Europe Portable Washing Machine Market Outlook and Growth Potential (2026-2034)
Europe Portable Washing Machine Market is expected to reach US$ 3.58 Billion by 2034 from US$ 2.52 Billion in 2025, with a CAGR of 3.98% from 2026 to 2034. The Europe Portable Washing Machine Market is anticipated to expand steadily through 2034, driven by compact living trends, travel-friendly appliance demand, rising e-commerce penetration, and growing interest in flexible laundry solutions.Europe Portable Washing Machine Industry Overview
The Europe portable washing machine market is emerging as a notable segment within the household appliance industry, supported by changing urban lifestyles, smaller living spaces, and increasing demand for flexible and space-efficient laundry solutions. Portable washing machines are compact appliances designed for users who need convenient washing capabilities without the footprint, plumbing requirements, or permanent installation associated with traditional full-sized machines. These products are particularly useful in apartments, student accommodations, rented spaces, holiday homes, recreational vehicles, and temporary living environments where conventional laundry appliances may not be practical. Across Europe, rising urbanization and a growing preference for compact home appliances are contributing to stronger interest in portable washing machines. Consumers are increasingly looking for products that combine convenience, mobility, ease of use, and reduced space consumption, which positions portable washing machines as a practical alternative in selected residential and travel-oriented use cases.The market is also benefiting from broader shifts in consumer purchasing behavior, especially the increasing focus on multifunctional home appliances and the expansion of online retail channels. European consumers are becoming more receptive to compact appliances that fit modern lifestyles, particularly in cities where apartment sizes are relatively smaller and convenience-driven purchasing is rising. Portable washing machines appeal to users who value lightweight appliances, quick setup, and the ability to manage small laundry loads without depending entirely on communal laundries or external laundry services. Product innovation is also shaping the market, with manufacturers focusing on better portability, water efficiency, lower noise, improved washing functionality, and user-friendly controls. Some models are designed specifically for delicate clothing, baby garments, travel needs, or quick daily laundry cycles, further broadening the product’s appeal. These features are helping portable washing machines transition from niche products to more visible options in Europe’s evolving consumer appliance landscape.
Looking ahead, the Europe portable washing machine market is expected to gain support from the continued growth of small households, rising mobility among students and renters, and stronger online product visibility across the region. Demand is likely to remain concentrated in urban residential settings, temporary housing arrangements, compact vacation properties, and other environments where conventional laundry equipment is either impractical or unnecessary. The market may also benefit from sustainability-related consumer preferences, particularly where smaller washing machines are perceived as suitable for low-volume laundry and selective garment care. However, growth may still be moderated by consumer awareness gaps, limited load capacity, and competition from standard washing machines and shared laundry infrastructure. Despite these limitations, portable washing machines are expected to retain a relevant role in Europe’s compact appliance segment by addressing the needs of consumers seeking flexible, space-saving, and convenient laundry solutions over the forecast period.
Recent Advancements and Market Updates in the Europe Portable Washing Machine Industry
- June Haier introduced a smart portable washing machine with built-in Wi-Fi connectivity in October 2024 that enables users to control and keep an eye on laundry cycles from a distance via a smartphone app.
- Electrolux unveiled its newest series of portable washing machines in August 2024. These machines adhere to European environmental requirements by using water-saving technologies and sustainable materials.
- Bosch announced the introduction of a new line of small, energy-efficient portable washing machines in June 2024, with a focus on urban European consumers.
