For example, the widely used Microsoft Access database system had a compatibility issue when Windows XP machines were updated to a newer version of Windows. Microsoft offered no immediate solution. Some businesses were severely disrupted in the process, and many downgraded back to Windows XP for a quick resolution. Other companies utilized community support, for a registry tweak solution has been found for this.^[14]^{[unreliable source]}

POS systems are one of the most complex software systems available because of the features that are required by different end users. Many POS systems are software suites that include sale, inventory, stock counting, vendor ordering, customer loyalty and reporting modules. Sometimes purchase ordering, stock transferring, quotation issuing, barcode creating, bookkeeping or even accounting capabilities are included. Each of these modules is interlinked if they are to serve their practical purpose and maximize their usability.

For instance, the sale window is immediately updated on a new member entry through the membership window because of this interlinking. Similarly, when a sale transaction is made, any purchase by a member is on record for the membership window to report providing information like payment type, goods purchased, date of purchase and points accumulated. Comprehensive analysis performed by a POS machine may need to process several qualities about a single product, like selling price, balance, average cost, quantity sold, description and department. Highly complex programming is involved (and possibly considerable computer resources) to generate such extensive analyses.

POS systems are designed not only to serve the retail, wholesale and hospitality industries as historically is the case. Currently POS systems are also used in goods and property leasing businesses, equipment repair shops, healthcare management, ticketing offices such as cinemas and sports facilities and many other operations where capabilities such as the following are required: processing monetary transactions, allocation and scheduling of facilities, keeping record and scheduling services rendered to customers, tracking of goods and processes (repair or manufacture), invoicing and tracking of debts and outstanding payments.

Different customers have different expectations within each trade. The reporting functionality alone is subject to so many demands, especially from those in the retail/wholesale industry. To cite special requirements, some business's goods may include perishables and hence the inventory system must be capable of prompting the admin and cashier on expiring or expired products. Some retail businesses require the system to store credit for their customers, credit which can be used subsequently to pay for goods. A few companies expect the POS system to behave like a full-fledged inventory management system, including the ability to provide FIFO (First In, First Out) and LIFO (Last In, First Out), reports of their goods for accounting and tax purposes.

In the hospitality industry, POS system capabilities can also diverge significantly. For instance, a restaurant is typically concerned about how the sale window functions: whether it has functionality such as creating item buttons, various discounts, adding a service charge, holding of receipts, queuing, table service as well as takeaways, merging and splitting of a receipt. These capabilities may be insufficient for a spa or slimming center which would require, in addition, a scheduling window with historical records of customers' attendance and their special requirements.

A POS system can be made to serve different purposes to different end users depending on their business processes. Often an off-the-shelf POS system is inadequate for customers. Some customization is required, and this is why a POS system can become very complex. The complexity of a mature POS system extends to remote networking or interlinking between remote outlets and the HQ such that updating both ways is possible. Some POS systems offer the linking of web-based orders to their sale window. Even when local networking is only required (as in the case of a high-traffic supermarket), there is the ever-present challenge for the developer to keep most if not all of their POS stations running. This puts high demand not just on software coding but also designing the whole system covering how individual stations and the network work together, and special consideration for the performance capability and usage of databases. Due to such complexity, bugs and errors encountered in POS systems are frequent.^[15]

With regard to databases, POS systems are very demanding on their performance because of numerous submissions and retrievals of data — required for correct sequencing the receipt number, checking various discounts, membership, calculating subtotal, so forth — just to process a single sale transaction. The immediacy required of the system on the sale window such as may be observed at a checkout counter in a supermarket cannot be compromised. This places much stress on individual enterprise databases if there are just several tens of thousands of sale records in the database. Enterprise database Microsoft SQL Server, for example, has been known to freeze up (including the OS) entirely for many minutes under such conditions showing a "Timeout Expired" error message. Even a lighter database like Microsoft Access will slow to a crawl over time if the problem of database bloating is not foreseen and managed by the system automatically. Therefore, the need to do extensive testing, debugging and improvisation of solutions to preempt failure of a database before commercial implementation complicates the development.

POS system accuracy is demanding, given that monetary transactions are involved continuously not only via the sale window but also at the back end through the receiving and inputting of goods into the inventory. Calculations required are not always straightforward. There may be many discounts and deals that are unique to specific products, and the POS machine must quickly process the differences and the effect on pricing. There is much complexity in the programming of such operations, especially when no error in calculation can be allowed.

Other requirements include that the system must have functionality for membership discount and points accumulation/usage, quantity and promotional discounts, mix and match offers, cash rounding up, invoice/delivery-order issuance with outstanding amount. It should enable a user to adjust the inventory of each product based on physical count, track expiry of perishable goods, change pricing, provide audit trail when modification of inventory records is performed, be capable of multiple outlet functionality, control of stocks from HQ, doubling as an invoicing system, just to name some.

It is clear that POS system is a term that implies a wide range of capabilities depending on the end-user requirements. POS system review websites cannot be expected to cover most let alone all the features. Unless one is a developer, it is unrealistic to expect the reviewer to know all the aspects of a POS system. For instance, a POS system might work smoothly on a test database during the review but not when the database grows significantly in size over months of usage. And this is only one among many hidden critical functionality issues of a POS system.

Hardware interface standardization (post-1980s)

Vendors and retailers are working to standardize development of computerized POS systems and simplify interconnecting POS devices. Two such initiatives were OPOS and JavaPOS, both of which conform to the UnifiedPOS standard led by The National Retail Federation.

OPOS (OLE for POS) was the first commonly adopted standard and was created by Microsoft, NCR Corporation, Epson and Fujitsu-ICL. OPOS is a COM-based interface compatible with all COM-enabled programming languages for Microsoft Windows. OPOS was first released in 1996. JavaPOS was developed by Sun Microsystems, IBM, and NCR Corporation in 1997 and first released in 1999. JavaPOS is for Java what OPOS is for Windows, and thus largely platform independent.

There are nearly as many proprietary protocols as there are companies making POS peripherals. Most POS peripherals, such as displays and printers, support several of these command protocols to work with many different brands of POS terminals and computers.

User interface design

The design of the sale window is the most important one for the user. This user interface is highly critical when compared to those in other software packages such as word editors or spreadsheet programs where the speed of navigation is not so crucial for business performance.

For businesses at prime locations where real estate is at a premium, it can be common to see a queue of customers. The faster a sale is completed the shorter the queue time which improves customer satisfaction, the less space it takes, which benefits shoppers and staff. High-traffic operations such as grocery outlets and cafes need to process sales quickly at the sales counter so the UI flow is often designed with as few popups or other interruptions to ensure the operator isn't distracted and the transaction can be processed as quickly as possible.

Although improving the ergonomics is possible, a clean, fast-paced look may come at the expense of sacrificing functions that are often wanted by end-users such as discounts, access to commission earned screens, membership and loyalty schemes can involve looking at a different function of the POS to ensure the point of sale screen contains only what a cashier needs at their disposal to serve customers.

Cloud-based (post-2000s)

The advent of cloud computing has given birth to the possibility of electronic point of sale (EPOS) systems^[16] to be deployed as software as a service, which can be accessed directly from the Internet using a web browser. Using the previous advances in the communication protocols for POS's control of hardware, cloud-based POS systems are independent from platform and operating system limitations. EPOS systems based in the cloud (most small-business POS today) are generally subscription-based, which includes ongoing customer support.^[17]

Compared to regular cash registers (which tend to be significantly cheaper but only process sales and print receipts), POS systems include automatic updating of the inventory library stock levels when selling products, real-time reports accessible from a remote computer, staff timesheets, and a customer library with loyalty features.^[18]

Cloud-based POS systems are also created to be compatible with a wide range of POS hardware and sometimes tablets such as Apple's iPad. Thus cloud-based POS also helped expand POS systems to mobile devices, such as tablet computers or smartphones.^[19]

These devices can also act as barcode readers using a built-in camera and as payment terminals using built-in NFC technology or an external payment card reader. A number of POS companies built their software specifically to be cloud-based. Other businesses who launched pre-2000s have since adapted their software to evolving technology.

Cloud-based POS systems are different from traditional POS largely because user data, including sales and inventory, are not stored locally, but in a remote server. The POS system is also not run locally, so there is no installation required.

Depending on the POS vendor and the terms of contract, compared to traditional on-premises POS installation, the software is more likely to be continually updated by the developer with more useful features and better performance in terms of computer resources at the remote server and in terms of fewer bugs and errors.

Other advantages of a cloud-based POS are instant centralization of data (important especially to chain stores), ability to access data from anywhere there is internet connection, and lower start-up costs.^[20]

Cloud based POS requires an internet connection. For this reason it important to use a device with 4G or 5G connectivity in case the device's primary internet goes down. In addition to being significantly less expensive than traditional legacy point of sale systems, a notable strength of cloud-based point of sale systems is the ability to switch to a different product, by a different developer, without having to purchase new hardware. The many developers creating new software applications help to ensure that the system is supported for longer than a typical legacy POS system.

A number of noted emerging cloud-based POS systems came on the scene less than a decade or even half a decade back. These systems are usually designed for restaurants, small and medium-sized retail operations with fairly simple sale processes as can be culled from POS system review sites. It appears from such software reviews that enterprise-level cloud-based POS systems are currently lacking in the market. "Enterprise-level" here means that the inventory should be capable of handling a large number of records, such as required by grocery stores and supermarkets. It can also mean that the system software and cloud server must be capable of generating reports such as analytics of sale against inventory for both a single and multiple outlets that are interlinked for administration by the headquarters of the business operation.

POS vendors of such cloud based systems should also have a strong contingency plan for the breakdown of their remote server such as represented by fail-over server support. Sometimes a major data center can fail completely, such as in a fire.^[21] On-premises installations are therefore sometimes seen alongside cloud-based implementation to preempt such incidents, especially for businesses with high traffic. The on-premises installations may not have the most up-to-date inventory and membership information.

For such contingency, a more innovative though highly complex approach for the developer is to have a trimmed down version of the POS system installed on the cashier computer at the outlet. On a daily basis the latest inventory and membership information from the remote server is automatically updated into the local database. Thus should the remote server fail, the cashier can switch over to the local sale window without disrupting sales. When the remote server is restored and the cashier switches over to the cloud system, the locally processed sale records are then automatically submitted to the remote system, thus maintaining the integrity of the remote database.

Although cloud-based POS systems save the end-user startup cost and technical challenges in maintaining an otherwise on-premises installation, there is a risk that if the cloud-based vendor closes down it may result in more immediate termination of services for the end-user compared to the case of a traditional full on-premises POS system where it can still run without the vendor.

