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However, after a few weeks, the market seemed to have caught up and my CLV was about zero. One weakness and strength of the model is that it waits until all the players are announced before recommending bets. While this gives very accurate predictions, it means that lines have been open a long time with lots of opportunity for the market to be corrected.

When I migrated my site to hugo my main objectives were:. Hugo via markdown has been great for lowering the friction on writing. I wanted to make the site faster, so I spent some time trying to optimize an older version of the theme for speed to decent success. The results for mobile page speed scores:. I think I have resolved both problems just by learning git a little better. This time after creating a fresh version of the repo with the latest theme, I cloned with the --recurse-submodules flag.

This brought down the theme files from the start and my local hugo server built no problem. I successfully updated the theme for the first time without having to just rebuild all the content against a fresh site skeleton. When I first migrated my personal site from Wordpress to Hugo one of my goals was to make the site fast. Because Hugo serves my pages as static content, there is no waiting for things like servers looking up content in a database. And while my Google Pagespeed score jumped right away, I wanted to get as close to as I could, especially on mobile.

Site speed, and user experience in general, has become more important in ranking in Google, and really has become table stakes. I made great progress by hacking my way through the template files and was able to lock in a desktop score of and mobile score of I then found SpeedMonitor. Which now happens every day:.

The two sustained drops, at May 21 and August 15, correspond to the two times I updated to the latest version of the Academic theme. Due to issues I had while attempting the upgrades , I ended up creating fresh copies of the kickstart project and just repopulating with my existing content. Along the way, I did not bring over those speed optimizations, which would just get blown away in future updates.

I now know how to build locally using the theme as a submodule. I also know how to override the theme files instead of hacking them directly. This should make applying future theme updates much easier AND allow me to preserve any theme customizations, such as this pagespeed optimization.

After upgrading to the latest version of the theme, my initial mobile speed score is 89 and my desktop score is Pretty good, thanks to 19 passed audits. I think some of this is due to the theme itself being optimized over time, but a thanks to me optimizing images the first time I undertook this project. The only opportunity recommended is to eliminate render-blocking resources, which took me some time to figure out last time.

I should be able bang this out pretty quickly. Here are the resources I need to address:. I used the scripts from GiftOfSpeed to defer. As you can see, the template file structure has changed slightly since my first optimization project. I will also need to find where these files are being referenced today so that I can see how they are being called with Go.

That looks like this:. Everything built properly and fontawesome is being loaded correctly and my mobile speed score crept up to I will quickly do the same for my other resources. After I moved 4 CSS links to the giftofspeed script and uncommented the links in the head but wrapped them in a noscript tag, I was able to achieve a mobile seed score of 96!

While I optimized to a metric, I also just hurt usability for actual visitors. Well even though my site loads faster now, the content presentation has taken a hit, including Flash of Unstyled Content. One other thing that needs to be addressed is that the theme itself has a fade in transition. While it may be aesthetically pleasing, it does artificially delay the presentation. The first time I did this exercise, I found where that was set and disabled it.

The above has been focused on the home page and global performance. However, most of my content is blog posts. This particular post has not been optimized yet. So it has never had a great mobile speed score due to an extraneous video embed and lots of images.

However, you can see a big drop on June Prior to that, the page had a mobile speed score in the low 60s. There are plenty of resources out there explaining why you should avoid Disqus. By switching to Commento, I increased my mobile pagespeed score for this post from 41 to Critical Path CSS is styles you load up front while all your other style loading is being deferred.

The idea is that you load all the styles you need for the initial page view so there is no flash. There were three steps:. One of the first concepts discussed in the book is understanding the balanced hold of a sportsbook on a two-way market.

In a two-way market, you take either one side of a bet or the other, for example Team A will win, or Team B will. A balanced hold assumes naively that the book is holding balanced action on the wagers, meaning that no matter which side wins, the book will have the same amount of profit. This is rarely realty for a number of reasons. However, the concept is emphasized as important, presumably because it will be needed for later concepts.