Major Forces Supporting Europe Portable Washing Machine Market Growth
Expansion of Compact Living and Small Household Formats
One of the main drivers of the Europe portable washing machine market is the growing prevalence of compact living arrangements and smaller household formats across urban centers. Apartments, studio units, student housing, and rented accommodations often have limited floor space and may not support the installation of traditional full-sized washing machines. Portable washing machines provide an attractive solution in these settings because they offer laundry functionality in a smaller, movable format that requires less space and can often be used with minimal setup. As more consumers prioritize practical and space-efficient appliances, especially in densely populated cities, portable washing machines are becoming more relevant. They are particularly suitable for individuals living alone, couples, students, and temporary residents who do not generate large laundry volumes. The continued rise of urban residential density and compact housing formats across Europe is therefore creating favorable conditions for portable washing machine adoption in the years ahead.Rising Preference for Flexible and Convenient Laundry Solutions
The increasing demand for convenience-driven home appliances is another important factor supporting growth in the Europe portable washing machine market. Consumers today are looking for appliances that fit dynamic lifestyles, reduce dependency on external services, and provide greater control over daily household tasks. Portable washing machines meet these expectations by allowing users to wash small loads at home without requiring a permanent laundry setup. This is especially valuable for renters, travelers, students, and people living in temporary accommodations where access to full laundry facilities may be limited or inconvenient. In addition, these appliances can be useful for quickly washing daily wear, delicate garments, children’s clothing, or emergency laundry loads. Their portability, compact dimensions, and relatively simple operation make them appealing to users who value flexibility and ease of use. As convenience continues to shape appliance purchasing behavior across Europe, portable washing machines are expected to attract wider consumer attention.Growth of E-Commerce and Wider Product Accessibility
The rapid growth of e-commerce is playing a significant role in expanding the reach of portable washing machines across Europe. Unlike conventional large appliances that are often purchased through physical retail showrooms, portable washing machines are well suited to online retail because they are compact, easy to compare, and frequently bought based on functionality, dimensions, and convenience features. Digital marketplaces allow consumers to explore a wider range of models, compare product specifications, read reviews, and evaluate portable options that may not be prominently displayed in local stores. Online platforms also help niche or emerging appliance brands reach customers in multiple European markets without relying entirely on traditional retail distribution. As a result, product visibility and consumer awareness are improving across different countries and customer segments. The continued expansion of online appliance shopping, supported by home delivery and digital comparison tools, is expected to remain a key contributor to portable washing machine market growth in Europe.Key Obstacles Influencing the Europe Portable Washing Machine Market
Limited Load Capacity and Performance Expectations
A major challenge for the Europe portable washing machine market is the limited load capacity of these appliances compared with standard washing machines. Portable models are designed primarily for small and light laundry loads, which makes them practical for individual users or selective washing tasks but less suitable for larger families or households with heavy weekly laundry needs. This capacity limitation can reduce their appeal among consumers seeking a single all-purpose washing solution. In addition, some buyers may question the washing performance, spin capability, and durability of compact portable units when compared with conventional automatic machines.Competition from Conventional Appliances and Shared Laundry Infrastructure
The Europe portable washing machine market also faces competition from established laundry alternatives, including full-sized automatic washing machines and shared laundry facilities available in apartment complexes, student residences, and urban housing communities. In many households, conventional washing machines remain the preferred option because they offer larger capacity, automated operation, and familiarity among consumers. At the same time, in settings where communal laundry rooms or laundromats are readily accessible, the need for a portable unit may be less compelling. This is particularly relevant in cities where residents are already accustomed to using shared laundry infrastructure. As a result, portable washing machines must compete not only on convenience but also on perceived value, ease of use, and practical necessity.United Kingdom Portable Washing Machine Market
The United Kingdom represents an important market for portable washing machines in Europe due to the country’s strong rental housing segment, compact urban living arrangements, and growing consumer interest in convenience-oriented home appliances. Portable washing machines are particularly relevant in smaller flats, student accommodations, temporary rental units, and holiday properties where space constraints may make full-sized machines less practical. The market is also supported by increasing e-commerce adoption, which allows consumers to access a wide variety of compact laundry appliances with ease. In the United Kingdom, portable washing machines may appeal to students, young professionals, and households seeking supplementary laundry options for small daily loads or delicate garments. The growing preference for flexible appliances that fit urban lifestyles supports the market’s development.The demand for portable washing machines is rising in the UK as the number of small homes and rental properties rises. The market for portable washing machines grew by 48% between 2020 and 2023, with over 1.3 million units sold in 2023 alone, according to the UK Office for National Statistics (ONS). £1.2 billion will be spent on space-efficient appliances by 2023.
Government incentives and sustainability trends are propelling industrial expansion. Sales of eco-friendly portable washing machines have increased by 39% as a result of incentives for energy-efficient equipment provided by the UK Department for Business, Energy and Industrial Strategy (BEIS).