Another consideration is that a cloud-based POS system actually exposes business data to service providers — namely, the hosting service company and the POS vendor which have access to both the application and database. The importance of securing critical business information such as supplier names, top selling items, customer relationship processes cannot be underestimated given that sometimes the few key success factors or trade secrets of a business are actually accessible through the POS system. This security and privacy concern is an ongoing issue in cloud computing.

Retail industry

The retail industry is one of the predominant users of POS terminals. The POS interface at a retail establishment varies greatly depending on the industry and owner of the retailer, but usually includes a cash register (typically a specialized x86-based computer running Windows Embedded or Linux), a method for employee input, cash drawer, receipt printer, barcode scanners (which may incorporate a scale), and an interface for processing Card payments and processing customer Information (a payment terminal). It can also include a conveyor belt, checkout divider, wireless handheld scanners, integrated card processing systems, and customer-facing displays to display totals and show advertisements. While some systems use typical PC interfaces (such as a keyboard & mouse), it is far more common to utilize touchscreens as they allow for faster response and better customization for the retailer. In the past, most IBM systems used a primarily keyboard-based interface, and NCR previously used side-keys on their displays before touchscreens were widely available, similar to their ATM products.

The POS system software can typically handle a myriad of customer based functions such as sales, returns, exchanges, layaways, gift cards, gift registries, customer loyalty programs, promotions, discounts and much more. POS software can also allow for functions such as pre-planned promotional sales, manufacturer coupon validation, foreign currency handling and multiple payment types.

The POS unit handles the sales to the consumer, but it is only one part of the entire POS system used in a retail business. The controlling servers, or "back-office" computers, typically handle other functions of the POS system such as inventory control, pricing, purchasing, receiving and transferring of products to and from other locations. Other typical functions of a POS system are: store sales information for enabling customer returns, reporting purposes, sales trends and cost/price/profit analysis. Customer information may be stored for receivables management, marketing purposes and specific buying analysis. Many retail POS systems include an accounting interface that "feeds" sales and product losses, cash drawer expected totals, and cashier productivity information to independent accounting applications.

Point-of-sale interface at a supermarket in California.

A multi-terminal POS system used by big retailers like supermarkets and department stores has a far more demanding database and software architecture than that of a single station seen in small retail outlets. A supermarket with high traffic cannot afford a systemic failure, hence each point of sale station is designed to be robust in its operation. Most proprietary POS systems designed for large retailers use 2 servers, with one acting as a backup in case of failure. In the event that both servers fail, the individual POS systems will enter a failsafe mode, where sales data is stored locally and exported back to the servers upon a return of the connection. This may prove challenging to implement in some instances however, as many commercial POS systems do not have any hard disks for security purposes, and often have limited amounts of RAM.

Performing updates between multiple stations and the back end administrative computer should be redundant, so that updates to inventory and promotions will be accurately reflected at checkout without having to restart the computer, and reflecting accurate sales records to the back-end computer at the end of the business day.

This gets even more complicated when there is a membership system requiring real-time two-way updating of membership points between sale stations and the back end administrative computer.

Retail operations such as hardware stores, lumber yards, electronics stores and so-called multifaceted superstores need specialized additional features compared to other stores. POS software in these cases handles special orders, purchase orders, repair orders, service and rental programs as well as typical point of sale functions. Rugged hardware is required for point of sale systems used in outdoor environments. Wireless devices, battery powered devices, all-in-one units, and Internet-ready machines are typical in this industry.

Recently new applications have been introduced, enabling POS transactions to be conducted using mobile phones and tablets. According to a recent study, mobile POS (mPOS) terminals are expected to replace the contemporary payment techniques because of various features including mobility, upfront low cost investment and better user experience.^[22]

In the mid-2000s, the blind community in the United States engaged in structured negotiations to ensure that retail point of sale devices had tactile keypads. Without keys that can be felt, a blind person cannot independently enter his or her PIN. In the mid-2000s retailers began using "flat screen" or "signature capture" devices that eliminated tactile keypads. Blind people were forced to share their confidential PIN with store clerks to use their debit and other PIN-based cards. The blind community reached agreement with Walmart, Target, CVS and eight other retailers that required real physical keys so blind people could use the devices.

Checkout configuration

Early stores typically kept merchandise behind a counter. Staff would fetch items for customers to prevent the opportunity for theft and sales would be made at the same counter. Self-service grocery stores such as Piggly Wiggly, beginning in 1916, allowed customers to fetch their own items and pass the point of sale enroute to the exit.

Modern stores have a variety of checkout configurations, but almost all stores will have their main checkout area situated close to the entrance/exits. Smaller stores may utilize simple counters, while big-box stores will typically use a conveyor belt system spaced out in separate "lanes" to process orders. Express lanes might limit the type of payment, or number or type of goods, to expedite service. Some department stores may also have checkouts inside of the departments to allow shoppers of that section to pay without going through the main lines. If each checkout station has a separate queue, customers have to guess which line will move the fastest, to minimize their wait times. They are often frustrated to be wrong or be stuck behind another customer who encounters a problem or who takes excessive time to check out. Some stores use a single, much longer but faster-moving line, that is served by multiple registers, which produces the same average wait time, but reduces the frustration and variance in wait time from person to person.^[23] Regardless of the configuration, checkout lines usually pass by impulse buy items to grab the attention of otherwise idle customers.

As self-checkout technology has progressed, more retailers of all types have included self-checkout as an option, and in some cases, completely replace traditional cashier-operated checkout lines. Self-checkout kiosks are typically kept together in a 'corral' area adjacent to the regular registers so that shop employees can more easily monitor transactions, though they are also occasionally set up in a more typical "lane" fashion with conveyor belts for loading groceries. More modern implementations of self-checkout include scanning items and paying within a retailer's mobile app, or using RF technology and cameras to detect items at the door and charge the customer's account automatically.

Hospitality industry

Hospitality point of sale systems are computerized systems incorporating registers, computers and peripheral equipment, usually on a computer network to be used in restaurants, hair salons or hotels. Like other point of sale systems, these systems track sales, labor, payroll and can generate records used in accounting and bookkeeping. They may be accessed remotely by restaurant corporate offices, troubleshooters and other authorized parties.

Point of sale systems have revolutionized the restaurant industry, particularly in the fast food sector. In the most recent technologies, registers are computers, sometimes with touch screens. The registers connect to a server, often referred to as a "store controller" or a "central control unit". Printers and monitors are also found on the network. Additionally, remote servers can connect to store networks and monitor sales and other store data.

Typical restaurant POS software is able to create and print guest checks, print orders to kitchens and bars for preparation, process credit cards and other payment cards, and run reports. In addition, some systems implement wireless pagers and electronic signature-capture devices.

In the fast food industry, displays may be at the front counter, or configured for drive-through or walk-through cashiering and order taking. Front counter registers allow taking and serving orders at the same terminal, while drive-through registers allow orders to be taken at one or more drive-through windows, to be cashiered and served at another. In addition to registers, drive-through and kitchen displays are used to view orders. Once orders appear they may be deleted or recalled by the touch interface or by bump bars. Drive-through systems are often enhanced by the use of drive-through wireless (or headset) intercoms. The efficiency of such systems allows decreased service times and increased efficiency of orders.

Another innovation in technology for the restaurant industry is wireless POS. Many restaurants with high volume use wireless handheld POS to collect orders which are sent to a server. The server sends required information to the kitchen in real time. Wireless systems consist of drive-through microphones and speakers (often one speaker will serve both purposes), which are wired to a "base station" or "center module." This, in turn, will broadcast to headsets. Headsets may be an all-in-one headset, or one connected to a belt pack.

With the development of the mobile technology, Cloud-based POS systems are also put forward to increase the efficiency of some restaurants, integrated with some latest software services such as scan QR code to order by customers themselves. It leads to a new style of offline restaurants dine-in.

In hotels, POS software allows for transfer of meal charges from dining room to guest room with a button or two. It may also need to be integrated with property management software.

Newer, more sophisticated systems are departing from the central database "file server" type system and going to what is called a "cluster database". This eliminates any crashing or system downtime that can be associated with the back office file server. This technology allows 100% of the information to not only be stored, but also pulled from the local terminal, thus eliminating the need to rely on a separate server for the system to operate.

Tablet POS systems popular for retail solutions are now available for the restaurant industry. Initially these systems were not sophisticated and many of the early systems did not support a remote printer in the kitchen. Tablet systems today are being used in all types of restaurants including table service operations. Most tablet systems upload all information to the Internet so managers and owners can view reports from anywhere with a password and Internet connection. Smartphone Internet access has made alerts and reports from the POS very accessible. Tablets have helped create the Mobile POS system, and Mobile POS applications also include payments, loyalty, online ordering, table side ordering by staff and table top ordering by customers. Regarding the payments, mobile POS can accept all kinds of payment methods from contactless cards, EMV chip-enabled cards, and mobile NFC enabled cards. Mobile POS (AKA mPOS) is growing quickly with new developers entering the market almost on a daily basis.

With the proliferation of low-priced touchscreen tablet computers, more restaurants have implemented self-ordering through a tablet POS placed permanently on every table. Customers can browse through the menu on the tablet and place their orders which are then sent to the kitchen. Most restaurants that have iPad self-order menus include photos of the dishes so guests can easily choose what they want to order. This apparently improves service and saves manpower on the part of the restaurant. However this depends on how intelligently the system has been programmed to be.

As a case in point, some self-ordering systems not requiring staff assistance may not properly recognize a subsequent order from the same customer at a table. As a result, the customer is left waiting and wondering why his second order of food and drink is not being served.

Another example of how intelligent the system can be, is whether an order that has been placed but not yet been processed by the kitchen can be modified by the customer through the tablet POS. For such an unprocessed order the customer should be given the option to easily retrieve the order and modify it on the tablet POS. When the order is being processed this function should be automatically disabled.

Self-ordering systems are not always free completely from intervention by the staff and for some good reasons. For example, some restaurants require that items selected by the customers be attended to and can only be placed by the waiter who has the password required to do so. This prevents fake such orders — as may be entered by playful kids — and subsequent dispute on the items ordered. If alcoholic beverages are ordered, it is necessary for the waiter to verify the customer's age before sending the order.

The technical specifications for implementing such self-ordering system are more demanding than a single cashier-controlled POS station. On the software and hardware side each tablet on a customer table has to be networked to the cashier POS station and the kitchen computer so that both are continually updated on orders placed. The common database that serves this network must also be capable of serving many concurrent users — cashier, customers, kitchen and perhaps a drink bar.

