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Fantastic 4 bedroom, 2 bathroom home located in a private cul de sac in the Columbia area. This bungalow with daylight walkout basement has had many updates, including, windows, new patio doors added downstairs and larger windows, flooring downstairs and a wet bar that could be converted into a full kitchen. The upstairs is bright with large windows and a nice deck off the dining room to take in the amazing valley and lake views. The 3 Bedrooms upstairs are a decent size and there is a 5 piece bathroom. The home has A/C and is very cost effective in the winter with the wood burning stove. The yard is very private and has an underground irrigation system and a garden space. There is also a newer 10×10 shed that has power. Tons of parking and room for an RV. Close to the school and public transit. This home has a lot of neat characteristics that are a must see! Contact me today! (id:16512)
Property Overview
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The MLS® mark and associated logos identify professional services rendered by REALTOR® members of CREA to effect the purchase, sale and lease of real estate as part of a cooperative selling system.
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subset: commoncrawl


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CabinZero Classic 28L Cabin Bag Naga Red
The ultimate in lightweight travelling. With a 28 litre capacity, side compression straps, top and side handles, front zipped pocket, inside zipped and mesh pocket, ideal for everyday use.
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power plant equipments quality control ppt
Power Plants and Types of Power Plant | Electrical4U
Jun 08, 2019· Power Plants and Types of Power Plant. June 8, 2019 February 24, 2012 by Electrical4U. It helps in irrigation and flood control also. Disadvantages Hydro Electric Power Station. It involves high capital cost due to dam construction. Availability of
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improve the clinker quality and to increase the lifetime of the equipment ; Reduction of emissions, such as NOx, SO2 and dust, are secondary effects of this optimisation. 10 TECHNIQUES TO CONSIDER THE DETERMINATION OF BAT. Careful selection and control of substances entering the kiln can reduce emissions. Specific techniques ; Control NOx emissions
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Doosan Power Systems (Doosan Lentjes) specializes in the AQCS (Air Quality Control System), which dramatically decrease the volume of pollutants generated by power plants, and supplies optimized selective alytic reduction and fuel gas desulphurization facilities to plants that remove nitrogen oxide and sulfur oxygen compounds.
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Importance of water quality control in thermal power plants Figure 1 shows a water/steam system used at thermal power plants. In this system, water circulates starting as condensate, followed by boiler feedwater, boiler water (in the boiler) and including leakage from steam generating tubes in the boiler and equipment damage, are shown in
SAFETY INSPECTION CHECKLISTS - Los Angeles
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control and you cannot control what you cannot measure!" (Peter Drucker) Performance measurement is a fundamental principle of management. The measurement Equipment downtime, quality problems or the potential for accidents and/or environmental excursions are the visible outcome. All of these can
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Air Quality Control Equipment • SCR Housing & Ductwork • Hoppers • Silos • Blowdown Tanks Circulating Water Pipe for Power Plants in Florida & Texas Customers: Black & Veatch and Zachry 108", 96", 84" & 72" Pipe installed at West County, Sandy Creek & Canaveral PowerPoint Presentation -
Chapter 3 O&M Management - Department of Energy
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Vision: Building our future one child at a time.
Mission: Success for every child - #WhateverItTakes
Star City Middle School - School of Innovation
Vision: Building our future one child at a time.
Mission: Success for every child - #WhateverItTakes
Star City Middle School - School of Innovation
Star City took 3 of 4 games tonight against Drew Central. 7th girls and boys teams had big victories tonight. The Lady Pups lost a heart breaker 26-24 and the Bullpups won 64-47. Great night to be a Bulldog. #Whateverittakes view image
Twelve SCHS art students have their artwork entered into the 2020 Arkansas Art Educators Youth Art Month Flag Design Contest. More info at: https://m.facebook.com/starcityart #WhateverItTakes view image
Great work happening in our Vocational Shop classes. Independent projects are in full swing! #WhateverItTakes view image
A huge thank you to the #SCHS students who decorated two Christmas trees for everyone to enjoy. #WhateverItTakes #FuelYourRide view image
SCHS Agriculture Metals class presented Principal Lanehart and Asst. Principal Taylor with projects they have been working on designed specifically for them. Thank you and great work class and Ms. Hawkins. #SCHS #WhateverItTakes view image
Jimmy Brown Elementary has embarked on a new after school learning program called Save the Children. Save the Children is an after school program available to students that provides activities to......read more
SCMS Receives Awards for High Growth On ACT Aspire ScoresSTAR CITY MIDDLE SCHOOL has been recognized by the Office for Education Policy (OEP) at the University of Arkansas as a school that is......read more
FOR IMMEDIATE RELEASENovember 7, 2019 Lincoln County Recognized for Workforce Development Achievements at ACT Workforce Summit Star City, AR—Lincoln County was recognized for its workforce......read more
JBE Book Drive
ACT Aspire Interim 1 - 3rd Grade
4th & 2nd Grade Decorate the City Christmas Tree
4th and 5th Arkansas Brad's Quintet
Basketball @ Drew Central Classic vs Saline County (SG)
Basketball @ Drew Central Classic vs Saline County (SB)


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Residential For Sale
- 3 beds
- 2 baths
- $190,000 price
- 60148678 mls id
- Square Feet: 1,725 sqft
- Year Built: 2005
- Status: Pending
This is the one! The layout and location are hard to find in Rogersville. This spacious floor plan offers a fireplace that can be enjoyed from living room or dining area, the kitchen has upgraded cabinets with granite countertops, hardwood floors and new carpet in living room. All bedrooms are roomy and the master bath has both a jetted tub and walk in shower. Conveniently located next to the neighborhood pool! Call for your showing today!
Related Listings
Residential For Sale
15 Pictures
Great home in Rogersville! Nice three bedroom, two bath home in a great neighborhood with a fenced yard. Good sized front porch. Large living room with wood floors and a gas fireplace. The kitchen has nice cabinets, a pantry and all the major kitchen appliances stay! New carpet in the bedrooms....
