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Building Machine Learning Pipelines with Real-Time Feature Engineering
Adi Hirschtein | September 30, 2021
Real-time feature engineering is valuable for a variety of use cases, from service personalization to trade optimization to operational efficiency. It can also be helpful for risk mitigation through fraud prediction, by enabling data scientists and ML engineers to harness real-time data, perform complex calculations in real time and make fast decisions based on fresh data, for example to predict credit card fraud before it occurs. A feature store can help make this process repeatable and reproducible, saving time and effort on building additional AI services. This blog post will explain how real-time feature engineering can be seamlessly performed with an online feature store, and how with seamless integration to an MLOps platform, model monitoring, drift detection and automatic re-triggering of training can be performed, keeping your models at peak accuracy even in changing environments.
This article is based on the talk Adi Hirschtein, VP Product at Iguazio, gave at the ML in Finance summit. You can view the entire presentation here.
ML Pipelines in Organizations
Companies invest a lot of time and resources putting together a machine learning (ML) team. However, 85% of their projects never make it to production. This is due to business as well as technical challenges.
Business Challenges in Building ML Pipelines
From the business side, silos between data scientists, ML engineers and DevOps make it challenging for everyone to collaborate on the machine learning pipeline in an efficient way. On top of that, organizations also need to incorporate aspects like security, network, management and logs. To answer these challenges, organizations need to come up with a strategy to build a "machine learning factory", to seamlessly generate more and more machine learning models, on an ongoing basis.
Technological Challenges in Building ML Pipelines
From the technological side, the main obstacle is around data. Firstly, there's the challenge of how to ingest and combine data from different sources (for example real-time data coming from mobile apps, social feeds, sensors and smart devices, as well as offline data coming from billing, CRM or ERP systems). Secondly, there's the challenge of how to create, synchronize, access and monitor features—in an accurate and resourceful way. For example, finding an efficient and accurate way to run all sorts of transformations at scale. Examples of transformations include calculating aggregations for min, max ,std etc. on a sliding window, joining data from various sources, filtering data, and so on. Finally, there's the challenge of how to make sure the same features are available for both training and serving, to avoid any risk of train/serve skew.
ML Pipelines in Real-Time
Taking these features from research to production is challenging enough, and doing so in real time is even more difficult. This is because real-time feature engineering requires running quick feature calculations with low-latency response times.
Let's look at a Z-score calculation, for example. Simply speaking, Z-score is a statistical measure that represents how far a data point is from the rest of the dataset. In more technical terms, Z-score tells how many standard deviations away a given observation is from the mean. Let's say the Z-score is calculated by taking the current transaction amount minus the average amount over a period of time, and then dividing it by the standard deviation. When calculating the score in real time, those sliding windows are constantly moving along time and require calculating from live events and storing it in a fast key value for quick retrieval. This is because the calculations require an extremely fast event-processing mechanism, which can run complex algorithms.
On top of that, it is often required to enrich the feature vector with data from batch processing, like the user score. This turns the feature into a wide feature vector with a dynamic feature set that can be used in the serving environment.
Introducing the Feature Store
The most efficient way to create and share features that can be used for both development and production is by using a feature store. With a feature store, you take raw data, process it, and create features that can be used for machine learning models at scale. The source of the data could be a database, an object store, a data lake, http requests or events coming in from a streaming engine (e.g. kafka or kinesis). A good feature store empowers data scientists to create complex features using simple Python SDK. Under the hood, the processing engine can run as micro services on a distributed cluster using a variety of processing engines like Spark, Dask, Spark streaming, Nuclio etc. Once created, these features can be shared and reused across the organization.
In addition to being a catalog, a feature store provides a robust transformation service for complex transformations, like sliding window aggregations, joining different sets of data, filtering data, and more. Creating those features can be done using simple Python APIs without the need to involve data engineering and write Java or Spark code. It is all performed with the same logic, for both training and serving.
The features are kept in two types of storage: offline and online. An offline feature set is typically saved as parquet files on an object store and it is used for storing large volumes of training data.
The online feature store is saved in a fast key value database for a quick retrieval as part of an online model serving. The online feature store keeps the latest value of any feature for every key, thus allowing an online app such as fraud detection to get the latest features for a specific transaction in real time.
Getting Started on Real-Time Feature Engineering with a Feature Store
Iguazio offers an integrated online and offline feature store for real-time feature engineering. Let's see how it works.
Step 1 - Data Ingestion & Feature Creation
The first step is to get the raw data and create and define the feature sets using a simple Python SDK. This can be done from a Jupyter notebook or IDEs such as Pycharm or Vscode. In this step the data scientist gets the raw data and starts building various features based on his assumptions on what features are more relevant for his model. This process is an iterative process, the data scientist needs to train the model on the set of features until the feature set definition is good enough and ready to be deployed for an operational pipeline.
Step 2 - Model Training
Once the feature sets are ready, it's time to create a feature vector which would be the input for the model. The feature vector is a logical definition that will be used for both model training and inference. It can be composed of features across multiple feature sets. Note that you can save the feature vector to a parquet file and then train the model with a versioned parquet file for better tracking and lineage.
In a typical scenario, the data scientist will run multiple experiments with different models and features till he gets to the "winning" models. During those iterations the feature sets and feature vector would be updated until the final version is ready for deployment.
Step 3 - Deploy a Real-Time Pipeline
Once the feature sets are ready, it's time to take the same logic that was used for training the model and deploy a real-time function that runs the same logic, but this time the source will be live events coming from a streaming engine.
The important point here is that there is no need to re-write the code. The same logic and code are used, and when the deploy function command is run, a function is created with an endpoint that has a real-time graph consisting of all the relevant transformation processes as steps in the graph. This graph can scale up or down based on the workload and can support a large volume of events. The data ingestion itself goes to two places—an offline feature store which is stored as a parquet file and also to a fast key value database which the application will use for fast data retrieval to get the feature vector to the model in real time.
Step 4 - Model Serving and Monitoring
Once we have the model and the ingestion pipeline is ready, the next step is to deploy the model. The input for the model would be the feature vector that was defined in the previous steps, which has all the relevant features for running our model.
The Iguazio MLOps Platform provides model monitoring and drift detection out of the box.
The function that deploys the model can be set with "tracking" and as such it will run an internal mechanism in the platform that monitors the model endpoints and saves the feature vector and labels and runs a drift detection process that is based on both production data and the feature that was trained in the feature store.
When drift is detected, users can trigger an automated pipeline to re-train the model and the new training runs on a feature set that comprises the production data! And all of this can be achieved out of the box without any additional engineering effort.
In addition to the SDK, Iguazio provides a rich user interface where users can easily search for features, feature sets and feature vectors along with detailed reports. For example, for each feature set, users can view its metadata, transformation logic, statistics, and more. Users can also get a view that links between models to the feature vector that was used for the training.
There are also sets of reports for model monitoring where users can view both operational views (e.g. transactions per second, latency, errors etc.) and model drift information. Drilling down from a model endpoint opens up all the relevant information on the features that are being sent to the model along with comprehensive drift information.
Real-time use cases like fraud prediction are complex to engineer, but with an online feature store, real-time feature engineering can be faster, more accurate and even efficient. A feature store is an important part of ML architecture for complex real-time use cases, because it enables the entire team to collaborate on building those complex features in a much easier way, monitor those features for potential drift and re-trigger a new training process that is based on production data. In addition, it automates a lot of steps in the pipeline in a way that minimizes the DevOps effort to virtually zero.
To learn more about the Iguazio Data Science Platform and feature store, or to find out how we can help you bring your data science to life, contact our experts.
To find out more and see the entire demo, check out this documentation, or watch the full recording of the ML in Finance session here:


