text:
|Publication number
|Publication type
|Application number
|Publication date
|May 27, 2008
|Filing date
|Sep 13, 2001
|Priority date
|Sep 13, 2001
|Fee status
|Also published as
|Publication number
|Alfonso De Jesus Valdes, Martin Wayne Fong, Phillip Andrew Porras
|Original Assignee
|Sri International
|Export Citation
|BiBTeX, EndNote, RefMan
|Patent Citations (11), Non-Patent Citations (7), Referenced by (30), Classifications (12), Legal Events (4)
|External Links: USPTO, USPTO Assignment, Espacenet
This invention was made with Government support under contract numbers F30602-99-C-0187 and F30602-99-C-0149 awarded by the Air Force Research Laboratory. The Government has certain rights in this invention.
This invention relates generally to the monitoring of computer networks, and more specifically to alert ranking using real-time Bayes networks.
Intrusion detection systems, network analyzers, network monitors, and other information security devices are all used to detect computer network problems. These systems and devices typically generate alerts that identify specific problems or events caused by hacker attacks, hardware failure, operator error, etc.
As networks become larger, the number of alerts generated by a network's intrusion detection systems and other information security devices grows as well. Even when multiple alerts related to a specific event or attack are consolidated into alert groups, it is still difficult for a network manager (a person) to prioritize the alerts, and to act on those alerts that reflect the biggest threat to network operations. And even if a network's intrusion detection systems and other information security devices do not generate a large number of alerts, the network manager may not have sufficient training or experience to prioritize alerts effectively.
U.S. patent application Ser. No. 09/626,547, filed Jul. 25, 2000, entitled "Network Based Alert Management Process," and incorporated herein by reference, describes a system for alert correlation and alert ranking that uses discrete algorithms. Although the system described in that patent application is very effective at ranking alerts, it is not easily adaptable to reflect changes in a network or changes in the security preferences of a network manager.
Preferred embodiments use Bayesian techniques to prioritize alerts or alert groups generated by intrusion detection systems and other information security devices, such as network analyzers, network monitors, firewalls, antivirus software, authentication services, host and application security services, etc. In one embodiment, alerts are examined for the presence of one or more relevant features, such as the type of an attack, the target of an attack, the outcome of an attack, etc. At least a subset of the features is then provided to a real-time Bayes network, which assigns relevance scores to the received alerts or alert groups.
In another embodiment, a network manager (a person) can disagree with the relevance score assigned by the Bayes network, and give an alert or alert group a different relevance score. The Bayes network is then modified so that similar future alerts or alert groups will be assigned a relevance score that more closely matches the score given by the network manager.
I. Introduction
Standard Bayes networks are probabilistic analysis tools that include models (called "hypotheses") that represent some condition or state; probabilistic reasoning methods are used to determine a belief that a current observation corresponds to one of the stored hypotheses. The links between the observations and the hypotheses are coded as conditional probability tables, which will be discussed in more detail below.
In the context of the embodiments described here, a relevant Bayes hypothesis might be "there is a serious problem with the monitored network." In this example, belief in the hypothesis might be strengthened by observing alerts indicating that a critical network resource is the target of a successful hacker attack.
II. Use of Bayes Networks to Rank Alerts
The alerts are then sent to an alert prioritization device 103, which is hardware and/or software that includes a real-time Bayes network. The alert prioritization device 103 may receive individual alerts, or may receive groups of alerts to related to a common attack or event. Alerts may be grouped by the device that generated them, or by some other device such as an alert management interface (not shown) that groups alerts generated by different devices.
The alert prioritization device 103 uses its Bayes network to assign relevance scores to the received alerts or alert groups. The alerts and relevance scores may then be provided to a network manager's console (a computer) 105.
If the network manager disagrees with a relevance score assigned to an alert or alert group, he or she can assign a revised relevance score, which is then provided to the alert prioritization device 103. As will be discussed in more detail below, the revised relevance score can be used to "train" the Bayes network so that similar alerts received later will be assigned a relevance score that more closely matches the score assigned by the network manager.
The alert prioritization device 103 may be part of the intrusion detection system or information security device 101, it may be part of the network manager's console 105, or it may be a separate device that acts as an interface between the two.
The received alerts or alert groups are then examined, and relevant features or attributes of the alerts are identified (step 203). Features are grouped into those referring to attack priority, attack outcome, and asset relevance. Attack priority features consist of the attack incident, the user, the protocol of the attempted exploit, the source, target host, and file. The outcome is a single feature indicating the confidence that the exploit was successful; it may be unknown. Asset relevance considers the operating system (is it vulnerable to the exploit in question), hardware, bound services, and targeted applications. These features are not always available in all alert messages, so only observed features contribute evidence in the Bayes network described in step 205.
At step 205, a summary or list of the features or attributes identified in step 203 are provided to a real-time Bayes network that includes one or more models reflecting the impact of various alert scenarios on effective operation of the network. The Bayes network then analyzes the features or attributes to assign a relevance score to the received alert or alert group (step 207).
If the network manager disagrees with the relevance score assigned to an alert or alert group, he or she may assign the alert or group a revised relevance score that is received by the Bayes network (step 209). The Bayes network is then updated so that a subsequent similar alert or alert group is assigned a relevance score that more closely matches the relevance score received from the network manager (step 211).
III. The Mathematics of Standard Bayes Networks
As was discussed briefly above, Bayes networks use probabilistic reasoning techniques to establish one or more hypotheses based on some body of knowledge. One method for implementing standard Bayes networks uses a framework for belief propagation in causal trees as taught by Judea Pearl in Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference (1988). In this method, knowledge is represented as nodes in a tree, where each node is considered to be in one of several discrete states.
A conditional probability table (CPT) links a child node to a parent node. Its elements are given by:
CPT ij =P(state=j|parent_state=i)
As a consequence of this definition, each row of a CPT is a discrete distribution over the node states for a particular parent node state. That is:
CPT ij≧0, ∀i,j,
The basic operations of message propagation in the tree are most succinctly expressed in terms of vector/matrix algebra. Prior messages are represented as row vectors, and downward propagation of the prior messages is achieved by left multiplication of the parent's prior message by the CPT. That is:
where α is a normalizing constant.
Since a conditional probability table is not required to be square (that is, to have the same number of rows and columns), the number of elements in π(node) and π(parent_node) may be different. And since causal trees are used, there is at most one parent per node. However, there may be multiple children for each parent node, so upward propagation of the likelihood (λ) messages requires a fusion step. For each node, the likelihood (λ) message, represented as a column vector, is propagated upward via the following matrix computation:
δ is a column vector whose elements are 0 for mediation nodes, and 1−nobserved/nsiblings for leaf nodes (this de-emphasizes a subtree based upon the number of unobserved children). λ(node) has number of elements equal to the number of states in the node, while λ_to_parent(node) has number of elements equal to the number of states in the parent node. These messages are fused at the parent via elementwise multiplication:
L i(parent)=Πcεchildren(parent)λ_to_parenti(c)
λi(parent)=L i(parent)/Σj L j(parent)
Here, L represents the raw elementwise product, and λ is obtained by normalizing.