Germany Portable Washing Machine Market
Germany holds a notable position in the Europe portable washing machine market because of its large urban population, strong consumer appliance market, and increasing demand for efficient household products. Portable washing machines in Germany are likely to find demand among students, single-person households, renters, and users seeking additional washing flexibility in smaller apartments or temporary accommodations. The country’s emphasis on product quality, energy-conscious appliance use, and practical household management supports interest in compact laundry solutions that serve targeted use cases. Portable washing machines can also appeal to users who want a secondary appliance for delicate items, low-volume laundry, or travel-related applications. In addition, Germany’s well-developed e-commerce ecosystem supports product discovery and purchasing across both domestic and international brands. As smaller household formats and convenience-driven buying patterns continue to evolve, Germany is expected to remain an important European market for portable washing machine demand and innovation.According to the German Federal Statistical Office (Destatis), Germany produces 46% of Europe's portable washing machines, with over 4.1 million units planned in 2023. Between 2020 and 2023, the market rose by 29%, driven by urbanization and demand for space-saving appliances. Over €3.6 billion (USD3.9 billion) has been invested in the region, demonstrating significant industry and consumer demand.
France Portable Washing Machine Market
France is a relevant market for portable washing machines due to the country’s urban housing mix, growing online retail culture, and rising consumer interest in compact household appliances. In metropolitan areas and smaller residential spaces, portable washing machines offer a practical solution for consumers who need laundry convenience without allocating space for a conventional washing machine. They can be especially useful for students, renters, temporary residents, and individuals seeking lightweight appliances for small daily washing needs. France also has a strong consumer base for lifestyle-oriented home products, which supports demand for appliances that combine portability, functionality, and space efficiency. The online retail environment further improves access to portable washing machines by enabling consumers to compare features and purchase models suited to their living conditions.Italy Portable Washing Machine Market
Italy’s portable washing machine market is supported by urban residential living, second-home usage, tourism-linked accommodations, and increasing demand for practical home appliances that fit smaller spaces. Portable washing machines can be particularly relevant in apartments, student residences, compact family homes, and vacation properties where a lightweight and movable laundry solution may be preferred over a permanent full-sized installation. Italian consumers seeking flexible household appliances may view portable washing machines as useful for low-volume laundry, baby clothes, undergarments, or occasional washing in secondary residences. The market can also benefit from the growth of online retail, which makes it easier for consumers to discover compact appliance options and compare their utility.Top Loader Portable Washing Machine Market
The top loader portable washing machine segment represents an important product category in Europe because it combines compact form with user-friendly operation. Top-loading models are often preferred for their easy accessibility, simplified loading process, and suitability for quick washing tasks, making them appealing to users who want practical everyday convenience. In portable formats, top loader units are particularly useful for small apartments, dormitories, holiday homes, and temporary accommodations where consumers require lightweight laundry solutions that do not demand permanent installation. Their design can also make them suitable for washing delicate garments, children’s clothing, and small routine loads.Less than 5 Kg Portable Washing Machine Market
The less than 5 kg segment is a core category within the Europe portable washing machine market because it aligns closely with the primary use case of compact, low-volume laundry management. These machines are designed for users who need to wash limited quantities of clothing efficiently, such as students, single occupants, travelers, or residents of small apartments. Their lightweight design, smaller footprint, and easy storage make them particularly attractive in urban European households where available space is limited. Portable washing machines in this capacity range are often chosen for undergarments, baby clothes, delicate garments, sportswear, and other small laundry loads that do not require a full-sized machine cycle.Residential Portable Washing Machine Market
The residential segment is expected to remain the primary application area for portable washing machines in Europe, as these products are mainly designed to address household laundry needs in compact and flexible living environments. Residential users value portable washing machines for their convenience, mobility, and ability to fit into apartments, dormitories, rented homes, and secondary residences without requiring major installation work. They are especially useful for small households, students, elderly users, and consumers who want a dedicated appliance for quick or selective washing tasks. In residential settings, portable washing machines can serve as an alternative where full-sized units are impractical or as a supplementary solution for delicate items and low-volume laundry. The growing trend toward smaller urban homes and convenience-led appliance purchases supports continued demand from the residential sector.Online Portable Washing Machine Market
The online distribution segment is becoming increasingly important in the Europe portable washing machine market because digital retail platforms provide consumers with easy access to a wide range of compact appliance options. Portable washing machines are especially suited to online sales due to their smaller size, specification-driven purchasing process, and niche appeal among consumers seeking practical laundry solutions. Through online channels, buyers can compare capacity, portability, loading type, water usage, user reviews, and design features before making a purchase decision. This level of visibility is particularly helpful in a category that may receive limited shelf space in physical stores compared with traditional washing machines.Key Questions and Answers from the Europe Portable Washing Machine Market Content
1. What is a portable washing machine?
A portable washing machine is a compact laundry appliance designed for small spaces and flexible use. It helps users wash clothes conveniently without needing a permanently installed full-sized washing machine.2. Why is the Europe portable washing machine market growing?