Some databases such as popularly-used Microsoft Access may have the specifications that it is capable of usage by multiple concurrent users.^{[citation needed]} However, under the stress of a POS system, they can fail miserably resulting in constant errors and corruption of data.^{[citation needed]}

POS systems are often designed for a variety of clients, and can be programmed by the end users to suit their needs. Some large clients write their own specifications for vendors to implement. In some cases, POS systems are sold and supported by third-party distributors, while in other cases they are sold and supported directly by the vendor.

The selection of a restaurant POS system is critical to the restaurant's daily operation and is a major investment that the restaurant's management and staff must endure for many years. The restaurant POS system interfaces with all phases of the restaurant operation, and with everyone that is involved with the restaurant including guests, suppliers, employees, managers and owners. The selection of a restaurant POS system is a complex process that should be undertaken by the restaurant owner and not delegated to an employee. The purchase process can be summarized in three steps: Design, Compare and Negotiate. The Design step requires research to determine which restaurant POS features are needed for the restaurant operation. With this information the restaurant owner or manager can Compare various restaurant POS solutions to determine which POS systems meet their requirements. The final step is to Negotiate the price, payment terms, included training, initial warranty and ongoing support costs.^{[citation needed]}

Accounting forensics

POS systems record sales for business and tax purposes. Illegal software dubbed "zappers" can be used on POS devices to falsify these records with a view to evading the payment of taxes.

In some countries, legislation is being introduced to make cash register systems more secure. For example, the French treasury is estimated to be failing to collect approximately €14 billion of value-added tax (VAT) revenue each year. The Finance Bill of 2016 was intended to address some of this loss by making it compulsory for taxpayers to operate on "secure systems". Therefore, from 1 January 2018, all retail businesses in France are required to record customer payments using certified secure accounting software or cash register systems.

A certified cash register system must provide for the incommutability, secure storage, and archiving of data. All businesses required to comply must obtain a certificate from the cash register system provider which certifies that the system meets these requirements. This is because VAT taxpayers may need to provide a certificate to the tax authorities showing that their cash management system fulfills the new requirements.

If the business cannot provide this certificate to the tax authorities, they may be fined. And, if the tax authorities can demonstrate fraudulent use of the system, both the business and the software provider can face tax penalties, fines, and criminal sanctions. Certification can be obtained either from: a body accredited by the French Accreditation Committee (Comité français d’accréditation or COFRAC) or the software provider of the cash register system.

Security

Despite the more advanced technology of a POS system as compared to a simple cash register, the POS system is still vulnerable to employee theft through the sales window. A dishonest cashier at a retail outlet can collude with a friend who pretends to be an ordinary customer. During checkout, the cashier can bypass scanning certain items or enter a lower quantity for some items thus profiting from the "free" goods.

The ability of a POS system to void a closed sale receipt for refund purpose without needing a password from an authorized superior also represents a security loophole. Even a function to issue a receipt with a negative amount which can be useful under certain circumstances, can be exploited by a cashier to easily lift money from the cash drawer.

To prevent such employee theft, it is crucial for a POS system to provide an admin window for the supervisor or administrator to generate and inspect a daily list of sale receipts, especially pertaining to the frequency of cancelled receipts before completion, refunded receipts and negative receipts. This is one effective way to alert the company to any suspicious activity - such as a high number of cancelled sales by a certain cashier - that may be occurring, and to take monitoring action.

To further deter employee theft, the sales counter should also be equipped with a closed-circuit television camera pointed at the POS system to monitor and record all activities.

At the back end, price and other changes like discounts to inventory items through the administration module should be secured with passwords provided to trusted administrators. Any changes made should also be logged and capable of being subsequently retrieved for inspection.

The sale records and inventory are important to the business because they provide useful information to the company in terms of customer preferences, customer membership particulars, what are the top selling products, who are the vendors and what margins the company is getting from them, the company monthly total revenue and cost, among others.

It is important that reports on these matters generated at the administrative back end be restricted to trusted personnel. The database from which these reports are generated should be secured via passwords or via encryption of data stored in the database to prevent copying or tampering.

Despite all such precautions, the POS system can never be entirely watertight in security from internal misuse if a clever, dishonest employee knows how to exploit many of its otherwise useful capabilities.

News reports on POS system hacking show that hackers are more interested in stealing credit card information than anything else. The ease and advantage offered by the ability of a POS system to integrate credit card processing thus have a downside. In 2011, hackers were able to steal credit card data from 80,000 customers because Subway's security and POS configuration standards for PCI compliance - which governs credit card and debit card payment systems security - were "directly and blatantly disregarded" by Subway franchisees.^[24]

In June 2016, several hundred of Wendy's fast food restaurants had their POS systems hacked by illegally installed malware.^[25] The report goes on to say that "the number of franchise restaurants impacted by these cyber security attacks is now expected to be considerably higher than the 300 restaurants already implicated" and that the "hackers made hundreds of thousands of fraudulent purchases on credit and debit cards issued by various financial institutions after breaching Wendy's computer systems late last year".

These exploits by hackers could only be made possible because payment cards were processed through the POS system allowing the malware to either intercept card data during processing or steal and transmit unencrypted card data that is stored in the system database.

In April 2017, security researchers identified critical vulnerabilities in point of sale systems developed by SAP and Oracle^[26] and commented, “POS systems are plagued by vulnerabilities, and incidents occurred because their security drawbacks came under the spotlight.”^[27] If successfully exploited, these vulnerabilities provide a perpetrator with access to every legitimate function of the system, such as changing prices, and remotely starting and stopping terminals. To illustrate the attack vector, the researchers used the example of hacking POS to change the price of a MacBook to $1. The security issues were reported to the vendor, and a patch was released soon after the notification. Oracle confirmed^[28] security bug affects over 300,000 Oracle POS Systems

In some countries, credit and debit cards are only processed via payment terminals. Thus one may see quite a number of such terminals for different cards cluttering up a sale counter. This inconvenience is offset by the fact that credit and debit card data is far less vulnerable to hackers, unlike when payment cards are processed through the POS system where security is contingent upon the actions taken by end-users and developers.

With the launch of mobile payment, particularly Android Pay and Apple Pay in 2015, it is expected that because of its greater convenience coupled with good security features, this would eventually eclipse other types of payment services – including the use of payment terminals. For mobile payment to go fully mainstream, mobile devices like smartphones that are NFC-enabled must first become universal. This would be a matter of several years from the time of this writing (2017) as more and more models of new smartphones are expected to become NFC-enabled for such a purpose. For instance, iPhone 6 is fully NFC-enabled for mobile payment while iPhone 5 and older models are not. The aforesaid disastrous security risks connected with processing payment card usage through a POS system would then be greatly diminished.

References

"Paperless Receipt Solution (PRS) System". James Dyson Foundation. Archived from the original on July 1, 2017. Retrieved August 9, 2015.
"Electronic Transmission of Prescriptions". Business Services Authority. Archived from the original on July 6, 2017. Retrieved August 9, 2015.
"Tricks traders use to evade billions of francs in taxes". The New Times. 9 October 2014. Archived from the original on 2017-06-30. Retrieved August 9, 2015.
"Cash register vs. POS system –what's the difference?". 30 June 2019. Archived from the original on 2023-03-30. Retrieved 2023-06-25.
"How to Choose a POS Cash Register". Archived from the original on 2023-04-07. Retrieved 2023-06-25.
US patent 3946220, William M. Brobeck; John S. Givins Jr. & Philip F. Meads Jr. et al., "Point-of-sale system and apparatus", published 1976-03-23, assigned to Transactron, Inc. [1]
"Graphical point of sale software introducer". 11 September 2012. Archived from the original on 20 December 2012. Retrieved 27 May 2015.
"ViewTouch". ViewTouch. Archived from the original on 17 July 2012. Retrieved 8 December 2012.
Bisson, Gigi (2008-04-25). "Getting Down To Business". Viewtouch.com. Archived from the original on 2018-07-27. Retrieved 2013-07-12.
The ViewTouch restaurant system Archived 2009-09-09 at the Wayback Machine by Giselle Bisson
"File:Comdex 1986.png — Wikimedia Commons". Commons.wikimedia.org. 11 September 2012. Archived from the original on 2012-12-20. Retrieved 2013-07-12.
Wilson, Karen S.; Liu, Michael Inderrieden Steven (October 1995). "A Comparison of Five User Interface Devices Designed for Point-of-Sale in the Retail Industry". Proceedings of the Human Factors and Ergonomics Society Annual Meeting. 39 (4): 273–277. doi:10.1177/154193129503900411. ISSN 2169-5067. S2CID 108458064. Archived from the original on 2023-01-16. Retrieved 2023-01-16.
Kasavana, Michael L. (1995-04-01). "PC-based registers: The next generation of point-of-sale technology". The Cornell Hotel and Restaurant Administration Quarterly. 36 (2): 5–55. doi:10.1016/0010-8804(95)93843-J. ISSN 0010-8804.
"Access 2007 very slow on Windows 7". social.technet.microsoft.com. Archived from the original on 5 May 2016. Retrieved 15 October 2017.
"15 ways a mobile point of sale can help your restaurant succeed — Poster". joinposter.com. Archived from the original on 2018-12-28. Retrieved 2018-12-28.
"EPOS term". 30 June 2019. Archived from the original on 2023-03-30. Retrieved 2023-06-25.
"Cash register vs. POS system – what's the difference?". 30 June 2019. Archived from the original on 2023-03-30. Retrieved 2023-06-25.
"Cash register vs. POS system – what's the difference?". 30 June 2019. Archived from the original on 2023-03-30. Retrieved 2023-06-25.
"Mobile Point-of-Sale Apps: Redefining the Retail Industry". Scandit. 10 May 2013. Archived from the original on 6 April 2017. Retrieved 20 August 2015.
The Online POS System Revolution Archived 2012-06-02 at the Wayback Machine via Small Business Bonfire
"Overheating brings down Microsoft data center". DatacenterDynamics. 14 March 2013. Archived from the original on 2016-04-05. Retrieved 2016-04-14.
Securing Mobile Point of Sale System Archived 2016-11-21 at the Wayback Machine via Securebox
Goldstein, Jacob (22 July 2015). "Planet Money Asks: What Small Thing Would You Do To Improve The World?". NPR.org. NPR. Archived from the original on 16 October 2017. Retrieved 15 October 2017.
"How hackers gave Subway a $3 million lesson in point-of-sale security". Ars Technica. 21 December 2011. Archived from the original on 10 November 2016. Retrieved 15 October 2017.
Seals, Tara (13 June 2016). "Wendy's Point of Sale Hack Grows Bigger". Infosecurity. Retrieved 15 October 2017.
"SAP point-of-sale systems were totally hackable with $25 kit". The Register. 29 August 2017. Archived from the original on 22 September 2017. Retrieved 22 September 2017.
"SAP POS Flaw Allows Hackers to Change Pricing". Infosecurity. 25 August 2017. Archived from the original on 22 September 2017. Retrieved 22 September 2017.
"Security Bug Affects Over 300,000 Oracle POS Systems". Catalin Cimpanu. 31 January 2018. Archived from the original on 1 February 2018. Retrieved 31 January 2018 – via BleepingComputer.