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Download Mp3 Music: Victor Vincent – Who You Are @victorvincent84
Mp3 Music: Victor Vincent – Who You Are
Last Updated on by Nectes Team
Gospel music minister Victor Vincent debuts with this profound song "Who You Are", an oblation of worship in reckless abandon. This beautiful contemporary worship song unravels an atmosphere deep worship around you, on hearing it. You cannot ignore the musicality of the sound while getting drenched in the overflow of anointing. Victor Vincent says he expects an outpouring of the "rain of his grace, leading all the way to the realm of His Glory while you worship with 'Who You Are'".
Aside being a Gospel song writer and a recording Gospel artist, Victor Vincent is also a Worship leader at City of God Faith Ministries and a voice coach.
Produced by Michael Bassey.
Listen & Download
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subset: commoncrawl


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Production-Grade Angular Nx & Monorepo Setup
Transcript from the "Nx & Monorepo Setup" Lesson
>> What annex does, is it separates your apps from your libs. And so think of your components or something that a user sees or interacts with the surface area of something to be consumed that goes into. The app. So in the dashboard, if you did nccih new and you generated an application, it would be here.
[00:00:31] And so classic component. You got your CSS, I'm just gonna delete this. Now we don't need this Rashad. I'll leave it in there for a moment. But it generates the spec, the component, and the module and so on are coming from the assumption that we are at least somewhat familiar with Angular.
[00:00:52] I'm not going to explain which everything here does. But what I do want to point out is that we have an app and then in parallel to that We have our end to end test. And so not only do you get a working angular application with all of this extra stuff, you get Cypress baked into and end to end or baked into this monorepo, which is really, really Important.
[00:01:24] I know for a fact that the angular team is evaluating their intent options. It is my desire not to be disparaging with anybody that was involved with protractor, but protractor is, I believe in a severe disadvantage because it's based on selenium. Cypress on the other hand, whereas Selenium is kind of the NASA in automated end to end test, Cypress would be the SpaceX.
[00:01:52] And so the fact that you get a workspace with Jest and Cypress baked right in is really, really cool. And so This is where your end to end tests go for this application. And then, because we generated an API, then we have our nest application right here. And then we have our libs which is where our shareable code will go.
[00:02:23] And so this next step is let's start to generate some code. And let's see how this is built out. Before I do that, does anybody have any questions about what I've said so far?
>> What is the difference between using the Angular COI and then just using an X and also if an X is something similar to next js or next.
>> Under the hood, and x uses the angular COI but for the nest portion It uses the NES COI, and for the React portion, it uses another COI. And so think of NX is kind of a layer on top of all of the COIs, which is great because then you get the best of everything.
[00:03:17] And so, inside of the apps folder here This annex is using the angular CLR to generate this, or at least the dashboard portion. So if you went did nccih new, this is what you would get. The difference is is that NX is essentially asserting some opinions on the file structure so that you can have More than one application.
[00:03:44] And then more importantly, is that you can share your code across multiple applications. And so that's the difference is that NX is essentially a layer on top of the angular COI and then NX also uses next or. React or whatever it is that you wanna use on top of that.
[00:04:07] So it's a way for you to have more than one project or application in a single place, which, again, I think it makes sense in terms of cohesion. Like if I have an API that I'm using in a front end application, like I really want those to be together.
[00:04:24] And I want to be able to kind of control the data model in the versioning of the different things around that. Just to summarize is when does it not make sense to use a monorepo? I would say there are cases to be made, where it doesn't make sense.
[00:04:41] And I think one
>> Is, you can kind of tip over from kind of cohesion into coupling. So for instance, my threshold on a monorepo is group a technology stack within the model repo, but then if you have a totally separate unrelated technology stack, Create a new monorepo.
[00:05:06] And so where I differ, I believe then, let's say Google, where they have all of their entire code base in a single mono repo Now, can you imagine, you know, if you showed up and you're like, I need to build this thing and I've got to download all the code
>> And so there is some overhead, to where the overhead for the monorepo, no longer makes sense. And so for me my threshold is I organize essentially by a technology stack. That you might have an API that has a couple Front End web applications that consume it. And I would put that together.
[00:05:47] But if I had like, let's say like an IOS application that's a completely unrelated set of technology. It's totally unrelated. So let's say It has nothing to do with what I'm working on. I wouldn't force that into that monorepo because that wouldn't make sense. And so I think where it does get a little tricky, is around, it's great for consumption.
[00:06:10] Like if I'm working in this paid, you know, on this code over here, and I work want to jump over to this code, it's amazing. But, when you start to deploy, and one of the big things that I've ran into, is that If you're building Docker images For your application, and you have a nest app and an Angular app, you do not want your Angular dependencies to go into your next Docker image.
[00:06:41] And that's where in terms of actually building it back out. There's some techniques around that to do that. But, you know, it's really good for consumption. But as you start to build it back out, you have to be mindful of that as well. And so the build like the build complexity goes up, but your developer ergonomics are a lot better.


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The free-falling Chicago Blackhawks will try to end their longest losing streak in over four years when they continue a lengthy road trip with tonight's battle against the San Jose Sharks at HP Pavilion.
The Blackhawks are 0-5-1 over their last six games, marking the club's longest skid since an 0-6-2 stretch from Dec. 30-Jan. 11 during the 2007-08 season. The last four losses (0-3-1) have come at the start of a nine-game swing.
The recent swoon has dropped the 2010 Stanley Cup champions into the sixth seed in the Western Conference, where it's three points ahead of Los Angeles and four points behind Nashville. Chicago is now also fourth in the Central Division and nine points behind Detroit for first place.
The Blackhawks have allowed a total of 16 goals over their last three losses and are coming off Tuesday's 5-2 setback in Colorado. The score was tied at 2-2 heading into the third period, but Gabriel Landeskog put the Avalanche up for good with his tally just 38 seconds into the final stanza.
The Blackhawks received goals from Brent Seabrook and Patrick Kane, while Ray Emery was tagged for four goals on 28 shots.
"Every mistake we make is being capitalized on," said Chicago defenseman Duncan Keith. "We have to get in a better position to turn things around. Everything we seem to do seems to be harder. We have to start outworking the other teams."
Chicago is just 10-12-3 as the road club this year and has lost eight straight (0-6-2) away from the Windy City. Joel Quenneville's team hasn't posted a road victory since Dec. 14 in Minnesota.
Blackhawks defenseman Steve Montador suffered an upper-body injury in Tuesday's loss and was forced to leave the game in the second period. He is questionable for tonight.
Although they're not as cold as the Blackhawks, the Sharks haven't exactly been playing their best hockey of late either. San Jose has surrendered nine goals in losing its last two games and is 3-4-1 over its last eight trips to the ice. Despite the inconsistent play, the Sharks are still leading the Pacific Division with 64 points, two more than Los Angeles.
After losing last Saturday in Phoenix by a 5-3 score, the Sharks returned home and dropped Wednesday's close regulation decision against Calgary. Olli Jokinen capped his hat trick for the Flames with the game-winner just 3:25 into the third period, lifting Calgary to a 4-3 victory. Flames goaltender Miikka Kiprusoff also stopped 34 shots to register the 300th win of his career.
Joe Pavelski, Michal Handzus and Logan Couture all scored for the Sharks, while Antti Niemi made 32 saves in the loss.
"It's a missed opportunity," Thornton said. "We'd like to say we played good at times, it just wasn't a full 60 [minutes]."
Tonight's game represents San Jose's final home test before embarking on a season-long nine-game road trip. The Sharks are 17-9-2 as the host this year compared to a 12-7-4 mark on the road. After tonight. San Jose's next home game isn't until Feb. 28 against Philadelphia.
This evening's tilt marks the fourth and final scheduled meeting between the Blackhawks and Sharks this year. San Jose posted a 1-0 home win on Nov. 23 before Chicago posted two straight wins over the Sharks in the Windy City. The Blackhawks have taken three of four overall in this series, but San Jose has won the last three encounters at the Shark Tank.


