text:
- 3 beds
- 2 baths
- $229,900 price
- C7416380 mls id
- Square Feet: 1,730 sqft
- Year Built: 2003
UPDATED SPLIT FLOOR PLAN 3-2 POOL HOME WITH SPA. Freshly painted and ready for its new owners. This home boasts an absolutely MASSIVE LIVING ROOM with vaulted ceilings and crown molding throughout. Unique interior windows keep the view from the kitchen to the family room open and interesting. Home has a DEDICATED DINING ROOM, but also contains ample space for a EAT IN AREA in the kitchen. Master bath contains double entry doors, HIS & HERS UPDATED VANITIES with granite countertops, a SOAKER TUB, and a stand alone shower. An interior laundry room rounds out the inside of this neat package. Head outside and enjoy the fully fenced back yard either in your HEATED POOL or relax under the COVERED LANAI area. Bring your pets because this home even has a private DOG RUN for your furry friends! Short drive to VENICE PIER & ENGLEWOOD BEACH! Per the seller: New flooring, Molding, Kitchen Cabinets, Updated Counter Tops Throughout, and A/C unit. NOTE: Garage is fully tiled and has been converted but could easily be converted back. Schedule a showing with YOUR favorite Realtor® today!
- Site Link
- Style Other Style
Related Listings
29 Pictures
Very nice 3 bedroom, 2 bath, 2 car garage home. This home features a living room, family room and a den or formal dinning room or a 4th bedroom, you can be creative... This open floor plan offers over 2,000 SF living space. Rooms are spacious with lots of storage. Home is well designed with a large...
4361 S San Mateo Drive North Port, FL
3 beds, 2 baths, 2,040 sqft, $218,990
40 Pictures
Why wait for new construction when you can buy this like-new completely remodeled home. This home has been updated with the highest of standards and tastes, to view this home is to love this home! There is neutral porcelain tile throughout, split bedroom plan, the soft color palette of paints...
3934 Johannesberg Road North Port, FL
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Well maintained 3 bedroom, 2 bath, open/split floor plan with a formal dining room and bonus room. Cathedral ceiling bright with natural lighting. Oversized master bedroom with two sinks. Nice layout for entertaining, eat-in kitchen ;plus kitchen bar seating. Irrigation on well. New AC in 2013, new...
2374 W Price Boulevard North Port, FL
3 beds, 2 baths, 1,883 sqft, $229,000
37 Pictures
3 bedroom 2 bath or 2 bedroom 2 bath with office,den with a closet. Kitchen has breakfast bar and quartz counter tops with decorative tile back splash, lots of wood cabinets and counter space complete with SS appliances. Tile and hardwood floors throughout. Solar tube lighting in kitchen and both...
5037 Whispering Oaks Dr. North Port, FL
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Start living your Florida dream in this seasonally lived in" Lennar" built Capri model This completed community of only 188 homes offers a neighborhood setting with many options to enjoy including a lovely resort style pool and clubhouse along with many activities that encourage meeting new friends...
6259 Grand Cypress Boulevard North Port, FL
3 beds, 2 baths, 1,671 sqft, $235,000
34 Pictures
EVERYTHING YOU COULD WANT IN A HOME!! THIS CITY WATER HOME IS A SHOW STOPPER! 2019 brought many upgrades to this perfect North Port home, BRAND NEW SEPTIC DRAIN FIELD, NEW SOD, BRAND NEW GRANITE Counter Tops in the kitchen, BRAND NEW STAINLESS STEEL APPLIANCES, BRAND NEW MASTER BATH COUNTER-TOPS,...
7320 Totem Avenue North Port, FL
3 beds, 2 baths, 1,608 sqft, $235,000
Courtesy of: Coldwell Banker Sunstar Realty
Office Phone: +19416291245
Listing Agent: David Easley
Updated: 22nd October, 2019 9:04 PM.
6277 Skyview Drive North Port, FL


text:
How to Deduct Net Operating Losses. When you have a business and your expenses exceed your income for the year, you may have a net operating loss (NOL) for the year. After preparing your Form 1040 tax return, if the amount on line 41 is a negative number, use Form 1045 to determine the allowable NOL.
Prepare your tax return to determine if line 41 has a negative number. If line 41 is a positive number, you don't have a net operating loss.
Download Form 1045 including Schedule A from the Internal Revenue Service (IRS) website (see Resources below). This form is used to figure the NOL and carry back if you have one, or you can use amended return Form 1040X.
Determine if you want to carry back the NOL to the prior 2 years or only to future years. Base this decision on what you anticipate your tax to be in the future years compared to the rates in the prior years.
Deduct the NOL in the carry back years if it is to your tax advantage to do so. If the NOL is not completely absorbed in the prior years, carry over the unused NOL to future years. Alternatively, if you foresee being in a higher tax bracket in the subsequent year, you could elect to carry the entire NOL forward.
Use Form 1045 to file your NOL carry back to the prior 2 years from the loss year. The advantage of using Form 1045 is that you will get your refund quicker than if you file amended return Forms 1040X for those years.
Carry forward to future years any NOL not used in years prior to the loss year and deduct the amount as a negative number on the Other Income line of Form 1040. Attach a statement which explains how you computed the NOL carry forward.

subset: commoncrawl


text:
Craft Union Super Recruitment Event - Torquay
- Recruiter
- Craft Union Pub Company
- Location
- Torquay
- Salary
- 35000.00 GBP Annual
- Posted
- 08 Oct 2019
- Closes
- 12 Oct 2019
- Sectors
- Human Resources
- Contract Type
- Permanent
- Hours
- Full Time
Craft Union are currently recruiting for new pub operators!
We are very happy and excited to announce that we are holding an open day for new talented and enthusiastic pub operators looking for a great opportunity, with a fantastic company!
We will be holding our open day on:
Tuesday 15th October, 10:30 - 12:30 and 13:30 - 15:30 and you can find us at the Prince of Orange, 157 Barton Hill Road, Torquay, TQ2 8HN
If you are interested in a pub operator opportunity at one of our sites then please apply for this vacancy and upload a copy of your CV, we will then shortly be in touch to book a time slot with you. As part of your application please let us know whether you would like to attend the morning or afternoon session.
You will need a personal license and at least 2 years management experience working in the trade. Please also bring along a copy of your personal license with you. We look forward to meeting you!
At the Craft Union Pub Company, our philosophy is about putting brilliant pubs back at the heart of local communities. We believe pubs play a vital role in the lives of their customers and we are committed to nurturing this. We stand shoulder to shoulder with our publicans, supporting them as they practice their craft of running outstanding pubs. For us, they are our local heroes.
If this sounds like your sort of business venture, then we'd love to hear from you. We're looking for passionate, committed and ambitious individuals to join our team and help transform each community one pub at a time.
We have an extensive investment plan to launch and open, hundreds of new Craft Union pubs over the next few years. If you are a go-getter, and are driven to achieve success, then you're putting yourself in good company.
Would you thrive running your business within a supportive partnership? Where the more you put in the more you get out? If this sounds like your sort of business venture then we'd love to hear from you.
Required experience:
- Pub or retail management: minimum two years
Required licence or certification:
- Personal Licence (APLH)
You will receive 18% of the weekly turnover to pay yourself and your staff - be rewarded as a true reflection of your work ethic. What's more you will also have a place to call 'home' with our pubs including private accommodation. You will require a GBP500 bond, to begin your business as a self-employed pub manager.


text:
Please see full agenda here
o Assessing the 2019 production reports: what do they imply? o What are the major barriers to trade in the foreseeable future?o How can traders extrapolate trends and forecasts for 2020?
• How to achieve sustainability in the grain industry• The impact of new technologies on the trading sector• Strategies to manage disruptive changes
• A food producer perspective on the farm to fork approach • AB-InBev 2025 sustainability targets• The current measures for achieving a sustainable supply chain • How traders and consumers can foster alignment through common sustainability objectives • Opportunities for traders to gain a competitive advantage
• Driving transparency of global trade and prices• Strategies & margins• Frustrations over crop prices and trade wars• Black Sea production review and 2020 Outlook
• 2019 grain milling trends that will continue in 2020• Market outlook in 2020 for the consumption of wheat, corn, soybean and barley• The millers' standpoint on traceability, food security and its labelling• Grain quality implication for food and feed products
• Assessing geopolitical risks globally• Grain-specific risks: Weather and Climate Change• The implication of blockchain for trading houses – is technology the solution to all our problems?• The impact that currency fluctuation has on grain trading• How the financial markets price risks
• Strategic hedging mix using current grain futures contracts• OTC derivatives and risk strategy mix• Update on the European grain contracts• Focus on the Pacific Ocean trade lanes
• New sources of trade finance• Overcoming currency fluctuations and counterparty exposure • Understanding different sources and models of financing transportation• To what extent is the role of the banks changing?
• A brief introduction to quant investing• Futures and options market participants and strategies• Why are agricultural commodities targeted by quant strategies?• Do speculators affect futures pricing?
• How food security is defining a new role for governments• How dietary trends influence procurement strategies• Currency fluctuations and domestic price stabilisation• Spotlight on North Africa and the Middle East
• What margin of growth can be expected from the North African, Middle Eastern and Southern European markets?• Can new South East Asian routes be sustainable?• How consolidation within the market is shaping exports• What are the effects of the 2019 harvest quality on trade routes?
• The impact of the Australian drought • Is there a limit to Brazilian export growth in the region?• How new dietary trends impact grain demand • Assessing the regional corn value chain challenges • Emerging opportunities in the nascent market of Laos
• Interconnections between agri-markets and arbitrage along supply chains• How the agri-system regulates itself• Challenges from consumer activism on diets and utilisation of resources• How business models need to adapt to new market imperatives
• Assessing of weather patterns and their impact on the major planting regions • Outlook on the Southern hemisphere harvesting season: El Nino and La Nina• An early outlook at 2020 growing season in the Northern hemisphere
• Production developments to assure that the needs of consumers are met • Opportunities to increase livestock production profits by selecting the right soybean meal
• The latest scientific developments in products and technologies• Impact on cost of production & enticing growth in future consumption• Do plant based proteins conform to the current sustainability trends • The potential impact on the grain and cattle markets
• How the African Swine Fever is affecting Chinese consumption• The Impact on the South East Asian region• Why is Russia producing record feed rations?• Outlook and opportunities for US exports in EMEA countries• Overview of the North African feed markets• Update on the recent WTO ruling on China's TRQs and the broader GAFTA policy context
• Who needs barriers? Expected trade developments in 2020• Rebalancing protectionism and globalisation• Is the compound animal feed market in need of deregulation?
All material subject to strictly enforced copyright laws. ©2014 Euromoney Institutional Investor PLC.