The market is growing due to compact living trends, increasing urbanization, rising demand for convenient home appliances, and stronger online availability of portable washing machines across European consumer markets.
3. Who commonly uses portable washing machines in Europe?
Portable washing machines are commonly used by students, renters, single-person households, travelers, and people living in apartments or temporary accommodations where traditional laundry appliances are impractical or unnecessary.4. Why are portable washing machines suitable for urban homes?
They are suitable for urban homes because they occupy less space, are easy to move, and provide laundry convenience in apartments, studios, and smaller residences with limited appliance installation capacity.
5. What is a key challenge in the portable washing machine market?
A key challenge is limited load capacity, as portable washing machines are mainly designed for small laundry volumes and may not meet the needs of larger families or heavy weekly washing routines.Research Methodology of "Research Methodology of Europe Creatine Supplements Market
The Europe Creatine Supplements Market was estimated using a combination of bottom-up and top-down approaches, supported by secondary research, company-level analysis, product pricing, consumer demand assessment, distribution analysis, and data triangulation. The methodology was designed to estimate the market size across European countries, product forms, applications, distribution channels, and consumer groups.1. Market Definition and Scope
- The estimation process began by defining the scope of the Europe Creatine Supplements Market.
- The analysis covered creatine-based dietary supplements sold through different channels.
- The market definition was standardized to ensure that:
- Only relevant creatine supplement sales were included.
- Products with broader sports nutrition formulations were not incorrectly counted as pure creatine supplements.
2. Secondary Research
- Extensive secondary research was conducted to understand the European creatine supplement industry and identify the information required for market estimation.
- Sources reviewed included:
- Company annual reports
- Investor presentations
- Manufacturer websites
- Product catalogs
- Sports nutrition industry publications
- European food and supplement regulations
- Government publications
- Trade statistics
- Retailer websites
- E-commerce platforms
- This research was used to identify:
- Major manufacturers
- Product availability
- Pricing
- Distribution structures
- Consumer trends
- Country-level market characteristics
3. Bottom-Up Market Estimation
- The bottom-up approach was used to calculate the market based on estimated product sales.
- The number of creatine supplement units sold was estimated across major European countries and product categories.
- These volumes were multiplied by the corresponding average selling prices.
- The basic calculation was:
- Creatine Supplements Market Value = Units Sold × Average Selling Price
- The calculation was performed separately for:
- Product forms
- Product types
- Applications
- Countries
- The individual estimates were then aggregated to determine the overall European market.
4. Unit Volume Estimation
- Creatine supplement consumption was estimated using several demand indicators.
- The analysis considered:
- Number of active consumers
- Fitness and gym participation
- Sports participation
- Number of athletes
- Consumer adoption of sports nutrition
- Creatine usage among strength-training participants
- Product penetration
- Repeat purchases
- Average consumption frequency
- Pack sizes
- Replacement and replenishment cycles
- The estimated consumer base was multiplied by an estimated annual consumption rate to derive potential product demand.
- The resulting consumption estimate was reconciled with observed product sales and distribution information.
5. Average Selling Price Analysis
- Average selling prices were calculated separately for major product categories and product formats.
- Pricing varied according to:
- Creatine formulation
- Product purity
- Brand
- Product form
- Pack size
- Ingredient combinations
- Certification
- Premium positioning
- Distribution channel
- Country
- Prices from manufacturers, retailers, distributors, pharmacies, sports nutrition stores, and online platforms were reviewed to establish representative average selling prices.
- The analysis differentiated between:
- Consumer retail prices
- Estimated manufacturer or wholesale values
- This distinction helped avoid overstating the market size.
6. Top-Down Market Estimation
- A top-down approach was applied to validate the bottom-up estimates.
- The broader European sports nutrition and dietary supplements markets were analyzed to determine the proportion attributable to creatine products.