I wanted to be able to quickly calculate the hold myself, so I tried a few unsuccessful Google searches. So in about 15 minutes I figured out how to calculate it myself, first via doing the math on paper, then building a spreadsheet calculator to make it easier to calculate on the fly as needed. The last part, calculating the hold percentage is the easiest: you just divide the profit by total money wagered.

The harder part is to figure out what the profit and amount wagered need to be in order for the action to be balanced. For that to happen, we need to have the amount paid to each possible winner subtracted from the amount wagered by the respective loser to be equal. For example 1 that looks like:. The way I tackled this problem was to start with calculating the wager to payout ratio for each bet.

Therefore, in example 1, the ratio of wager to payout for each bet is:. In order to solve the problem, I started by assigning an arbitrary wager and payout for one side of the bet. The formula for the risk would look like:. Since our objective is to have the profit for both columns to be equal, we can setup the equation like this:.

A two-way market takes the form of. What changed for each option was the ratio of the risk and payout, and that adding the two together was the key. In the example above, the ratio of It just so happens that 2. The second tab of my google sheet can calculate the hold on any bet with up to 24 positions. One of my goals when I migrated my personal site from Wordpress to a static site was to write more often.

I was happy with how quickly I was able to bang out a few posts but soon ran out of topics that I wanted to write about. Perhaps this presents opportunities to publish content for searches that are result poor, and that can drive some site traffic. So I decided to dig into my Google search history to see topics that I have searched for in the past, but for which I had to discover the answers on my own. Last year I joined a bunch of my old fraternity buddies in the fantasy basketball league that they have been running in some form or another since college.

Once long, long ago I was a huge Pistons fan. However, when I moved to Chicago in I lost the ability to watch the team regularly. All this combined to make me lose interest in the NBA. Unfortunately, I did not have these resources last summer. However, each of these are aligned with how my brain goes about solving problems anyway, so I followed the same basic approach from logic. So here I am, the new guy prepping for his first draft with zero knowledge of fantasy NBA.

I was informed that our particular league generally prescribes to the player valuations of Basketball Monster. I downloaded the data a number of times, sliced, sorted, and highlighted it but never felt more prepared for the rapidly approaching draft. An early chapter covered how he built his own MLB player evaluation model. I did some googling and followed this K nearest neighbors in Python tutorial that focused on NBA players.

I learned a bit, but the results were a little underwhelming when the comps for Carmelo and LeBron were Carmelo and LeBron from different years. But how, and what was I trying to accomplish? But how do I compete? I had to look at past league results to wrap my head around what it took to compete for a championship. This old Cosmos remix video is always the first thing to come to mind when I start a modeling project.

I have a strong suspicion that this is going to be the banner I hold for the foreseeable future BUT in order to create your own model, first you have to build your own universe of known or at least relevant data.

I had to ping a number of my buddies to find links to past data. I compiled it into a Google sheet like the below. While this is fairly extensive list, when I first started on my model, I only had access to the previous 3 years data. While I could have gone to each page and copy and pasted the tabular results data one at a time, I wanted to make a more sustainable and maintainable model.

I had some issues with sheets not always being able to consistently get the data out of the Yahoo pages. So when they would load for the first time, I immediately copied and pasted values only in separate sheets to create persistent static copies of the data. In the section above, I established some fundamental principles.

What flex-containers and flex-items are, and how to initiate the Flexbox model. Having set a parent element as a flex container, a couple of alignment properties are made available to be used on the flex container. The Flex-direction property controls the direction in which the flex-items are laid along the main axis. Either horizontally , vertically or reversed in both directions.

These are described as main-axis and cross axis. The defaults are shown below. By default, the flex-direction property is set to row and it aligns the flex-item s along the main axis. This explains what happened with the unordered list at the start of this article. Even though the flex-direction property wasn't explicitly set, it took on the default value of row.

If the flex-direction property is changed to column, the flex-items will be aligned along the cross axis. What do you think? Will the flex container resize to accommodate more, or will it break up the list items unto another line? Again, the flex container adapts to fit all children in, even if the browser needs to be scrolled horizontally. This is the default behavior of every flex container. A flex container will keep on accommodating more flex items on a single line.