158 Pine Ridge Boulevard Rogersville, MO
3 beds, 2 baths, 1,745 sqft, $177,900
Listing Agent: J.R. Hutcheson
Courtesy of: ReeceNichols - Rogersville
Residential For Sale
19 Pictures
Lets make a deal! Tons of value in this 3 bedroom, 2 bath, 3 car Meadow Floor Plan by Bussell. Knotty Alder cabinets, tile backsplash and granite countertops are just of few fo the great features! This is a great buy compared to new construction prices! Great Rogersville neighborhood just 10...
524 Patriot Place Drive Rogersville, MO
3 beds, 2 baths, 1,579 sqft, $184,500
Listing Agent: J.R. Hutcheson
Courtesy of: ReeceNichols - Rogersville
Residential For Sale
22 Pictures
Location is everything with this one story home on acreage in the much sought after area just east of Springfield, while also in the excellent Logan-Rogersville School District. You can get to Springfield in just minutes and to Rogersville in less than 10 minutes. It includes a huge 30x40 shop...
4267 South State Highway J Rogersville, MO
3 beds, 1 baths, 1,950 sqft, $195,000
Listing Agent: Lacey Hanes
Courtesy of: Greater Springfield, REALTORS
Residential For Sale
24 Pictures
Great house available in Patriot Place! Owner's have carefully maintained this newer home and it has an AMAZING country view out the back. This home offers a split floor plan and a dining nook that is unique to the neighborhood. You will love the quality Bussell built finishes, level driveway...
517 Patriot Place Drive Rogersville, MO
3 beds, 2 baths, 1,600 sqft, $199,000
Listing Agent: J.R. Hutcheson
Courtesy of: ReeceNichols - Rogersville
Residential For Sale
41 Pictures
Your farmhouse dream come true! This beautiful 1890's farmhouse is loaded with character but also the modern touches you like to see in homes today. The home sits on almost 2 acres surrounded by farmland and mature trees. The large back deck is perfect for bbq's and entertaining and you catch the...
5928 South Farm Rd 219 Rogersville, MO
3 beds, 2 baths, 1,777 sqft, $200,000
Listing Agent: Dan Holt
Courtesy of: Keller Williams
Residential For Sale
2 Pictures
Brand New Construction! Nice touch of craftsman and elegance make this home a dream come true. The front porch has a wood post and the front windows have shutters all stained to match around the garage door. Come and pick your colors. and finishes. The home is a spacious 1650 sq ft plan that offers...
540 Woodland Hills Avenue Rogersville, MO
3 beds, 2 baths, 1,650 sqft, $206,500
Listing Agent: Shirley Franklin
Courtesy of: Franklin, REALTORS
Courtesy of: Murney Associates - Primrose
Office Phone: 4175751282
Listing Agent: Michelle Cantrell
The data relating to real estate for sale on this web page comes in part from the Internet Data Exchange (IDX) of the Southern Missouri Regional MLS, LLC, Inc. Real estate listings held by Brokerage firms other than [Displaying Broker's Name] are marked with the IDX logo and detailed information about them includes the name of the listing Brokers. The information being provided is for consumers' personal, noncommercial use and may not be used for any purpose other than to identify prospective properties consumers may be interested in purchasing. The information being provided is not guaranteed, and all information should be verified by the consumer. Any representation that a web site contains all listings shall only mean that the website contains all listing available to the public through the IDX data feed. There may be other properties offered through a REALTOR® that have not been displayed on this site. © 2019 Southern Missouri Regional MLS, LLC. All rights reserved. Additional disclosure at https://www.somomls.com/
Updated: 14th December, 2019 5:54 AM.
424 Columbine Street Rogersville, MO


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Strengthening Metro Pacific's ESG disclosures for investors
Metro Pacific Investments Corporation sought to strengthen its approach to ESG, particularly as part of its investor engagement practices.
A leading infrastructure conglomerate in the Philippines that serves millions of people each day, Metro Pacific Investments Corporation (MPIC) sought to strengthen its approach to ESG, particularly as part of its investor engagement practices.
Understanding the need for a fresh perspective to further improve their ESG reporting, MPIC sought to make its disclosures more streamlined and robust and key messages more concise and audience-appropriate for the investment community.
After having first been invited to review their reporting baseline, MPIC also invited TPB to assist the company in preparing their full 2017 sustainability report. The result of this report led to multiple engagements to strengthen overall ESG disclosures, such as continued training, capacity building and investor-focused reporting.
With expertise in managing data across various operating companies in accordance with the Global Reporting Initiative (GRI) Standards, TPB developed the narrative that well-positioned MPIC's contributions to sustainable development, and anchored the report to comprehensively address investor expectations.
TPB also worked with MPIC in its first CDP and Dow Jones Sustainability Index (DJSI) submissions, equipping the investor relations team with the capacity to manage disclosures in the coming years.
In addition, TPB provided ESG training for key decision-makers across MPIC's operating companies.
Over the course of multiple engagements, MPIC has strengthened its ESG disclosures and fulfilled requirements across GRI, CDP and DJSI. This enables their reporting to be responsive to key audiences and communicate their material impacts, risks and opportunities.
Better navigating the universe of ESG investment frameworks, MPIC also participated in CDP and DJSI for the first time in 2018, and will continue to disclose its impacts on climate change on these platforms.
TPB celebrates its continuous partnership with MPIC to further advance its ESG reporting and disclosure.
We believe in empowering the people we serve to participate in and benefit from sustainable economic growth.
Joint Executive Message from the Chairman, Chief Executive Officer and Chief Financial Officer
Latest Insights
Businesses in Asia increasingly recognise the value of sustainability says TPB Founder & Director Pat Dwyer, yet the race to future-proof the planet has never […]
Sustainability Advisor Diana Chen investigates the drivers of purposeful transformational change for business leaders in Asia. Any discussion around corporate purpose traditionally starts with a […]
The world needs action on climate change more than, and faster than ever - so what is business going to do about it?, asks TPB's […]


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Health safety officer construction job offers in gauteng
1-22 of 22 jobs
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Health And Safety Officer / Manager - Project Basis
IntelliStaff Centurion, Gauteng
...Assessments Onsite Hazard Identification WCA Notification Experience Updating and Managing the Site Safety File Daily Toolbox Talks Conduct Safety Meetings
4 days ago in executiveplacements.comReport
Regional Health & Safety Officer
JCDecaux Johannesburg, Gauteng
...Grade 12 Knowledge of competent in SHEQ Management Systems (ISO 45001, ISO 14001) would be advantageous At least 5 years working experience in a construction...