[1] "Paperless Receipt Solution (PRS) System". James Dyson Foundation. Archived from the original on July 1, 2017. Retrieved August 9, 2015.

[2] "Electronic Transmission of Prescriptions". Business Services Authority. Archived from the original on July 6, 2017. Retrieved August 9, 2015.

[3] "Tricks traders use to evade billions of francs in taxes". The New Times. 9 October 2014. Archived from the original on 2017-06-30. Retrieved August 9, 2015.

[4] "Cash register vs. POS system –what's the difference?". 30 June 2019. Archived from the original on 2023-03-30. Retrieved 2023-06-25.

[5] "How to Choose a POS Cash Register". Archived from the original on 2023-04-07. Retrieved 2023-06-25.

[6] US patent 3946220, William M. Brobeck; John S. Givins Jr. & Philip F. Meads Jr. et al., "Point-of-sale system and apparatus", published 1976-03-23, assigned to Transactron, Inc. [1]

[7] "Graphical point of sale software introducer". 11 September 2012. Archived from the original on 20 December 2012. Retrieved 27 May 2015.

[8] "ViewTouch". ViewTouch. Archived from the original on 17 July 2012. Retrieved 8 December 2012.

[9] Bisson, Gigi (2008-04-25). "Getting Down To Business". Viewtouch.com. Archived from the original on 2018-07-27. Retrieved 2013-07-12.

[10] The ViewTouch restaurant system Archived 2009-09-09 at the Wayback Machine by Giselle Bisson

[11] "File:Comdex 1986.png — Wikimedia Commons". Commons.wikimedia.org. 11 September 2012. Archived from the original on 2012-12-20. Retrieved 2013-07-12.

[12] Wilson, Karen S.; Liu, Michael Inderrieden Steven (October 1995). "A Comparison of Five User Interface Devices Designed for Point-of-Sale in the Retail Industry". Proceedings of the Human Factors and Ergonomics Society Annual Meeting. 39 (4): 273–277. doi:10.1177/154193129503900411. ISSN 2169-5067. S2CID 108458064. Archived from the original on 2023-01-16. Retrieved 2023-01-16.

[13] Kasavana, Michael L. (1995-04-01). "PC-based registers: The next generation of point-of-sale technology". The Cornell Hotel and Restaurant Administration Quarterly. 36 (2): 5–55. doi:10.1016/0010-8804(95)93843-J. ISSN 0010-8804.

[14] "Access 2007 very slow on Windows 7". social.technet.microsoft.com. Archived from the original on 5 May 2016. Retrieved 15 October 2017.

[15] "15 ways a mobile point of sale can help your restaurant succeed — Poster". joinposter.com. Archived from the original on 2018-12-28. Retrieved 2018-12-28.

[16] "EPOS term". 30 June 2019. Archived from the original on 2023-03-30. Retrieved 2023-06-25.

[17] "Cash register vs. POS system – what's the difference?". 30 June 2019. Archived from the original on 2023-03-30. Retrieved 2023-06-25.

[18] "Cash register vs. POS system – what's the difference?". 30 June 2019. Archived from the original on 2023-03-30. Retrieved 2023-06-25.

[19] "Mobile Point-of-Sale Apps: Redefining the Retail Industry". Scandit. 10 May 2013. Archived from the original on 6 April 2017. Retrieved 20 August 2015.

[bonfire-20] The Online POS System Revolution Archived 2012-06-02 at the Wayback Machine via Small Business Bonfire

[21] "Overheating brings down Microsoft data center". DatacenterDynamics. 14 March 2013. Archived from the original on 2016-04-05. Retrieved 2016-04-14.

[22] Securing Mobile Point of Sale System Archived 2016-11-21 at the Wayback Machine via Securebox

[23] Goldstein, Jacob (22 July 2015). "Planet Money Asks: What Small Thing Would You Do To Improve The World?". NPR.org. NPR. Archived from the original on 16 October 2017. Retrieved 15 October 2017.

[24] "How hackers gave Subway a $3 million lesson in point-of-sale security". Ars Technica. 21 December 2011. Archived from the original on 10 November 2016. Retrieved 15 October 2017.

[25] Seals, Tara (13 June 2016). "Wendy's Point of Sale Hack Grows Bigger". Infosecurity. Retrieved 15 October 2017.

[26] "SAP point-of-sale systems were totally hackable with $25 kit". The Register. 29 August 2017. Archived from the original on 22 September 2017. Retrieved 22 September 2017.

[27] "SAP POS Flaw Allows Hackers to Change Pricing". Infosecurity. 25 August 2017. Archived from the original on 22 September 2017. Retrieved 22 September 2017.

[28] "Security Bug Affects Over 300,000 Oracle POS Systems". Catalin Cimpanu. 31 January 2018. Archived from the original on 1 February 2018. Retrieved 31 January 2018 – via BleepingComputer.

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[28]