text:
CD Power will be in the innovation spotlight at the 2018 APPEA Conference and Exhibition, showcasing a cost-effective and reliable wellsite power supply solution.
Presenting during the Innovative Engineering session, CD Power's Oil and Gas Specialist Greg Harris will address the challenges faced and overcome in delivering a first of its kind solution to the Australian Coal Seam Gas (CSG) industry.
Greg's presentation will outline the process to re-position the traditional supply and service approach for a major CSG Operator and moving to a Wellsite Serviced Power Supply model – with great success.
'Typically, energy supply to wellsites in Australia consists of expensive inflexible and slow to install HV cable reticulated to each well,' Greg said.
'As wellsites deplete, these HV cables cannot be rerouted, resulting in expensive loss of capital.'
The case study will demonstrate how the effective power solution provided by CD Power, after more the 12 months of operation is delivering wellsite power availability above 99.6%.
The APPEA Oil and Gas Conference and Exhibition is the largest annual upstream oil and gas event in the southern hemisphere, attracting delegates from across the country and around the world.
Each year, the conference highlights and defines the issues and challenges of upstream petroleum exploration and development on a national and international level.
For more information on the 2018 APPEA Conference and Exhibition being held in Adelaide from 14-17 May, please visit the website.
If you are attending the APPEA conference, please come and visit us on stand 46.


text:
The loaf cake gets its name from the tin in which it is cooked and it is widely considered to be a classic of the English cuisine. This variation with strawberry and yogurt is a tasty addition to your breakfast repertoire, good for any season.
The recipe is very simple, as it only takes three easy steps, and it's ready in less than one hour. The result will be a superbly spongy and fresh strawberry cake with a hint of vanilla that will put a big smile on your face and set you off for a happy day 😊🌼. The rice contributes to a rich flavor and a refined texture, with the extra benefit of making it more suitable for freezing 👍.
You can store the cake in an airtight container for 3 days as it is quite moist. Alternatively, you can store it in the fridge for a bit longer or slice and freeze it for up to four weeks.


text:
The Sportswomen of Colorado will honor several University of Colorado individuals and teams this March for their outstanding 2018 performances.
Three individuals, Robyn Choi (golf), Dani Jones (cross country) and Julia Lisella (lacrosse), were tabbed as award winners in their respective sports, while a pair of teams recorded honors. The lacrosse team earned the award for Outstanding Team Achievement, while the cross country team earned Team of the Year honors.
Individual bios for each athlete/team are listed below:
Robyn Choi, golf:
Choi had an outstanding sophomore season for the Buffs. She set a CU sophomore record stroke average (72.69) through 39 rounds played, which was another school record. During the spring season, she led the Buffs with five top-five finishes, six top-10 finishes and 13 sub-par rounds. Choi scored three rounds in the 60s and tied a team-best 35 rounds in the 70s. She scored 466 pars, 105 birdies and four eagles. Choi earned her LPGA Tour Card in the fall of 2018 and after competing in two tournaments for CU, decided to forgo the remainder of her eligibility to pursue a professional career.
Dani Jones, cross country:
Jones won the individual NCAA Cross Country title last November, becoming CU's first female cross country champion since 2000, when Kara Grgas-Wheeler won the title. Through cold, snowy conditions, she ran with the lead pack for the entire race until it came down to the final stretch and out-kicked Weini Kelati by 2.5 seconds, finishing in 19:42.8. With the win, she was named the Honda Sports Award winner for Cross Country. Earlier in the season, she recorded her second straight individual Pac-12 Championship and was named the Pac-12 Runner of the Year for the second consecutive year.
Julia Lisella, lacrosse:
A 2018 IWLCA All-America First Team selection, Lisella recorded a 13-4 record and guided the Buffs to the second round of the NCAA Tournament. Named the IWLCA Goalkeeper of the year, she averaged a 9.34 goals against average and had a .503 save percentage. In her first year as a starter, she was named to the All-Pac-12 First Team, the All-West/Midwest Region First Team and was a member of the 2018 Pac-12 All-Tournament Team. She recorded 10 or more saves in eight games, which included a career-best 17 against Southern California (March 16), which is tied for the fourth most in CU history.
2018 cross country team:
The Buffs won the 2018 NCAA Championship, their first national championship since 2004, and did so handily. CU, which entered the meet ranked third, knocked off top-ranked and defending NCAA Champion New Mexico, 65-103. The 65 points scored was the fewest points scored in an NCAA Champion since the race moved up from 5k to 6k in 2001. The Buffs placed all five scorers in the top 24 and had six individuals earn All-America honors.
2018 lacrosse team:
The Buffs won the inaugural regular season Pac-12 Championship after recording a 9-1 mark in league play. Overall, CU finished the year with a 14-6 mark and advanced to the second round of the NCAA Tournament. The Buffs recorded their first-ever NCAA Tournament game win with a 23-18 victory against Jacksonville in the first round. The Buffs overcame a difficult start to the season as they lost teammate Julia Sarcona in a single-car accident just before the start of the seaspn, and recorded one of the best seasons in school history.


text:
Yarn Along The Rockies is a NINE day yarn crawl
introducing you to the Front Range's favorite 13 yarn shops!
Ewe and Me… A Yarn Boutique is one of the 13 shops!
Make sure to stop by to say hi and grab a couple of the fourteenershawl pattern.
For more information about the yarn crawl make sure to check out their website, here.


text:
PRINCEP - PRINCE2® 2017 Practitioner
- Termín kurzů: 21.11.2019 - 23.11.2019
- Místo konání: Bělehradská 347/54, Praha 2
- Cena: 16 323 Kč (13 490 Kč bez DPH)
- Organizátor: EDU Trainings s.r.o.
Popis kurzu
PRINCE2® (Projects In Controlled Environments) is a process-based methodology that provides the essentials for project management. PRINCE2® is widely used internationally and is the de-facto project management standard for public projects in the UK. It is a generic best practice tool that can be tailored to the needs of any organisation and can be used for the management of projects of any type and scale. Learn more about PRINCE2®.
The PRINCE2 Practitioner Level provides sufficient knowledge and understanding in order to apply and tailor the method in a range of different project environments and scenarios.
With PRINCE2 Practitioner you get sufficient knowledge and understanding of the PRINCE2 method. This certification is suitable for anyone managing projects, either as part of a formal project management function or a role in which project management is an essential part of day-to-day work. PRINCE2 Practitioner certification provides a confirmation that you have sufficient knowledge and understanding to apply and tailor the method in a range of different project environments and scenarios.
PRINCE2® and ITIL® are registered trade marks of AXELOS Limited, used under permission of AXELOS Limited. All rights reserved.
Cílová skupina
- This course is intended for any organization or individual seeing the need for a controlled approach to managing its projects; it is especially suitable for Project Managers, Project Support, Team Members and managers from any discipline who are responsible for assuring project success
- Senior managers who wish to understand how decision-support information is created and passed to appropriate managers
- Individuals seeking the Practitioner examination
Obsahová náplň
PRINCE2® benefits
- Effective communication – the method is widely recognised and understood, providing a common vocabulary for all those involved in a project
- Explicit recognition of project responsibilities – participants understand each other's roles and needs and there is a defined structure for accountability, delegation, authority and communication
- Compatibility with other qualifications – PRINCE2 provides the technical structure of the framework for the project, which will complement the softer skills learnt on other qualifications
- Adaptable to business and project needs – PRINCE2 is applicable to all types of projects of any size/type/sector and can be tailored to meet organisation or industry-specific requirements.
- It is a best practice, so you select a proven solution
Available certifications
When you complete this training, you can register for the following certification/s.
See more info PRINCE2® 2017 Practitioner
See more info PRINCE2® 2017 Practitioner + Retake
The following certifications are not included in the price of training session.
Termíny kurzů
Kontakt a místo konání
Martina Dubcová
Bělehradská 347/54, 120 00 Praha 2
O organizátorovi
EDU Trainings s.r.o.
Bělehradská 347/54, Praha 2 Zobrazit na mapě
Hodnocení kurzu