This is because the flex-wrap property defaults to nowrap. This causes the flex container to NOT wrap. In this case, when a single line can no longer contain all the list items in their default width, they break up into multiple lines. Even on resizing the browser. Note that the flex items are now displayed in their default widths. Yes, you guessed right. It lets the flex items break unto multiple lines, but in the reverse direction.

The flex-flow is a shorthand property which takes flex-direction and Flex-wrap values. Try out the other combinations this could take. If you still doubt that, the justify-content property may convince you. With the justify-content property , the three flex-items may be aligned across the main-axis in whatever way you desire. With a bit of practice you will get very comfortable with the syntax.

The align-items property is somewhat similar to the justify-content property. Align-items can be set to any of these values: flex-start flex-end center stretch baseline. It defines how flex-items are laid out on the cross axis. This is the difference between the align-items property and justify-content. The default value is stretch. The flex-start does what you expect. It groups the flex items to the start of the cross-axis.

The center value is equally predictable. It aligns the flex items to the center of the flex-container. While discussing the wrap property, do you remember what happened when you added more flex-items to the flex-container? These are values you should now be familiar with. The spacing you see between the flex items below is owing to the margin set on the items. This time it aligns the items in the multi-line container to the start of the cross-axis.

Like you may have guessed, center aligns the flex-items to the center of the cross-axis. Like flex-containers, a couple alignment properties are also made available on all flex-items, too. Basically, with the order property you can move a flex-item from one position to another. This is done without affecting the source code. The default value for the order property is 0. It may take on either negative or positive values.

From lowest to highest. Flex item 1, then 2, 3, and 4. What if for some reason you wanted the flex-item 1 to appear last? Without changing the source order in the HTML document? All you need to do is make the order value of flex-item 1 higher than that of other list items.

If you ever used the z-index property on block elements, you'd be familiar with this sort of thing. Flex-items 2, 3, and 4 all have an order value of 0. So, the HTML source order is kept — no modifications made to the default display. It goes up the stack too. It now represents the flex-item with the highest order value.

This time, flex-item 3 appears last because it comes after flex-item 1 in the source file HTML document. The re-ordering is based on the positions in the source file, when two or more flex items have the same order value. They may take up any values ranging from 0 to any positive number.

By default, the flex-grow property is set to 0. By implication, the flex-item does NOT grow to fit the entire space available. The flex-grow switch is turned off. By default, the shrink property is set to 1. Which means the flex-shrink switch is also turned on! Well, it appears you also have a control over that. The flex-basis property specifies the initial size of a flex-item. Before the flex-grow or flex-shrink properties adjust it's size to fit the container or not.

The default value is flex-basis: auto. Flex-basis can take on any values you'd use on the normal width property. That is, percentages ems rems pixels etc. Note that when trying to set the basis property to a zero based value, use the unit also. Use flex-basis: 0px not just flex-basis: 0. By default, the initial width of the flex item is influenced by the default value, flex-basis: auto.

The width of the flex-item is computed " automatically " based on the content size and obviously, plus whatever padding you set too. The flex shorthand allows you set the flex-grow , flex-shrink and flex-basis properties all at once. When appropriate, I advice you set all three properties at once using the flex shorthand than doing so individually.

The code above is equal to setting the three properties: flex-grow: 0; flex-shrink: 1; flex-basis: auto. Flex-grow first, then flex-shrink , and then flex-basis. The acronym, GSB may help. If you set only the flex-grow and flex-shrink values, flex-basis would default to zero. This is called an absolute flex. And when you set only the flex-basis , you get a relative flex. This is same as writing flex: default and it's the default behavior of all flex items. The flex-basis is set to auto , which means the initial width of the flex-item will be automatically determined based on the size of the contents.

Moving on to the next property, the flex-grow value is zero. This means the flex-grow property wouldn't tamper with the initial width of the flex item. Finally, the flex shrink value is 1. The width is computed automatically, and they shrink upon resizing the browser — if necessary. Using the same framework I established earlier, the width is computed automatically BUT the flex item does NOT grow or shrink they are both set to zero.