- The analysis considered:
- Sports nutrition expenditure
- Dietary supplement consumption
- Sports and fitness participation
- Consumer spending on performance nutrition
- Creatine penetration within sports supplements
- Product availability
- Country-level supplement adoption
- A creatine-specific share was subsequently applied to relevant broader markets to derive an independent estimate of the European creatine supplements market.
- The top-down results were compared with the bottom-up estimates to identify inconsistencies.
7. Consumer Demand Analysis
- Consumer demand was assessed across major user groups.
- Athletes and Competitive Sports Participants were analyzed based on demand for:
- Strength
- Power
- Training support
- Sports performance supplementation
- Fitness Enthusiasts were evaluated based on:
- Gym participation
- Resistance training
- Bodybuilding
- General fitness consumption
- General Health and Wellness Consumers were considered separately as creatine use expanded beyond traditional sports applications.
- The analysis also examined consumer preferences for:
- Powders
- Capsules
- Gummies
- Ready-to-drink products
- Flavored formulations
8. Country-Level Estimation
- The European market was estimated country by country rather than applying a uniform European growth rate.
- Major markets such as Germany, the United Kingdom, France, Italy, Spain, the Netherlands, etc. were assessed individually.
- Country-level calculations considered:
- Population
- Sports participation
- Gym membership
- Fitness culture
- Disposable income
- Supplement consumption
- E-commerce penetration
- Retail infrastructure
- Product availability
- Regulatory environment
- Consumer awareness
- The individual country estimates were subsequently aggregated to determine the European market size.
9. Company Revenue Analysis
- Financial information from major supplement companies was reviewed to determine their contribution to the European market.
- Where a company reported creatine sales separately, the reported information was incorporated directly.
- Where creatine was included within a broader sports nutrition portfolio, the creatine contribution was estimated based on:
- Product portfolio
- Number of creatine SKUs
- Product sales information
- Market presence
- Distribution coverage
- Product pricing
- Company commentary
- This analysis helped establish a supply-side estimate of the market.
10. Import and Export Analysis
- European trade statistics were reviewed to understand the movement of creatine ingredients and finished supplements across the region.
- The analysis considered:
- Imports of creatine ingredients
- Imports of finished supplements
- Exports from European manufacturers
- Major supplying countries
- Domestic manufacturing
- International brands operating in Europe
- Trade data was used as a supporting indicator rather than as the sole basis of the market calculation because customs classifications could include products beyond finished creatine supplements.
11. Regulatory and Product Compliance Assessment
- The European regulatory environment was reviewed because regulations governing food supplements, ingredient use, labeling, health claims, and product marketing affected the availability and positioning of creatine products.
- The analysis examined relevant European and national regulatory requirements to understand how compliance influenced:
- Product formulations
- Product labeling
- Marketing claims
- Distribution
- Product launches
- Cross-border sales
- Regulatory developments were incorporated into the market forecast where they were expected to influence product availability or consumer adoption.
12. Segment-Level Estimation
- Each market segment was estimated independently.
- For example:
- Product Type Market Value = Total Creatine Volume × Product-Type Share × Relevant ASP
- Country Market Value = Estimated Users × Average Annual Consumption × Average Product Price
- The segment estimates were then reconciled with the overall European market total.
- This approach helped ensure that:
- Product types were not double counted.
- Product forms were not double counted.
- Applications were not double counted.
- Consumer groups were not double counted.
- Distribution channels were not double counted.
13. Forecast Estimation
- After establishing the historical and base-year market size, future growth was estimated using relevant demand and supply-side factors.
- The forecast incorporated:
- Increasing sports and fitness participation
- Growing awareness of sports nutrition
- Expansion of creatine use beyond traditional athletes
- Product innovation
- Growth of online supplement sales
- Increasing availability of convenient formats
- Expansion of premium formulations
- Broader consumer awareness of creatine
- Growth of fitness and wellness culture
- Expansion of distribution networks
- Country-specific assumptions were applied because consumer adoption and regulatory conditions differed across European markets.
14. Data Triangulation
- The final market estimate was established through data triangulation.