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Family Afternoon: Haunted House and Home
Come celebrate Halloween at the National Building Museum! Have you ever thought 'what makes some spaces spooky?' or 'why do some houses seem horrifying?' Learn about the elements that make a space scary and design a table-top haunted house of your own using craft materials, creativity, and a little bit of hocus pocus.
Free. Drop-in program between the hours of 1:00 & 3:00 PM.
Recommended ages 6-11; activities for younger children available upon request.
Photo: Spooky House in Field by Sophie Idsinga
Haunted House and Home is the first in a series of free, drop in Family Saturday's the National Building Museum will host in the upcoming year. For more information contact firstname.lastname@example.com
Want to be notified of upcoming events and programs for families? Join our mailing list.


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Hello Sir, my website was approved on Ezoic 2 days ago. Yesterday I created and placed ad units on my website. But ads are not showing on my website.
I already followed steps mentioned here - https://support.ezoic.com/kb/article/why-arent-ads-showing-up-on-my-site
Its my request please check my website.
Thank you!
Hi @Raheel - hope you're keeping well!
Looks like the new site that was just approved, ad*********k.com, only has three placeholders on the entire site.
We'd highly suggest adding more placeholders to increase competition for ad space on your site and allow the Ad Tester system to work properly and test locations on your site.
However, the reason why the site isn't currently showing ads is because the site's using an incompatible caching element on the site. We can see that Ezoic versions aren't able to show to visitors, due to 'edge' caching being enabled.
Any edge/page-level/browser/HTML caching needs to be disabled, they will stop Ezoic from being able to optimize the site properly.
Can you please tell me how to disable 'edge' caching
I'm also not using any cache plugin in my WordPress site. (Please check the below screenshot)
And I was also not using Cloudflare before on my website. It was added through Ezoic.
Can you please check it for me, am not able to find the option where I can disable the edge/page-level/browser/HTML cache.
Hi Raheel - hope you're keeping well!
It's possible that this caching is not coming from a plugin, but rather from your Host or theme setup.
We can't really dig in or audit your own site setup, you'd need to be responsible for this.
There are several guides that can help you with caching at support.ezoic.com as well 🙂.
Here's an example: https://support.ezoic.com/kb/article/how-to-improve-my-cache-hit-rate
Hello Sir, I contacted my hosting support and they told that my host is not using any caching.
After that I changed 8 themes, and checked. Still I didn't saw any ads.
I'm already having my another site approved on Ezoic - online*********4u.com. It's using same hosting same theme, no cache plugin. But that site is showing ads. Everything is working fine there.
But on another website ads*******ck.com NOTHING IS WORKING.
It's my humble request - Please check the issue or please setup my site from Ezoic from your end.
Hi @Raheel - the domain you're referencing, ad********ck.com, was recently disapproved by Google MCM Ad Manager via the application you submitted.
We suggest you login to your Ad Manager account and follow the instruction there, there were policy violations found by Google and you'd need to re-apply after reviewing their findings.
So without getting approval from Google MCM Ad Manager, I can't use Ezoic?
Hi @Raheel - hope you're having a nice end to the business week!
You are correct, all domains using the Ezoic monetization features must be compliant with Google Ad Manager policies, which means applying to and being approved by Google MCM Ad Manager.
We can't risk the exposure to the entirety of the Ezoic platforms publishers by allowing sites that are not approved by Google to monetize through Ezoic. We hope you can understand.
Hello my friends, ezoic support team, the monetization feature on my site has been suspended without prior notice, knowing that I am committed to the policy of Google and ezoic, and AdSense ads are still present on my site. Generating income so that I can work with you again, I am excited to be back soon to work with you again
Hi @aldalel2020 - hope you're keeping well!
You can read more about why your site was denied use via the Dashboard > Monetization tab OR by reviewing the email that was sent you directly.
Please note this is the second time we've had to disable the site for invalid traffic, and upon further look right now the site is experiencing malicious redirects. We can't even properly get to your site content to check that currently.
We'd highly suggest you take this time to focus on getting the site stable - and reach back out to us once that's all sorted.
Tucker_P_Ezoic Hello my friend, no e-mail was sent to me regarding closing the site, I bring paid traffic to my site, all of which are visits from Google search and they are legitimate. Robots, and Adsense ads are present on my site, and this is exactly what I do. Please review the site again, I am excited to work with you again
I contacted the support and he told me we like these visits as long as they are not bots, and they are legitimate and real visits
Please accept my website again, I am excited to work with you again and I pledge to abide by the ezoic policy and not violate it
Hi @aldalel2020 - hope you're well!
You mentioned "I bring paid traffic to my site" - can you explain this further please?
This is typically a very large red flag, and an indication of invalid/bot activity. Again, all the information regarding why your site is denied is found via the Dashboard > Monetization tab.
Right now, we can't access your site properly - there's still malicious redirects in place.
Hello my friends, Paid Traffic is Google Adds ads from Google search, they are real, legitimate, not bots and show up in Analytics.
I told the support before I did it, and they agreed to me on the condition that it is real and not a bots visit. This is what I do on my site.
How do you tell me that you can't reach my site, and it's invalid redirect visits, please explain it more
Hi @aldalel2020 - hope you're keeping well!
Have you tried accessing your site at all as a visitor?
There are malicious redirects - we click on an article from your home page and we're booted to a new tab which either shows a download or another link to a different website. When we click on a content page, we're not even sent to your own website.
At this point, the domain is going to remain denied for at least 30days. The Platform Quality team are aware of your situation and your site, but there's nothing further we can do to help this month. We highly suggest you focus on fixing your sites issues and removing any malicious redirects.
Hello my friends, thank you for your patience, all redirection issues have been resolved and you can check it out. I am excited to work with you again and I have done a lot of work in order to achieve the first level, I sincerely request you to accept my position very soon
Hi there,
As stated in the last message, the domain is going to remain denied for at least 30days. You can contact our team on April 2nd, 2022 for a re-review request.
Hello my friends ezoic team, is it difficult to come back to work with you again and review my site before 2/4 date, I am looking forward to working with you and I promise to abide by the policy of Google and ezoic, please
Thanks 😊


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2020 CSR All-Stars: Jill Kerske, Independent Printing Inc.
Account Service Representative
Independent Printing Inc., De Pere, Wis.
Jill Kerske has the foresight to predict potential issues before they leak out of the pipeline. But, the 21-year industry veteran isn't just an anticipator; she's a reactor, when appropriate, always ready with solutions. It's not a question of "Can she do it?" Rather, it all comes down to the how.
"I aim to anticipate customer needs, as well as the needs of my internal constituents and teammates," Kerske said. "The best way I can describe my philosophy of customer care is to be water. Put anything in a jar and add water to fill in all around, plugging all the gaps."
Kerske's print roots date back to high school. She always had an interest in art, so when it was time to choose an elective, graphics felt like a good fit. She recalls learning the whole process, including art setup, shooting negatives and making plates—even running small AB Dicks. During her studies at the University of Wisconsin - Green Bay, Kerske focused more on the art/computer graphics side; however, her first job out of college was in the local newspaper prepress. Roughly 13 years later, because of downsizing, she found herself searching for a new gig. She knew she wanted to stay in printing, so when an opportunity opened at Independent Printing Inc., she applied. Kerske admits feeling reluctant about accepting a customer service role, at first, but it turned out to be an even better fit than production.
Kerske, who supports 30 assigned clients, displays incredible print knowledge, indefatigable energy and passion for her work, according to her nominator. Oh, and she's a lover of puns, which keeps her audience smiling.
"Jill is always eager to take on continuous improvement projects, and does so with a very inclusive nature," her nominator said. "Everyone that works with Jill feels heard and knows they're integral to the success—Jill makes a point of it. She's a true champion!"
Her Approach to Customer Service
Partnership. They are not just customers, but project partners. We both have the same goals: create a product that satisfies their needs, while meeting deadlines. There is nothing more satisfying than getting a call from the customer that they loved the project you worked so hard to perfect.
How She Keeps Calm and Stays Inspired
Sometimes, it's good to get up and take a short walk. Take a lunch break, sit with friends and do not talk about work; talk about family, pets, what you're doing when you're not at work. I find this is extremely helpful for staying positive and getting through a stressful day.
How COVID-19 Has Changed Her Job
[There is] less face-to-face [interaction] with customers, which I miss. But, overall, not much has changed.
Why She Loves Her Job and the Industry
I love being part of a process, working with a customer and our production team to take an idea from conception to finished product. [I also love] that I learn something new every day. That could include a new way to use equipment, or new processes.
Her Proudest Career Achievement
I am most proud of the relationships I have formed with customers. I like to think of it more as a partnership versus a customer-vendor relationship. When you have a relationship, it is easier to work through projects and problems that come up during the process and [it] makes work much more enjoyable.
Her Best Advice
Don't take it personally! Everyone has a bad day. It could be your customer today, but you tomorrow. Be patient, be a good listener. When I'm in a particularly tense conversation, I think about times when I was the customer and had a good customer service experience, and use that to give that same experience to my customer.
What She Does for Fun
I love the outdoors. As a family, we camp, hike and fish. I am a Girl Scout troop leader, and love working with the girls in my troop. They are so inspiring and fun, and they really help relieve the stress!
Elise Hacking Carr is senior production editor for Print & Promo Marketing magazine, and managing editor for PRINTING United Journal.