5 days ago in jobplacements.comReport
Legal manager (sandton)
MPRTC Sandton, Gauteng
...Labour Law knowledge Responsibilities: Commercial drafting, including Mining Services Agreement, Services Agreements in respect of Weighbridge Construction...
19 days ago in executiveplacements.comReport
Health And Safety Officer / Manager - Project Basi
Intellistaff Tshwane, Pretoria, Gauteng
Reference: JHB001496-RD-2 Urgently looking for Safety Officers / Safety Managers who are willing to work on Project Basis Location: Pretoria South Africa...
2 days ago in Pnet.co.zaReport
Health & Safety Officer
Gauteng, Gauteng
...healthy, safe enough and in compliance to legal and other requirements for all employees and activities of Mkhulu EDP. Minimum Requirements Â.Diploma in Safety...
7 days ago in Job MailReport
Construction Health & Safety Officer
Gauteng, Gauteng
Construction Health & Safety Officer (CHSO) for a Civil Engineering Construction company based in Gauteng. The Candidate must be fully conversant with the...
11 days ago in Job MailReport
Safety Officer
Rayal Industrial Bronkhorstspruit, Gauteng
Assist management in developing a health &safety plan and continually maintain and health &safety file in terms of the occupation Health &Safety Act Ensure...
24 days ago in careers24.comReport
Safety Officer
Pretoria, Gauteng
A mining client based in Pretoria is urgently looking for Safety Officer Minimum Requirements. Grade 12. comsoc 1 & 2. Shemtrac. RCAT Accident Investigation...
Gross/year: ZAR550,000
12 days ago in Staffingprojects.co.zaReport
Safety Officer
Empact Group Sandton, Gauteng
...safety stand downs where necessary. Incident Reporting and Management Work closely with the Incident Management Controller and Inland Regional HSE...
22 days ago in Pnet.co.zaReport
Safety Officer-Ekurhuleni (East Rand)
East Rand, Boksburg, Gauteng
A safety officer monitors workplace activities to ensure that workers comply with company policies and government safety regulations. The duties of this job...
6 days ago in Unique.co.zaReport
Chief Safety Officer-Tshwane (Pretoria)
Tshwane, Pretoria, Gauteng
Job Description: The incumbent will be responsible for developing, implementing and maintaining an efficient Safety Management System and Risk Management...
3 days ago in Unique.co.zaReport
Senior Safety Officer
Mining Jobs In Gauteng, Gauteng
A Senior Safety Officer is urgently needed at a mining company based in Gauteng Minimum Requirements. Grade 12. National Diploma in Safety Management...
Gross/year: ZAR800,000
4 days ago in Staffingprojects.co.zaReport
Safety Officer-Cullinan
Cullinan, Gauteng
Implements, guides and measures conformance to Health & Safety Policies within the allocated district, ensuring compliance with local, provincial and...
30+ days ago in Unique.co.zaReport
Safety Officer
Hire Resolve is assisting one of the leading mining companies in their search for a Safety Officer to be based in Gauteng. Candidates are required to be in...
Gross/year: ZAR500,000
30+ days ago in Hireresolve.co.zaReport
Health & safety officers x5
Workforce Staffing Northern Cape, Gauteng
A very reputable Civil Engineering firm with Headquarters in Bloemfontein, seeks the service of 5x Health and Safety Officers to be placed on a 3 year...
16 days ago in Pnet.co.zaReport
SHEQ Officer-Bronkhorstspruit
Bronkhorstspruit, Gauteng
QUALIFICATIONS Relevant post matric qualification in environment, quality, health and safety Certificate course in ISO14001 / OHSAS18001 Code 08 drivers...
6 days ago in Unique.co.zaReport
Safety Officer Internship Safety Officer
Krugersdorp, Gauteng
We seek to employ 5 health and safety officers to start working immediately in our mine based in Krugersdorp. Call Nokwanda on (*). *-*. For more information...
12 days ago in Job MailReport
Underground Safety Officer
A mining client based in Gauteng is seeking an experienced Underground Safety Officer. The candidate must have the following: Grade 12, COMSOC 1&2, National...
Gross/year: ZAR550,000
30+ days ago in Hireresolve.co.zaReport
Safety Officer - Heidelberg-Johannesburg (Incl. Northern...
Johannesburg, Gauteng
Position is within the Construction sector, specifically fast track low rise mass residential and industrial steel and concrete structures The ideal...
12 days ago in Unique.co.zaReport
SHE Officer
Johannesburg, Gauteng
A FMCG manufacturing company located in Johannesburg is currently looking for an experienced SHE Officer. The minimum requirements include: Degree or Diploma...
Gross/year: ZAR400,000
8 days ago in Hireresolve.co.zaReport
SHE Officer - Sandton
BPC Sandton, Gauteng
A Construction Group in Sandton is looking for a suitable person to employ in the position of SHE Officer. The salary for the role is R25k ctc per month...
Gross/year: ZAR300,000
30+ days ago in Job VineReport
Projects Coordinator
Technical Placements Johannesburg, Gauteng
...Management Principles Demonstrated knowledge of Project Management and Construction Regulations Technical / System background Benefits Salary R 27000 pm neg
Gross/year: ZAR27,000
24 days ago in ZohoReport
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Have you ever had a bad experience with a private or online college?
Questionable recruitment tactics, lies about accreditation, poor instructors, etc. If so, please explain and offer the name of the school if you wish.
When I just started looking around for online schools I had no idea what it entailed. I knew nothing of diploma mills or unaccredited schools. I did not know that an unaccredited diploma could not get me into a regular school so I signed up with Breyer State University. Everything seemed normal. I did not yet pay any money so I decided to check around and see what other schools had to offer. I found Almeda university. Now this was too good to be true. They offered my degree without studying and only asked me to answer a few questions about my work experience. I mentioned this to my boss and he told me that no employer would employ me (if I used that diplomas to get another job). He explained to me that a life experience degree was not a real degree and employers were very strict about such things.