text:
Copyright © 2010, 'Our Exeter', all rights reserved.
Hall of Shame
Exeter Parks Watch (EPW) and St.Davids Neighbourhood Partnership (SDNP)
How appropriate, with the impending Christmas celebrations, that Gina Richards, representing Exeter Parks Watch, should slither out like some ghost of Christmas Past to communicate with one of our community. Gina, where have you and EPW been during the past two years since your, and their, unceremonious departure? A departure that was as a result of our community questioning the dubious tactics of yourself, Christine Fraser, and Susan Lawrence (Chair of EPW). Gina you currently, and allegedly, represent this community as a member of the 'Looe Road Park Working Group' at EPW meetings but have made NO attempt to meet with anyone to discuss ANYTHING, even THIS contact was by telephone. Why? Are you too ashamed of your own and your associates despicable behaviour in the past? Applying the term 'GROUP' is a bit of an exaggeration, don't you think? You are NOT a 'group', you sit in not so splendid isolation because the only other three of the group resigned because of the appalling behaviour of yourself and your EPW cohorts.
No doubt you and the rest of the motley crew at EPW and SDNP may have heard of some possible 'kudos gaining' initiative occurring within our community and anticipate poking your oar in after years of doing precisely NOTHING, this is, after all, EPW's and SDNP's favoured modus operandi.
Do follow this link for the REAL EPW and SDNP story - Charlatans
Devon & Cornwall Police
For the shameful behaviour of some of their officers and the appalling way that they have treated our community and the continuing refusal of their superiors to deal with it. The potential for thousands of pounds worth of community funding lost because of the actions of a serving police officer and you prefer to ignore it. It is hardly surprising that many members of the public have such a poor opinion of your organisation.


text:
XIAMEN Air will be operating twice weekly flights between Davao City and Jinjiang, Fujian, China starting December 18.
The airline will be operating the route every Tuesday and Wednesday. The flight to Davao city will depart Quanzhou at 9:00 a.m. and arrives at 12:15 p.m. here. The flight to Jinjiang departs Davao City at 1:15 p.m. and arrives at 4:30 p.m.
In an online post by Routes Online, an international online company reporting on aviation development, Xiamen Air will operate twice a week with a Boeing 737-800. Xiamen Air is majority-owned by China Southern Airlines.
Davao City Chamber of Commerce vice president John Carlo Tria said in a text message that the direct flight between the Chinese province and Davao City can help improve the tourism sector of Davao City.
Tria added that it will also help strengthen economic trade between the China and Davao.
It can be recalled that Davao City and Jinjiang have been firming up its ties this year.
On November 13, Davao City signed a Sister City Agreement with Jinjiang. The agreement is expected to improve trade and tourism not only for Davao City, but also the rest of Mindanao.
The agreement will also bring in people-to-people exchanges in order to entice promotion of culture and tradition between China and Davao.
The Chinese Consulate also announced earlier that the Ateneo de Davao University and Huaqiao University in Jinjiang will be signing soon an agreement for cultural exchange programs.
Data from the Davao City Tourism Operations Office showed that Chinese are among the top foreign tourists this year. China ranking third on the list with 6,894 tourist arrivals from January to August of this year. United States topped the list with in 14, 359 tourist, followed by Japan with 8,621.
SunStar website welcomes friendly debate, but comments posted on this site do not necessarily reflect the views of the SunStar management and its affiliates. SunStar reserves the right to delete, reproduce or modify comments posted here without notice. Posts that are inappropriate will automatically be deleted.
Do not use obscenity. Some words have been banned. Stick to the topic. Do not veer away from the discussion. Be coherent. Do not shout or use CAPITAL LETTERS!