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Dr. Tamyra Comeaux
Dr. Comeaux has board certifications in Obstetrics and Gynecology, physician nutrition and Anti-Aging and Regenerative Medicine. She practices Womens Health with a heavy emphasis on nutrition, wellness and weight management. Her goal is to individualize a wellness and aging plan that is evidence based through educating her patients and providing proven solutions that work.
Besides natural hormone therapy, supplements, nutrition and diet, another modality I employ frequently is PRP. Platelet-rich plasma therapies (PRP) have been used by surgeons for more than 20 years. PRP is a small portion of the blood that is composed of a very high concentration of platelets, which have the ability to repair tissues via the release of growth factors. Growth factors are proteins that initiate connective tissue healing; bone, tendon, ligament regeneration and repair, stimulate the wound healing process, and promote the development of new blood vessels. Initially used in wound management, this therapy has now progressed to it leading-edge use with muscle and tendon injury, as well as cosmetic skin rejuvenation and hair restoration.
The use of growth factors is considered a "new frontier" in clinical therapy. New medical advances now allow us to harness an optimal concentration of platelets and growth factors to be precisely introduced to tissues needing repair. Dr. Tamyra Comeaux offers her unique skill with PRP therapy for aesthetics, scar repair, breast regeneration, and muscle laxity related to pelvic floor concerns.
If you are a Black Woman Physician and want to grow your brand and network, join the directory.


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The Cowboys handily beat the Giants on Monday, so their playoff odds showed a nice improvement - or so you would think.
As we continue our weekly look at the Cowboys' playoff odds, today we're once again going to look at five different sources for playoff odds, and see how those have changed since we last looked at them after Week 7.
Keep in mind that after Week 7, the Cowboys were at 4-3, while the Eagles had just dropped to 3-4. The Cowboys have since had a bye week, so they are now at 5-3, while the Eagles have played two games and are now at 5-4, which is bound to have an impact on the playoff odds.
Historical data: 58% (Wk 7: 51%)
Since realignment in 2002, when the current divisional format was established, 57 of 99 teams that started the season with a 5-3 record made the playoffs. That's a 58% historical chance of making the playoffs. But that's just a multi-year average and doesn't factor in anything specific to the Cowboys' situation, which other projections do.
N.Y. Times NFL Playoff Machine: 65% (Wk 7: 60%)
The calculations here are based on Sagarin ratings which are calculated based on W/L record, points differential, and schedule strength.
The Playoff Machine allows you to simulate the rest of the season, which is a lot of fun all by itself, but it also allows you to check out which of the remaining eight games currently impact the Cowboys' playoff odds the most. Here's how a win against each team on the remaining schedule would impact today's 65% playoff odds:
- Vikings (wk 10): 74%
- Lions (wk 11): 72%
- Patriots (wk 12): 75%
- Bills (wk 13): 70%
- Bears (wk 14): 74%
- Rams (wk 15): 73%
- Eagles (wk 16): 83%
- Redskins (wk 17): 69%
Odds are you didn't need some fancy algorithm to tell you that the game against the Eagles in week 16 will be the key to the postseason, but there it is. Of course, these numbers are all calculated based on the data available today, and a lot can change over the coming weeks.
Fivethirtyeight.com: 59% (Wk 7: 66%)
The odds here drop because of the effect described above: The Eagles have played one more game than the Cowboys and have thus closed the gap a little versus where both teams were two weeks ago.
Football Outsiders: 77.0% (Wk 7: 73.8%)
FO considers the strength of the coming opponents (as measured by DVOA) as well as home-field advantage in calculating their playoff odds. The Cowboys remain way ahead of the Eagles in the FO numbers, but the Eagles have narrowed the gap a little thanks to the extra game they have played.
|Mean Proj. Wins
|Change vs. Wk 7
ESPN's FPI Index: 71.5% (Wk 7: 76.6%)
ESPN's Football Power Index (FPI) uses expected points added per play to calculate offensive, defensive, and special teams efficiency. For the playoff projections, the FPI data is married with team strength, opponent strength, home-field advantage, QB injuries/suspensions/absences, and adjusted for such oddities as travel distance, altitude and other seasonal effects.
The extra game played by the Eagles impacts the Cowboys' numbers.
Overall, the Cowboys remain on schedule for a playoff berth, even if technical reasons mean the odds have not improved quite as much as we might have anticipated.
But simply making the playoffs may not be such a stretching target. It may be premature for a team that has had some up and down performances, but perhaps the Cowboys should be setting their sights for the No. 1 or No. 2 seed (and the homefield advantage that comes with the seeding). Right now, they look to be pretty far away from either seed, as that would mean beating out two of the current three division leaders down the stretch: the 49ers (8-0), the Saints (7-1), and the Packers (7-2). And that's not even figuring in the Seahawks (7-2) or Vikings (6-3).
The odds of a bye seem slim right now. FO have the Cowboys with a 5.3% chance at the No. 2 seed, and a 0.8% chance at the No. 1 seed. 538 puts the chances of getting a first-round bye at 3%, the NYT at 2%.
Last year, the Cowboys went on a 7-1 run down the stretch. If they were to repeat that, they would be competing for one of the top two NFC seeds. Plugging that 7-1 run into the NYT Playoff Machine (while doing the Eagles the courtesy of giving them a win against the Cowboys, and the Patriots the discourtesy of giving them a loss) gives the Cowboys a 36% chance of a first-round bye.
36% is pretty much the value of the playoff odds for the Eagles, and since that ain't happening, a first-round bye for the Cowboys probably ain't happening either.
But you never know.