I didn't use them but I know others who have and have lost their job because if it.
I have compiled a list of such schools and have assisted friends and acquaintances with figuring out which schools to avoid and which schools are real. I wrote a hub about it too.
I have not, but be careful about choosing a reputable, accredited school. Do a lot of research first. If you have a potential employer in mind talk to them and see what they would accept or at least find out what is considered acceptable in that line of work. Cardisa's excellent answer gives a perfect example of what can happen if you aren't careful. There are many hubs, books, etc. that can help you sort through the different colleges. Good luck!
There are regular complaints about these kinds of issues from a number of the online, for-profit institutions on discussion boards and other areas where these topics are hotly debated.
My advice, rather than saying which I think are true/untrue or valid/invalid is that if you are having a discussion with a college admissions office, and it begins to feel like you are in a used car dealership being pressured to "buy now" or being taunted by statements like "I thought you wanted to be a good example for your kids",... then it's time to hang up the phone, and walk away from that institution, permanently. No college worth it's salt needs to pressure students to sign up. If you're being pressured, hounded by emails and calls and made to feel bad when you say things like "I'm not sure it's the right time for me," or "I'm not ready to spend the money right now" you're dealing with a diploma mill (and it may be an accredited diploma mill, but it's a diploma mill, all the same)
About accreditation: a COLLEGE may be accredited but if you are hoping to enter a profession that requires that you attend an accredited PROGRAM, this is a different issue.
Too often, students ask about accreditation and are assured that the school/college is accredited (which may be true) but if you want to be an X-ray tech, for example, and you attend an accredited college whose Rad Tech program is NOT accredited by JRCERT, you will not be able to sit for the credentialing exam after graduation and therefore you will NOT be able to work as an X-ray/Rad Tech (you will still have to pay back those student loans though...)
by allbymyself 7 years ago
I need some advice. I have been considering going back to school, but I do have to work full time. I thought an online program might be a perfect fit for my schedule. However, after doing some research, I am concerned that these schools may not provide the end result I am...
by lender3212000 7 years ago
What should you look for when choosing an online college?
by kyork 6 years ago
Does an online degree hold as much weight as a traditional degree?Will my secondary education degree be laughed at if I get it online as opposed to in a traditional classroom?
by Sarah Griffith 7 years ago
There's so many things to consider when choosing which college to attend, what was most important to you?
by Shaylaw117 7 years ago
Online College Vs. On Campus?which one will be better in the long run for a career?
by Christopher Wanamaker 7 years ago
Has anyone been enrolled in or received a degree from an online college such as Walden University?If what was your experience like? Is it comparable to a brick and mortar college?
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|Drive circuit for light emitting elements
|December, 2004
|Plasma display apparatus and apparatus for driving plasma display panel
|June, 2006
|Min et al.
|Information navigation methods
|September, 2007
|Chen et al.
|October, 2009
|Electro-optic displays with single edge addressing and removable driver circuitry
|June, 2005
|Wilcox et al.
|December, 2009
|Verschueren et al.
|Antimicrobial personal computer aggregation
|March, 2005
|Scanning circuit, scanning device, image display apparatus and television apparatus
|November, 2006
|Shino et al.
|Graphing calculator with X=editor for equations and inequalities
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|Selecting a target object in three-dimensional space
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This application claims the priority of U.S. Ser. No. 61/005,797 filed on Dec. 8, 2007, which is incorporated herein by reference.
Surveillance systems capable of detecting suspicious movements of individuals are known in the art. These systems typically function by examining surveillance videos, detecting the position and movement of individuals, and comparing the movement to previously recorded movement. Depending on the closeness of movement detected, a risk value is assigned to the action and an end-user may be notified.
Such surveillance systems are utilized, inter alia, by banks, ATMs, hotels, schools, residence halls and dormitories, office and residential buildings, hospitals, sidewalks, street crossings, parks, containers and container loading areas, shipping piers, train stations, truck loading stations, airport passenger and freight facilities, bus stations, subway stations, theaters, concert halls, sport arenas, libraries, churches, museums, stores, shopping malls, restaurants, convenience stores, bars, coffee shops, gasoline stations, highway rest stops, tunnels, bridges, gateways, sections of highways, toll booths, warehouses and depots, factories and assembly rooms, as well as law enforcement facilities, including jails. Any location or facility, civilian or military, requiring security would be a likely user.
However, prior art references teach limited functionality. When a single video camera is used, motion is seen in only two dimensions. Further, while such references function by comparing observed movements in the video camera with predetermined movements, since the observed and predetermined movements are based on the motion of a person, the motions must be rather large, such as walking fast across a room or moving one's arm abruptly, and many frames are needed to use as a reference.
The above limitations of the prior art contribute to coarse and sometimes inaccurate results, including false positives and failure to detect behavior which is truly suspicious. The sampling of entire body movements and the need to take into account the appearance of these movements across cultural, sexual, and age boundaries require a high amount of computer processing power and storage space. Still further, the same object and same suspicious movement of the object can be anywhere on the screen. Thus, the movement may be displayed throughout the entire frame of view of a camera or only encompass a few pixels. Beyond that, when multiple objects, including people, are present in a surveillance area, the processing power necessary to sample movement increases substantially and can be hampered, for example, by the crossing of paths, particularly when one person walks between the eye of the camera and another person. Prior art systems tend to be limited to surveillance of a single person or a few people or objects at a time. This is because as complexity is added, at least in part, processing power, storage space and false positives increase rapidly. Such prior art surveillance systems tend to be both expensive and lacking in reliability.
Moreover, prior art systems detect movement only when it is substantially in the same direction of movement of objects to which it is being compared. For example, a person walking across the surveyed area from left to right will not be matched with recorded motion of a person walking across the screen from the top to the bottom. In such cases, the former may not be suspicious movement but could be indicative of an individual moving instead of towards a bank teller on the right, towards a bank safe at the top of a frame. Thus, each such direction of movement must be programmed specifically unless other workarounds are applied.