- Three primary estimation perspectives were compared:
- Bottom-Up Approach:
- Estimated units sold × average selling price
- Top-Down Approach:
- European sports nutrition/dietary supplement market × estimated creatine share
- Supply-Side Approach:
- Manufacturer revenues + distribution and trade analysis
- Where differences occurred, the underlying assumptions were reviewed in terms of:
- Consumer numbers
- Consumption frequency
- Product pricing
- Company revenue allocation
- Country-level penetration
15. Third-Party Validation
- The preliminary market estimates were validated through discussions with independent industry participants and subject-matter experts.
- The validation focused on:
- Market size
- Consumer penetration
- Product pricing
- Product mix
- Country-level market shares
- Distribution channels
- Consumer purchasing behavior
- Competitive landscape
- Forecast assumptions
- Expert feedback was compared against secondary data and company-level evidence.
- Assumptions were adjusted where appropriate based on the validation findings.
16. Final Market Calculation
- Following the completion of:
- Bottom-up estimation
- Top-down validation
- Company analysis
- Pricing research
- Country-level assessment
- Trade analysis
- Third-party validation
- The final Europe Creatine Supplements Market estimate was established.
- This methodology provided a comprehensive framework for estimating the historical, current, and forecast value and volume of the Europe Creatine Supplements Market.
Market Segmentation
Product Type
- Top Loader
- Front Loader
Capacity
- Less than 5 Kg
- 5-8 Kg
- 8-10 Kg
- 10 Kg and Above
Application
- Residential
- Commercial
Distribution Channel
- Offline
- Online
Countries
- France
- Germany
- Italy
- Spain
- United Kingdom
- Belgium
- Netherlands
- Russia
- Poland
- Greece
- Norway
- Romania
- Portugal
- Rest of Europe
All the Key players have been covered with 5 Viewpoints
- Overviews
- Key Person
- Recent Developments
- SWOT Analysis
- Revenue Analysis
Key Players Analysis
- Whirlpool
- Bosch
- Electrolux
- LG
- Samsung
- Miele
- Haier
- Hitachi
- Kenmore
Table of Contents
Companies Mentioned
- Whirlpool
- Bosch
- Electrolux
- LG
- Samsung
- Miele
- Haier
- Hitachi
- Kenmore
Methodology
In this report, for analyzing the future trends for the studied market during the forecast period, the publisher has incorporated rigorous statistical and econometric methods, further scrutinized by secondary, primary sources and by in-house experts, supported through their extensive data intelligence repository. The market is studied holistically from both demand and supply-side perspectives. This is carried out to analyze both end-user and producer behavior patterns, in the review period, which affects price, demand and consumption trends. As the study demands to analyze the long-term nature of the market, the identification of factors influencing the market is based on the fundamentality of the study market.
Through secondary and primary researches, which largely include interviews with industry participants, reliable statistics, and regional intelligence, are identified and are transformed to quantitative data through data extraction, and further applied for inferential purposes. The publisher's in-house industry experts play an instrumental role in designing analytic tools and models, tailored to the requirements of a particular industry segment. These analytical tools and models sanitize the data & statistics and enhance the accuracy of their recommendations and advice.
Primary Research
The primary purpose of this phase is to extract qualitative information regarding the market from the key industry leaders. The primary research efforts include reaching out to participants through mail, tele-conversations, referrals, professional networks, and face-to-face interactions. The publisher also established professional corporate relations with various companies that allow us greater flexibility for reaching out to industry participants and commentators for interviews and discussions, fulfilling the following functions:
- Validates and improves the data quality and strengthens research proceeds
- Further develop the analyst team’s market understanding and expertise
- Supplies authentic information about market size, share, growth, and forecast
The researcher's primary research interview and discussion panels are typically composed of the most experienced industry members. These participants include, however, are not limited to:
- Chief executives and VPs of leading corporations specific to the industry
- Product and sales managers or country heads; channel partners and top level distributors; banking, investment, and valuation experts
- Key opinion leaders (KOLs)
Secondary Research
The publisher refers to a broad array of industry sources for their secondary research, which typically includes, however, is not limited to:
- Company SEC filings, annual reports, company websites, broker & financial reports, and investor presentations for competitive scenario and shape of the industry
- Patent and regulatory databases for understanding of technical & legal developments
- Scientific and technical writings for product information and related preemptions
- Regional government and statistical databases for macro analysis
- Authentic new articles, webcasts, and other related releases for market evaluation
- Internal and external proprietary databases, key market indicators, and relevant press releases for market estimates and forecasts

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