They pop out of the parent element, and you have to scroll your browser horizontally to view all the content. This says, "compute initial width automatically, but grow to fit the entire available space and shrink if necessary". This time around, the items fill up the available space and they shrink upon resizing the browser too.

What really happens is, the widths of the flex items are computed based on the ratios of the flex-grow value. Remember that setting flex-grow : 1 lets the flex-item fill up the available space. The grow switch is turned on. Here you have two flex-items. One has a flex-grow property of 1 and the other 2 , what then happens?

You have the grow switches turned on for both items. However, the magnitude of growth differs. Basic mathematics ratio. Even though both flex-items have contents of the same size approximately , they however take up different spaces.

The align-self property takes a step further in giving us so much control over flex items. You already saw how the align-items property helps in collectively aligning all flex-items within a flex-container. What if you wanted to change the position of a single flex-item along the cross-axis, without affecting the neighboring flex-items?

It may take on any of these values: auto flex-start flex-end center baseline stretch. In the case below, the flex-container has an align-items value of flex-start. This is the base styling on the flex-items used above. If you already forgot, flex: 1 1 auto is the same as setting: flex-grow: 1 flex-shrink: 1 and flex-basis: auto.

Using the framework I established earlier, the initial widths of the flex-items are automatically computed flex-basis: auto , and then they " grow " to fit the available space flex-grow: 1. When flex-items have their widths computed automatically, flex-basis: auto , it is based on the size of the content contained within the flex-items.

The flex-items in the example above do NOT have contents of the same size. Hence, the sizes of the flex-items would be unequal. When there are two or more flex-items with zero based flex-basis values, they share the spacing available based on the flex-grow values.

The widths are based on the flex value specified. Absolute flex-items have their widths based solely on flex, while relative flex items have their widths based on content size. You do need to understand what's going on. It may result in unexpected results, but I'm going to explain all that. When you use margin: auto on a flex-item, the direction left, right or both that has the value auto will take up any empty spaces available.

When you use margin:auto on a flex-item, the direction left, right or both that has the value auto will take up any empty spaces available. When you use the auto-margin alignment on a flex-item, the justify-content property no longer works. For instance, setting a different alignment option on the flex-container above via the justify-content property, has no impact on the layout. Navigation systems are a very big part of every website or application. Every website on the planet has got some sort of navigation system in place.

I recommend you actually write code as a form of practice. This is exactly what happens when you use flex-direction: column as described in an earlier section. When you use flex-direction: column , the main and cross axis are changed as seen below.

However, on switching the flex direction to column , it no longer follows the " English Language " pattern but Japanese! Take a look at this example. Upon switching flex-direction, please note that every property that affected the main-axis now affects the new main-axis. A property like flex-basis that affected the width of the flex-items along the main-axis now affects the height NOT width. Essentially, every flex property that operated on the horizontal axis the then main-axis now operates vertically, the new main-axis.

Reduce the width of the flex-items we looked at just before now, and they no longer fill the entire space:. I hope you are having fun too Philip Walton , in his solved-by-flexbox project lists 6 classic problems as of this writing. He extensively discusses the previous limitations with CSS, and the current solution Flexbox provides. For many reasons, this may not be ideal. I set out to show you all the things you can do with Flexbox, all wrapped up within a single project.

Flexbox is arguably the best thing that happened to most of us if you write css but does that make it perfect for all… medium. As with any reasonable project, a bit of planning goes a long way sifting through inefficiencies. Whenever building a layout with Flexbox, you should start by looking out for what sections of your layout may stand out as flex-containers. You may have the overall containing body as a flex container contained within the red border in the image below and have the other sections of the layout split into flex-items items 1 and 2.

You can nest as deep as you want though the sane thing to do is to keep this to a reasonable level. You do not need a fancy image like the ones above. A simple rough paper sketch should be just fine to get you going. You remember I said you could nest as deep as you wanted? It appears you may do one more nesting here. It could also be made a flex container to house the sections highlighted below.