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Academics Gather To Study Phish, Man
Academics Gather To Study Phish, Man
A first-ever academic conference on the meaning and impact of the jam band Phish is happening this weekend in Oregon.
And now for a story about an academic conference. But wait, wait. Stay with us because, as Deena Prichep reports, Oregon State University is hosting a meeting that's got more than name tags and networking.
DEENA PRICHEP, BYLINE: Over 200 people will spend this weekend attending the first Phish Studies Conference. And this is not...
PRICHEP: ...Fish like green biology. It's Phish...
PRICHEP: ...Like the jam band from Vermont that's often compared to the Grateful Dead. Fifty presenters from across the country will be discussing the band and its obsessive following.
JACOB COHEN: Why study Phish? Why study anything?
PRICHEP: Jacob Cohen is a musicologist on the conference program committee. He says studying Phish teaches us about more than just the intricacies of their musical improvisation.
COHEN: These popular culture practices are places where we can learn about philosophy and construction of identity and race.
PRICHEP: And at this conference they'll be talking about all of that - the psychology of the fans who follow Phish across the country, a structural analysis of set lists, race relations among the predominantly white concertgoers. Philosophy professor Stephanie Jenkins is the conference organizer.
STEPHANIE JENKINS: It is only a very recent phenomenon that the way philosophers communicate their ideas is through argumentative essays.
PRICHEP: So a Phish conference featuring live music and fan art - it's part of a fine tradition, she says. Because Socrates wasn't delivering dry papers, he was talking with people in the public square. And he was criticizing society, a tradition continued by philosophers like Michel Foucault.
JENKINS: So Foucault has done a fantastic job of laying out the roadmap for how disciplinary institutions and practices create the sorts of people that we are. But what it doesn't come with is a practice of freedom.
PRICHEP: The way we can transform ourselves to break free of unspoken rules. And for Jenkins, Phish embodies that transformation - a sort of public philosophy.
JENKINS: The Phish community, for me, has created a space of freedom or what Foucault will call a heterotopia - another space.
PRICHEP: That is, admittedly, fairly lofty academic terms to describe the band your stoned roommate kept blasting in the dorm room. So could these same sorts of insights - about society, about community, about freedom - come from a conference about Beethoven or Beyonce?
BEYONCE: (Singing) All the single ladies. All the single ladies.
PRICHEP: As philosophers like Jenkins would argue, that's an empirical question. But does it matter? Musicologist Jacob Cohen can go on about Phish's chromatic and dissonant tones, use of Lydian mode, establishment of place - and trust me, he did. But that's not the only reason he's here.
COHEN: I write about what I like. That doesn't mean we can't also analyze it and approach it critically and objectively. But I like Ives - Charles Ives. I like Aaron Copeland. And I like Phish.
PRICHEP: And he clearly does. Cohen estimates he's attended about 180 Phish concerts. And this weekend, he can rock out and geek out with a lot of other people who feel the exact same way. For NPR News, I'm Deena Prichep.
Copyright © 2019 NPR. All rights reserved. Visit our website terms of use and permissions pages at www.npr.org for further information.
NPR transcripts are created on a rush deadline by an NPR contractor. This text may not be in its final form and may be updated or revised in the future. Accuracy and availability may vary. The authoritative record of NPR's programming is the audio record.
Correction May 19, 2019
In a previous version of this story the reporter incorrectly identified the university. It is Oregon State University, not University of Oregon.


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Occidental El Embajador
Conveniently situated close to Santo Domingo's bustling commercial and business districts, the Occidental El Embajador treats each guest to stunning views of the Dominican Republic's capital city and the comforting calm of a lush residential neighborhood. The Occidental El Embajador features 278 spacious, tastefully-appointed guestrooms decorated in classic style. Guests will enjoy the hotel's three restaurants and two bars featuring fine dining and a pleasing variety of international cocktails in addition the property's full-service spa, relaxing swimming pool, on-site casino and modern business centre. 20 kms to the nearest airport (las américas international airport) Close to the beach


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Events Daily
- Introduction
- Contents
- Limitations
- Accessing the Data
- Scheduling
- Code Reference
- Background and Caveats
events_daily datasets can help answer questions about sequences of events (sometimes called "funnels").
It is used by the Event Funnel Analysis Explore in Looker, but can also be queried directly using BigQuery.
As of this writing, variations of the
events_daily dataset are available for Firefox Desktop, Firefox for Android, and Mozilla VPN.
events_daily has one row per-client per-day, much the same as
clients_daily. The table is created in a two-step process:
- An ancillary table,
event_types, is updated with the new events seen on that day. Each event is mapped to a unique unicode character, and each event property (the
extrasfields) is also mapped to a unique unicode character.
- For every user, that day's events are mapped to their associated unicode characters (including
event_properties). The strings are aggregated and comma-separated, giving a single ordered string that represents all of that user's events on that day.
For most products, only events in the Glean events ping are aggregated (Firefox Desktop currently aggregates events in the legacy desktop "event" ping). If you're looking for events sent in other pings, you'll need to query them directly.
Included in this data is a set of dimensional information about the user, also derived from the events ping. The full list of fields is available in the templated source query.
This approach makes some queries fast and easy, but has some limits:
- Each product is limited to at most 1 million unique event types
- Each event property is limited to a set number of values (currently set to 1000 for most products). As a result, some properties will not be accessible in the table.
- Queries do not know the amount of time that passed between events, only that they occurred on the same day. This can be alleviated by sessionizing and splitting the events string using an event which indicates the start of a session. For example, for Firefox for Android, this could be
Accessing the Data
While it is possible to build queries that access this events data directly, the Data Platform instead recommends using a set of stored procedures we have available.
These procedures create BigQuery views that hide the complexity of the event representation.
mozfun library documentation has information about these procedures and examples of their usage.
Example Queries
This query gives the event-count and client-counts per-event per-day.
COUNT(*) AS client_count,
SUM(count) AS event_count
USING (index)
submission_date >= DATE_SUB(current_date, INTERVAL 28 DAY)
Link to a dashboard using this query in STMO.
This dataset is scheduled on Airflow and updated daily.
Code Reference
The source for events daily is defined inside bigquery-etl as a set of templated queries which generate the
events_daily tables as well as the dependent
event_types tables for each supported application.
You can find the source under
Background and Caveats
See this presentation for background.


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Friday, January 14, 2022
Over the past 10 years, no sector has been worse than the S&P 500 Energy sector. It has gained just 2.4% annualized over the past 10 years, the only sector without a double-digit return, and all of that return has come from dividends, as on a pure price return basis the sector is actually negative. But could that all be changing over the next decade?
As shown in the LPL Chart of the Day, the price of the energy sector is attempting to overcome a downtrend line that extends all the way back to the sector's all-time highs in 2014. Not only that, but relative to the S&P 500, energy is on the verge of completing a long-term inverse head and shoulders pattern, a reversal pattern which suggests that last year's outperformance could have more room to run.
In our recent Weekly Market Commentary, we used energy stocks as an example of why politics and investing don't mix. Many expected energy to outperform during Donald Trump's presidency due to deregulation (the sector fell 40% during his time in office) and underperform during Joe Biden's presidency as democratic policies looked to shift toward green and renewable sources of energy. The energy sector is now up more than 40% since President Biden took office.
Now we believe that there are more forces at work than policies and politics, but many investors may have simply gotten the takeaway from those policies backwards. By allowing US companies to frack unencumbered, more deregulatory policies encouraged increased supply of oil which put downward pressure on oil prices. In contrast, more strict regulation reduces capex in the energy sector, which can decrease oil supply, and cause prices to rise.
At the end of the day, these companies are in the business of selling oil, and the stocks of the companies that have survived the last decade of declining oil prices tend to benefit when oil prices rise.
So can energy stocks continue to outperform after spiking 14% to start the year? According to LPL Financial Technical Market Strategist Scott Brown, investors shouldn't rule it out. "We don't believe investors need to chase the latest surge. However, the long-term breakout and overall technical picture suggest the path of least resistance is higher for both energy stocks and oil prices in 2022 and pullbacks are likely buying opportunities."
One final potential tailwind for the group: the dollar. The US dollar has fallen 1% in the past week and appears to have reversed its uptrend from last year. As oil prices are denominated in dollars, a weak dollar may provide an additional boost to oil prices and energy stocks if it continues lower. Energy stocks still need to complete the inverse head and shoulders pattern by breaking through the "neckline" shown in the bottom panel of our chart. But a break through that resistance would target another leg of considerable upside versus the broad market.
This material is for general information only and is not intended to provide specific advice or recommendations for any individual. There is no assurance that the views or strategies discussed are suitable for all investors or will yield positive outcomes. Investing involves risks including possible loss of principal. Any economic forecasts set forth may not develop as predicted and are subject to change.
References to markets, asset classes, and sectors are generally regarding the corresponding market index. Indexes are unmanaged statistical composites and cannot be invested into directly. Index performance is not indicative of the performance of any investment and do not reflect fees, expenses, or sales charges. All performance referenced is historical and is no guarantee of future results.
Any company names noted herein are for educational purposes only and not an indication of trading intent or a solicitation of their products or services. LPL Financial doesn't provide research on individual equities. All information is believed to be from reliable sources; however, LPL Financial makes no representation as to its completeness or accuracy.
All index and market data from FactSet and MarketWatch.
This Research material was prepared by LPL Financial, LLC.
Securities and advisory services offered through LPL Financial (LPL), a registered investment advisor and broker-dealer (member FINRA/SIPC).
Insurance products are offered through LPL or its licensed affiliates. To the extent you are receiving investment advice from a separately registered independent investment advisor that is not an LPL affiliate, please note LPL makes no representation with respect to such entity.
- Not Insured by FDIC/NCUA or Any Other Government Agency
- Not Bank/Credit Union Guaranteed
- Not Bank/Credit Union Deposits or Obligations
- May Lose Value
For Public Use – Tracking # – 05232874