One such system known in the art is disclosed in U.S. Pat. No. 5,666,157 to Aviv which discloses a video surveillance system with means for sampling movements of an individual and comparing the movements to predetermined characteristics of movements. The above discussed limitations, including the limiting of sampling to two dimensions, is found in this reference.
More recent references have attempted to solve the above limitations in a variety of ways. For example, U.S. Pat. No. 7,136,507 to Han, et al., discloses at least causing an alert condition in a surveillance system when a predetermined pattern of movement is detected relative only to a fixed object, another person, or a zone which is designated as a secured area. This method decreases the volume of detected suspicious movements by limiting such detection to a specific subset of movements, but is similar to the U.S. Pat. No. 5,666,157, reference in other ways.
U.S. Pat. No. 6,940,998 to Garoutte discloses a surveillance system taking into account the terrain of the surveyed area and position of people as well as cars. The surveyed area is divided into portions and based on the portion and percentage filled by an object, the nature of the object is determined, such as a head of a person. Velocity of the object is calculated based on the movement in and out of the quadrant. However, this reference also suffers from similar drawbacks as the other prior art.
Thus, it has been a long felt and sought after need to provide an automated or semi-automated surveillance system which can alert an end-user of suspicious activity. It is desired that such a system and a method of implementing the system be inexpensive to produce and require minimal computational resources, including storage space and processor usage. Such a system would allow for a greater amount of predetermined movement samples to be stored and for such movement samples to be compared to observed movement at a greater rate.
Still further, it is desired that suspicious movements be detected regardless of where in the frame of view the movement is taking place and covering the broadest range of movements, whether by an individual or a group of people. Additionally, it is desired to detect the movement of animals.
An object of the present invention includes decreasing processing time in surveillance systems, especially real-time surveillance, so that a greater amount of matches can be analyzed.
Another object of the invention is to conduct surveillance in three dimensions and match movements regardless of the direction of movement of an individual.
Yet another object of the invention is to recognize movements, and especially high risk movements, regardless of the age or size of a surveyed individual or group of individuals.
Still further objects of the invention will become clear in the disclosure below.
The present invention discloses a method of surveillance comprising the steps of matching skeletal animation data representative of recorded motion to a pre-defined animation. The pre-defined animation is associated with a risk value. An end-user is also provided with at least the recorded motion and a risk value. The method may be carried out in real time and the skeletal animation data may be three dimensional.
The end-user may receive notification only when the risk value associated with the skeletal animation data is high, that is, above a certain designated threshold. The method may also include the step of having a user evaluate the recorded motion to determine the level of risk.
The matching may be an exact match or based on a closest available match.
The motion may be recorded using at least one video camera and may comprise at least a portion of a human's anatomy, an entire person, or a plurality of people.
An electronic surveillance system may be adapted to carry out the above-method.
A device with means for carrying out the above method steps is also claimed as part of the invention. Further, the device may be a computer-readable storage medium on which stored instructions are executable by a processor.
FIG. 1 shows a block diagram of a suitable computing environment in which the invention may be implemented.
FIG. 2 shows a prior art system for plotting skeletal animation data of an individual.
FIG. 3 shows an overview of the steps taking an embodiment of the method of carrying out the invention.
FIGS. 4A and 4B are screenshots of skeletal animation data representative of data used in embodiments of the system and method of the present invention.
FIG. 1 shows a block diagram of a suitable computing environment in which the invention may be implemented. Referring now to FIG. 1, an illustrative environment for implementing the invention includes a conventional personal computer 100, including a processing unit 102, a system memory, including read only memory (ROM) 104, a random access memory (RAM) 108, and a system bus 105 that couples the system memory to the processing unit 102. The read only memory (ROM) 104 includes a basic input/output system 106 (BIOS), containing the basic routines that help to transfer information between elements within the personal computer 100, such as during start-up. The personal computer 100 further includes a hard disk drive 118 and an optical disk drive 122, e.g., for reading a CD-ROM disk or DVD disk, or to read from or write to other optical media. The drives and their associated computer-readable media provide nonvolatile storage for the personal computer 100. Although the description of computer-readable media above refers to a hard disk, a removable magnetic disk and a CD-ROM or DVD-ROM disk, it should be appreciated by those skilled in the art that other types of media readable by a computer, such as magnetic cassettes, flash memory cards, digital video disks, Bernoulli cartridges, and the like, may also be used in the illustrative operating environment.
A number of program modules may be stored in the drives and RAM 108, including an operating system 114 and one or more application programs 110, for instance a program for browsing the world-wide-web, such as WWW browser 112. Such program modules may be stored on hard disk drive 118 and loaded into RAM 108 either partially or fully for execution.
A user may enter commands and information into the personal computer 100 through a keyboard 128 and pointing device, such as a mouse 130. Other control input devices (not shown) may include a microphone, joystick, game pad, satellite dish, scanner, or the like. These and other input devices are often connected to the processing unit 100 through an input/output interface 120 that is coupled to the system bus, but may be connected by other interfaces, such as a game port, universal serial bus, or firewire port. A display monitor 126 or other type of display device is also connected to the system bus 105 via an interface, such as a video display adapter 116. In addition to the monitor, personal computers typically include other peripheral output devices (not shown), such as speakers or printers. The personal computer 100 may be capable of displaying a graphical user interface on monitor 126.
The personal computer 100 may operate in a networked environment using logical connections to one or more remote computers, such as a server or host computer 140. The host computer 140 may be a server, a router, a peer device, or other common network node, and typically includes many or all of the elements described relative to the personal computer 100. The LAN 136 may be further connected to an internet service provider 134 ("ISP") for access to the Internet 138. In this manner, WWW browser 112 may connect to host computer 140 through LAN 136, ISP 134, and the Internet 138. Such networking environments are commonplace in offices, enterprise-wide computer networks, intranets and the Internet.
When used in a LAN networking environment, the personal computer 100 is connected to the LAN 136 through a network interface unit 124. When used in a WAN networking environment, the personal computer 100 typically includes a modem 132 or other means for establishing communications through the Internet service provider 134 to the Internet. The modem 132, which may be internal or external, is connected to the system bus 105 via the input/output interface 120. It will be appreciated that the network connections shown are illustrative and that other means of establishing a communications link between the computers may be used.