text:
|Cai et al.
|System and method for sentiment-based text classification and relevancy ranking
|Sommer et al.
|Druzgalski et al.
|Brown et al.
|Dalal et al.
|Search processing with automatic categorization of queries
|Kapur et al.
|System and method for managing community assets
|Carrier et al.
|Phrase Based Snippet Generation
|Blair-Goldensohn et al.
|Recommendation System Using Social Behavior Analysis and Vocabulary Taxonomies
|Amer-Yahia et al.
|Social Behavior Analysis and Inferring Social Networks for a Recommendation System
|Amer-Yahia et al.
|Collaboration portal (COPO) a scaleable method, system, and apparatus for providing computer-accessible benefits to communities of users
|Elad et al.
|System and method using web database and video caching and streaming programming for video classified advertisements
|Jacobson et al.
|Smart Sentiment Classifier for Product Reviews
|Huang et al.
|Semantic web portal and platform
|Spivack et al.
|System and method for predictive targeting in online advertising using life stage profiling
|Hyder et al.
|System and method for determining matching patterns within gene expression data
|Coberley et al.
|Search ranking system
|Method and system for analyzing user-generated content
|Bandaru et al.
|Reuther et al.
|Cheng et al.
|Knowledge based performance management system
|Hoenig et al.
|Reuther et al.
|Taxonomy-based method and system for targeted advertising
|Social discovery systems and methods
|Srivastava et al.
|Method and system for extracting web data
|Levy et al.
|Devices and methods for generating and managing a database
|Brady et al.
This application is a continuation-in-part of U.S. patent application Ser. No. 13/050,515 filed on Mar. 17, 2011, and claims the benefit of U.S. provisional application No. 61/316,844 filed on Mar. 24, 2010, the contents of which are incorporated herein by reference.
The invention generally relates to the generation of taxonomies based on information available on the Internet, and more specifically to the generation of taxonomies with respect to a plurality of terms, particularly social terms, and respective sentiments thereto.
There is an abundance of information available on the Internet as user generated content such as web pages, social networks, as well as other sources of information, which are accessible via the world-wide web (WWW). Search systems make the access to such information speedy and generally cost effective. However, there are certain disadvantages, one of which is the fact that even targeted searches to generally available information results in large amounts of 'hits' requiring the user to sift through a lot of information that is less than valuable. The search is static by nature and over time, as more and more irrelevant data is available, the more difficult it is to get to meaningful information.
Various users of information are concerned with a more elaborate analysis of the information available through the WWW and have interest also in the time-value of such information. That is, older information may be less interesting than newer information and the trends relating to the information may be more interesting than the data relating to the information at any given point in time. Current solutions monitor online behavior rather than attempting to reach intents. For example, today advertisers attempting to target customers can merely do so based on where the customers go, what they do and what they read on the web. For example, when a user reads about the difficulties of a car manufacturer providing an advertisement for the purchase of a car, it is not necessarily the right type of advertisement. In other words, today's available solutions are unable to distinguish this case from an article where the same company presents a new model of a car. Likewise, the prior art solutions are unable to correlate items appearing in such sources of information to determine any kind of meaningful relationship.
An ability to understand human trends dynamically as they are expressed would be of significant advantage to advertisers, presenters, politicians, chief executive officers (CEOs) and others who may have a concern in such deeper understanding of the information. Tools addressing such issues are unavailable today.
It would be advantageous to provide tools that would provide real-time information regarding trends of certain terms, and specifically, sentiment trends with respect of such terms.
Certain embodiments disclosed herein include a system for analyzing sentiment trends based on term taxonomies of user generated content. The system comprises a network interface enabling access to one or more data sources through a network; a mining unit for collecting textual content from the one or more sources and generating phrases, the phrases including sentiment phrases and non-sentiment phrases; a data warehouse storage connected to the network; and an analysis unit for generating at least associations between a non-sentiment phrase and a sentiment phrase based on the generated phrases, an association between a non-sentiment phrase and at least one corresponding sentiment phrase is a term taxonomy, wherein generated term taxonomies are saved in the data warehouse, the analysis unit further periodically statistically analyzes the stored term taxonomies to determine at least a statistical trend of at least one non-sentiment phrase with respect of the respective sentiment phrases, the analysis unit stores results of the at least statistical trend in the data warehouse storage, wherein the stored results are available upon receiving a request to generate a trend report regarding the at least statistical trend.
Certain embodiments disclosed herein also include an apparatus for trend analysis of non-sentiment phrases appearing in at least one data source. The apparatus comprises a mining unit for periodically associating one or more sentiment phrases to one or more non-sentiment phrases; a storage unit for storing the one or more non-sentiment phrases and their respective one or more sentiment terms; and an analysis unit for periodically determining at least a sentiment trend of a at least one non-sentiment phrase stored in the storage unit.
Certain embodiments disclosed herein further include a method for generating a trend report for a non-sentiment phrase. The method comprises generating a plurality of term taxonomies between non-sentiment phrases and sentiment phrases; storing the plurality of term taxonomies in a database; performing periodically at least a statistical analysis respective of the plurality of term taxonomies in the database; receiving a request for a report with respect of at least a non-sentiment phrase in the database; generating a trend report based at least on the at least statistical analysis; and providing the report to the requestor of the report.
The subject matter that is regarded as the invention is particularly pointed out and distinctly claimed in the claims at the conclusion of the specification. The foregoing and other objects, features, and advantages of the invention will be apparent from the following detailed description taken in conjunction with the accompanying drawings.
FIG. 1 is a schematic diagram of a system for creation of term taxonomies and analyzing sentiment trends by mining web based user generated content n.
FIG. 2 is an overview block diagram of the operation of the system depicted in FIG. 1.
FIG. 3 is a detailed block diagram of the operation of the system depicted in FIGS. 1 and 2.
FIG. 4 is a flowchart creation of term taxonomies by mining web based user generated content.
FIG. 5 is a sentiment chart over time for three different terms generated according to an embodiment of the invention.
FIG. 6 is a frequency chart over time for the same taxonomy term in two different social networks according an embodiment of the invention.
FIG. 7 is a flowchart describing a method for trend analysis according to certain embodiments of the invention.
It is important to note that the embodiments disclosed by the invention are only examples of the many advantageous uses of the innovative teachings herein. In general, statements made in the specification of the present application do not necessarily limit any of the various claimed inventions. Moreover, some statements may apply to some inventive features but not to others. In general, unless otherwise indicated, singular elements may be in plural and vice versa with no loss of generality. In the drawings, like numerals refer to like parts through several views.
According to exemplary embodiments of the invention system and method for real-time sentiment trend analysis based on taxonomies are provided. The method further enables providing of notification with respect of trend of mentioning the term in general and in particular with respect of a sentiment in at least one of a plurality of web-based user generated content sources such as social networks. For example, the method may detect that a brand name is mentioned less frequently in a social network, therefore potentially providing an indication of a need to increase advertisement. This may be further refined to identify the characteristics of the social network and provide an even more targeted response. In an exemplary embodiment, correlation between potentially dissimilar terms is also provided for the purpose of trend analysis.
FIG. 1 depicts an exemplary and non-limiting schematic diagram of a system 100 for creation of term taxonomies analyzing sentiment trends. To a network 110 there are connected various components that comprise the system. The network 110 can be a local area network (LAN), a wide area network (WAN), a metro area network (MAN), the world wide web (WWW), the Internet, the likes, and combinations thereof.
A phrase database 120 is connected to the network 110 and contains identified phrases that are either preloaded to the database 120 or, that were detected during operation of the system as such phrases, and as further explained in greater detail herein below. Phrases may contain, but are not limited to terms of interest, brand names, and the like. A data warehouse 130 is also connected to the network 110, for storing processed information respective of phrases and as further explained in greater detail herein below. The operation of the system 100 is controlled by a control server 140 having code stored in memory 145, such that the control server 140 may perform the tasks discussed in more detail herein below.
The processing may be performed using solely the control server 140. Alternatively or collectively the system 110 may include one or more processing units 170 which allow for handling of the vast amount of information needed to be worked on. Also connected to the network 110 are one or more sources of web-based user-generated content 150-1 through 150-M (collectively information sources 150). The information sources 150 include, but are not limited to social networks, web pages, and news feeds. These may include, but are not limited to, social networks, e.g., Facebook®, Twitter™, web pages, blogs, and other sources of textual information. Typically a plurality of users using user nodes 160-1 through 160-N (collectively user nodes 160) access the information sources 150 periodically and provide their own comments and information therein. As described in further detail with respect of FIG. 2 these types and pieces of information are processed by the system 100.
FIG. 2 shows an exemplary and non-limiting overview block diagram 200 of the operation of the system 100. One or more data sources 210 including, but not limited to, social networks and other user provided sources are checked and or regularly supplied for text to be provided to a mining unit 220 that performs a mining process. The access to the data sources 210 is through the network 110 by means of a network interface (not shown).
The task of the mining process is to extract from the text all irrelevant data that cannot be effectively used in the analysis that is performed by the system 100. Basically, this mining task is to identify sentiment phrases and non-sentiment phrases. In addition to sentiment extraction, the mining process "cleans" the collected data. Sentiment phrases may include, but not by way of limitation, words such as "love", "hate", "great", "disaster", "beautiful", "ugly" and the like, but also "not good", "great time", "awfully good", and more. Cleaning of data may comprise phrases common in social networks such as, but not limited to, conversion of "GRREEEAT!" into "great" and so on. In addition, the cleaning may include removing conjunctions and words that appear in an extremely high frequency or are otherwise unknown or irrelevant. While single words have been shown here, multiple words grouped as a phrase may also be treated as a sentiment phrase, such as but not by way of limitation "great experience", "major issues", "looks great" and more. These words describe a sentiment typically applied to a non-sentiment phrase.
The text coming in from the source(s) 210 is mined for such phrases, for example, by using a reference for phrases stored in a database, such as phrase database 120. The mining process includes understanding that the complex phrase of "I hate I love Lucy" actually comprises a sentiment phrase "hate" and a non-sentiment phrase "I love Lucy", where the word "love" in the non-sentiment phrase is not to be analyzed as a standalone phrase having a sentiment. Furthermore, the sentence "I saw the movie I love Lucy" does not comprise any sentiment phrase, and therefore would not cause the mining unit 220 using the mining process to associate a sentiment phrase to the non-sentiment phrase. The phrases database 120, in certain implementation, is a preloaded database and is updated periodically. However, it is also possible to automatically update the phrase database 120 upon detection of a phrase as being either one of a sentiment phrase or a non-sentiment phrase. Furthermore, a sentiment phrase within a non-sentiment phrase is ignored for this purpose as being a sentiment phrase and is only treated as part of the non-sentiment phrase. It should therefore be understood that a taxonomy is created by association of a non-sentiment phrase with a sentiment phrase. Hence, for example, in the context of the phrase "I hate the movie I Love Lucy" the sentiment phrase is "hate", the non-sentiment phrase is "I Love Lucy" and the phrases are associated together in accordance with the principles of the invention to create a taxonomy.
In addition, a comparative numerical value is associated with each sentiment. For example the phrase "love" may have a score of "+10", the phrase "indifferent" the score of "0" and the phrase "hate" the score of "−10". Hence positive sentiments would result with a positive score while negative sentiments would result in a negative score. Such score association may be performed initially manually, but over time the system 100, based on feedback can position the sentiment phrases relative to each other to determine an ever changing score value to every sentiment phrase. This is of high importance as language references change over time and references which may be highly positive can become negative or vice versa, or just decline or incline as the case may be.
In an embodiment, a weighted sentiment score corresponding to a plurality of sentiment phrases collected for a respective non-sentiment phrase is generated. That is, within a specific context, the plurality of sentiments associated with a non-sentiment phrase are collected and an aggregated score is generated. Such score may be further weighted to reflect the weight of each of the individual scores with respect to other scores.
The cleaned text that contains the phrases is now operated upon using an analysis process performed by an analysis unit 230 of the system 200. The analysis may provide based on the type of process information needed, the likes of alerts and financial information. An alert may be sounded by the alert system 250 if it is determined that a certain non-sentiment phrase, for example, a certain brand name, is increasingly associated with negative sentiment phrases. This may be of high importance as the manufacturer associated with the brand name would presumably wish to act upon such negative information as much as possible in real-time. Likewise, a positive sentiment association may be of interest for either supporting that sentiment by certain advertising campaigns to further strengthen the brand name, or otherwise providing certain incentives to consumers of products of the brand name.
In an embodiment of the invention, the analysis unit performs the analysis process that uses the associations of non-sentiment and sentiment phrases to periodically generate at least a statistical analysis on the associations of phrases. As will be described in detail below with reference to FIGS. 5-7, by performing the statistical analysis the sentiment of different taxonomy terms over time can be determined, that is, the trend of a sentiment phrase with respect of a non-sentiment phrase. In addition, the statistical analysis can determine the frequency of the same taxonomy term appearing in two different web-based data sources, e.g., social networks. As will be further discussed below, a plurality of reports and/or alerts can be generated responsive of the results of the statistical analysis.
Returning to FIG. 2, the analyzed data is stored in a data warehouse 240, shown also as data warehouse 130 in FIG. 1. Through a dashboard utility 270 it is possible to provide queries to the data warehouse 240. An advertisement network interface 280 further enables advertisement related management, for example providing advertisements relative to specific phrases used. In addition, the information is tuned by a tuning mechanism 290 therefore allowing for feedback to enable better mining of the data by the mining unit 220. In the case of advertisements a success rate, for example conversion rates, is also provided to the analysis unit 230 that performs an analysis process for better analysis of the cleaned text by creating real-time taxonomies.
An analysis may further include grouping and classification of terms in real-time, as they are collected by the system. Furthermore, current trends can be analyzed and information thereof provided, including, without limitation, an inclining trend and a declining trend with respect to the sentiment phrase associated with a non-sentiment phrase. Moreover, using the analysis tools it is possible to detect hidden connections, i.e., an association between non-sentiment phrases that have a correlation. For example, if a web site of a talk show refers more positively or more frequently to a brand name product, then the system through its phrase analysis is able to find the correlation between the non-sentiment phrases and then compare the sentiment phrases thereof. That way, if the talk show web site tends to favor and recommend the brand name product it would make more sense to spend, for example, advertisement money there, than if the sentiment phrase would be a negative one.
FIG. 3 shows an exemplary and non-limiting detailed block diagram of the operation of a system 300. Data sources 305, including for example Facebook® and Twitter™, are either probed periodically (pull) by agents 310 of the system 300, or received periodically therefrom (push). Such agents may be operative on the control server 140 or on any one of the processing units 170, when applicable. An optional load balancing queue 315, operative for example on the control server 140, balances the loads of the agents on the execution units such that their operation does not overload any such unit. In the exemplary and non-limiting implementation two processing paths are shown, however, more may be used as may be necessary.
In one embodiment, the loading of an agent 310 is also a function of the periodic checking of the respective data source 305. Each processing unit, for example, processing units 170, performs a preprocessing using the preprocessing module 325. The preprocessing, which is the mining of phrases as explained hereinabove, is performed respective of a phrases database 320 to which such processing units 170 are connected to by means of the network 110. A database service utility 330, executing on each processing node 170, stores the phrases in the data warehouse 345, shown in FIG. 1 as data warehouse 130. An early warning system 335, implemented on one of the processing units 170 or on the control server 140, is communicatively connected with the database service utility 330, and configured to generate early warning based on specific analysis. For example, increase of references to a brand name product above a threshold value may result in an alarm. In one embodiment, this happens only when the source of such rise is a specific source of interest. This is performed because some data sources 305 are more meaningful for certain non-sentiment phrases than others, and furthermore, some sentiment phrases are more critical when appearing in one source 305 versus another.
The second portion of the system 300 depicted in FIG. 3, concerns the ability to query the data warehouse 345 by one or more query engines 350, using an optional load balancing queue 355 as may be applicable. The queries may be received from a plurality of sources 365 including, but not limited to, a dashboard for web access, an advertisement network plugin, and a bidding system. The sources 365 are connected to a distribution engine 360 that receives the queries and submits them to the optional load balancing queue 355 as well as distributing the answers received thereto. The distribution engine 360 further provides information to a fine tuning module 390, executed, for example, on the control server 140. The information is provided, for example using a tuning information file 395. Other subsystems such as a monitor 370 for monitoring the operation of the system 300, a control 375 and a billing system 380 may all be used in conjunction with the operation of system 300.
FIG. 4 depicts an exemplary and non-limiting flowchart 400 describing the method for creation of term taxonomies. In S410 the system, for example and without limitations, any one of the systems 100, 200 and 300 described hereinabove, receives textual content from a source. As shown above, this can be performed by using agents 310. In S420 phrase mining is performed. As discussed hereinabove, the phrase mining includes at least the detection of phrases and in S430 identification and separation of sentiment and non-sentiment phrases. In S440, sentiment phrases are associated with non-sentiment phrases as may be applicable.
In S450, the taxonomies are created by association of non-sentiment phrases to respective sentiment phrases, including by, but not limited to, aggregation of sentiment phrases with respect to a non-sentiment phrase and vice versa. The created taxonomies are then stored in a data warehouse (e.g., the data warehouse 130 shown in FIG. 1). This enables the use of the data in the data warehouse by queries as also discussed in more detail hereinabove. In S460 it is checked whether additional text content is to be gathered and if so execution continues with S410; otherwise, execution terminates. It should be noted that an analysis takes place to determine the likes of current trends respective of the non-sentiment phrases based on their sentiment phrases, prediction of future trends, identification of hidden connections and the like.
Once sentiment taxonomies have been collected in accordance with the teachings discussed herein, it is also possible to perform a variety of trend analyses based on the collected information. Referring now to FIG. 5 there is shown an exemplary and non-limiting sentiment chart 500 generated according to an embodiment of the invention.
The chart 500 depicts the sentiment curves 530, 540 and 550 of three different terms over time. The horizontal axis 520 of the chart 500 represents time and the vertical axis 510 represents a sentiment value. In this particular example the range of the sentiment is from +10 to −10 where +10 represents a strong positive sentiment, and −10 represents a strong negative sentiment, as further described hereinabove.
Curve 530, which relates to the sentiment of a first term, declines over time. While it began with a very high positive sentiment it has declined steadily and at times rapidly over time. The curve 530 is created by continuous collection of sentiments from web-based user generated content, for example, a social network monitored by the systems 100, 200 and 300 described hereinabove in more detail. In one embodiment of the invention, the generation of an alert may be requested as a result of a decline of a sentiment below a desirable value, or, if the decline rate is faster than a predefined threshold.
The curve 540 describes a steadily increasing sentiment trend for the monitored term. It may be requested that such terms be correlated over time as these terms may behave inversely to each other and therefore a change in one may be of importance to the other. For example, if a sentiment to a product A decreases, the clients may be shifting to a product B for which the sentiment is increasing, and vice versa. The analysis and reporting is of high importance as it may allow a campaign manager to allocate resources to handle each situation. Moreover, it should be noted that in accordance to one embodiment of the invention, the search for correlation is performed automatically by the system in order to identify such high correlation, either negative or positive, between various terms and their respective taxonomies.
The chart 500 shows yet another curve, curve 550 which initially inclines and then declines. It would be appreciated by one of ordinary skill that a first derivative analysis of this curve 550 would reveal this trend towards reaching a peak in time and then the decline. Again, the importance of such information is with respect to the ability to act in response to such data. Moreover, as data is collected from a plurality of data sources, such as social networks, it is further possible to identify if the trend is unique to a certain social network, or otherwise spread between the different networks.
In an embodiment of the invention, the trends, examples of which are shown in chart 500, may be weighted data, such that the data from one social network may have a higher weight than the data reaching from another social network. The importance of one social network over another may be evaluated based on various parameters and may be fixed or dynamic.
Referring now to FIG. 6, an exemplary and non-limiting chart 600 is provided with respect to the frequency of the same taxonomy term appearing in two different data sources, e.g., social networks. The horizontal axis 620 represents time and the vertical axis 610 represents a frequency of occurrence which may be relative or absolute. There are two curves 630 and 640 which generally behave differently. In one point in time, the curve 640 has frequency values that are above the frequency of curve 630. However, as can be readily observed, this is almost a transient and generally the frequency for the second social network, represented by the curve 640, is much lower. In such a case one may use an average over time and a weighting system that is based on the average or median frequency of each of the curves, where the average or median of curve 630 is certainly much higher than the average or median of curve 640. The period of averaging may vary depending on system parameters and general behavior and provide a damping factor to the transient occurrence shown in chart 600. It should be appreciated that other statistical analysis is possible without departing from the spirit of the invention.
It should be noted that in accordance with an embodiment of the invention alerts may be set so that a notification is set respective of the frequency of mentioning of a term. This may be in a declining or inclining in mentioning frequency. Furthermore, an alert may be generated when a declining trend or inclining trend has shifted towards the opposite trend. This can be further tied with the sentiment analysis described hereinabove providing additional tools for real-time response by, for example, a campaign manager. In one embodiment of the invention, the system displays charts such as chart 500 and chart 600, preferably in real-time, on a display of a user using the disclosed system.
FIG. 7 shows an exemplary and non-liming flowchart 700 of trend analysis according to an embodiment of the invention. In S710 collection of sentiment taxonomies takes place for a plurality of terms from web-based data sources, such as social networks and storing the identified taxonomies in a database. Such a process was described hereinabove with respect of FIGS. 1 through 4.
In S720, statistical analysis on the collected taxonomies is performed. The statistical analysis includes, but is not limited to, correlation between term taxonomies, frequency analysis, and so on and so forth. Several examples have been discussed hereinabove.
In accordance with an embodiment of the invention, the statistical analysis includes a correlation analysis between at least two non-sentiment phrases that is performed to determine their correlation respective of their respective sentiment phrases. For example, consider the case of the movie "I Love Lucy" having only the sentiment-phrase "Love" associated therewith. It would be then determined that there is a high correlation, "1" between the non-sentiment phrase "I Love Lucy" and the sentiment phrase "Love" and with it being a positive term a score of "+10" would be provided. Conversely, if only the sentiment-phrase "Hate" would be associated with "I Love Lucy" then while the correlation would also be "1" the fact that it is a negative sentiment phrase would cause the score to be "−10". If there would be an equal number of "Love" and "Hate" sentiment phrases associated with the non-sentiment phrase "I Love Lucy" then the score would be "0" as the overall sentiment is indifferent for the entire group of responders, even though there would be two distinct groups that could be handled separately.
In accordance with another embodiment of the invention, the statistical analysis includes a dynamic weighting of trends from different data sources based on one or more of the following: a frequency at each time interval and frequency over a plurality of time intervals to offset transients in trends. For example, one may consider two different sources of data, Facebook and Twitter, each providing sentiment phrases to the same non-sentiment phrases. With the different nature of use of each of these data sources it may be necessary to provide a weight to adjust for the characteristics of each of them. For example, Twitter being a relatively fast responder to trends may show a significant change over a baseline even though the numbers are quite small, and hence would require a weighting that would emphasis its early reaction. Such may also fade quickly from Twitter, but still linger on for a much longer time in Facebook requiring it now to have a higher weight on that data source. Thus, the weighting itself between the two data sources may change over time with respect to a taxonomy.
In S730 there is a received by the system a request for a report. The request may consist of one or more terms with requests for specific report items, such as correlation between two terms, or a request to show the strongest correlation between a given term and another term, or even a negative strong correlation between a given term and another term, and so on and so forth.
In S740 it is checked whether the requested term taxonomies are available. For example, it is checked if the requested taxonomies are stored in the database of the system (e.g., a data warehouse 130, 240 or 345). If S740 results with a No answer, execution continues with S760; otherwise, execution continues with S750 by generating the requested report and followed by S770. In S760 there is generated a 'no data' report, i.e., because of the lack of a taxonomy of a requested term the system cannot generate a requested report. In S770 it is checked whether additional requests are pending, and if so, execution returns to S730; otherwise, execution continues with S780. In S780, another check is made whether it is necessary to continue with the collection of data from the web-based data sources, and if so execution continues with S710; otherwise, execution terminates.
It should be noted that the system may allow the gathering of the sentiment with respect to a plurality of terms to generate a single understanding of a decline or incline in sentiment. For example, a company may use its brand name and one or more of its products to determine whether the sentiment is inclining or declining. Once such is determined, a course of action may be taken. In one embodiment, responsive to a report the system may recommend and/or execute the increase or decrease of expenditure on advertisement to offset an observed trend. That is, if it is seen that there is a declining sentiment the system may authorize or otherwise automatically increase the amounts spent on advertisements. In today's environment of increasing expenditure on multiple on-line channels, such an automatic real-time response to a real-time incline or decline in sentiment is essential for effective and efficient use of given budgets.
The various embodiments disclosed herein maybe implemented as hardware, firmware, software, or any combination thereof. Moreover, the software is preferably implemented as an application program tangibly embodied on a program storage unit or non-transitory computer readable medium consisting of parts, or of certain devices and/or a combination of devices. A non-transitory computer readable medium is any computer readable medium except for a transitory propagating signal. The application program may be uploaded to, and executed by, a machine comprising any suitable architecture. Preferably, the machine is implemented on a computer platform having hardware such as one or more central processing units ("CPUs"), a memory, and input/output interfaces. The computer platform may also include an operating system and microinstruction code. The various processes and functions described herein may be either part of the microinstruction code or part of the application program, or any combination thereof, which may be executed by a CPU, whether or not such computer or processor is explicitly shown. In addition, various other peripheral units may be connected to the computer platform such as an additional data storage unit and a printing unit.
All examples and conditional language recited herein are intended for pedagogical purposes to aid the reader in understanding the principles of the invention and the concepts contributed by the inventor to furthering the art, and are to be construed as being without limitation to such specifically recited examples and conditions. Moreover, all statements herein reciting principles, aspects, and embodiments of the invention, as well as specific examples thereof, are intended to encompass both structural and functional equivalents thereof. Additionally, it is intended that such equivalents include both currently known equivalents as well as equivalents developed in the future, i.e., any elements developed that perform the same function, regardless of structure.