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There are so many ads for androgel that men assume it is the best option.
This is a recent article again about androgel becoming available in a travel pack.
I generally feel most topical testosterone products don't work as well as injections or pellets.
Warm weather is approaching when we spend time in pools and perspire. These factors are among many, lessen the absorption of anything you place on the surface of the skin.
For an appointment or consultation with Dr. Gary Bellman, please contact the office or call 818-912-1899


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Anti-Bullying Programs
Saturdays for SuccessAn 8-session skills-building program for students on Saturday mornings at the BPS Counseling and Intervention Center (developed through BPS/EDC partnership). Program is for students referred for bullying (as an educational alternative to suspension), students referred for victimization, and selected peer leaders. The program provides targeted counseling, intervention sessions, and group dynamic and enrichment activities that nurture friendships, develop social and emotional skills, and actively involve students in applying bullying prevention strategies.
Download the Saturdays for Success program guide
Eyes on BullyingA skills-building program that parents, childcare professionals, and teachers can use with children and youth in schools, afterschool programs, childcare centers, families, and community organizations. Developed at Education Development Center. The Eyes on Bullying Toolkit is available for download at www.eyesonbullying.org. Also offered: Trainings and workshops for parents and school personnel, and staff at afterschool, youth, and childcare programs
Boston vs BulliesThis anti-bullying initiative by The Sports Museum and the Boston sports community features athletes from all of Boston's professional sports teams. Visit BOSTON vs BULLIES to see athletes share their stories and provide kids with ways to stand strong against bullying. You'll also find tools, tips, and guidance to help kids prevent and stop bullying in our community. Join the BOSTON vs BULLIES team and stand strong against bullying.


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God bless, we live in a time when Jonas Brothers have a Grammy nomination. Striking while the iron is hot, the pop trio have released a new song. "What a Man Gotta Do" feels it wants to be bigger and soar higher than it actually does. The drums rumble, and a playful throwback shimmer peeks through hand claps and a lemonade tang.
"What a man gotta do? What a man gotta prove? To be totally locked up by you," swoons Nick Jonas. You can always rely on the most chiseled Brother to deliver on the vocals – but the hook builds and builds and builds and then never actually arrives. It's like the song was left unfinished, reliant on the otherwise sunny and inviting production to drive the story. It's ultimately just a bit disappointing.
Listen to "What a Man Gotta Do" below.


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Office of the Superintendent of Financial Institutions
An interpretation policy is an overarching document that outlines the commitments, practices, and tools to be applied by a department or agency when providing Canadians and businesses with information and guidance on regulatory obligations to be met. It also identifies the conditions under which written responses to questions will be provided.
The Office of the Superintendent of Financial Institutions (OSFI) was created to contribute to public confidence in the Canadian financial system. OSFI's legislated mandate is to:
The above mandate is carried out with due regard to the need to allow institutions to compete effectively and take reasonable risks.
This interpretation policy applies to interpretations provided to stakeholders in respect of regulations administered by OSFI that are made under legislation governing federally regulated financial institutions and pension plans.
Plain Language commitment
OSFI is committed to providing regulatory interpretations that are clear, unambiguous and relevant to the enquiry. OSFI will provide responses to regulatory questions in the official language in which the question was posed.
Providing Guidance and Building Awareness
OSFI promotes stakeholder involvement in a number of ways in order to build awareness and ensure consistent internal and external communication of regulatory compliance requirements. Measures include:
Responding to Questions
OSFI responds to two forms of requests for regulatory interpretations, described below.
1. General regulatory questions:
Stakeholders having questions of a general nature on a
regulation that is administered by OSFI may contact OSFI by
telephone, by
mail, or by
OSFI generally responds to questions in the same method used by the stakeholder to contact us, unless a response using a different means was requested (such as in writing). Prior to responding to such enquiries, OSFI may seek additional information from stakeholders.
2. Requests for ruling:
Stakeholders may seek a more formal interpretation in the form of a ruling to obtain OSFI's views in writing regarding the application or interpretation of specific provisions of regulations under the federal financial institution statutes.
Requests for rulings are subject to a
service charge and are processed in accordance with the
OSFI Service Standards.
Ruling requests must be submitted in writing and should be addressed to:
Regulatory Affairs Division 255 Albert Street Ottawa, Ontario K1A 0H2
Service Commitment
OSFI adheres to the Government of Canada Communications Policy which includes a commitment to deliver prompt, courteous and responsive service that is sensitive to the needs and concerns of the public and respectful of individual rights.
OSFI has also adopted a Statement of Values and Code of Conduct to guide how it conducts its business. The following values and behaviours are recognized and considered essential to the success of the organization:
Service Accountability
OSFI is committed to providing a level of service that meets the expectations of our stakeholders. OSFI maintains an enquiries service (telephone, e-mail, letter mail and fax) that receives enquiries and responds to stakeholder questions or concerns. The enquiries service employs an electronic database that tracks stakeholder contact and ensures that all questions or comments receive a response when required. Where the enquiries service cannot itself respond due to the nature of the subject matter, the service will consult with appropriate individuals within the organization to ensure action is taken or a response provided, as necessary.
Staff Training
OSFI is committed to ensuring that staff have the necessary skills and technical knowledge to provide accurate and consistent responses to regulatory questions. Internal procedures and reference materials have been developed for this purpose.
Commitment to Stakeholder Engagement
OSFI is committed to engaging stakeholders, as appropriate, when developing, reviewing or refining practices and materials pertaining to regulatory guidance. OSFI routinely undertakes consultations with the industry on regulatory guidance.
Stakeholder Engagement Practices
Stakeholders are engaged through a number of means, including:
OSFI is committed to continually improving its level of service with respect to the provision of regulatory interpretations to core stakeholders (i.e., federally regulated financial institutions and pension plans).
2014 - 2015
Earlier this year, OSFI engaged in a consultation with industry stakeholders to identify any areas in need of improvement with respect to interpretation practices. On March 25, 2015, OSFI released the results of its
Regulation Interpretation Stakeholder Consultation that identified two areas for improvement, including the publication of service delivery standards in relation to enquiries and the implementation of a client feedback process to assess satisfaction with OSFI's handling of enquiries.
2015 - 2017
During this period, OSFI took steps to implement improvements identified as a result of the stakeholder consultation. OSFI will continue to monitor its performance in this area and make any additional improvements, as appropriate. A summary of steps taken and results can be found in the
Regulation Interpretation Update on Improvement Priorities.