The operating system 114 generally controls the operation of the previously discussed personal computer 100, including input/output operations. In the illustrative operating environment, the invention is used in conjunction with Microsoft Corporation's "Windows Vista" operating system and a WWW browser 112, such as Microsoft Corporation's Internet Explorer or Mozilla Corporation's Firefox, operating under this operating system. However, it should be understood that the invention can be implemented for use with other operating systems, such as "WINDOWS XP," "MacOS," "Linu," "Ubuntu," "PalmOS," "OS/2," "SOLARIS" and the like. Likewise, the invention may be implemented for use with other WWW browsers known to those skilled in the art.
The methods and devices of the invention proceed by analyzing skeletal animation data. Systems and methods of producing skeletal animation data are known in the art, such as are disclosed in U.S. Pat. No. 6,522,332 to Lanciault, et al., which is hereby incorporated by reference. Such references disclose using one or more cameras to record the motion of a person and track the position of the person and appendages of the person over time. These data are typically rendered as a series of moving dots in three dimensions and comprise skeletal animation data wherein a rough position of various features of a person's skeletal system, representing skeletal animation data, are plotted in three dimensions.
FIG. 2 shows a prior art system for plotting skeletal animation data of an individual. While FIG. 2 shows a single frame of motion of an individual, a typical prior art system and the present system and method of the invention utilize the tracking of movement over various frames as is known in the art. Plot 200 shows a skeletal markup of points that make up a person which have been detected by such a prior art system. For illustrative purposes, the right hip 202 and top of the head 204 have been labeled. To illustrate more clearly what this skeletal markup looks like to the computer, the detected points can be normalized and connected to provide a stick figure-like illustration of the person, as shown in plot 250. The hip 202 is designated as hip 252 in plot 250. Similarly, the top of the head 204 has been designated as top of the head 254 in plot 250.
Most prior art systems function by placing markers over a person's body and detecting the position of the markers. While the present invention can be practiced on such a prior art system, new systems and methods have been developed which do not require the use of markers and are useful in the field of surveillance, where the person to be surveyed is generally an unwanted intruder or dangerous person in a public space and the use of markers is prohibitive.
One system of this type, which can create such skeletal animation data for use with the invention, has been disclosed and sold to the general public by Organic Motion Inc. and is believed to have been described in detail in one or more patent applications prior to the filing of the present application. The Organic Motion system uses multiple 2D video cameras to track a subject. The data output from each camera is fed into a vision processor which maps and triangulates the location of the subject by determining where the various camera images intersect. In this manner, the Organic Motion system looks at a scenario in a way a human looks at a complex scene: head, hands and rapidly moving body parts hold more of our attention than static elements. Organic Motion's system processes hundreds of megabytes of data per second and delivers highly accurate real-time tracking results at high frame rates. The final output is a full 3D model of the subject. The output can be complete with surface mesh geometry, surface textures and 3D bone movement data precise to 1 mm. Through this process, Organic Motion's technology eliminates the need for markers and can be used to survey an area. At the present time, the Organic Motion system is capable of surveying an area of up to 4 m×4 m×2.5 m (approximately 12 ft×12 ft×7.5 ft), and it is contemplated and within the scope of the invention to combine multiple such systems in succession to cover a greater area for use with the surveillance system of the present invention.
Other key features of the Organic Motion system which are particularly well suited for use in the present invention are the mapping of 21 bones with 6 degrees of freedom, use with artificial or natural lighting, use of high speed cameras (60-120 fps), and tracking of multiple people and objects.
Thus, any prior art method of obtaining skeletal animation data of an individual may be used with the system and method of the invention.
FIG. 3 shows an overview of the steps taken in an embodiment of the method of carrying out the invention. In step 310, skeletal animation data representative of recorded motion is read. The recorded motion can be motion recorded at any time but is typically motion that has just been recorded, and it includes motion which is being recorded live and converted in real-time or near real time into skeletal animation data. Thus, the process of recording the motion and providing the motion as skeletal animation data may be a matter of a few milliseconds or may be prior recorded data.
In step 320, the recorded skeletal animation data provided in step 310 are compared to a library of predefined skeletal animation data. Such a library is of small size, as only the X, Y, and Z coordinates of various plotted points on the skeleton of a person, appendage of a person, animal, or the like need be stored. A risk value is additionally associated with each such stored skeletal animation data. The stored points are relative to each other in such a manner as to be easily scalable, depending on the size of the object being read. Thus, for example, a six foot tall man might have the top of his head at position 0 in, 72 in, 0 in on an x, y, z plane, and the tip of his hand at 12 in, 40 in, 0 in in the same plane, where "in" is inches. To scale this to a three foot tall child, the same predefined animation data can be used, wherein the measurements are scaled to 0 in, 36 in, 0 in and 6 in, 20 in, 0 in, respectively. It should be understood by one having skill in the art that the recorded skeletal animation data will comprise multiple frames in series and designated tolerance levels, such as plus or minus 1% or 5%, to determine if the recorded motion of step 310 matches a predefined skeletal animation as occurs in step 320. Depending on the threat level, operating environment, and precision of the equipment used to record the skeletal animation data, the tolerance level can be decreased or increased as necessary. The tolerance level can be normalized over many frames or require all recorded frames to be within the set tolerance level of the skeletal motion in predefined animation data. If this fails, a match may be chosen based on which motion in a skeletal animation library matches most closely. Such a matching mechanism may be useful when the predefined skeletal animation library comprises a high amount of animation data, such as greater than 5,000 or 25,000 animations, wherein the closest match is likely to be a correct match, in that the same or a similar action is taking place in both the recorded motion of step 310 and the skeletal animation library used in step 320. Using this or a similar method, the skeletal animation data are matched.