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People are Working, Traveling, Spending and Investing in Stocks
The post-election Trump Rally has taken stock market indexes to all-time highs, and the recent gains raise some interesting Q's.
Below are some thoughts on the action that you may find useful, as follows:
Sentiment: Has spiked as the market has run up. I use the AAII sentiment indicators and publish them weekly as announced. They may imply that a short-term pullback is due.
Valuations are elevated: Markets are overvalued relative to historical averages. This may be true, but it misstates an important fact. Markets are rarely fairly valued. When stocks are undervalued, people can be too nervous to put capital to work; when they are expensive, they are reluctant to overpay.
Pricey markets often become pricier, cheap markets often become cheaper. It is important to understand that markets are at fair value for only the briefest frames. Then they move, staying cheap or overvalued for years at a time.
Earnings: It may be counter intuitive, but consider this: markets are forward looking and valuations look elevated sometimes because the economy and corporate profits have to catch up with prices. That is what the 1st 3 Q's of this year were about, US stocks prices were little changed as they waited for earnings to rise enough to justify valuations.
Then there's the CAPE ratio: This is Yale economist Robert Shiller's measure of cyclically adjusted PE/R (price-to-earnings ratio). On CAPE: over the past 25 years, the CAPE ratio has been above its historical average 95% of the time. Stocks have been below their historical average just 16 out of the last 309 months. Since that time, the total return on the S&P 500 is over 925%. Meaning CAPE is a useful guide to give you some ideas about future expected returns, but as a market-timing tool, it is of little use.
New market highs are Bullish: Of all of the factors demonstrated to generate returns; momentum or trend is misunderstood by many investors. Think of it this way : which is the better way to generate gains, investing in markets that reach new lows or new highs?
The Election is over: It seems everyone is enthusiastic about Donald Trump's victory and his plans to cut taxes and roll back regulations. Back to Sentiment.
I believe that Donald Trump will make America Great Again, many people are relieved that he not Hillary Clinton is our new President.
People are now working, traveling, spending and investing in the stock markets.
Stay tuned…
Paul Ebeling
Latest posts by Paul Ebeling (see all)
- "US is the Only Economy That is Really Growing" - October 21, 2019
- Russia's Huge Gold Hoard Protects Its Economy - October 21, 2019
- Stock Traders Bet Fed Will Cut Rates - October 20, 2019