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Dianna Rushing had a secret compulsion – and it proved even more costly to her than to her union. On July 24, Rushing was sentenced in federal court to six months home confinement and two years probation, and was ordered to pay a $2,500 fine for embezzling $10,452 from the union she once headed, Local Executive Council 8 of the Association of Flight Attendants. Having pled guilty earlier this year, she voluntarily has been making restitution to the union, which represents United Airlines employees at Chicago O'Hare International Airport.
Rushing, 55, had a compulsive gambling problem, something she readily admitted at sentencing. She used her union debit card to cover gambling losses, making 26 separate ATM cash withdrawals during the period July 11, 2003-January 7, 2004 at the Grand Victoria Casino in Elgin, Ill. Following her resignation from the AFA and United Airlines, Rushing since has sought professional counseling and attends Gamblers Anonymous meetings. (Chicago Sun Times, 7/24, 7/25/06).


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Tyler Harrington from Maryville University is 101 ESPN's 'Senior Spotlight' today!
Tyler is a NCAA Division II All-American (finished 4th in the NCAA National Tournament in 2019)
Tyler is a 2 X NCAA Division II National Qualifier (the National Tournament was canceled so he was denied the opportunity to become an All-American in 2020)
Tyler is a 4 X National Wrestling Coaches Association Scholar All-American Award winner
Tyler is a inaugural 2019-20 GLVC Post-Graduate Scholarship Award winner
Tyler has had a 4.0 GPA for the last 8 semesters
Tyler won the 3X GLVC Brother James Gaffney Distinguished Scholar Award
Tyler helped lead the Maryville Wrestling Team to 3 consecutive NWCA Division II Academic National Championships with the highest Team GPA ever recorded in Division II Wrestling
Tyler was a 2 X GLVC All-Conference Selection: 1st Team in 2019, 2nd Team in 2020
Tyler was undefeated his Junior and Senior seasons in GLVC Duals
Tyler is a 2 X GLVC James Spaulding Sportsmanship Award winner his Junior and Senior seasons.
Tyler is a 2 X Maryville Wrestling Ryan Kaufman Outstanding Wrestler Award winner his Junior and Senior seasons
Tyler has a career record of 94-45
Tyler was a GLVC Wrestler of the Week Award winner
Tyler was a 4 year Varsity Letter winner
Tyler was a 4 year Varsity Starter
Tyler graduated Magna Cum Laude in May of 2019 with a Undergraduate Degree in Math Education
Tyler graduate in May of 2020 Summa Cum Laude with a Masters Degree in Education
Tyler is applying for the NCAA Post-Graduate
Maryville University Wrestling Coach Mike Denney had this to say about Tyler … "The Best one of all, he is a young man of great character! He is one of the finest young men I have had the privilege, pleasure and honor to coach in my 51 years of teaching and coaching. He is quality. We are proud of him."


text: In the first semester of my freshman year of college, a new, agnostic friend asked why I believed in Jesus. Her question held genuine curiosity, but my response lacked so greatly that I regretted my inability to speak my why, muchless sway her to follow Him. That day, my attempt to explain my faith cameContinue reading "True Belonging: World"


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Kingston District Council: Cape Jaffa Dredging Resumes
Dredging works at the Cape Jaffa Anchorage Marina have re-commenced, the South Australian Kingston District Council reports.
Full access to the marina remains in place and commercial and recreational fishers are asked to use caution when passing the dredge or pipework, the council stated.
Dredging of the retention area will be in the focus until the pipe under the main channel (western breakwater to the eastern side) is in place.
According to an official announcement, "dredging the retention area has the benefit of increasing the buffer within the marina therefore helping to protect the main channel."
Once the channel pipe is in place, work will begin on the outside of the western breakwater and will remain the priority dredging area.


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Curse! Cat Nap Munchkin Promo Card
Illustrated by Katie Cook
This card was released to promote Munchkin Kittens.
Official Rules
If it is your turn, end it immediately. If you were in combat, return all cards played to their owners' hands and discard the monster(s). Otherwise, skip your next turn.
**Steve Jackson Games created this promotional item for distribution through Warehouse 23 and the Men In Black, our volunteers. Many promo items are printed only once, and others appear only occasionally. We cannot guarantee the availability of any particular promo item at any time.


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New Post on Preaching Source – A PREACHER'S RESPONSE TO INDIVIDUALISM INVADING THE CHURCH
The COVID-19 pandemic has changed many things in the church. While some of them were good, a lot of them were terrible. The pandemic has shut down many churches from meeting together, which has then caused a decrease in ministries, which then led to a decrease in offerings, which then caused deficits in budgets. For … Read more


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Re: Cats should be allowed to be cats, Letters (July 31)
Besides the fact that small birds eat millions of mosquitos and other pests, they are important to our ecosystem and some people actually enjoy them.
Small animals scavenge and keep our world and local areas clean of human garbage (thrown aside rather than into a container) and other natural garbage which occurs every day.
They are also very important to our ecosystem. I can tell you why you need to keep your animals under control.
Your neighbours, of which I may be one, are really tired of getting our gardens and grounds dug up and dumped in constantly.
I have a vegetable garden as well as flower gardens which I have to cover up and constrain with netting to control the cats in my neighbourhood.
For some I really don't want my vegetable garden pooped in! Now that I have gone to all that work, they get tired of trying to get into the garden and they poop all over my lawn. Obviously I am the one that has to clean it up and you don't have to.
We also have a deck with some comfortable chairs on it that the cats of neighbourhood (probably including yours) have decided are a haven for rainy days and rainy nights.
They have sprayed all over everything on my deck to the point where we have had to power wash several times during the first months that we moved here. We have now closed the deck in so that we can lock the cats out overnight. Why do we have to go to all this extra trouble and expense to keep your "pets" out of my face.
But you are insistent that your cat must be free. My dog is leashed at all times when it is out of my yard.
I clean up after my dog as it is my duty to do so as an owner of a pet and I am happy to do so as I am a responsible owner.
Even if it was not a bylaw, I would do so anyways as I do not feel my friends and neighbours need to clean up after me or my pet.
I hear all the time, cat owners whine and cry because their animals "disappear" when they are preyed on by coyotes or struck down on the road by vehicles.
You are the problem, not the coyote that continue to come into the area for the easy pickings or the car drivers that cannot crawl around in case your cat runs out in front of them.
Robert Leon,
Hope, B.C.