Finally, the belief over the states at a node is obtained as follows:
BEL i=βπiλi
where β is a normalizing constant.
As an example of a conditional probability relationship, measurement data might show that half of professional basketball players are over 6′8″, while only 2 percent of the general population is this tall. Then:
P(over 6′8″|basketball player)=0.5
P(over 6′8″|non-basketball player)=0.02
This gives rise to the following CPT:
Under 6′ 8
Over 6′ 8
The parent node in a causal tree contains the hypothesis about an individual (basketball player or not), while the child node contains the observation about the individual's height. The above CPT relates these two nodes. If there are 5 basketball players in a room of 100 people, then the prior probability that an individual is a basketball player is 5%. If a person is drawn at random from this room and he is observed to be over 6′8, the above formalism can be followed to estimate the belief that this individual is a basketball player.
Mathematically, the observation vector is [0, 1], indicating that a tall individual was observed. The likelihood message to the parent node is computed as follows:
Next, the belief vector is computed:
The normalizing constant β is chosen so the vector sums to 1, that is,
So that:
Therefore, the belief vector is approximately [0.56, 0.44], so that the belief that the observed individual is a basketball player is about 56%. So, observing the state "over 6′8″" at the child node causes the belief in the parent node state "basketball player" to increase from the prior belief of 5%, to a belief after the observation of 56%.
IV. The Priority Ranking Model
The analogy to a "knowledge base" in a Bayes system is the set of conditional probability relations, which may be defined according to previously acquired expertise. In a preferred embodiment, these conditional probability relations may be modified by a human expert (such as an experienced network manager) who can revise an alert relevance score assigned by a Bayes network.
In an embodiment that receives alerts or alert groups generated by an intrusion detection system, there are preferably three main branches from the root node. These branches represent the outcome of an attack (as inferred by the intrusion detection system), the influence of attack attributes on the assigned priority or relevance score (shown as the subtree under node A), and the attack's relevance to network assets (shown as the subtree under node B).
With this model, attributes can be grouped and different groups can have different impact on the output result. The proposed three attribute groups, described in more detail below, are only one possible division; different numbers of attribute groups and more complex branching structures within the attribute groups is possible. Nevertheless, a preferred embodiment with three attribute groups provides a good tradeoff between simplicity and efficacy.
The criticality of an asset may be based on a configuration file of CPTs that reflects a security policy for the network. The elements of the respective CPTs reflect P(criticality=c|priority=p). In a preferred embodiment, each of these matrices represents two values of criticality by three values of priority. Therefore, the local knowledge base consists of a set of CPTs linking an attribute to the appropriate node on its main branch. If the attribute is not observed in a given alert, the state of the corresponding node is not changed, and thus this attribute does not influence the result (the relevance score assigned to the alert) one way or the other. If this attribute is observed in a subsequent update for the same alert, the system may adjust the previous relevance score to account for the new information.
Nodes A, B, and C of
If the CPT are identity matrices, then all diagonal elements are one and all off-diagonal elements are zero. By setting the diagonal elements slightly less than one and redistributing the difference to the other elements we effectively perturb and downweight the corresponding subtree result, expressing, for example, different subjective assignments of importance or confidence in a particular attribute group. This adaptation of the Bayes network paradigm allows evidence groups to be differentially weighted, which is not strictly needed if the conditional probabilities are well known. However, conditional probabilities are rarely well known.
As was discussed in Section III, a conditional probability table (CPT) relates a child node of a causal tree to its parent node, where the rows typically correspond to states of parent nodes, and the columns correspond to states of child nodes.
If only one hypothesis is dominant at the root node of the causal tree, the corresponding row of the CPT matrix may be adapted at each child node slightly in the direction of the likelihood message at the child node for the present observation. Specifically, if a specific hypothesis i "wins" at the root node (that is, its belief is maximal across the set of hypotheses and over some learning threshold), the CPT is adjusted as follows. The system maintains an internal effective count, which is a count of the number of times hypothesis i has won in the past, decayed by an exponential factor γ:
countsi decay=γcountsi+(1−γ)
The decayed count is used as a "past weight" for the adjustment, and is the effective number of times this hypothesis has been recently observed. The CPT row is first converted to effective counts for each child state, and the present observation is added as an additional count distributed over the same states. Then the row elements are divided by the row sum so that the adjusted row is normalized. This is accomplished by the following equation:
Finally, the internal counts are recomputed for all parent states:
By this procedure, the effective count never decays below 1.0 if the hypothesis is never observed, and never grows beyond 1/(1−γ) if the hypothesis is always observed. The decay factor is chosen so that the effective count grows to between 200 and 1000 observations. Observations for frequently seen hypotheses have a smaller CPT adjustment than do observations for rare hypotheses. In addition, since only "winning" hypotheses cause a potential CPT adjustment, a large number of observations for a hypothesis corresponding to an attack will not be considered "normal" no matter how frequently it is observed, as its adjustment only reinforces the corresponding internal attack hypothesis model in the system.
The system may be trained in a number of ways. In a preferred embodiment, an interactive program is used that randomly generates alert attribute values and/or allows the specification of pre-determined alert attribute values, and prompts the network manager (or some other expert) for a priority ranking that would be assigned to the simulated alert. This becomes the state value for an ancillary "hard call" mode, whose value forces the call for the Bayes network as a whole. The learning facility is then invoked, and the CPT values adapt accordingly. With reasonable initial values for the CPT, this iterative adaptation can be achieved with far fewer simulated alerts than would be required, for example, to train a neural network from scratch.
V. Alternative Embodiments and Experimental Results
The inventors may present various alternative embodiments and experimental results at a conference in late 2001. Relevant portions of a paper that may be submitted for publication are shown below.
In response to attacks and potential attacks against enterprise networks, administrators are increasingly deploying intrusion detection systems (IDS). These systems monitor hosts, networks, critical files, and so forth, using a variety of signature and probabilistic techniques. The use of such systems has given rise to another difficulty, namely, the intelligent management of a potentially large number of alerts from heterogeneous sensors. An important aspect of alert management is the need to rank alerts, so that the administrator can concentrate on the most important alerts. While an expert can rationally prioritize a single alert based on its attribute values, the number of alerts in a realistic environment renders human expert ranking impractical. Additionally, the needed expertise is not available in most enterprises.
The intrusion detection community is actively developing standards for the content of alert messages. See, for example, Erlinger, M. and Stanniford, S. "Intrusion Detection Interchange Format," published by the Internet Engineering Task Force. Systems adhering to these evolving standards agree with respect to attack descriptions and supporting diagnostic data that is forwarded to an alert management interface (AMI), which may be remotely located and consolidating the reports of numerous sensors. In anticipation of these standards, we are developing systems for alert correlation and ranking. In Valdes, A. and Skinner, S., "Blue Sensors, Sensor Correlation, and Alert Fusion," Recent Advances in Intrusion Detection (RAID 2000), Toulouse, France, October 2000, a system for probabilistic alert correlation and close-coupled sensor fusion is presented. In the present document, a Bayes approach to assign a priority ranking to alerts that provide data for several key attributes is presented. This system has the following features:
Computationally, our preferred approach is to design a Bayes classifier whose output is a ranking value and whose observable evidence consists of the attribute values. The influence of an attribute on the output is expressed in terms of conditional probability relations.