Since the present invention compares motion at the level of skeletal animation and not at the level of comparing actual recorded movement, large animation libraries may be stored in a relatively small amount of space. Comparisons of many moving bodies, including individuals, appendages (especially when a full view of a person is not available), and even animals can take place. This is both possible and feasible in real-time or near real-time (defined as a time period under one second for purposes of this application), because skeletal animation data require far less processing power and storage space than typical prior art surveillance systems which compare at lower levels of abstraction, such as comparing actual video sequences. For example, a 9 second skeletal animation sequence of a person walking can be stored in 46 kb of space. At the time of filing of the invention, peak RAM (random access memory) read speeds available to the public are approaching 12,800 MB/s. Thus, upwards of 280,000 skeletal animations could be read in a single second using present technology. As data read speeds and processor speeds increase, the number of skeletal animations which can be compared in real-time will continue to increase.
Still further, given the amount of animations which can be provided and efficiently compared to the prior art systems, the level of accuracy can be greatly increased. For example, the movement of someone waving a grenade, a high risk activity, may look similar to someone waving a small flag, a low risk activity. It would be clear to a human observer viewing the waving motion of the arm of each individual that the motions are different because, for example, when each arm reaches its lowest point, there will be a slight pause until the arm starts moving upwards (increasing in the y direction) again. By contrast, a holder of a small flag will be able to move his arm upwards again immediately because the weight of the flag is minimal. Where a user of a smaller size is concerned, it may be necessary to make adjustments appropriate to the size. In this example, a small child is likely to need more recoil time with a heavier object than an adult. It should be obvious to one having ordinary skill in the art that thousands of variations on this theme are possible and contemplated as within the scope of the invention.
In step 330, the recorded motion is assigned a risk value associated with its matched, or closest matched, predefined skeletal animation data. Each predefined skeletal animation is associated with a risk value. Risk values may be assigned on a sliding scale and have a near-infinite number of gradations. For example, the scale may be from 1 to 1000 or 1 to 5 including only whole numbers, or from 0 to 1 including gradations of 1/1000th.
Thus, for example, a particular predefined skeletal animation may be assigned a risk value of 875 on a scale from 1 to 1000. If this is the closest match to the skeletal animation derived from the recorded motion in step 310, then the skeletal animation will be assigned a risk value of 875. In alternative embodiments of the invention, the risk value assigned to the recorded motion may be adjusted. For example, if the match is closest to a predefined skeletal animation having a risk value of 875, but parts of the recorded motion match a predefined skeletal animation associated with a risk value of 995, it may be desired to provide a risk value which is averaged or weighted between 875 and 995. The weighting of assignment of risk value may be based on proximity of the match, length of time that the match occurs, and further data associated to a predefined skeletal animation indicative of priority. For example, first predefined skeletal animation data may have priority over second predefined skeletal animation data. If the recorded motion of step 310 is within a tolerance level of both predefined skeletal animations, then the first skeletal animation with higher priority will either be weighted higher or used to assign a risk value in total. Combinations of these embodiments described above are also contemplated.
In step 340, at least the recorded motion is provided to an end-user. Typically, such an end-user is viewing a bank of security cameras. In this method of the invention, a display of the recorded motion will be provided to an end-user for viewing. The risk value associated with the recorded motion may also be displayed. The video may be provided to the end-user only if the risk value is above a certain threshold indicative of a high risk. In a separate embodiment of the invention, or in combination with the above, an audible or visual notification may be provided to the end-user to inform the end-user that a particular display needs his attention. In a further embodiment of the invention, the skeletal animation data may be displayed to the end-user together with or separate from the recorded motion. These skeletal animation data may be rendered as points, lines, or a two or three-dimensional animation of a person, plurality of people, appendage of a person, animal, and the like.
FIGS. 4A and 4B are screenshots of skeletal animation data representative of data used in embodiments of the system and method of the present invention. The figures depict rendered data in a frame of an animation. FIG. 4A depicts a first frame at a starting point of the animation, and FIG. 4B depicts a second frame later in the animation. The animation is a computerized rendition of an individual resting in a starting position (depicted in FIG. 4A) and then running (depicted in FIG. 4B).
The screenshots are provided for illustrative purposes, in order to better understand the invention; however, such renderings as shown in the figures may be used in conjunction with, or as an additional step of, the invention, such as by displaying such a rendering alongside the video feed. The rendering may be of the predefined animation or the presently recorded animation.
Still further, both a predefined animation and a presently recorded animation may be displayed to an end-user for comparison purposes and, in addition, for use in indicating to a system used to practice the invention that such a match is a false positive. Thus, the system of the invention can learn to recognize false positives and not return such a result a second time.
Stick person 400 is a line drawing connecting the detected points or a normalization of the detected points of an individual. Such a stick person 400 is a drawing of data representative of the positions of a person at a particular moment in time, such as is shown in FIGS. 4A and 4B and, by extension, at set intervals of time (such as 1/60th or 1/120th of a second) between the times shown in FIGS. 4A and 4B (which is about 9 seconds in this example). Heather 410 is a rendition of the line drawing of stick person 400 in an adult female form. Joshua 420 is a rendition of the line drawing of stick person 400 in the form of a small boy. Thus, as can be seen by comparing the distance moved of Heather 410 and Joshua 420 from substantially the same starting point in FIG. 4A to the respective ending points in FIG. 4B, the distances traveled are quite different. However, the same skeletal movements are representative of movements in both Heather 410 and Joshua 420.
As has been noted previously, the method of the invention proceeds by using skeletal animation data and comparing such animation data to predefined skeletal animation data associated with a risk value. As should be appreciated by one having skill in the art from the description of FIGS. 4A and 4B, at the level of skeletal data, comparisons can be made rapidly and regardless of the size and shape of the individuals compared. First, comparisons are at the level of comparing x, y, and z positions over time, allowing for decreased computational resources compared to the prior art and more accurate results. Second, comparisons need not be between like individuals. The predefined animation data may garnered from movements of a 24 year old female, but the recorded animations may be those of a 3 year old boy. In addition, because comparisons are done at a level of comparing x, y, and z positions, such as by comparing vectors relative to one another, the motions can be in any direction on the plane and still be detected. However, in general it will be necessary to limit comparisons to two of the three planes (such as by comparing walking motions on an x, y plane because a change in the value of z would no longer be walking). Velocity and other considerations can be dynamically taken into account for individuals of different sizes, and multiple people can be analyzed and compared at one time to each other and to predefined animation data. Thus, many more successful matches can be made with far fewer data than used in the prior art, and the matches will be of higher quality.