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As per our current Database, Thomas Robert Malthus has been died on 23 December 1834(1834-12-23) (aged 68)\nBath, Somerset, England.
When Thomas Robert Malthus die, Thomas Robert Malthus was 68 years old.
|Popular As
|Thomas Robert Malthus
|Intellectuals & Academics
|68 years old
|Zodiac Sign
|February 13, 1766 (Surrey, England, British)
|February 13
|Surrey, England, British
Thomas Robert Malthus's zodiac sign is Pisces. According to astrologers, Pisces are very friendly, so they often find themselves in a company of very different people. Pisces are selfless, they are always willing to help others, without hoping to get anything back. Pisces is a Water sign and as such this zodiac sign is characterized by empathy and expressed emotional capacity.
Thomas Robert Malthus was born in the Year of the Dog. Those born under the Chinese Zodiac sign of the Dog are loyal, faithful, honest, distrustful, often guilty of telling white lies, temperamental, prone to mood swings, dogmatic, and sensitive. Dogs excel in business but have trouble finding mates. Compatible with Tiger or Horse.
That the increase of population is necessarily limited by the means of subsistence,
That population does invariably increase when the means of subsistence increase, and,
That the superior power of population is repressed by moral restraint, vice and misery.
The seventh child of Henrietta Catherine (Graham) and Daniel Malthus, Robert Malthus grew up in The Rookery, a country house in Westcott, near Dorking in Surrey. Petersen describes Daniel Malthus as "a gentleman of good family and independent means... [and] a friend of David Hume and Jean-Jacques Rousseau". The young Malthus received his education at home in Bramcote, Nottinghamshire, and then at the Warrington Academy from 1782. Warrington was a dissenting academy, then at the end of its existence, and it closed in 1783; Malthus continued for a period to be tutored by Gilbert Wakefield who had taught him there.
Malthus entered Jesus College, Cambridge in 1784. There he took prizes in English declamation, Latin and Greek, and graduated with honours, Ninth Wrangler in mathematics. His tutor was william Frend. He took the MA degree in 1791, and was elected a Fellow of Jesus College two years later. In 1789, he took orders in the Church of England, and became a curate at Oakwood Chapel (also Okewood) in the parish of Wotton, Surrey.
Malthus argued in his Essay (1798) that population growth generally expanded in times and in regions of plenty until the size of the population relative to the primary resources caused distress:
In 1799 Malthus made a European tour with william Otter, a close college friend, travelling part of the way with Edward Daniel Clarke and John Marten Cripps, visiting Germany, Scandinavia and Russia. Malthus used the trip to gather population data. Otter later wrote a Memoir of Malthus for the second (1836) edition of his Principles of Political Economy. During the Peace of Amiens of 1802 he travelled to France and Switzerland, in a party that included his relation and Future wife Harriet. In 1803 he became rector of Walesby, Lincolnshire.
On 13 March 1804, Malthus married Harriet, daughter of John Eckersall of Claverton House, near Bath. They had a son and two daughters. His firstborn, son Henry, became vicar of Effingham, Surrey, in 1835, and of Donnington, Sussex, in 1837; he married Sofia Otter (1807–1889), daughter of Bishop william Otter, and died in August 1882, aged 76. His middle child, Emily, died in 1885, outliving her parents and siblings. The youngest, Lucille, died unmarried and childless in 1825, months before her 18th birthday.
In 1805 Malthus became Professor of History and Political Economy at the East India Company College in Hertfordshire. His students affectionately referred to him as "Pop" or "Population" Malthus.
In terms of public policy, Malthus was a supporter of the protectionist Corn Laws from the end of the Napoleonic Wars. He emerged as the only Economist of note to support duties on imported grain. He changed his mind after 1814. By encouraging domestic production, Malthus argued, the Corn Laws would guarantee British self-sufficiency in food.
Although government in Britain had regulated the prices of grain, the Corn Laws originated in 1815. At the end of the Napoleonic Wars that year, Parliament passed legislation banning the importation of foreign corn into Britain until domestic corn cost 80 shillings per quarter. The high price caused the cost of food to increase and caused distress among the working classes in the towns. It led to serious rioting in London and to the "Peterloo Massacre" (1819) in Manchester.
At the end of 1816 the proposed appointment of Graves Champney Haughton to the College was made a pretext by Randle Jackson and Joseph Hume to launch an attempt to close it down. Malthus wrote a pamphlet defending the College, which was reprieved by the East India Company in 1817. In 1818 Malthus became a Fellow of the Royal Society.
Ricardo corresponded with Malthus from 1817 and his Principles. He was drawn into considering political economy in a less restricted sense, which might be adapted to legislation and its multiple objectives, by the thought of Malthus. In his own work Principles of Political Economy (1820), and elsewhere, Malthus addressed the tension, amounting to conflict, he saw between a narrow view of political economy, and the broader moral and political plane. Leslie Stephen wrote:
In 1820 Malthus published Principles of Political Economy. 1836: Second edition, posthumously published. Malthus intended this work to rival Ricardo's Principles (1817). It, and his 1827 Definitions in political economy, defended Sismondi's views on "general glut" rather than Say's Law, which in effect states "there can be no general glut".
Malthus was a founding member of the Political Economy Club in 1821; there John Cazenove tended to be his ally, against Ricardo and Mill. He was elected in the beginning of 1824 as one of the ten royal associates of the Royal Society of Literature. He was also one of the first fellows of the Statistical Society, founded in March 1834. In 1827 he gave evidence to a committee of the House of Commons on emigration.
After Ricardo's death in 1823, Malthus became isolated among the younger British political economists, who tended to think he had lost the debate.It is now considered that the different purposes seen by Malthus and Ricardo for political economy affected their technical discussion, and contributed to the lack of compatible definitions. For Example, Jean-Baptiste Say used a definition of production based on goods and services and so queried the restriction of Malthus to "goods" alone.
McCulloch was the Editor of The Scotsman of Edinburgh; he replied cuttingly in a review printed on the front page of his newspaper in March, 1827. He implied that Malthus wanted to dictate terms and theories to other economists. McCulloch clearly felt his ox gored, and his review of Definitions is largely a bitter defence of his own Principles of Political Economy, and his counter-attack "does little credit to his reputation", being largely "personal derogation" of Malthus. The purpose of Malthus's Definitions was terminological clarity, and Malthus discussed appropriate terms, their definitions, and their use by himself and his contemporaries. This motivation of Malthus's work was disregarded by McCulloch, who responded that there was nothing to be gained "by carping at definitions, and quibbling about the meaning to be attached to" words. Given that statement, it is not surprising that McCulloch's review failed to address the rules of chapter 1 and did not discuss the definitions of chapter 10; he also barely mentioned Malthus's critiques of other Writers.
Malthus died suddenly of heart disease on 23 December 1834, at his father-in-law's house. He was buried in Bath Abbey. His portrait, and descriptions by contemporaries, present him as tall and good-looking, but with a cleft lip and palate. The cleft palate affected his speech: such birth defects had occurred before amongst his relatives.
The vast bulk of continuing commentary on Malthus, however, extends and expands on the "Malthusian controversy" of the early 19th century.


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An employee or a person acting on the employee's behalf shall file with the division a claim for compensation for an injury not later than one year after the date on which:
(1) the injury occurred; or
(2) if the injury is an occupational disease, the employee knew or should have known that the disease was related to the employee's employment.
Acts 1993, 73rd Leg., ch. 269, § 1, eff. Sept. 1, 1993.
Amended by:
Acts 2005, 79th Leg., Ch. 265 (H.B. 7), § 3.135, eff. September 1, 2005.


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This sweet potato hash is the best healthy breakfast recipe! You can make it in less than 20 minutes and it's filled with healthy vegetables, protein and healthy carbs. It's great for meal prep and delicious warmed up for the week!
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Is sweet potato hash healthy?
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Can you freeze sweet potato hash?
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How to make sweet potato hash:
It only takes 10 minutes to make this sweet potato hash! Start by cooking the sweet potatoes in medium pan over medium heat with some coconut oil. You'll want to start cooking them first because they take longer to cook. Stir occasionally then add the onions and peppers and continue to stir. Add the seasoning and continue to cook over medium heat for 3-5 minutes.
Add the sausage and kale and stir well until the sausage is browned and heated through and the kale has started to wilt. Serve in bowls and enjoy!
If you love this recipe, don't forget to follow me on Instagram and tag me with #whatmollymade so I can see it and feature you.
More breakfast recipes
- Steak and potato breakfast hash
- Apple cinnamon oatmeal breakfast cookies
- Peanut butter overnight oats
- Sweet potato toast 4 ways
Sweet potato hash
- 1 tablespoon coconut oil
- 1 large sweet potato or 2 small ones, diced small
- ½ small-medium onion diced
- 1 bell pepper diced
- 2 pre cooked sausages I use Aidelle
- 1 cup fresh kale
- 1 teaspoon paprika
- 1 teaspoon garlic powder
- ½ teaspoon salt
- ¼ teaspoon pepper
- Chopped parsley to top optional
- Melt coconut oil in a medium skillet over medium heat. Add the sweet potatoes and cook for 5-7 minutes until they begin to soften. Stir occasionally then add the onions and peppers and continue to stir. Add the seasoning and continue to cook over medium heat for 3-5 minutes.
- Add the sausage and kale and stir well until the sausage is browned and heated through and the kale has started to wilt. Serve in bowls and enjoy!