Bayes approaches and probabilistic formalisms in general, represent a minority of methodologies employed to date by intrusion detection systems as well as evolving systems for correlating and prioritizing alerts from such systems. Theoretically, a probabilistic system needs to specify the entire joint probability distribution of observable attributes and corresponding priority ranking. This is extremely difficult because of the "curse of dimensionality." Instead, the Bayes approach is to assume that dependencies between attributes are local, so a much more compact representation of the system's knowledge base (local conditional probability relations) is possible. With the adaptive capability presented below, we will show how local branches of our model can be independently tuned. The compactness of knowledge representation and the adaptive potential make this approach attractive relative to signature systems.
The remainder of this document is organized as follows. The next section gives an overview of Bayes networks. The priority ranking model itself is then defined. This is followed by a description of the adaptive training approach, wherein the desired result is to duplicate an expert's priority ranking of a given alert. Results of representative alerts processed by an instrumented EMERALD monitor are then presented. The EMERALD monitor is described in Porras, P. and Neumann, P. "EMERALD: Event Monitoring Enabling Responses to Anomalous Live Disturbances," National Information Security Conference, 1997.
Bayes Networks
The framework for belief propagation in causal trees has been adapted from Pearl, J. "Probabilistic Reasoning in Intelligent Systems," Morgan-Kaufmann (1988). Knowledge is represented as nodes in a tree, where each node is considered to be in one of several discrete states. A node receives π(prior, or causal support) messages from its parent, and λ(likelihood, or diagnostic support) messages from its children as events are observed. Priors are thought of as propagating downward through the tree, and likelihood as propagating upward. These are discrete distributions; that is, they are positive valued and sum to unity. The prior message incorporates all information not observed at the node. The likelihood at terminal or "leaf" nodes corresponds to the directly observable evidence. A conditional probability table (CPT) links a child to its parent. Its elements are given by
CPT ij =P(state=j|parent_state=i)
As a consequence of this definition, each row of a CPT is a discrete distribution over the node states for a particular parent node state; that is,
CPT ij≧0,∀i,j,
The basic operations of message propagation in the tree are most succinctly expressed in terms of vector/matrix algebra. Prior messages are typically represented as row vectors. Downward propagation of the prior messages is achieved by left multiplication of the parent's prior by the CPT; that is,
where α is a normalizing constant to ensure that the result sums to unity. Note that because a CPT is not required to be a square matrix, the number of elements in π(node) and π(parent_node) may be different. Because we limit ourselves to trees, there is at most one parent per node. However, because there may be multiple children, upward propagation of the likelihood messages requires a fusion step. For each node, the γ message, represented as a column vector, is propagated upward via the following matrix computation:
λ_to_parent(node)=CPT �(λ(node)+δ)
Note that λ(node) has number of elements equal to the number of states in the node, while λ_to_parent(node) has number of elements equal to the number of states in the parent node. δ is a column vector whose elements are 0 for mediation nodes, and 1−nobserved/nsiblings for leaf nodes (this de-emphasizes a subtree based upon the number of unobserved children). These messages are fused at the parent via elementwise multiplication:
L i(parent)=Πcεchildren(parent)λ_to_parenti(c)
λi(parent)=L i(parent)/Σj L j(parent)
Here, L represents the raw elementwise product, and λ is obtained by normalizing this to unit sum. Finally, the belief over the states at a node is obtained as follows:
BEL i=βπi λi
where β is a normalizing constant ensuring that BEL has unit sum.
Finally, for both root and mediation nodes, the belief over the states at a node is weighted and summed to produce a numeric score.
The Priority Ranking Model
The system presented here addresses two problems that arise in IDS alert prioritization. The first is that, while a domain expert can assign a priority to an alert that would generally agree with that assigned by other domain experts, the volume of alerts in a realistic environment with multiple IDS makes it impossible to examine each alert in detail. Second, the depth of IDS domain expertise does not at present exist in most enterprise networks. Our goal is to be able to process a large number of alerts and produce a priority ranking with which a domain expert would agree. The analogy to a "knowledge base" in a Bayes system is the set of conditional probability relations. We have taken the approach of defining these according to our own domain expertise. We recognize that representation of attribute relations as conditional probabilities represents an abstraction from the expert's reasoning process. Therefore, we use this initial representation as a starting point, and provide an adaptive capability that enables the expert to modify the system's "call." Although this requires domain knowledge on the part of the expert, it does not require special knowledge of Bayes systems.
Our preferred model consists of a root node representing the output priority ranking (presently, "low," "medium," and "high"). From the root there are a number of main branches representing attribute groupings. These are linked to the root node by what are effectively "pass through" or mediation nodes, whose function is to weight the subtree corresponding to the principal branch. This differential weighting is one of the desirable features of our system.
In the present implementation, there are three main branches connecting to nodes, representing sensor-inferred attack outcome, the influence of the attack attributes on the priority (including asset criticality), and the attack's relevance. Under the first node (node A in
With this model, attributes can be grouped and different groups can have different impact on the output result. The proposed three attribute groups, described in the next subsections, are only one possible division. There may be more than three attribute groups, and there may be an even more complex branching structure within the attribute groups. Nevertheless, this proposed model provides a good tradeoff between simplicity and efficacy.
Attack Priority Attributes
Asset Relevance Attributes
Pass Through Nodes
Nodes A, B, and C of
Adaptive Training
The Bayes inference engine used here has an adaptive capability described in Valdes, A. and Skinner, S., "Adaptive, Model-based Monitoring for Cyber Attack Detection," Recent Advances in Intrusion Detection (RAID 2000), Toulouse, France, October 2000, which is incorporated herein by reference. Briefly stated, the system behaves as if the CPTs are based on effective counts. If a hypothesis (priority assignment) "wins" (posterior belief above a settable learning threshold), entries in the CPTs are adjusted slightly in the direction of the observation (which are really the likelihood messages at the leaf nodes). The effective count for the winning hypothesis is aged (multiplied by a decay factor) and incremented by one for the current observation. The effective counts for other hypotheses are aged. Therefore, frequently observed hypotheses approach a saturation count, and as the adjustment depends on the effective count, new observations perturb the current CPT only slightly. Conversely, a very rarely observed hypothesis adapts more quickly to new observations, as its effective count decays to a lower value and thus assigns less weight to past values. This can be thought of as hypothesis-specific annealing.