Still further, the method of the invention is adaptable for use with animals and inanimate objects. For example, positions of a head, shoulder, hip, other joints, and feet of a wolf, raccoon, and the like can be defined in an animation, detected, compared, and assigned a risk value. Such a use might be necessary in surveillance of a zoo, animal preserve, or waste facilities.
It is understood that the processing of information as described herein can take place on a grid system, or cameras or components of the system can be networked in a variety of configurations. For example, various separate users could connect to a single data base, allowing sharing of data and processing power.
The above is a general description of embodiments of the invention. However, examples in the above disclosure are illustrative of the invention and not intended to limit the scope of the invention. Other embodiments are contemplated which are both within the scope and spirit of the application.


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The 143rd Kentucky Derby is May 6th at Churchill Downs in Kentucky and a 70% chance of rain is in the forecast. Finding a good mudder in this group of 20 is nearly impossible. We thank Mike Battaglia, the odds maker at Churchill Downs, for giving us a morning line favorite at 4-1, Classic Empire, but come race day his odds will plummet from that enticing 4-1.
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Mudders with potential:
Sculpting Steel foil - Masterpiece Series Kaladesh Inventions, NM. MTGClassic Empire (4-1): Broke his maiden on a wet surface at Churchill Downs in 2016. Veteran rider Julien Leparoux has been aboard for all of Classic Empire's starts.
Tapwrit (20-1): Also broke his maiden over a wet surface. My concern with Tapwrit is that his head is not in the game. He's worth at look in a superfecta at this price and on Derby Day.
Critical Hit ASL Mabatang Line 2016 Zip MINTADG World in Fla World in Flames - Rules & Charts Set (2017 Collector's Zip SWGormley (15-1): Also has a win on a wet surface in California, but a wet surface in Southern California is very different than a wet surface in Kentucky. The only advantage for Gormley is his veteran jockey, Victor Espinoza. Gormley races well in California but the ship to Kentucky is a mystery.
Battle of Midway (30-1): Another California shipper who broke his maiden on a wet Santa Anita surface. Finished second behind Gormley in the Santa Anita Derby, has always been in the money in all of his four races. In a very scattered Derby, this horse deserves a look, especially at this price.
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Classic Empire has been on my radar (and everyone else's) 7 Wonders Board Game (Brand New, Sealed)since he won the Breeders' Cup Juvenile. He's kind of a sassy horse. He's been known to train when he feels like it, but certainly shows up for the race. With his veteran jockey, consistent money finishes on his resume, and can run on a wet surface, Classic Empire lands on the top of my list. Besides all that, he's American Pharaoh's little brother. So the pedigree is perfect.
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McCracken (5-1): McCracken finished third in his last race behind Practical Joke and Irap in the Bluegrass, but again, he didn't need to win because he was already in with his win in the Sam F. Davis Stakes. Until the Bluegrass, McCracken was undefeated, and veteran jockey Brian Hernandez, Jr. has been with him from the first race.Wildlife Series Flying Eagle Design Double six Professional size Dominoes
Filling out the Superfecta:
Always Dreaming (5-1): Three wins in a row for Always Dreaming since veteran jock Johnny Velazquez took over, but only one graded stakes win, the Florida Derby, which he needed to get to Churchill Downs. A veteran rider, but little graded stakes experience and no races on a wet track. However, he's been training well at Churchill and has put in some impressive bullet works since he arrived.
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Thunder Snow (20-1):Texana Series Texas forty two Design Double six Professional size Dominoes This is the European entry. Entering the gates as a multiple graded stakes winner in Europe with extremely impressing speed figures, but has no American racing experience and has ran most of his races at sprint distances. The check mark on this horse goes to the connections and that the fields in Europe are bigger than they are here. The UAE Derby, which Thunder Snow won, had 15 entries. He will not be shy of the 20 in the gate.
State of Honor (30-1): I wanted to make this horse my superfecta filler, but he has one knock: His jockey, Jose Lezcano. Julien Leparoux has been on State of Honor for his last four races, which were stakes races, and in which State of Honor finished on the board all four times. But, Leparoux is also the jockey for Classic Empire. (What a choice?) This Mark Casse trainee gets a definite look and will be taking superfecta money come post time.
Of Note:
Practical Joke (20-1) was doing fine until he got into races with the other Derby contenders then he couldn't seem to get around Gunnevera, Classic Empire or Irap. He has no wet surface races, doesn't like the distance or the crowds.
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My Tokyo Guide
See something interesting? Click on the heart button in the article to add a page from this site to My Favorites.
Main content starts here.
Food & Drink
A restaurant owner from the Golden Gai shines a light on Shinjuku's lively nightlife
Shiodome City Center
Caretta Shiodome
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Spring Valley Brewery Tokyo
Music, Art, Food, and Cocktails—All in a Single Venue
Barhopping in Tokyo
Taste of the Town: New Sake Bars in Tokyo
Farm-to-Table Outdoor Dining Right Outside Tokyo Station
Japanese Craft Beer in Tokyo
Where to Watch the 2019 Rugby World Cup in Tokyo
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Sakura Dori Street @Kabuki-cho
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Interview with Rebecca Jorgensen, EFT therapist
Category Archives: Uncategorized
The Sex-Starved Marriage
So often the pursuing partner's longing to feel close, safe and connected through lovemaking is misunderstood and the sadness, loneliness and rejection not seen by the other. Michelle Weiner Davis understands those underlying attachment needs. I often hear the withdrawn partner describing the other as "just wanting sex, it's all about sex" and missing what is really going on where sexual connection is rare or lost.
Making Love Last in the Age of Instant Gratification
Soothing the Threatened Brain
This is why I do this work!
Making Relationships Work – John Gottman – Part 4
Making Relationships Work – John Gottman – Part 3
Making Relationships Work – John Gottman – Part 2
This is the second lecture by John Gottman (The Seven Principles for Making Marriage Work)


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