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- By continuing to browse the site, you are agreeing to our use of cookies Agree.
- And what kind of woman do I want to spend my time with?
- Best Free Farmer Dating App.
Single farmer Dating with us can help you meet your match
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Another thing we firmly believe in is that a dating website should always be extremely easy to use.
Please, punk rock dating website take me on a first date to Applebee's. The romanticized image of farming is one where lithe cowboys and fresh-faced cowgirls are forever galloping over the prairies. One guy said his family and friends mean the world to him.
Best Farmer Dating Sites Of
Farmer Dating Expert
There are too many fake dating sites around and we felt it was important to hand-pick only those that were credible, reliable and trustworthy. One who knows what she wants and who has the confidence to go about it in a moderate way. So, what else sets us apart from the rest?
Thousands of singles find love through EliteSingles every month. Another thing that we used as a factor in our ranking is value for money. This website uses cookies.
Phase 2 We have a winner ... and he has a mullet
Let's be moderate all damn day. After combing through other sites looking at profile after profile of city slickers who so often seem dubious, term the level of upfront vulnerability on Farmers Only was a totally refreshing change. EliteSingles is here to help them find it. We hope that our efforts will help you find the perfect farmer dating website for yourself. Make me feel like I'm home.
The whole point of online dating is to find someone special, and we feel that the websites featured on this list have just enough features to make it happen. For more, follow her on Twitter or like her on Facebook. When I got to the second page of eligible farmers near me, I noticed a guy who was from the south with a fantastic blond mullet. These days, you can never be too careful as there are many legitimate risks waiting in the dark corners of the web.
Single farmer Dating with us is a good start
However, unlike some of the very niche farmer dating sites, we also appreciate that a great match needs more than just a shared area code and a love of agriculture. The first thing we looked for in a website are the features. Indeed, when your nearest neighbour is several miles away, and when you already know all the singles in your nearest small town, a new approach to dating is needed. Country dating is easier online The appeal of online dating is obvious, especially for those in more isolated farming communities.
Please accept the terms below. Dedicated, kind, big-hearted family men who may not have all the words, but who do have all the feelings. Please select your gender and search gender.
Join chat rooms, send flirts, and have a great time whenever you stop by. It's a meal and a toothpick all in one. As you can see, we have based our ranking on some of the criteria we feel are important to everyone. Ultimately, success on the online dating front greatly depends on choosing the dating site most aligned with your personal dating requirements.
And these dudes definitely were not. The appeal of online dating is obvious, especially for those in more isolated farming communities. Another important concern was the safety of these websites. Bring your country fairytale to life.
We were also interested in the ease of use of these websites. Whether they are based in the city or the country, EliteSingles members strive to be the best at what they do. Browse through the profiles and spot those you like. These men described themselves as seeking a person with good character and strong moral values.
Please use a valid email address. By the way, that tagline's totally not fair to say because plenty of city folks like me were once country bumpkins themselves. You don't have to be from the country to enjoy meeting people who share your values. When a friend told me about the site recently as a joke, I thought it sounded hilarious, sure, speed but I was also intrigued.
- This compensation impacts the ranking of the sites.
- Fortunately, the websites we reviewed and ranked are mostly very intuitive and simple, without being too basic or dull.
- The dating sites and Special Offers that we present are from companies from which FarmerDatingExpert.
- We decided to help by researching this particular area of dating websites and assessing them all based on certain factors we believe are important to everyone.
Cowboys Nearby is one of the best online places for meeting cute and single cowboys and cowgirls. Our passion is to help these industrious singles connect. EliteSingles logo Farmer dating. You're saying I can be the kind of woman who approaches my goals in a way that actually makes sense?


text:
Zimbabwe (native name: Zimbabwe) is a country in Eastern Africa. Its capital city is Harare. Zimbabwe has an area of 390757 km2 and a population of nearly 14240168 people, or Zimbabweans as the natives are called, which speak English. It is part of the African Union.
The country code for Zimbabwe is "ZW", the country code top level domain (ccTLD) is ."zw".
Zimbabwe's Internet
Because Zimbabwe is a member of AU (African Union) some of its rules apply. In general there is none censorship happening. 23.62% of the population uses the internet.
Security in Zimbabwe
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Country: Zimbabwe
Region: Africa
Corruption: 22/100
Number of Internet users: 3363256
Censorship level: none


text: Delhi-Gurugram highway is facing one of the longest traffic jam ever, it has already been 12 hours since the traffic has been blocked. Zee News always stay ahead in bringing current affairs from all the valley of National interest, Politics, Entertainment, Sports and International happenings. We take you to the depth of every matter by providing every small detail and makes you familiar with all the happening around you. Zee News is the highly popular Hindi News channel of India's largest television network ZMCL.