Los Angeles County	Los Angeles County is the most populous county in the United States, located in Southern California. It is known for its rich cultural diversity, entertainment industry, and iconic landmarks such as Hollywood and Santa Monica.	https://en.wikipedia.org/wiki/Los_Angeles_County,_California
Cook County	Cook County is the largest population county in Illinois and home to the city of Chicago. It is a key economic and cultural center with diverse communities and comprehensive public services.	https://en.wikipedia.org/wiki/Cook_County,_Illinois
Harris County	Harris County is the largest county in Texas and the third biggest in the United States, with Houston as its county seat. It is a major economic and cultural hub known for its multicultural population and vibrant industries.	https://en.wikipedia.org/wiki/Harris_County,_Texas
Maricopa County	Maricopa County is the largest county in Arizona and includes the city of Phoenix, the state capital. It is known for its arid climate, thriving economy, and rich cultural attractions.	https://en.wikipedia.org/wiki/Maricopa_County,_Arizona
San Diego County	San Diego County is located in the south west area of California, famous for its stunning coastline, temperate climate, and diverse communities. It is home to major cities like San Diego and boasts attractions such as beaches, parks, and a strong military presence.	https://en.wikipedia.org/wiki/San_Diego_County,_California
Orange County	Orange County is a vibrant locale in Southern California famous for its picturesque beaches, theme parks, and affluent communities. It is home to famous destinations like Disneyland Resort and offers a varied cultural and recreational experience.	https://en.wikipedia.org/wiki/Orange_County,_California
Miami-Dade County	Miami-Dade County is a dynamic region in southeastern Florida known for its varied culture, gorgeous beaches, and bustling urban areas. It serves as a important hub for international trade, tourism, and entertainment in the United States.	https://en.wikipedia.org/wiki/Miami-Dade_County,_Florida
Dallas County	Dallas County is situated in the region of Texas and is one of the most densely populated counties in the United States. It is renowned for its dynamic economy, diverse culture, and the main city of Dallas, which acts as the county seat.	https://en.wikipedia.org/wiki/Dallas_County,_Texas
Kings County	Kings County, located in the state of New York, is synonymous with the borough of Brooklyn, one of the five boroughs of New York City. Known for its multicultural culture, historic neighborhoods, and lively arts scene, it is the largest county in New York.	https://en.wikipedia.org/wiki/Kings_County,_California
Riverside County	Riverside County is located in Southern California and is known for its varied landscapes, including deserts, mountains, and urban areas. It is one of the rapidly developing counties in the United States, offering a combination of natural beauty and lively communities.	https://en.wikipedia.org/wiki/Riverside_County,_California
Queens County	Queens County is a district of New York City, known for its cultural diversity and vibrant neighborhoods. It is the biggest borough by area and home to sites such as Flushing Meadows-Corona Park and Citi Field.	https://en.wikipedia.org/wiki/Queens_County,_New_York
Clark County	Clark County is a crowded region in the territory of Nevada, known for encompassing the city of Las Vegas. It is a major hub for tourism, entertainment, and business in the south-western United States.	https://en.wikipedia.org/wiki/Clark_County,_Nevada
Tarrant County	Tarrant County is situated in the region of Texas and is included of the Dallas-Fort Worth metropolitan area. It is known for its varied communities, economic growth, and cultural attractions such as the Fort Worth Stockyards.	https://en.wikipedia.org/wiki/Tarrant_County,_Texas
Santa Clara County	Santa Clara County is located in the southern part of the San Francisco Bay Area in California and is known as the heart of Silicon Valley. It is home to leading technology companies and has a varied population with a thriving economy powered by innovation and industry.	https://en.wikipedia.org/wiki/Santa_Clara_County,_California
Broward County	Broward County is situated in southeastern Florida and is part of the Miami metropolitan area. It is renowned for its stunning beaches, lively cultural scene, and varied population.	https://en.wikipedia.org/wiki/Broward_County,_Florida
Bexar County	Bexar County is located in central-south Texas and is home to the city of San Antonio, the 7th largest city in the United States. It is known for its extensive history, cultural landmarks, and dynamic economy.	https://en.wikipedia.org/wiki/Bexar_County,_Texas
Wayne County	Wayne County is a prominent region in the United States famous for its diverse communities and financial significance. It is home to Detroit, the biggest city in Michigan, and plays a key role in the automotive industry.	https://en.wikipedia.org/wiki/Wayne_County
New York County	New York County, also known as the borough of Manhattan, is a crowded borough of New York City located in the state of New York. It is a important artistic, financial, and commercial center, home to landmarks such as the Central Park, the Times Square, and the Wall Street.	https://en.wikipedia.org/wiki/New_York_County,_New_York
Alameda County	Alameda County is located in the Bay Area of California and is known for its diverse communities and vibrant economy. It comprises major cities like Oakland and Berkeley, and boasts a blend of urban, suburban, and natural landscapes.	https://en.wikipedia.org/wiki/Alameda_County,_California
Middlesex County	Middlesex County is a densely populated region located in the northeastern United States, known for its deep history and multicultural communities. It features a blend of urban and suburban areas, with robust educational institutions and thriving economic activity.	https://en.wikipedia.org/wiki/Middlesex_County,_Massachusetts
Sacramento County	Sacramento County is found in Northern California and serves as the state capital region. It is famous for its multicultural communities, rich history, and dynamic economy.	https://en.wikipedia.org/wiki/Sacramento_County,_California
Philadelphia County	Philadelphia County is the most populous county in Pennsylvania and is conterminous with the city of Philadelphia. It is known for its deep history, heritage sites, and important role in American independence.	https://en.wikipedia.org/wiki/Philadelphia_County,_Pennsylvania
Nassau County	Nassau County is located on Long Island in the state of New York, known for its suburban communities and proximity to New York City. It includes a blend of residential neighborhoods, parks, and cultural sites, making it a popular place for families and commuters.	https://en.wikipedia.org/wiki/Nassau_County,_New_York
Hillsborough County	Hillsborough County is located in the region of Florida and is famous for its vibrant city areas, including the city of Tampa. It boasts a diverse population, extensive cultural attractions, and major economic activity based on healthcare, finance, and technology in the United States.	https://en.wikipedia.org/wiki/Hillsborough_County,_Florida
Palm Beach County	Palm Beach County is positioned in southeastern Florida and is famous for its beautiful beaches, upscale communities, and dynamic cultural scene. It is one of the biggest counties in the state, featuring a mix of urban and natural attractions.	https://en.wikipedia.org/wiki/Palm_Beach_County,_Florida
Cuyahoga County	Cuyahoga County is located in the northeastern part of Ohio and includes the city of Cleveland. It is known for its rich industrial history and dynamic cultural attractions.	https://en.wikipedia.org/wiki/Cuyahoga_County,_Ohio
Allegheny County	Allegheny County is positioned in southwestern Pennsylvania and is home to the city of Pittsburgh. It is recognized for its deep industrial history, lively cultural scene, and numerous parks and rivers.	https://en.wikipedia.org/wiki/Allegheny_County,_Pennsylvania
Oakland County	Oakland County is a thriving region located in the state of Michigan, known for its lively communities and robust economy. It features a blend of urban and suburban areas with countless parks, lakes, and cultural attractions.	https://en.wikipedia.org/wiki/Oakland_County,_Michigan
Franklin County	Franklin County is a region in the United States known for its diverse communities and extensive history. It features a combination of city and countryside areas, offering a range of cultural and recreational opportunities.	https://en.wikipedia.org/wiki/Franklin_County,_United_States
Hennepin County	Hennepin County is located in the state of Minnesota and is the largest county in the state. It includes the city of Minneapolis, which is the county seat and a key cultural and economic center.	https://en.wikipedia.org/wiki/Hennepin_County,_Minnesota
Travis County	Travis County is situated in mid Texas and is home to the state capital, Austin. It is famous for its lively music scene, varied culture, and quickly expanding population in the United States.	https://en.wikipedia.org/wiki/Travis_County,_Texas
St Louis County	St. Louis County is situated in the eastern part of Missouri, encircling but not including the autonomous city of St. Louis. It is known for its multicultural communities, vast park systems, and notable economic and cultural contributions to the region.	https://en.wikipedia.org/wiki/St._Louis_County,_Missouri
Fulton County	Fulton County represents a densely populated county found in the state of Georgia, renowned as the home of Atlanta, the state capital. It acts as a key economic and cultural focal point in the region.	https://en.wikipedia.org/wiki/Fulton_County,_Georgia
Baltimore County	Baltimore County is a residential region located in the state of Maryland, encircling but not including the city of Baltimore. It is known for its diverse communities, historic sites, and closeness to major urban centers.	https://en.wikipedia.org/wiki/Baltimore_County,_Maryland
Pima County	Pima County is found in the south part of Arizona and is home to the city of Tucson. It is known for its varied landscapes, including deserts, mountains, and national parks.	https://en.wikipedia.org/wiki/Pima_County,_Arizona
Salt Lake County	Salt Lake County is positioned in the north part of Utah and is the most crowded county in the state. It is home to Salt Lake City, the state capital, and boasts varied landscapes including metropolitan areas, mountains, and the Great Salt Lake.	https://en.wikipedia.org/wiki/Salt_Lake_County,_Utah
Milwaukee County	Milwaukee County is found in the state of Wisconsin and is the most populous county in the state. It is home to the city of Milwaukee, known for its brewing traditions, cultural attractions, and dynamic lakefront.	https://en.wikipedia.org/wiki/Milwaukee_County,_Wisconsin
Fresno County	Fresno County is located in the heart part of California and is known for its fertile agricultural industry, producing a large portion of the nation's fruits and vegetables. The county seat is Fresno, which is the most populous city in the county and a key economic and cultural hub in the region.	https://en.wikipedia.org/wiki/Fresno_County,_California
Marion County	Marion County is a area located in the United States, known for its multicultural communities and deep cultural heritage. It offers a blend of urban and countryside areas, providing numerous recreational and economic opportunities.	https://en.wikipedia.org/wiki/Marion_County,_Indiana
Contra Costa County	Contra Costa County is in the Bay Area of California and is known for its diverse communities and picturesque landscapes. It features a combination of suburban neighborhoods, parks, and industrial areas, enhancing its economic and cultural richness.	https://en.wikipedia.org/wiki/Contra_Costa_County,_California
Wake County	Wake County is located in North Carolina and is recognized for its quickly expanding population and vibrant economy. It is home to the state capital, Raleigh, and features a blend of metropolitan and suburban communities.	https://en.wikipedia.org/wiki/Wake_County,_North_Carolina
Monroe County	Monroe County is a part in the United States known for its diverse landscapes and dynamic communities. It offers a blend of urban and rural areas, offering cultural attractions, outdoor activities, and historical sites.	https://en.wikipedia.org/wiki/Monroe_County,_United_States
Erie County	Erie County is positioned in the western part of New York State, with Buffalo as its county seat. It is renowned for its deep history, multicultural communities, and nearness to Lake Erie.	https://en.wikipedia.org/wiki/Erie_County,_New_York
Providence County	Providence County is the largest population county in the state of Rhode Island, famous for its rich history and dynamic cultural scene. It acts as a focal point for education, healthcare, and industry in the region of the United States.	https://en.wikipedia.org/wiki/Providence_County,_Rhode_Island
New Haven County	New Haven County is situated in the south part of Connecticut and is known for its extensive history and vibrant cultural scene. It is home to the city of New Haven, which is home to Yale University and a selection of historic landmarks.	https://en.wikipedia.org/wiki/New_Haven_County,_Connecticut
Jefferson County	Jefferson County is a district located in the United States known for its varied communities and extensive history. It features a combination of city and rural areas, offering a range of cultural, recreational, and economic opportunities.	https://en.wikipedia.org/wiki/Jefferson_County,_%28disambiguation%29
Multnomah County	Multnomah County is situated in the northwestern part of Oregon, encompassing the city of Portland. It is renowned for its vibrant urban culture, scenic landscapes, and major economic and cultural impact in the region.	https://en.wikipedia.org/wiki/Multnomah_County,_Oregon
Douglas County	Douglas County is a area located in the United States known for its varied landscapes, including urban areas, farmlands, and natural parks. It serves as an important administrative division with a deep history and a expanding population.	https://en.wikipedia.org/wiki/Douglas_County
Sonoma County	Sonoma County, located in Northern California, is well-known for its premier wineries and picturesque coastal landscapes. It offers a mix of charming towns, agricultural richness, and recreational options.	https://en.wikipedia.org/wiki/Sonoma_County,_California
Ventura County	Ventura County is situated in the southern part of California along the Pacific coastline, known for its picturesque beaches, agriculture, and vibrant arts scene. It includes diverse landscapes including mountains, valleys, and coastline, making it a favored destination for outdoor activities.	https://en.wikipedia.org/wiki/Ventura_County,_California
Chatham County	Chatham County is situated in the state of Georgia and is renowned for its historic city of Savannah. It offers a combination of city and scenic landscapes, including coastlines and parks.	https://en.wikipedia.org/wiki/Chatham_County,_Georgia