To utilize this in the present system, there is an interactive facility that randomly generates, and allows the specification of pre-determined, attribute values and prompts the operator for the priority ranking that would be assigned to the alert in question. This becomes the state value for an ancillary "hard call" node, whose value forces the call for the net as a whole. The learning facility is then invoked, and the CPT values adapt accordingly. With reasonable initial values for the CPT, and based on our expert judgment in this area, this iterative adaptation can be achieved with far fewer simulated alerts than would be required to, for example, train a neural net from scratch.
In the following, the Bayes net was conditioned to emphasize asset priority by de-emphasizing the outcome, incident, and relevance nodes. The protocol, service, service suite, and application attributes are all unobserved; and the priority, relevance, and ranking scores range from 0 through 100:
Input Observations
Target IP
Source User
Bound Port
Vuln. OS
Vuln. Arch.
Output Results
These results closely matched our resident domain expert's expectation.
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Owner name: SRI INTERNATIONAL, INC., CALIFORNIA
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|May 30, 2002
Owner name: UNITED STATES AIR FORCE, NEW YORK
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24hrexposure • Regular Member • Posts: 297
Re: Downtown
In reply to Copy Mentor • Mar 14, 2013
Very nice, I like it. It strikes a pleasing balance between the abstract and the recognizable. One nit: the lines ever so slightly converge towards the top of the frame. I wouldn't have noticed it if you hadn't mentioned the perspective correction.
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text:
Devdatta's Collection
by kdevdatta
About this Collection
My Personal Collection
17 Add-ons in this Collection
Video DownloadHelper by mig
4,247,069 users
The easy way to download and convert Web videos from hundreds of YouTube-like sites.
Firebug by Joe Hewitt, Jan Odvarko, others
2,087,963 users
Firebug integrates with Firefox to put a wealth of development tools at your fingertips while you browse. You can edit, debug, and monitor CSS, HTML, and JavaScript live in any web page...
DownThemAll! by Nils Maier, Federico Parodi, others
1,250,775 users
The first and only download manager/accelerator built inside Firefox!
Selenium IDE by Jason Huggins, Adam Goucher, others
81,481 users
Selenium IDE is an integrated development environment for Selenium tests. It is implemented as a Firefox extension, and allows you to record, edit, and debug tests.
FireFTP by Mime Čuvalo
464,918 users
FireFTP is a free, secure, cross-platform FTP/SFTP client for Mozilla Firefox which provides easy and intuitive access to FTP/SFTP servers.
Check out my new project, FireSSH!
Flagfox by Dave G
495,951 users
Displays a country flag depicting the location of the current website's server and provides a multitude of tools such as site safety checks, whois, translation, similar sites, validation, URL shortening, and more...
Web Developer by chrispederick
473,500 users
The Web Developer extension adds various web developer tools to the browser.
Full Web Page Screenshots (♥♥♥♥♥) by susbox
275,784 users
FireShot makes full web page screenshots. Demo: http://bit.ly/RlBQMV
Screenshots can be quickly captured and:
― Saved as Image or PDF
― Sent to clipboard
― Printed
― Annotated *
― Uploaded *
― E-Mailed *
* OS Windows only
MeasureIt by Kevin Freitas
138,348 users
Draw a ruler across any webpage to check the width, height, or alignment of page elements in pixels.
Personas Plus by Mozilla
294,217 users
Personas (now known as lightweight themes) are free, easy-to-install "skins" for Firefox. Personas Plus extends that built-in functionality to give you even more control and easier access to new, popular, and your own favorite themes.
YSlow by YSlow
80,328 users
YSlow analyzes web pages and suggests ways to improve their performance based on a set of rules for high performance web pages.
http://yslow.org is the official open source website.
Firefinder for Firebug by Robert Nyman
20,421 users
Finds HTML elements matching chosen CSS selector(s) or XPath expression
Screengrab by Andy M
18,399 users
Screengrab! saves webpages as images... but not for new versions of Firefox.
FF changes too fast and I don't have the time to maintain it anymore. Bugs have developed that I am not in a position to investigate.
Therefore, Screengrab is EOL.
Feedly - Beyond Google Reader by feedly
68,568 users
A productive way to organize, read and share the content of your favorite feeds, blogs and news sites. Feedly offers a seamless transition from Google Reader.
What are Collections?
Collections are groups of related add-ons that anyone can create and share.Explore Collections
To create your own collections, you must have a Mozilla Add-ons account.


text:
JavaScript for Wordpress Jockeys with Zach Briggs
(Howdy folks. We have a speaker and a venue for this one. I'm getting details together and will post soon. ) About this talk: Frontend JavaScript is a swampland of... Learn more
- Needs a location
- Coming soon
Developing for Ecomm with Eric Marsh
LYONSCG is the industry's premier eCommerce Digital Agency, serving brand, retail, and B2B organizations with tailored eCommerce solutions that maximize online potential... Learn more
- Tech Nexus (Conference Room A/B)
- 20 N Upper Wacker Dr #1200, Chicago, IL (map)
Hosted by: Mattie T L. (Organizer)
Recent Meetups
June 14 · 6:00 PMFresh Front End Topics at Enova
We are happy to have fresh lineup of speakers covering their favorite front end topics. Please join us for career changing topics, conversation, food, and drinks!... Learn more
May 12 · 6:00 PMMozilla Servo
Servo is a new web rendering engine, designed to be safer and higher-performance. The project started three years ago, and we can now render many static and dynamic web... Learn more
April 12 · 9:00 PMAfter-Party
April 12 · 6:00 PMPeople > Product > Profits with Chris Courtney
Nothing is worse than pouring your soul into a product, only to know that it is doomed the moment it collides with the marketplace. We're going to take the better part... Learn more
March 10 · 6:00 PMDesign 101: Tips & Tricks with Aly Fluckey
About this talk: In this talk, Aly Fluckey will be going over some of her favorite tips and tricks for designing for the web: everything from color theory and typography... Learn more
- See all past Meetups


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Pathway Lending announced on Wednesday it has lowered the interest rate of the Tennessee Energy Efficiency Loan Program to two percent in order to make the program even more beneficial and accessible to Tennessee businesses.
The new interest rate is available on five-year loans to businesses that undertake energy projects that include energy-saving measures. Standalone renewable energy projects are eligible to receive ten-year loans at five percent interest. Originally, all loans were offered with an interest rate of five percent.
The program is available to any business seeking to reduce energy consumption of its Tennessee facilities through efficiency-improving projects or renewable energy production. To complement the rate reduction, the loan application process has been streamlined and approval times reduced.
The program was launched in 2010 to help Tennessee companies finance investments in energy efficient technology, energy-saving building retrofits and renewable energy systems, which reduce energy costs, operating expenses and greenhouse gases while spurring job growth. As the first program of its kind in the nation, it gives Tennessee businesses an advantage by providing the resources needed to make real and lasting energy efficiency improvements. The state of Tennessee, Tennessee Valley Authority, Pinnacle Bank and Pathway Lending have each contributed funding to the program.
"Since its launch, the program has provided nearly $10 million in funding to more than 50 businesses across the state," said Clint Gwin, president of Pathway Lending. "These funds have helped businesses install high-efficiency lighting, purchase energy efficient equipment, upgrade HVACs and produce renewable energy. Each lowers energy costs and makes those businesses more competitive."