text:
Production wraps on star-studded Polley feature
Take This Waltz, the latest from Sarah Polley, has recently wrapped filming in Toronto and Cape Breton.
Take This Waltz, the latest from Sarah Polley, has recently wrapped filming in Toronto and Cape Breton.
The romantic drama stars Michelle Williams (Shutter Island, Brokeback Mountain), Seth Rogan (Superbad, Knocked Up), Luke Kirby (Labor Pains, Mambo Italiano) and Sarah Silverman (The Sarah Silverman Program). It tells the story of a happily married woman attracted to a man who happens to live across the street.
Take This Waltz is written and directed by Polley (Away From Her) and produced by Susan Cavan (Kids in the Hall, Citizen Duane) from Accent Entertainment. Filming took place in both cities in July and August, as well as in Pinewood Toronto Studios.
Other credits include cinematographer Luc Montpellier (Cairo Time, Away From Her), editor Chris Donaldson (Kids in the Hall: Death Comes to Town, Slings & Arrows), production designer Matthew Davies (Casino Jack, Blindness), music by Jonathan Goldsmith (Casino Jack, Away From Her), and costume designer Lea Carlson (This Movie is Broken, Tracey Fragments).
The film, slated for a 2011 release, will be distributed in Canada by Mongrel Media. TF1 will handle international sales.


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AARP Media 50+ in Your Face
In 2013 AARP Media extended their campaign and pushed the envelope with the "In Your Face" campaign. With the tongue and cheek headlines and the up-close visuals of the 50+ we started to break down barriers on who and what 50+ really is.
AARP Brand Extension
To extend the AARP brand we collected research and started to position ourselves as experts in the 50+ arena through E-guides, white papers, Linkedin and blogs.
Through imagery we visually showed different persona's that accurately depicted the active lifestyle of the Boomer. We layered strong bold headlines that were in your face and spoke to advertisers that this generation has the buying power.
AARP Media Placemat Brand Extension
AARP Trade Campaign
AARP E Guide
AARP Media Media Sheets Brand Extension
AARP The Magazine Powerhouse


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Join Our Brain Warrior Tribe!
FREE ... Instant Gift, Health Tips and Recipes!
Plus you'll get free support for your journey of healing through my weekly newsletter.
A Brain Warrior lifestyle is chosen by those who are serious about their health, either out of desire or because they have to. Brain Warriors want to look and feel their best for as long as possible. Brain Warriors want to excel at work, in school, and in their relationships. Brain Warriors often begin this journey because they or someone they love struggles with a brain disorder or with chronic disease. Remember, the war for your health is won or lost between your ears, in the moment-by-moment decisions your brain makes every day.
The Performance Meditation – Your Unfair Advantage
Professional athletes train physically for hours, but they spend almost as much time training mentally. If you're an athlete, a speaker, or just looking to perform at your highest level possible, in whatever you're trying to accomplish, then this meditation is for you. Click here for my One Page Miracle. Learn more about Barry Goldstein's…Read More
Reduce Your Anxiety With A Grounding Meditation
We live in a super busy and fast paced world which can leave us feeling ungrounded, especially at times when things get really hectic. Don't let your anxiety get the better of you. Try this short and powerful grounding meditation – reduce anxiety and pain, increase focus, and feel better. Learn more about Barry Goldstein's…Read More
How To Stay Motivated Throughout The Year
Have you created your vision for the New Year? Remember, purposeful people live longer and are happier. What can you do to make sure your New Year's motivation remains high throughout the whole year? I want you to be successful, so here's some simple tips. Click here for my One Page Miracle. Click here to…Read More
No More Resolutions!
Did you know 80% of New Year's resolutions are abandoned by the end of February? Are you wanting to lose weight? Or quit smoking? Learn how to successfully follow through with your resolutions by creating a vision. Click here for my gift of the One Page Miracle. Click here for more information about the Brain…Read More


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Personality and Spirituality - March 27 and April 3
Wed, 03/26/2008 - 1:56pm Anonymous
Personality and Spirituality will be presented March 27 and April 3, 7-9 p.m. at Servite Center of Compassion, 7400 Military Ave., Omaha. Presenter will be Sister Margaret Stratman, OSM. This two-part presentation uses the Myers Briggs Personality Indicator to explore individual personality preferences and how they impact our spirituality. Cost is $25 for both sessions. To register, call Sister Charlotte Huetteman, OSM, at 951-3026.


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Mindset-Mark Verstegen
October 23, 2018
Use these insights to optimize your leadership skills for happier, healthier employees. Advice from EXOS President and Founder Mark Verstegen.
by Mark Verstegen | GuestTeamEXOS
What does it mean to be a leader? Being a leader is about responsibility to yourself, your organization, and, most importantly, your team members. A great leader understands the power of building a winning process for a sustainable, high-performing team.
In the nearly 20 years since I created the human performance company EXOS, I've discovered there's nothing more fulfilling than bringing a group of people together to achieve a far greater goal. And those decades also taught me so much about leadership.
Here's what I've learned, and how you can apply it to your own leadership.
1.Never stop learning
"To be a great leader, you need to be a great learner. Continuous improvement of yourself, your team, and your organization has to be part of who you are. "
If you look at a leader you admire, you'll likely see a diverse resume with a variety of roles in the organization or even a completely different industry. Why is that? Leadership skills are transferable. Once you've built them, you can use them in any environment. And building these skills starts with learning everything about an organization's vision, purpose, responsibilities, and strengths and weaknesses. Only with this information in hand can you start to prioritize problems, assign tasks to teammates, and excel.
2.Be a helper
Leadership is often mistaken as authority or power. But it's exactly the opposite. Great leaders are focused on helping those around them, regardless of whether they're above, below, or alongside them on an organizational chart.
The priority is to create an optimal environment and position each teammate to achieve success in their role. Each teammate's success will then trickle to other parts of the business, helping move the organization closer to its goals.
Leaving behind the need to be the smartest person in the room or prove their idea is right allows leaders to focus on serving and solving in the best interest of the organization.
Tap into the unlimited power of collaboration, confidence, and creativity.
3.Talk less, listen more
You've seen the pictures of leaders standing at a podium speaking to large groups of people. While these speeches come as part of any leadership role, they're only a small part of how a leader spends his or her time.
The information and successes shared in those public moments come from countless hours spent in collaborative meetings. It's in these meetings that the leader asks the right questions and listens as the teammates on the ground share insights and problem-solving techniques.
Building a culture of creative collaboration versus one of intimidation and fear allows teammates to feel confident in you and in the importance of their role in the organization.
4.Look at the big picture
Setbacks are part of any career, and leaders aren't immune. But great leaders can look past the disappointment and use their creativity to see all possible paths to success. They're then able to map an efficient, lasting solution.
"Once a solution is realized, the leader must go the extra mile to create and document the structure and system, empowering employees to use it to find success. "
It's in these tough moments that leaders need to know that they can achieve success — it's just a matter of how long it might take. This growth mindset allows them to navigate a complex, evolving journey to long-term, sustainable solutions.
5.Live the culture
Organizations often tout their culture, but what is your organization's culture?
If it's about healthy living and creative collaboration and you're driving yourself into the ground and shouting orders, your teammates see that. And what they take from that is that you don't embody the vision and values of the company you're leading. The result: a lack of trust in you and your organization.
So, build a genuine foundation for trust with your teammates by embracing your organization's culture and leading by example.


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Vereinigte Staaten von Nord-America [Sheet 5]
Description: Map shows cities, railroads, roads, military posts, areas of Native American habitation for south central United States and "Indian Territory." Includes names and dates for expeditionary routes. Relief shown by hachures and spot heights. Scale [1:3,700,000].
Date: 1885
Creator: Petermann, A. (August), 1822-1878
Item Type: Refine your search to only Map
Partner: University of Texas at Arlington Library