00501	The 00501 ZIP code is special as it is allocated solely to the Internal Revenue Service in Holtsville, New York. It is not connected to a residential area but is utilized for processing tax returns and related government correspondence.	https://en.wikipedia.org/wiki/ZIP_Code
01001	01001 is a ZIP code located in Agawam, Massachusetts, United States. It covers a mostly residential neighborhood with local businesses and local services.	https://en.wikipedia.org/wiki/ZIP_Code
02101	02101 is a postal code located in Boston, Massachusetts, primarily serving the downtown area. It includes important landmarks such as public offices, financial institutions, and historic sites.	https://en.wikipedia.org/wiki/02101
10001	10001 is a ZIP code located in NYC, primarily covering the Chelsea and Hudson Yards area neighborhoods in Manhattan. It is known for its dynamic arts scene, upscale residences, and proximity to major landmarks like the High Line and Penn Station.	https://en.wikipedia.org/wiki/ZIP_Code
19104	19104 is a ZIP code in Philadelphia, Pennsylvania, known for encompassing parts of the University of Pennsylvania and Drexel University campuses. The area offers a combination of residential neighborhoods, academic institutions, and cultural attractions.	https://en.wikipedia.org/wiki/List_of_United_States_zip_codes#19000%E2%80%9319999
30301	The postal code 30301 is located in Atlanta, Georgia, within the United States. It encompasses parts of downtown Atlanta and surrounding neighborhoods.	https://en.wikipedia.org/wiki/ZIP_Code
33101	The 33101 ZIP code is located in Miami, Florida, primarily covering regions in Miami downtown. It encompasses a mix of commercial, residential, and heritage landmarks within the city.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
60601	60601 is a ZIP code located in central Chicago, Illinois, known for its proximity to the city's economic center and Lake Michigan shoreline. It covers parts of the Loop and Streeterville neighborhoods, boasting a mix of business, residential, and cultural landmarks.	https://en.wikipedia.org/wiki/ZIP_Code
70112	The ZIP code 70112 is found in New Orleans, Louisiana, including parts of the Central Business District and surrounding areas. It includes important commercial, cultural, and residential districts within the city.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
77001	77001 is a postal code located in Houston, Texas, known for its varied community and vibrant urban environment. It encompasses residential neighborhoods, local businesses, and cultural landmarks within the city.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes#770_%E2%80%93_Houston_area
85001	The 85001 ZIP code is located in Phoenix, Arizona, covering parts of downtown and nearby neighborhoods. It is known for its urban environment, cultural landmarks, and nearness to key city attractions.	https://en.wikipedia.org/wiki/ZIP_Code
90001	90001 is a ZIP code located in Los Angeles, California, known for its diverse community and lively local culture. It covers neighborhoods with a mix of residential, commercial, and industrial areas.	https://en.wikipedia.org/wiki/90001
94101	94101 is a postal code located in San Francisco, California, covering parts of the central area. It includes business districts, residential neighborhoods, and is known for its closeness to major city landmarks.	https://en.wikipedia.org/wiki/94101
98101	98101 is a main Seattle postal code encompassing the downtown area, known for its lively business district, cultural attractions, and waterfront views. It features landmarks such as Pike Place Market and the Seattle Art Museum.	https://en.wikipedia.org/wiki/98101
15201	15201 is a ZIP code located in Pittsburgh, Pennsylvania, covering sections of the downtown district and surrounding neighborhoods. It includes major commercial, residential, and cultural districts within the city.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
37201	The 37201 ZIP code is located in Nashville, Tennessee, covering parts of the central area and adjacent neighborhoods. It includes a mix of housing, business, and historic landmarks, adding to the dynamic urban atmosphere of the city.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
46201	The 46201 ZIP code is located in Indianapolis, Indiana, including parts of the downtown area. It includes a blend of residential neighborhoods, commercial districts, and cultural landmarks.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#Indiana
55401	55401 is a ZIP code located in Minneapolis, Minnesota, known for its vibrant downtown area. It features a blend of business, residential, and cultural attractions, including playhouses, restaurants, and sports venues.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#MN_55401
63101	The postal code 63101 is situated in St. Louis, Missouri, United States. It encompasses parts of downtown St. Louis and is recognized for its urban environment and historical sites.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
64101	The 64101 ZIP code is located in KC, MO, covering areas of the central district and adjacent neighborhoods. It is known for its lively urban environment, including cultural attractions, enterprises, and neighborhoods.	https://en.wikipedia.org/wiki/64101
70130	The 70130 ZIP code is located in New Orleans, Louisiana, encompassing areas near the city's main business district and the Mississippi River. It features a mix of commercial, residential, and cultural landmarks, contributing to the vibrant urban atmosphere.	https://en.wikipedia.org/wiki/ZIP_Code
80201	80201 is a ZIP Code located in the city of Denver, Colorado, covering parts of the downtown area and adjacent neighborhoods. It includes a combination of housing, commercial, and cultural areas, making it a vibrant and core part of the city in the United States.	https://en.wikipedia.org/wiki/80201
21201	The 21201 ZIP code is located in Baltimore, Maryland, covering parts of the downtown and urban core areas. It includes key neighborhoods such as Mount Vernon and is renowned for its cultural landmarks and historic sites.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
32801	This ZIP code 32801 is found in Orlando, Florida, and includes the downtown area. It is a vibrant urban district renowned for its cultural attractions, dining, and entertainment venues.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Florida
43201	The ZIP code 43201 is located in Columbus, Ohio, encompassing sections of the city center and nearby districts. It features a mix of business, residential, and artistic areas, including landmarks like the Ohio Statehouse.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
48201	The 48201 ZIP code is located in Detroit, Michigan, United States. It covers a core area of the city famous for its multicultural neighborhoods and metropolitan lifestyle.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#Michigan
53201	53201 is a ZIP code located in Milwaukee, Wisconsin, encompassing parts of the downtown area and nearby communities. It includes a blend of residential, commercial, and cultural attractions.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
55415	The ZIP code 55415 is situated in Minneapolis, Minnesota, within Hennepin County. It encompasses neighborhoods such as Nokomis and is recognized for its housing areas and local parks.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
60602	60602 is a ZIP Code located in downtown Chicago, Illinois, known for its vibrant business district and proximity to major landmarks like the Chicago City Hall and the Loop. It contains a mix of business premises, government offices, and cultural attractions.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
70118	The ZIP code 70118 is situated in New Orleans, Louisiana, within Orleans Parish. It encompasses zones that consist of sections of the Central Business District and nearby neighborhoods.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
77002	77002 is a zip code located in Houston, Texas, covering parts of downtown and the surrounding metropolitan areas. It includes a mix of business, housing, and historic landmarks, making it a lively and thriving part of the city.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
85003	The 85003 ZIP code is located in Phoenix, Arizona, covering parts of the city center and adjacent neighborhoods. It includes a combination of residential, commercial, and cultural areas, reflecting the urban core of the city.	https://en.wikipedia.org/wiki/ZIP_Code#85003
90012	90012 is a ZIP code located in downtown Los Angeles, California, encompassing parts of the Civic Center and Chinatown neighborhoods. It is known for its public offices, cultural landmarks, and proximity to major city attractions.	https://en.wikipedia.org/wiki/ZIP_Code
94102	94102 is a postal code located in San Francisco, California, known for its vibrant neighborhoods and cultural landmarks. It encompasses areas such as the Civic Center and parts of the Tenderloin district, showcasing a mix of public offices, theaters, and varied populations.	https://en.wikipedia.org/wiki/94102
98104	The 98104 ZIP code is located in Seattle, Washington, covering parts of the Central District and First Hill districts. It is known for its multicultural community, historic sites, and nearness to downtown Seattle.	https://en.wikipedia.org/wiki/98104
15213	The 15213 ZIP code is located in the city of Pittsburgh, Pennsylvania, primarily covering the University of Pittsburgh and Carnegie Mellon University campuses. It is known for its thriving academic community and proximity to cultural and research institutions.	https://en.wikipedia.org/wiki/ZIP_Code
37203	The ZIP code 37203 is located in Nashville, Tennessee, covering areas of the city center and central areas. It includes neighborhoods known for their dynamic cultural scene, historic landmarks, and wide-ranging dining options.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
46204	46204 is a zip code located in Indianapolis, Indiana, within the United States. It encompasses parts of central Indianapolis and surrounding neighborhoods, featuring a mix of housing, commercial, and cultural areas.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
55402	55402 is a ZIP Code located in Minneapolis, Minnesota, known for its lively urban environment and multicultural community. It encompasses parts of downtown Minneapolis and is home to multiple businesses, cultural attractions, and residential neighborhoods.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
63103	The 63103 ZIP code is located in St. Louis, Missouri, including parts of the central area. It includes a mix of business, housing, and artistic landmarks.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
64108	The 64108 ZIP code is located in Kansas City, Missouri, within the United States. It covers a varied urban area featuring residential neighborhoods, business districts, and cultural attractions.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
80202	80202 is a ZIP code located in downtown Denver, Colorado, known for its vibrant urban atmosphere and proximity to business districts. It includes a combination of commercial, residential, and cultural landmarks, including the Colorado State Capitol and various museums.	https://en.wikipedia.org/wiki/Denver,_Colorado
21202	This ZIP code 21202 is found in Baltimore, Maryland, within the United States. It includes areas of downtown Baltimore, notably regions near the Inner Harbor and the central business district.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
32803	The ZIP code 32803 is located in Orlando, Florida, within Orange County. It covers a mix of residential neighborhoods, commercial zones, and is near popular attractions such as the University of Central Florida.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#Florida
43210	43210 is a postal code located in Columbus, Ohio, United States. It encompasses parts of the city's northern neighborhoods and adjacent areas.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
48202	The 48202 ZIP code is located in Detroit, Michigan, renowned for its dynamic urban community and extensive automotive history. It encompasses varied neighborhoods with a blend of residential, commercial, and industrial areas.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#48202
53202	53202 is a postal code located in Milwaukee, Wisconsin, known for its bustling downtown area and cultural sites. It encompasses key landmarks such as the Milwaukee Art Museum and many dining and entertainment options.	https://en.wikipedia.org/wiki/ZIP_Code
55403	55403 is a postal area located in Minneapolis, Minnesota, known for its vibrant neighborhoods and closeness to downtown. It features a combination of residential areas, parks, and cultural attractions.	https://en.wikipedia.org/wiki/List_of_postal_codes_in_the_United_States#55000%E2%80%9355999
60603	60603 is a ZIP Code located in the central area of Chicago, Illinois. It covers parts of the Loop and is known for its business, economic, and cultural landmarks.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Illinois#60603
70119	The ZIP code 70119 is located in New Orleans, Louisiana, covering parts of the city's east neighborhoods. It includes housing areas and is known for its closeness to the Industrial Canal and the Lower Ninth Ward.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_the_United_States
77003	77003 is a postal code located in Houston, Texas, known for its mixed residential neighborhoods and proximity to downtown. It features a blend of historic homes, local businesses, and community parks.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_tabulation_areas_in_Texas
85004	The 85004 ZIP code is located in Phoenix, Arizona, including a portion of the downtown area. It features a mix of commercial, residential, and cultural landmarks in the United States.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes#850-85%2C_Phoenix,_AZ
90015	90015 is a ZIP code located in LA, California, encompassing parts of the Downtown LA area. It includes commercial, residential, and entertainment areas, making it a vibrant urban community.	https://en.wikipedia.org/wiki/Los_Angeles,_California#Neighborhoods
94103	The 94103 ZIP code is located in San Francisco, California, encompassing a vibrant urban area known for its diverse culture and lively neighborhoods. It includes parts of the SoMa district, boasting tech companies, stylish restaurants, and art galleries.	https://en.wikipedia.org/wiki/94103
98105	98105 is a zip code located in Seattle, Washington, encompassing neighborhoods such as the University District and Ravenna. It is known for its dynamic community, nearby the University of Washington, and varied cultural attractions.	https://en.wikipedia.org/wiki/98105