Pathway's announcement was relayed to various members of the environmental community by Tennessee Department of Environment and Conservation (TDEC) Commissioner Bob Martineau during the Tennessee Environmental Conference, held in Kingsport, Tn. this week.
"The Tennessee Energy Efficiency Loan Program provides businesses in our state a unique advantage and a tremendous opportunity to become more competitive now and for decades to come," said Mr. Martineau. "The financial impact of energy efficiency is often underestimated, even by business owners. These loans and the technical assistance provided with them make realizing those benefits as easy as possible."
To learn more about the Tennessee Energy Efficiency Loan Program, please visit www.pathwaylending.org or call 615 425-7171.
June 30, 2016
June 29, 2016
The Chattanoogan hotel has hired Jen LeBaron as the spa manager for The Spa at The Chattanoogan, an upscale day spa located on the second floor of the hotel. Ms. LeBaron is responsible ... (click for more)
The Spice & Tea Exchange will offer more than 140 spices, over 80 exclusive hand-mixed blends, 16 naturally-flavored sugars, an array of salts from around the world, and more than 30 ... (click for more)
Miller & Martin attorney Ward Nelson has been recognized for his professional achievements and for his commitment to the Chattanooga community with an invitation to become a fellow of the ... (click for more)
The Chattanoogan hotel has hired Jen LeBaron as the spa manager for The Spa at The Chattanoogan, an upscale day spa located on the second floor of the hotel. Ms. LeBaron is responsible for the daily operations and management of The Spa, including promotions and the training of staff. Ms. LeBaron began her career in 2001 at The Spa at The Chattanoogan where she ... (click for more)
The Spice & Tea Exchange will offer more than 140 spices, over 80 exclusive hand-mixed blends, 16 naturally-flavored sugars, an array of salts from around the world, and more than 30 exotic teas. Owners, Mike and Diane Tobin relocated from Vermont to open the store here in Chattanooga. They fell in love with the Hamilton Corner location, with its diverse upscale stores ... (click for more)
Erlanger Health System CEO Kevin Spiegel has written Walker County Commissioner Bebe Heiskell to say that Erlanger would consider taking payments on the $8,705,000 Hutcheson debt. Stuart James, special counsel for Walker County, called the overture "heavy-handed." Walker County earlier offered a $1.3 million "global settlement" that was rejected by Erlanger. Catoosa County ... (click for more)
East Ridge Police said a customer at an East Ridge gas station early Thursday morning shot a robber, who was then found by police lying outside the station and was arrested. The robber has died. His name is being withheld pending the notification of next of kin. At 1:47 a.m., East Ridge Police responded to 4011 Ringgold Road, the Marathon Service Station, on ... (click for more)
So, am I the first to notice a trend? How many wrecks does exit 11 need before anyone asks "whats up with that?" I have lost count of the wrecks that continue to happen, even after last year's awful loss of life (which I believe 51 percent of the blame should fall on the THP officer on duty). The problem with this section of interstate are sight lines ... (click for more)
In a puzzling time when the big daily newspapers have veered strongly away from "all the news that is fit to print," allow me to share a story that you very likely will not see on CNN, ABC News, or in the big media conglomerates that influence the way you think, the way you react and – as a result – easily warp our common senses. This story is very true. Late last Sunday afternoon, ... (click for more)


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For nearly 50 years, Parks & Recreation magazine has helped park professionals serve the public. Through its pursuit of key issues, trends, and personalities, the magazine advances American parks, recreation, and conservation efforts.
Safe Routes to Parks
Parks Are the Best Medicine
Forest Therapy Can Promote Healing and Bring New Park Visitors
Zika and Parks: What You Need to Know
Park Playground Ban on Adults Unaccompanied by Children
The city of Gaithersburg, MD took an innovative approach to participating in the second summer of NRPA's Park Champion initiative. Recently named Amer..
Continue Reading
We often get asked, "How can I participate in Park and Recreation Month?" While we have loads of suggestions, the best advice comes from other agencie..
Continue Reading
Last year with support from the Walmart Foundation, NRPA
helped local park and recreation agencies in 80 cities serve over 20 million
meals to child..
Continue Reading
2012-02-01, Department, by Barbara Tulipane
NRPA often partners with other like organizations when dealing with legislative issues. During a recent conference call when I stated that NRPA members were losing interest in our battle to secure Land and Water Conservation Funds, a representative of one of the organizations was shocked. "Do they understand that this is the only appropriated legislation for parks and recreation that doesn't require an agency to compete with other departments for funding?" he asked. Indeed, NRPA members do understood, I replied. But— when you consider that for the past few years states have received less than a combined $1 million, LWCF is a hard sell. Why should NRPA continue to put scarce resources toward fighting for a program that has given very little to local public park and recreation agencies over the last ten years?
I can think of a number of compelling reasons.
There's the long legacy of LWCF State Assistance program accomplishments: the $7.4 billion directed to state and local parks since LWCF first passed Congress in 1965, the permanent protection of more than three million acres, and the funding of 40,400 projects in every state and 98 percent of the counties in our nation.
As my counterpart noted above, the LWCF State Assistance program is the only program that provides funding specifically for local park and recreation projects without requiring park and recreation agencies to compete against police, fire, and other community services for the funding. Congress has already given itself permission to spend this money, so why in this down economy would we want to start from scratch with anything else?
Again, NRPA is not asking Congress for new funding authorization but rather funds that come from a carefully crafted arrangement with offshore energy operators. When they drill, extract, and profit from the removal of non-renewable natural resources, they remit a portion of those monies to the federal government for developing new and existing parks at all levels. The more energy companies deplete in one area, the more natural, open space gets created for future generations to enjoy.
That's a fair and winning formula, and to roll over and let a few as-yet-to-be enlightened members of Congress deny the field of parks and recreation what is legally theirs is just wrong. Thanks to the sophisticated and creative teamwork of NRPA's government affairs staff and NRPA members, we have been able to secure funding of $45 million for Fiscal Year 2012, a $5 million increase over Fiscal Year 2011. That's remarkable, considering the political climate in Washington. We consider this a victory for parks and recreation advocacy efforts and a further validation of the NRPA mission.
But such gains, as we have learned over the course of LWCF's 47-year history, are transitory. The only constant in Washington is change—from the influx of new Congressional representatives to the changing economic climate in which we all work and live. So, when I am asked, "Why bother with LWCF?" I say there is no alternative to the hard work needed to secure the fiscal well-being of parks and recreation.