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Hi, I have had daily bad headaches for 3 years now normally around 24 days a month, they put me on amitriptyline 10mg starting out for the first 4 weeks, the first 8 days I felt a bit better and was very happy so increased after time and believed it was making a difference until 5 weeks and all returned and from what I knew about amitriptyline I wanted to come off before I became dependent or). Read More About Our Sustainability GoalsOpen the link in a new window. Les frais de renvoi sont la charge du client. Nama obat -obatan, Xanax dan Lexapro, meskipun suara termasuk dalam kategori yang sama, tidak demikian. See figure below for the evaluation of recurrent urinary tract infection. Outdoors Nature - App Store Downloads on iTunes Browse and download Magazines Newspapers apps on your iPad, iPhone or iPod touch from the App Store. Parasites Food poisoning caused by parasites is not as common as food poisoning caused by bacteria, but parasites spread through food are still very dangerous. Puede presentarse como la planta pura o combinada con otras, como: Cabellos de elote Coachalalate Cola de caballo Enebro Yumel Sustancias activas de la hierba del sapo. I texted Jason last night and it was just good entertainment for the night. Breast Cancer Deaths Increasing for Black Women by Raja Reddy Radiologist. This program includes A customized program how long viagra lasts to tailor-fit your goals and needs. Once called Green Gold, ginseng is an ordinary looking plant that grows on the shaded forest floor. Your doctor may also prescribe this medicine to help prevent these symptoms two to four weeks before the beginning of the pollen season. Last revised in agony with an anti infectious agent. This offer is not valid for cash paying patients. You can also find manufacturer coupon offers and receive a SingleCare pharmacy savings card instantly for an. Despite drinking lots of water and eating fibrous food, I became suddenly constipated when I started using this baldness treatment. http://canadian-pharmakoani.com where can i order viagra.
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Making Mermaid Mugs!Events
- All The Family
- Under 5s
- School Age
Yet another lovely craft morning at Smokey Joes! Come and join in with the Mermaid Princess decorating mugs - you'll be drawing on them, adding stickers and so much more! You'll also be doing some colouring and finishing with interactive storytelling and some photo opportunities.
Smokey Joe's is an amazing 50's style diner, providing amazing atmosphere, delicious coffee and food made from scratch! They even have milkshakes for the kiddies!
Tickets are just £4.50 and must be purchased in advance using the link below or directly through Everlasting Entertainment. Please do book in early as these event's sell out quickly. Please note, under 2's who will not be participating do not need a ticket.
Wednesday 7th August
10:30am - 12pm
Cost: £4.50 per child / under 2's free
Open hours


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HELVERING V. INTER-MOUNTAIN LIFE INSURANCE CO., 294 U. S. 686 (1935)Subscribe to Cases that cite 294 U. S. 686
U.S. Supreme Court
Helvering v. Inter-Mountain Life Insurance Co., 294 U.S. 686 (1935)
Helvering v. Inter-Mountain Life Insurance Co.
No. 537
Argued March 5, 7, 1935
Decided April 1, 1935
1. Assets reserved by an insurance company against matured unsurrendered and unpaid coupons attached to its twenty-payment life coupon nonparticipating policies held not "reserve funds required by law" within the meaning of § 245(a)(2) of the Revenue Act of 121, allowing deduction of a percentage of the mean of such reserve funds in computing the net income of life insurance companies. P. 294 U. S. 690.
2. Reserves against such matured and unsurrendered coupon are not essentially insurance reserves, and the latter alone constitute the base on which the deduction allowed by § 245(a)(2) is to be computed. P. 294 U. S. 690.
3. The rule that ambiguities in tax statutes are to be resolved in favor of the taxpayer has no application to provisions for deductions; they are allowable only when plainly authorized. P. 294 U. S. 689.
71 F.2d 962 reversed.
Certiorari, 293 U.S. 553, to review a judgment affirming a decision of the Board of Tax Appeals redetermining a deficiency in the income tax of the insurance company. chanroblesvirtualawlibrary


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Status: Closed
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Be the first cleveland.com user to add photos or videos of Warner Joan
Warner Joan can be found at Sherwood Rd 2587. The following is offered: Real Estate Agents. The entry is present with us since Sep 8, 2010 and was last updated on Nov 14, 2013. In Columbus there are 260 other Real Estate Agents. An overview can be found here.
Joan Warner Realtor was founded in 1981, and is located at 2587 Sherwood Rd in Columbus.
Warner Joan is located at 2587 Sherwood Rd, Columbus, OH. This business specializes in Real Estate Agents.


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This is not the season for roast lamb. Wouldn't you rather have a warming stew during these bitterly cold days?
Of course, for those of us who love a good braise, it's stew season all year round — but a deeply savory slow-cooked lamb tagine is exactly what I want just now.
The best cut for this Moroccan stew is the shank of the lamb, which gives a melting, unctuous quality to the dish. (Even when I make this tagine with meaty neck bones or bone-in shoulder chops, I add at least one shank to the pot.) Just describing it makes me crave that very particular taste of shank meat, simmered to sticky tenderness with buttery saffron-flecked onions, soft Medjool dates and a spice mixture with just enough cayenne.
In Morocco, a traditional tagine is cooked in an earthenware vessel with a conical top (also called a tagine) set over coals. The design of the pot ensures that moisture doesn't evaporate, so a concentrated flavorful sauce is always bathing the meat within. Modern Moroccan cooks use a large pot over a gas flame instead, but they may bring the stew to the table in a colorful decorative tagine. I often begin a tagine in a pot on the stovetop and finish it in the oven.
One secret to a stellar tagine is cooking the meat to just the right stage, almost falling off the bone, but not quite. Remember that even a stew can become overcooked and stringy, so pull the meat as soon as it is ready.
Another is to check in to monitor its progress from time to time. If the level of the liquid in the pot gets too low, you risk drying out the meat, so it may be necessary to add a cup of water occasionally. You get a second chance to fix the sauce at the end of the process. If it seems too thin, boil it down a bit; too concentrated, add a little water. For me, the ideal consistency is somewhere on the thicker side of brothy. Taste the sauce for balance, then adjust to get the perfect combination of sweet, salty and spicy.
Eat your tagine from a communal vessel the Moroccan way, attacking with fingers and flatbreads in utter enjoyment.


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By Tara Alexander
As a Pastor, I hear it all the time. In fact, I get to see both sides of the coin. Many of us wonder why is God taking so long to move in our lives but in all actuality, God is not the problem. The problem is that we're taking too long to notice and to obey. I love the quote Sis. Kim shared with us in a bible study. Thomas Edison hit the nail on the head, when he said "opportunity is missed by most people because it is dressed in overalls and looks like work." Could it be that opportunity is available but it comes with the price of work? Jesus said the harvest is plentiful but the laborers are few. Then He said pray that the Lord of the Harvest will send forth laborers. That's what we've been praying for. We've been praying for workers. People who understand that faith without works is dead. People who understand that harvest time is work time. Though the opportunity is making us work, the end result will be the counting of the spoil. We will reap if we faint not. Like the song says, "I just can't give up now. I've come too far from where I started from". If the blessing comes with work attached then bring it on. I want everything God has for me. As long as God is my boss, I know the payoff will be exceedingly, abundantly above all I ask or think. Take inventory in your life, is your opportunity disguised? Could it be that the work you're avoiding is your big opportunity? Prepare yourself because opportunity is already here! Opportunity to be used of God. Opportunity to be a blessing. Opportunity to feed the hungry, clothe the naked, encourage the hurting. It's all over the place. And the king, He is a real good employer. The pay is abundant! And the benefit package exceeds far more than money. The peace surpasses all understanding and the opportunity for joy is unspeakable. And yes, you will get your hands dirty but you will get a cleansed heart and a renewed spirit. It's just a part of what we get for working for the King. If we honor Him first, everything else will be added unto us. * For More Information About Helping the Community Log On to: www.championchurchnola.com
Opportunity in Disguise


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Sterling Silver Sideways Cross Necklace
Sterling Silver Sideways Cross Necklace
$70.00 $70.00
This sterling silver sideways cross necklace is a stylish way to show off your faith. Featuring a horizontal cross pendant that is crafted from high quality 925 sterling silver. The sideways cross is attached to a matching sterling silver rolo chain. A true inspirational horizontal cross necklace that makes a great gift. Get it now!
Sterling Silver Sideways Cross Necklace Features:
Materials: 925 Sterling silver
Pendant Size: 1.5 inch
Chain Length: 17.8 inch
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Wed 08th Mar, 2017
Jenja Weekenders X Kollektiv Turmstrasse
There are few artists operating in the house/techno milieu who offer much beyond functionality in their music. Those who bring more than this to the table always stand out from the crowd. Hamburg/Berlin duo Kollektiv Turmstrasse (Christian Hilscher and Nico Plagemann) are one of those rare acts whose music caters for both body and soul.
The bottles of Belvedere are chilled and only 1,5 mil nett before midnight.
+62 811 3988 088 | +62 818 08770 088
Or send us a private message.
Strict door policy (no singlets, flip-flops or beachwear allowed!). Entry is not guaranteed if the club is full, so get in early! Management reserves the right to refuse entry.


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E-mail Forwarding in Web Hosting
It is easy to configure forwarding for virtually every email created inside a web hosting account from us. This can be done either when you make a new email address through your Hepsia Hosting Control Panel, or whenever you want later because the forwarding can be activated and deactivated for any existing mailbox with just a couple of mouse clicks. It's also possible to choose if a backup copy of the inbound emails will be kept on our servers, which is a pretty valuable option. This can be a fail-safe if the remote email address is not accessible for whatever cause, not mentioning you will have always a copy of all of the messages. When this option is not enabled for a specific email address on our end, an inbound e-mail will be received and sent forward, so no record of it will stay on our server. In case the remote mailbox is down for the moment, you'll lose this message.
E-mail Forwarding in Semi-dedicated Servers
Forwarding an email address located on our servers will be very simple if you have a semi-dedicated server package with our company and will also not require you more than several mouse clicks to create. This can be done from the Emails section of the Hepsia Hosting Control Panel and you will be able to monitor the email addresses which are being forwarded and where your emails will be sent with a glance. The feature is activated and deactivated for each of the email addresses in your account. You could also activate or deactivate a useful option we provide - a backup of the e-mails being sent through our servers can stay on the server. By doing this, you'll also have a copy of your incoming e-mails and you'll not have to be worried about loss of any info. If you have this option deactivated, you risk losing email messages should there be a problem with the remote email address.