15222	The ZIP code 15222 is found in Pittsburgh, Pennsylvania, covering parts of the downtown area and cultural districts. It includes key landmarks such as the PNC Park and the Andy Warhol Museum.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
37204	The 37204 ZIP code is located in Nashville, Tennessee, encompassing varied neighborhoods with a combination of residential and commercial areas. It is known for its dynamic community, nearby businesses, and closeness to downtown Nashville.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
46205	The 46205 ZIP code is located in Indianapolis, Indiana, covering parts of the downtown area and nearby neighborhoods. It includes a combination of residential, commercial, and cultural landmarks.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
55404	55404 is a postal code located in Minneapolis, Minnesota, known for its dynamic urban neighborhoods and proximity to downtown. It features a combination of housing areas, parks, and local businesses, offering a mixed community atmosphere.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
63104	This 63104 ZIP code is situated in St. Louis, Missouri, including parts of the city's central and southern neighborhoods. It includes a mix of housing, business, and artistic areas, providing access to parks, schools, and local amenities.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#63104
64109	64109 is a postal code located in Kansas City, Missouri, within the United States. It includes a diverse urban area featuring residential districts, commercial districts, and cultural landmarks.	https://en.wikipedia.org/wiki/64109
80203	80203 is a zip code located in Denver, Colorado, encompassing parts of the downtown area and nearby neighborhoods. It is known for its lively city atmosphere, cultural attractions, and proximity to business districts in the United States.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Colorado
21204	The 21204 ZIP code is located in Baltimore, Maryland, within the United States. It includes residential neighborhoods and provides access to community resources and services.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Maryland#Baltimore_City
32805	The 32805 ZIP code is located in Orlando, Florida, consisting of parts of the city's central area. It includes residential neighborhoods, commercial zones, and is near major attractions and institutions.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
43215	The ZIP code 43215 is found in Columbus, Ohio, United States. It covers a portion of the city including housing and business areas.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
48204	The ZIP code 48204 is located in the city of Detroit, Michigan, within Wayne County. It includes a varied urban area with housing areas, local enterprises, and public facilities.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#48204
53203	53203 is a postal code located in Milwaukee, Wisconsin. It covers a mixed urban area known for its lively community and heritage neighborhoods.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Wisconsin#53203
55405	The ZIP code 55405 is situated in Minneapolis, Minnesota, within Hennepin County. It encompasses a mixed urban area featuring residential neighborhoods, parks, and commercial districts.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
60604	60604 is a ZIP code located in Chicago, Illinois, covering sections of the Loop and Near South Side neighborhoods. It is known for its nearness to key business districts, cultural institutions, and historic landmarks.	https://en.wikipedia.org/wiki/60604
70121	This ZIP code 70121 is situated in New Orleans, Louisiana, within Orleans Parish. It covers a section of the city's urban area, comprising housing and business districts.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
77004	77004 is a postal code located in Houston, Texas, known for its varied residential neighborhoods and lively community atmosphere. It includes areas with a combination of old homes, local businesses, and parks, offering a blend of urban and suburban living.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
85006	The 85006 ZIP code is located in Phoenix, Arizona, including parts of the city center area and surrounding neighborhoods. It includes a mix of housing, commercial, and artistic attractions, reflecting the lively urban lifestyle of the city.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
90016	The 90016 ZIP code is located in Los Angeles, California, covering neighborhoods such as Mid-City and parts of West Adams. It is known for its mixed community, historic architecture, and closeness to key city attractions in the United States.	https://en.wikipedia.org/wiki/Los_Angeles,_California#Neighborhoods_and_postal_codes
94104	94104 is a zip code located in San Francisco, California, known for its lively financial district and historic landmarks. It encompasses a blend of commercial offices, upscale dining, and cultural attractions.	https://en.wikipedia.org/wiki/94104
98107	98107 is a ZIP code located in the city of Seattle, Washington, encompassing neighborhoods such as the Ballard area and the Fremont neighborhood. It is known for its vibrant arts scene, parks along the water, and diverse dining options.	https://en.wikipedia.org/wiki/ZIP_Code
15224	The ZIP Code 15224 is found in Pittsburgh, Pennsylvania, United States. It encompasses parts of the city's South Hills area, including neighborhoods like Mount Lebanon and Dormont.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
37206	The ZIP code 37206 is located in Nashville, Tennessee, within Davidson County. It encompasses a diverse city area featuring housing areas, commercial establishments, and community facilities.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
46208	46208 is a ZIP code located in Indianapolis, Indiana, within Marion County. It covers a diverse metropolitan area with residential districts, commercial zones, and multiple parks.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
55406	The 55406 ZIP code is located in Minneapolis, Minnesota, covering parts of the Phillips and Powderhorn neighborhoods. It is a varied urban area recognized for its vibrant community, parks, and local businesses.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
63105	The postal code 63105 is located in St. Louis, Missouri, in the United States. It encompasses parts of the Central West End and Forest Park districts, renowned for their vibrant cultural sites and historic architecture.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
64110	The 64110 ZIP code is located in Kansas City, MO, within the United States. It covers residential neighborhoods and local shops, offering a blend of urban and suburban settings.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
80204	The 80204 ZIP code is located in Denver, Colorado, covering sections of the city's central and southeast neighborhoods. It features residential areas, parks, and local businesses, providing a mix of urban and suburban living.	https://en.wikipedia.org/wiki/List_of_ZIP_code_prefixes#80%E2%80%9389:_Colorado,_Wyoming
21205	The ZIP code 21205 is found in Baltimore, Maryland, United States. It mainly covers the areas of Dundalk and its nearby regions.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#20000%E2%80%932499
32806	The ZIP code 32806 is located in Orlando, Florida, within Orange County. It includes residential neighborhoods and is known for its proximity to major attractions and nearby amenities.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
43220	43220 is a ZIP Code located in Columbus, Ohio, within Franklin County. It primarily covers residential areas and local businesses in the northwest part of the city.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#Ohio
48205	48205 is a ZIP code located in Detroit, Michigan, recognized for its diverse community and deep industrial history. The area includes residential neighborhoods, local businesses, and proximity to major transportation routes.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
53204	53204 is a ZIP code located in the city of Milwaukee, Wisconsin, known for its vibrant urban neighborhoods and varied community. It includes housing areas, local businesses, and cultural landmarks enhancing the city's lively environment in the United States.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes#53xxx
55407	The ZIP code 55407 encompasses a portion of Minneapolis, Minnesota, recognized for its dynamic neighborhoods and varied communities. It contains residential areas, parks, and local businesses, enhancing the city's urban charm.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
60605	60605 is a postal code located in the Near Southside neighborhood of Chicago, Illinois. It encompasses a lively urban area recognized for its proximity to downtown, cultural attractions, and Lake Michigan.	https://en.wikipedia.org/wiki/60605
70125	The postal code 70125 is located in New Orleans, Louisiana. It includes sections of the city's Eastbank area, consisting of residential and commercial neighborhoods.	https://en.wikipedia.org/wiki/List_of_postal_codes_in_the_United_States
77005	77005 is a zip code located in Houston, Texas, known for its nearness to Rice University and the Museum District. The area features a blend of living areas, cultural sites, and thriving local businesses in the United States.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Houston,_Texas
85007	The 85007 ZIP code is located in Phoenix, Arizona, including parts of the central district and adjacent communities. It offers a mix of housing, commercial, and historic sites, enhancing the vibrant urban atmosphere of the city.	https://en.wikipedia.org/wiki/ZIP_Code
90017	90017 is a ZIP code located in downtown Los Angeles, California, known for its vibrant business district and historic sites. It includes a combination of business properties, housing units, and entertainment venues in the United States.	https://en.wikipedia.org/wiki/90017
94105	94105 is a ZIP code located in San Francisco, California, known for its dynamic financial district and nearness to the Embarcadero waterfront. It encompasses a mix of contemporary office buildings, tech companies, and luxury residential spaces.	https://en.wikipedia.org/wiki/94105
98109	The 98109 ZIP code is located in Seattle, Washington, covering areas such as Queen Anne and parts of South Lake Union. It is known for its dynamic urban environment, proximity to tech companies, and beautiful views of the Puget Sound.	https://en.wikipedia.org/wiki/98109
15232	The ZIP code 15232 is located in the city of Pittsburgh, Pennsylvania, within Allegheny County. It encompasses neighborhoods such as the West End and features residential, commercial, and recreational areas.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
37207	The ZIP code 37207 is located in Nashville, Tennessee, within Davidson County. It includes a blend of housing areas and commercial areas, featuring a vibrant metropolitan area.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
46220	The 46220 ZIP code is located in Indianapolis, Indiana, within the United States. It encompasses a blend of housing areas and commercial areas, featuring a variety of community amenities.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
55408	55408 is a ZIP code located in Minneapolis, Minnesota, famous for its varied neighborhoods and vibrant community. It covers residential areas, parks, and local businesses, contributing to the city's dynamic urban environment.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
63106	The 63106 ZIP code is located in St. Louis, Missouri, within the United States. It includes parts of the downtown area and nearby neighborhoods, featuring a mix of housing, commercial, and cultural landmarks.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
64111	The 64111 ZIP code is located in Kansas City, Missouri, within Jackson County. It encompasses a mainly residential area with a combination of commercial properties and local facilities.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
80205	The 80205 ZIP code is located in Denver, Colorado, covering parts of downtown and nearby neighborhoods. It includes a mix of residential, commercial, and cultural areas with proximity to parks and public transportation.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#80205
21206	This 21206 ZIP code is found in Baltimore, Maryland, and includes neighborhoods in the northeast part of the city. It contains residential areas, local businesses, and community parks, showing a varied urban environment.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
32807	The postal code 32807 is located in Orlando, Florida, within Orange County. It includes housing areas, commercial areas, and is near various parks and local amenities.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#Florida
43221	ZIP code 43221 is located in the city of Columbus, Ohio, and encompasses parts of the north suburbs. It includes residential neighborhoods, parks, and local businesses, delivering a suburban atmosphere close to the city.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Columbus,_Ohio
48206	The 48206 ZIP code is located in Detroit, Michigan, and includes a diverse urban area with residential and business properties. It offers a mix of historic neighborhoods and active development projects focused on revitalizing the community.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
53205	The 53205 postal code is located in Milwaukee, Wisconsin, and covers a mixed urban area with residential neighborhoods, parks, and small businesses. It is part of Milwaukee County and features a mix of historic and up-to-date community amenities.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Wisconsin
55409	55409 is a postal code located in Minneapolis, Minnesota, known for its housing areas and proximity to parks and local amenities. It is part of Hennepin County and offers quick access to downtown Minneapolis.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
60606	60606 is a postal code located in downtown Chicago, Illinois, known for its dynamic business district and proximity to famous landmarks like the Willis Tower. It contains a mix of commercial buildings, offices, and cultural attractions, making it a central hub in the city.	https://en.wikipedia.org/wiki/60606
70126	The ZIP code 70126 is located in New Orleans, Louisiana, within Orleans Parish. It chiefly covers zones near the Mississippi River and contains residential and commercial neighborhoods.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Alabama
77006	77006 is a lively postal code located in Houston, Texas, known for its mixed neighborhoods and cultural highlights. It features a combination of residential areas, popular restaurants, and exciting entertainment options in the United States.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