Barbara TulipanePresident and Chief Executive Officer
June 2016 issue,
By Susan K. Trautman, CPRP
May 2016 issue,
By Barbara Tulipane, CAE
April 2016 issue,
By Susan K. Trautman, CPRP
March 2016 issue,
By Barbara Tulipane, CAE
February 2016 issue,
By Susan K. Trautman, CPRP
22377 Belmont Ridge Road Ashburn, VA 20148-4501 800.626.NRPA (6772)
© 1997-


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The Department of Correction has fired a probation/parole officer who was arrested last Wednesday for theft. An investigation revealed that Joshua Keith DeBord misused funds paid by offenders under his supervision in the Knoxville area. The offenders thought they were paying court ordered fines and fees but DeBord kept the money for his personal use. DeBord was arrested and booked into the Sevier County Jail
Commissioner Derrick Schofield called the charges a serious violation of the public trust and made the decision to end DeBord's career, effective Jan.
The department will soon launch an automated fee payment system that will assist in preventing this type of abuse. Beginning in June, offenders on probation or parole will be able to pay their court ordered fines, fees or restitution online rather than submitting money orders and cash in person.
"As part of the top to bottom review of our agency, we determined an automated system would increase efficiency and free up our probation/parole officers to spend more time in the community supervising offenders," Commissioner Schofield said. "Our commitment is to enhance public safety by ensuring we utilize the best methods available to add accountability to the system."
July 4, 2016
July 1, 2016
Here are the top salaries for Hamilton County: ... (click for more)
Here are the top salaries for the city of Chattanooga: Bean, Russell J City Judge $170,537.41 Paty, Sherry B City ... (click for more)
Chattanooga firefighters responded to a house fire shortly after 1 p.m. on Friday at 4100 Kirkland Ave. Battalion Chief Lesley Morgan said the fire was in the kitchen. ... (click for more)
Here are the top salaries for Hamilton County: METCALFE, JAMES K MEDCIAL EXAMINER $186,175 ... (click for more)
Here are the top salaries for the city of Chattanooga: Bean, Russell J City Judge $170,537.41 Paty, Sherry B City Judge $170,537.41 Berke, Andrew L. Mayor $161,030 Fletcher, Frederick Allen Police Chief ... (click for more)
So, am I the first to notice a trend? How many wrecks does exit 11 need before anyone asks "whats up with that?" I have lost count of the wrecks that continue to happen, even after last year's awful loss of life (which I believe 51 percent of the blame should fall on the THP officer on duty). The problem with this section of interstate are sight lines ... (click for more)
I can never remember a day in July when my garden, my lawn, my dogwood tree, and my ferns are all wilting for lack of rain. Right now we are more than eight inches under our average rainfall for the first six months and, on this wonderful weekend, those who love firecrackers are urged to keep a pail of water in case a spark could cause a fire. On the other hand, every July 4 th ... (click for more)
The Signal Mountain Green Giants have the upper hand in the Chattanooga Area Swim League's highly-competitive Blue division and the clinched at least a tie for first place with Thursday's win over Dalton, but they'll have to wait until Tuesday before the championship celebration can officially begin. The Green Giants lost to Dalton by 15 points at Dalton in the first week of ... (click for more)
Travis Hale, who spent one year under Wes Skiles being groomed for the job, has been named the new softball coach at Soddy-Daisy High School. Hale, who previously was an assistant coach at Hixson and head coach at Loftis Middle School, was groomed for the job last season working under coach Wes Skiles, who has stepped down after four seasons. "I focused on paying ... (click for more)


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Around East Texas: Holly Brook offering Bible study
Fri Jan 1, 2016 10:48 pm
Holly Brook Baptist Church, 3219 S. Farm-to-Market Road 2869, in Hawkins will offer a senior adult winter Bible study from noon to 3 p.m. Jan. 11 to 13. Participants are asked to bring…
Tyler's Lone Star Church ministers to first responders, veterans
Thu Dec 31, 2015 6:46 pm
By BY EMILY GUEVARA, firstname.lastname@example.com
Doug Haning doled out his familiar greeting of "You been doing alright?" as he made the rounds at the Smith County Courthouse.…
AP-NORC Poll: Religious rights matter most for US Christians, least for Muslims
Wed Dec 30, 2015 5:21 am
By RACHEL ZOLL and EMILY SWANSON, Associated Press
WASHINGTON (AP) - Americans place a higher priority on preserving the religious freedom of Christians than for other faith groups, ranking Muslims…
Christian music: rapper Jest-E's journey from gangster rap to gospel rap
Sat Dec 26, 2015 11:58 am
By Sarah A. Miller, email@example.com
On any given Sunday, Erick Bradley, 42, can be found sitting at a large desk behind the last pew of The Cross…
Papa marca nacimiento de Jesús con misa en el Vaticano
Fri Dec 25, 2015 8:23 am
By Associated Press
(AP) El papa Francisco ofició el jueves la Misa del Gallo en la Basílica de San Pedro, presidiendo la celebración de los…
Pope issues Christmas indulgence to spread message of mercy
Fri Dec 25, 2015 6:32 am
VATICAN CITY (AP) - Pope Francis has issued a Christmas Day indulgence for Catholics around the globe in hopes they spread the…
Controversial sign, same-sex marriage ruling among top religious stories of the year
Tue Dec 22, 2015 8:14 pm
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This year brought much in the way of faith-based news in East Texas. There was controversy and construction, growth and historic occasions…
Around East Texas 12-26
Tue Dec 22, 2015 8:13 pm
Around East Texas 12.26 Dough Rollers, which owns 17 cookie, pretzel and coffee stores in Texas including the two Great American Cookie Company stores in Broadway Square Mall, has launched a fundraiser called "Give Shoes. Give Joy." The…
US Council of Muslim Organizations announces 'One America' outreach campaign
Tue Dec 22, 2015 10:00 am
By Associated Press
(AP) In Washington an organization of Muslim community leaders announced the start of a new nationwide campaign to educate the American public…
Church in Germany celebrates 'Star Wars' at Sunday service
Sun Dec 20, 2015 9:30 am
By FRANK JORDANS, Associated Press
BERLIN (AP) - The force is strong in Berlin.
A church in the German capital invited "Star Wars" fans to attend a…


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Prosecutors: 'Millions' in merchandise stolen in theft ring
EVANSVILLE - Sixteen people have been charged in connection with what southern Indiana prosecutors are calling a "retail theft ring" that is accused of stealing millions of dollars worth of goods from area retailers.
Charged in the case are: Jeremy Ford, Kyle Philpott, Patrick Walsh, Kyle Jones, Dane Joseph Reiter, Lane Avery, Hilary Arney, Zachary Williams, Jourdan Baird, Eric Stucker, Robert Savage, Caleb Meeler, Lauren Wallace, Stephani Spain and Angela Bevins.
According to a news release from the Vanderburgh County Prosecutor's Office, those people will be charged with corrupt business influence, a felony.
The news release states that Philpott, Walsh, Reiter, Ford and Avery are also charged with a criminal gang enhancement in the case.
Prosecutors say the Evansville Police Department started investigating a "series of high-end merchandise thefts" from local retailer earlier this year. The victims included several stores located in Eastland Mall.
Police connected a vehicle driven by a man who worked in the mall, Kyle Jones, to the series of thefts.