85008	85008 is a ZIP code located in the city of Phoenix, Arizona, encompassing districts in the heart of the city. It includes a variety of residential, business, and recreational areas, providing access to local amenities and parks.	https://en.wikipedia.org/wiki/ZIP_Code#85008
90018	The 90018 ZIP code is located in LA, California, encompassing parts of the South Los Angeles area. It is a diverse neighborhood known for its lively community and near downtown Los Angeles.	https://en.wikipedia.org/wiki/Los_Angeles,_California
94107	The 94107 ZIP code is located in SF, California, encompassing vibrant neighborhoods such as SoMa and Potrero. It is known for its blend of housing, commercial, and tech industry spaces, offering a dynamic urban environment.	https://en.wikipedia.org/wiki/San_Francisco,_California
98115	98115 is a postal region in Seattle, Washington, covering areas such as Wedgwood and View Ridge. This area is known for its residential communities, parks, and proximity to the University of Washington.	https://en.wikipedia.org/wiki/98115
15233	15233 is a zip code located in Pittsburgh, Pennsylvania, within Allegheny County. It encompasses a section of the city that contains housing areas and local enterprises.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#New_York
37208	The ZIP Code 37208 is located in Nashville, Tennessee, within Davidson County. It covers a mixed urban area featuring residential districts, commercial zones, and cultural attractions.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
46222	The ZIP code 46222 is found in Indianapolis, Indiana. It includes a section of the city's northern area, comprising residential districts and local enterprises.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#46xxx
55410	55410 is a zip code located in Minneapolis, Minnesota, known for its diverse housing areas and closeness to the University of Minnesota. The area features a combination of city facilities, parks, and cultural attractions.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
63107	The postal code 63107 is found in St. Louis, Missouri, United States. It covers sections of the urban central corridor, such as neighborhoods like Downtown West and the Central West End.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
64112	The ZIP code 64112 is located in Kansas City, Missouri, within the United States. It covers a combination of housing, business, and manufacturing areas, adding to the city's mixed urban landscape.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#64112
80206	The 80206 postal code is situated in Denver, Colorado, encompassing varied neighborhoods with a combination of residential and commercial areas. It includes a mixture of historic homes, local businesses, and lively community spaces in the United States.	https://en.wikipedia.org/wiki/List_of_postal_codes_in_the_United_States
21207	The 21207 ZIP code is situated in Baltimore, Maryland, and covers neighborhoods such as Hampden and Wyman Park. It is known for its vibrant arts scene, historic architecture, and nearness to Johns Hopkins University in the United States.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Maryland
32808	This ZIP code 32808 is located in Orlando, Florida, covering parts of the city's eastern and southeastern neighborhoods. It comprises residential areas, parks, and commercial zones, contributing to the diverse community of Orlando.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#Florida
43222	The postal code 43222 is located in Columbus, Ohio, within Franklin County. It includes housing areas and local businesses, providing access to city amenities and services.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
48207	48207 is a postal code located in Detroit, Michigan, known for its dynamic community and rich industrial history. It encompasses diverse neighborhoods with a combination of residential, commercial, and cultural landmarks.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_United_States#Ohio
53206	53206 is a ZIP code located in Milwaukee, Wisconsin, known for its mixed residential neighborhoods and dynamic community atmosphere. It encompasses a mix of historic homes, local businesses, and cultural landmarks.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Wisconsin
55411	The postal code 55411 is located in the city of Minneapolis, Minnesota, within Hennepin County. It covers residential neighborhoods featuring a combination of historic homes and contemporary amenities.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
60607	60607 is a ZIP code located in the Near West Side neighborhood of Chicago, Illinois. It is known for its lively mix of residential, commercial, and academic spaces, including nearness to the University of Illinois at Chicago.	https://en.wikipedia.org/wiki/ZIP_Code
70127	The postal code 70127 is situated in New Orleans, Louisiana, within Jefferson Parish. It chiefly includes housing areas and is part of the broader New Orleans metropolitan zone.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Arkansas
77007	77007 is a zip code located in Houston, Texas, known for its vibrant districts and proximity to downtown. It features a combination of housing, commercial, and cultural attractions, making it a well-liked area for young professionals and families in the United States.	https://en.wikipedia.org/wiki/ZIP_Code
85009	85009 is a ZIP code located in Phoenix, Arizona, covering areas of the downtown area and surrounding neighborhoods. It features a blend of residential, commercial, and cultural sites within the city.	https://en.wikipedia.org/wiki/ZIP_code
90019	90019 is a ZIP Code located in Los Angeles, California, known for its multicultural community and lively neighborhoods. It encompasses parts of Mid-City and is near popular cultural and recreational spots in the United States.	https://en.wikipedia.org/wiki/ZIP_Code
94108	94108 is a postal code in San Francisco, California, known for its vibrant financial district and historic landmarks. It covers areas such as Chinatown and the renowned Transamerica Pyramid.	https://en.wikipedia.org/wiki/94108
98116	The 98116 ZIP code is located in Seattle, Washington, covering neighborhoods such as West Seattle and Admiral. It offers a blend of residential areas, parks, and waterfront access along Puget Sound.	https://en.wikipedia.org/wiki/98116
15235	The ZIP code 15235 is situated in Pittsburgh, Pennsylvania, covering parts of the city's eastern neighborhoods. It includes residential areas, local businesses, and community parks.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
37209	The ZIP code 37209 is located in Nashville, Tennessee, including areas within the city including residential and commercial areas. It is known for its mixed neighborhoods and closeness to downtown Nashville.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Florida
46224	46224 is a ZIP code located in Indianapolis, Indiana, within the United States. It encompasses residential areas and provides access to nearby parks, schools, and community services.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
55412	The ZIP code 55412 covers parts of Minneapolis, Minnesota, such as neighborhoods such as Bryn Mawr and Harrison. It features a blend of housing areas, parks, and commercial establishments, creating a lively community atmosphere.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Illinois
63108	The 63108 ZIP code is situated in St. Louis, Missouri, and includes neighborhoods such as the Central West End and sections of the Delmar Loop. It is known for its vibrant cultural scene, historic architecture, and proximity to Washington University.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#Missouri
64113	64113 is a postal area located in Kansas City, Missouri, within the United States. It encompasses a community known for its local parks and area schools.	https://en.wikipedia.org/wiki/List_of_ZIP_code_prefixes
80207	The 80207 ZIP code is located in Denver, Colorado, covering parts of the West Colfax and Villa Park neighborhoods. It offers a mix of residential, commercial, and cultural areas with easy access to downtown Denver.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
21208	The 21208 ZIP code is located in Baltimore, Maryland, covering neighborhoods such as Park Heights and Woodmere. It is a diverse urban area with a combination of residential, business, and recreational spaces.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
32809	The 32809 ZIP code is located in Orlando, Florida, within Orange County. It covers a residential area boasting a variety of communities, parks, and nearby facilities.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
43223	The postal code 43223 is situated in Columbus, Ohio, within Franklin County. It encompasses areas including parts of the western side of Columbus and surrounding neighborhoods.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
48208	The 48208 ZIP code is located in Detroit, Michigan. It covers a predominantly residential area with a mix of commercial and industrial sites.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Indiana
53207	The ZIP code 53207 is located in Milwaukee, Wisconsin, United States. It encompasses areas on the urban northwest side, offering a mix of residential and business districts.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#:~:text=53207
55413	The ZIP code 55413 is located in the city of Minneapolis, MN, within Hennepin County. It covers residential and commercial areas, including parts of the Nicollet Island and the University of Minnesota East Bank neighborhood in the United States.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
60608	60608 is a ZIP code located in the city of Chicago, Illinois, encompassing neighborhoods such as Pilsen and Bridgeport. It is known for its vibrant cultural atmosphere, historic architecture, and multicultural community.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
70128	70128 is a ZIP code located in New Orleans, Louisiana, United States. It covers areas primarily in the east part of the city, including neighborhoods such as the Lower Ninth Ward.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
77008	77008 is a postal code located in Houston, Texas, known for its mixed neighborhoods and lively cultural scene. The area features a mix of residential homes, local businesses, and parks, making it a balanced community in the United States.	https://en.wikipedia.org/wiki/ZIP_Code
85010	85010 is a postal code located in Phoenix, Arizona, covering sections of the downtown area. It includes a combination of housing, business, and historic landmarks.	https://en.wikipedia.org/wiki/ZIP_Code
90020	The 90020 ZIP code is located in LA, California, within the United States. It encompasses parts of the Mid-Wilshire area, known for its multicultural neighborhoods and nearness to cultural landmarks.	https://en.wikipedia.org/wiki/90020
94109	94109 is a zip code located in San Francisco, California, known for its dynamic neighborhoods and proximity to famous landmarks such as Nob Hill and Russian Hill. It features a combination of residential, commercial, and cultural attractions, making it a thriving area within the city of the United States.	https://en.wikipedia.org/wiki/94109
98117	The 98117 ZIP code is located in Seattle, Washington, including neighborhoods such as Ballard and Magnolia. It is known for its dynamic community, parks along the water, and a combination of residential and commercial areas.	https://en.wikipedia.org/wiki/98117
15236	This ZIP code 15236 is located in Pittsburgh, Pennsylvania, in the United States. It covers parts of the North Hills area, including neighborhoods such as McCandless and Franklin Park.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
37210	The ZIP code 37210 is located in the city of Nashville, Tennessee, within Davidson County. It encompasses a mixed area consisting of parts of the city with residential zones, commercial zones, and schools in the United States.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
46225	The postal code 46225 is located in Indianapolis, Indiana, United States. It includes a varied area with residential districts and commercial zones.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
55414	The ZIP code 55414 is located in the city of Minneapolis, MN, within Hennepin County. It covers the Longfellow neighborhood, recognized for its parks, small businesses, and thriving community atmosphere.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
63109	The ZIP code 63109 is located in St. Louis, Missouri, within the United States. It covers sections of the city's south side, comprising residential and commercial areas.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes
64114	The ZIP code 64114 is situated in Kansas City, Missouri, within the United States. It includes residential zones and business districts, featuring a combination of city and outskirts environments.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes#64114
80208	The postal code 80208 is situated in Denver, Colorado, within the United States. It encompasses parts of the southeastern Denver area, including neighborhoods near Cherry Creek State Park.	https://en.wikipedia.org/wiki/80208
21209	The ZIP code 21209 is located in Baltimore, Maryland, United States. It covers neighborhoods recognized for their multicultural communities and residential areas.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes#200-299_–_District_of_Columbia_and_Maryland
32810	Postal code 32810 is situated in Orlando, Florida, within Orange County. It encompasses a blend of housing areas, business districts, and is near key landmarks like Disney World.	https://en.wikipedia.org/wiki/List_of_postal_codes_in_the_United_States
43224	This ZIP code 43224 is located in Columbus, Ohio, within Franklin County. It encompasses residential and commercial areas, providing access to nearby facilities and community services.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Indiana
48209	The 48209 ZIP code is located in the city of Detroit, MI, United States. It covers a mixed city area with housing areas and local companies.	https://en.wikipedia.org/wiki/List_of_ZIP_Code_prefixes
53208	53208 is a ZIP code located in Milwaukee, Wisconsin, known for its varied residential neighborhoods and dynamic community. It includes a blend of commercial areas, parks, and schools, contributing to its dynamic urban atmosphere.	https://en.wikipedia.org/wiki/List_of_ZIP_codes_in_Wisconsin
55414	The ZIP code 55414 is found in Minneapolis, Minnesota, within Hennepin County. It includes neighborhoods such as Bryn Mawr and features a blend of residential areas and local businesses.	https://en.wikipedia.org/wiki/List_of_United_States_postal_codes

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