"With the cooperation of Jones, the investigation continued and the co-conspirators were uncovered," the news release stated.
A total of 16 stores were hit, with thieves taking high-end vacuum cleaners, athletic apparel, high-end clothing, power tools, copper piping, flat-screen televisions and high-end purses and accessories, according to the news release.
The investigation also led to narcotics charges against Mario Butler, and two other men -- Michael J. Rupert and Kyle L. Hudson -- face federal charges for conspiring to commit (and committing) interstate transportation of stolen goods, according to the news release.
The investigation involved the FBI's Southwest Indiana Violent Crime Task Force, the Evansville Police Department, the Vanderburgh County Prosecutor's Office, the Indiana State Police and the Warrick County Sheriff's Office.
Very warm and sunny Saturday ahead
A very busy weekend around central Indiana. Our weather is off to a great start, but changes are on the way.
20/20: 'No cooperation' from Bloomington PD
A 20/20 investigation into the disappearance of Lauren Spierer has raised new questions about Bloomington police's handling of the case.
Ferebee goes on record about Shana Taylor case
In a closed-door meeting this week, IPS Superintendent Dr. Lewis Ferebee admitted to knowing a lot more about the Shana Taylor case than has…
Former FBI agent tracks new lead in Spierer case
Even though it's been five years, a former FBI agent investigating the Lauren Spierer disappearance believes the answers are still out there.
Years later, Bloomington still remembers Spierer
Most students on the IU Bloomington campus when Lauren Spierer disappeared have graduated – but many still know the story, and still…


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Town Square
New No Parking Signs
Original post made by Gordon, Downtown North, on Aug 30, 2006
Comments (1)
a resident of Crescent Park
on Aug 30, 2006 at 4:06 pm
These signs have been fantastic compared to the previous temporary signs that are put up without any forewarning. And the streets appear to be cleaner since more cars are moved on these days.
This is also old news - the signs have been up on other DTN streets for ages.
Don't miss out on the discussion!
Sign up to be notified of new comments on this topic.
My Son Turned 20
By Chandrama Anderson | 3 comments | 10,180 views
Questions About the Acquisition of the Buena Vista Site
By Steve Levy | 21 comments | 4,719 views
Guns or Butter?
By Laura Stec | 19 comments | 2,298 views
Nonstarter killed after 2 decades
By Douglas Moran | 12 comments | 1,220 views
Kids and transitions
By Cheryl Bac | 2 comments | 891 views


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Five Reasons Why Obama Hasn't moved on Syria
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1.Domestic politics means high risk, low reward: Within Washington, Obama has "little to gain and lots to lose" for trying to help Syrian civilians. Recent history suggests that the same political figures who call for the White House to take big foreign policy risks appear quite willing to punish the administration if anything goes wrong. US efforts to reach out to Islamist groups in Egypt and Tunisia received criticism at home, while its leadership on Libya became a major political liability when US ambassador Chris Stevens and three other Americans were killed in Benghazi.
2.Danger of committing to the rebels: Washington is cautious about arming, funding or even vocally supporting a rebel movement that could potentially turn against the West. Extremists make up a growing share of the Syrian rebel movement, with some of the most prominent allied with al-Qaeda. The White House has seen what happened in Afghanistan in the 1980s when it backed extremist militant groups against the Soviets. It did not pay off for the US in the long-term.
3.Stability, not escalation: The measures taken by the US so far appear to be aimed at maintaining a balance between the rebels and the regime. America does not want to see an outright Assad victory but equally it isn't thrilled about the idea of US-armed rebels pushing him out. The White House clearly fears what would happen if the country imploded into the chaos of a failed state.
4.Need for a negotiated settlement: With the aim of creating stability in Syria, the US has said it would like to see a peace deal between the rebels and the regime. This would mean leaving some elements of the government in place – though not Assad himself. Ostracising the president would make this harder.
5.Muddying the 'red line': Since issuing its 'red line' warning last year, the Obama administration has been softening its language when talking about where it should be drawn. It seems to be in a fix as it tries to uphold its condemnation of chemical weapons without forcing itself to intervene more forcefully in Syria. Squaring those two goals has led it into "some real contortions" – at times playing down the red line and at other times playing it up. Assuming the latest reports are true, says the Washington Post, this strategy is getting tougher as the Assad regime continues to call its bluff. ·
link to www.theweek.co.uk
If intervention does happen, it will be a battle ground between Russia and the United States.
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I was in the middle of eating these beautiful slices of pizza when suddenly they turned yucky. It really sucked. So Sadie dog got to eat it because I was so mad I threw them in the floor! :) Which is another thing, there is no use throwing a fit over pizza!! Silly hormones.
Stupid Food Aversions
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The collision in northern Texas left one injured and three missing Tuesday morning.
The Oakland, Calif. City Council passed an ordinance to ban the storage and handling of coal and coke at bulk terminals in the city, representing the latest blow to Terminal Logistics Solutions' plan for a dry bulk terminal to handle coal and other goods.
The Ocean Carrier Equipment Management Association said that a key benefit of the terminal weighing approach is that shippers will not be required to perform any additional actions in order to provide the verified gross mass of containers.
Registration takes less than 1 minute.
However, the International Maritime Organization's Maritime Safety Committee said there should be no delay in the implementation of the verified gross mass rule.
INTTRA appoints new CFO, while the Coalition for America's Gateways and Trade Corridors elects officers and the Canadian government names board member to the Halifax Port Authority.
The London-based shipping consultant is predicting that carrier profit margins this year will be influenced by big swings in both prices and costs.


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Whos flag is red white and green
kgb answers » History & Politics » Laws & Regulations » Whos flag is red white and green
Tags: bulgaria, madagascar, flags
Thursday, February 02 2012
Source: http://www.photius.com/flags/horizontal_red_white_green_stripes.html
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NCIS 2003 | TV Show Watchlist
Season 2, Episode 4 Lt. Jane Doe
First Aired: October 19, 2004
Two seamen (Chris Heuisler, Donnie Jeffcoat) stumble upon the body of a female Navy lieutenant, and, in the absence of an ID, Gibbs' team races to find her identity. Cdr. Reynolds: Kent Faulcon. PO Cynthia Cluxton: Amy Sloan.
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Kent Faulcon Kent Faulcon Cdr. Reynolds
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Method and apparatus for flushing asphalt feeding devices
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A vehicle mounted patching system for patching potholes and the like and incorporating method and apparatus for removing and flushing asphalt emulsion from the feed lines of the patcher which completely recycles the cleaning agent used to flush the feed lines, as well as eliminating any external discharge of potentially toxic materials.
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Video: Man smashes LAPD cruiser windows in front of Darth Vader
The incident occurred about 1 p.m. Tuesday as the man smashed the windows
By Samantha Schaefer
Los Angeles Times
LOS ANGELES — The Force wasn't with a man who smashed the windows of an LAPD patrol car with a metal rod on Hollywood Boulevard as Darth Vader looked on.
He was apprehended by police as a man in a Superman costume stood in the background.
Just another day on Hollywood Boulevard.
The incident occurred about 1 p.m. Tuesday as the man smashed the windows — except for the windshields — of the cruiser near Highland Avenue, said Los Angeles Police Officer Bruce Borihanh.
Raw video shot by a KTLA photographer working in the area showed someone dressed as Darth Vader holding a light saber and pointing at passersby as the man smashed the windows of a patrol car behind him.
It showed some people staring as they walked past the car.
The oblivious Vader stopped and looked as the man pulled a laptop from the car and took it to a kiosk, where he proceeded to open it.
Then the super-villain suspect walked away from the scene. Perhaps the Force was too strong?
The video later showed the man on the ground surrounded by police with someone in a Superman costume standing nearby.
The suspect was arrested without incident, Borihanh said.
Copyright 2014 the Los Angeles Times
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Luxury is in the eye of the beholder, but when it comes to the luxury lifestyle, we like to think that we know a thing or two.
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Best Swimwear
V i X
Sophisticated fashionistas all over the world have been spotted wearing luxe bikinis and bohemian chic cover ups from ViX since designer Paula Hermanny stepped onto the swim scene in 1998. ViX's sexy collection of resort wear for women features some of the most forward-thinking spins on beach fashion today. The swimsuit line shines, incorporating super-hot tortoiseshell details and cutting-edge materials like resin to accentuate ViX's trademark leather and gold accessories. The ViX collections include a number of flowy beach cover ups and dresses, sarongs, hats, bags and sandals, perfect for the pool and the palapa alike. ViX has a long roster of celebrity fans and has additionally been featured in publications including Vogue, Elle, InStyle, People, and Sports Illustrated: Swimsuit Edition.
Best Swimwear
Cover Swim
Designer Lisa Moore made a splash in the swimwear industry when she released Cover, the first line of clothing and swimwear that focused on UV sun protection. Every swimsuit created by cover is certified 50+ UPF, and can withstand significant wash and wear while still maintaining protection. Based on the same body suits worn by ballerinas, this line is beautiful, effective, and helps to support the Melanoma Research Alliance.
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DO Swimwear
Based on a the concept of a truly international woman, Dorothée Goroneskoul created DO as a way of connecting every woman that wears her designs to the world. Based upon the photography of Helmut Newton and other famous European artists, DO provides customers with a wide range of graphic, beautiful, and ultimately super wearable pieces.
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Sauvage collections are sold as separates, so matching the right top and bottom has never been easier. Coordinating cover-ups, sarongs, tunics, dresses, shoes and more help fashionable ladies customize their beach looks. Every piece is unique and the designs are hardly ordinary. Donning a Sauvage suit is bound to make a woman stand out on the beach. A San Diego native, Elizabeth and partner Simon, established Sauvage Swimwear in San Diego and are proud to design and manufacture all of their swimwear products in the USA.
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Mycoplasmalike Organism Found in the Phloem of Bunch-Diseased Walnuts
Abstract:Walnut bunch is a yellows-type of witches'-broom disease occurring on Japanese, Manchurian, English, native black walnut, and butternut. An electron-microscope study of the phloem tissues of walnut revealed the presence of a mycoplasmalike organism (MLO) in diseased but not in healthy leaf and stem phloem cells. The MLO are pleomorphic, vary in length from 150 to 1000 nm, and are enclosed in a plastic trilaminar unit membrane. Spherical or oval shapes predominate, but tubular forms were also evident near sieve plates. Some sections clearly showed the presence of ribosome- and DNA-like material within MLO cells. The apparent absence of virus particles, together with the consistent association of MLO in diseased but not in healthy walnuts, suggests MLO as a likely causal suspect. The possible relationship of walnut bunch and pecan bunch disease is discussed. Forest Sci. 22:144-148.
Keywords: J. cinerea; J. mandshurica; J. regia; J. sieboldiana; Juglans nigra; Walnut bunch; brooms; electron microscope
Document Type: Journal Article
Affiliations: Principal Plant Pathologist, USDA Forest Service, Northeastern Forest Experiment Station, Delaware, Ohio
Publication date: June 1, 1976
More about this publication?
- Forest Science is a peer-reviewed journal publishing fundamental and applied research that explores all aspects of natural and social sciences as they apply to the function and management of the forested ecosystems of the world. Topics include silviculture, forest management, biometrics, economics, entomology & pathology, fire & fuels management, forest ecology, genetics & tree improvement, geospatial technologies, harvesting & utilization, landscape ecology, operations research, forest policy, physiology, recreation, social sciences, soils & hydrology, and wildlife management.
Forest Science is published bimonthly in February, April, June, August, October, and December.
2015 Impact Factor: 1.702
Ranking: 16 of 66 in forestry
Also published by SAF:
Journal of Forestry
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- Ingenta Connect is not responsible for the content or availability of external websites


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Barry Alan Levine was born on November 24, 1967 in Park Ridge, New Jersey, USA. He is an actor and writer, known for Wrong (2012), Happy Birthday Michael Peck (2011) and Shoot the Moon (2012). See full bio »
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Art Worker - Healthcare - Pharmaceutical - Paris
An experienced Healthcare Artworker is required to join the Paris Studio of a large global Marketing Communications agency.
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Business Development Manager - Healthcare Advertising
Are you an established Senior Account Manager or Account Director with pharmaceutical advertising experience? A fantastic opportunity to join an ...
Editorial Review Specialist needed for an innovative agency!
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An opportunity for a Senior Account Manager has become available with a highly award winning Creative Healthcare Communications agency. The role o...
Artworker - Digital - Healthcare - Pharmaceutical
An experienced Healthcare Artworker to join the Paris Studio of a large global Marketing Communications agency.
Clinical Research Recruitment Specialist (904164)
Seltek are expanding! We have historically had a very successful clinical research recruitment division which has given us a wealth of experience a...
Internal Account Manager - Molecular Biology (904425)
A leading manufacturer of molecular biology research products is expanding its commercial team within the UK and is keen to recruit an Internal Acc...
Account Manager - Marketing Communications - Healthcare
An opportunity for an Account Manager has become available to join a fast growing full service healthcare communications agency in Hampshire.
Quality Assurance Technician
Quality Assurance Technician - Medial Device Commutable from : Cambridge, Cambridgeshire , London , Letchworth Garden City , Bedford , Bury St Edm...
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Senior Medical Writer - Scientific & Creative Projects
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The Division of Computational and Systems Medicine (CSM) is one of five Divisions in the Department of...
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This is an opportunity to work for a trusted and reputable manufacturer of laboratory products as a Sales Manager for North-West Europe. The positi...
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An opportunity for an Account Executive has become available to join a fast growing full service healthcare communications agency in Hampshire.
Proposals Manager - Temporary 12 month FTC
The purpose of this temporary position is to assist Sales in winning business through technical and operational input into proposals.
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Medical Communications/Medical Writer Leader, Cheshire - Zest Medical Recruitment is partnered with a consultancy in Cheshire who due to growth is ...