If you choose to make the main section a flex-container, you get the powerful alignment properties at your disposal. Just in case you need them at any time. This depends on the case scenario though. You should get to writing some code now. This is exactly what the code above does. Note that you should take another look at the images I showed in my initial breakdown earlier if this concept still seems fuzzy for you.

The footer which houses the music controls sticks to the bottom of the page while the main section fills up the remaining space. Thanks to the flex-grow property. It's relatively easy to have the main section fill the entire space. Just set the flex-grow value to 1. You should also set the flex-shrink property to zero. The workaround to this bug is to keep the flex-shrink value at 0 , not the default value of 1 , and also set the flex-basis property to auto. The flex item would shrink upon resizing the browser.

It is based on the recomputing the width of the flex item automatically. This will cause the flex-item to be at least as big as its width or height if declared or its default content size. There's going to be a lot of shorthand stuff coming up. For the icon sets, I am using the popular Font Awesome library. Having your desired icon is as simple as just adding a CSS class.

The sidebar represented by the aside tag , and the section will be flex-items. Just as you made the footer stick to the bottom of the page, you also want the sidebar to stick — this time to the left of the page.

You can make the sidebar a flex-container and give it a flex-direction that lets all icons stack vertically. The main content section is currently empty. The sidebar is first. I populated the empty content section with a div that holds the album art and some details of the catty album. The song title , artiste , duration and " catty cloud sync " are contained in individual paragraphs within the list. Oh, you're going to need this to be a flex-container later on too. So put in display: flex.

This technique is invaluable. You can use it to create unequal content areas. Say, a 2 column view. Like I stated somewhere earlier, we do get some responsiveness out of the box with the Flexbox model. However, it is possible to target various screen sizes via media queries and then change the flex behavior. Media queries are at the heart of responsive design. They let you target specific screen sizes and specify codes to be run on the devices alone.

The most popular form in which media queries are used is something called the media rule. Catty music is displayed differently on mobile devices. In the event that you get stuck, the link to the repository for this tutorial is in the next section. The solution to this is also in the repo. I walked you through an understanding of absolute and relative flex, auto-margin alignments and switching flex direction. You may see for yourself here. Early in my career, I glanced over caniuse many times and still could not grasp what the data represented meant.

Download my free CSS Grid cheat sheet, and also get two quality interactive Flexbox courses for free! If this article was helpful, tweet it. Learn to code for free. Get started. Forum Donate. Emmanuel Ohans. Flexbox fundamentals Learning the fundamentals is cool. Introduction CSS has evolved a lot over the past few years. What Is Flexbox? How do I start using the Flexbox model? To start using the Flexbox model, all you need to do is first define a flex-container.

What actually happens is, a Flexbox formatting context is immediately initiated. Told you it wasn't as difficult as you expected. Flex items : The children elements within a Flex container. This is the foundation for using the Flexbox model. Now is a good time to put all of that to good use. Flex-direction The Flex-direction property controls the direction in which the flex-items are laid along the main axis. It may take any of four values.

The flex items were then laid across the main-axis, stacking horizontally from left to right. They would stack from top to bottom, not from left to right any longer. Try sticking a lot more list items into the unordered list. Add a ridiculous amount of flex-items to the parent element.

Make it a total of 10 items. What happens? After adding even more list-items Again, the flex container adapts to fit all children in, even if the browser needs to be scrolled horizontally. It can be changed. This is possible with the wrap value. Flex-flow The flex-flow is a shorthand property which takes flex-direction and Flex-wrap values.

Ever used the border shorthand property? It's the same concept here. Multiple values declared in one line. See the example below. I'm sure you understand what those would produce. Give them a try. The justify-content property takes on any of the 5 values below. Well, It may remind you of the text-align property.

The justify content property defines how flex items are laid out on the main axis. A quick example. Consider the simple unordered list below. Here's the breakdown of what's possible. Take a look at the descriptive image below.

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After establishing which elements or classes will be affected, you need to set up the code to actually change the font size when a visitor interacts with your resizing interface. Next, we need to add a statement that will increase the font size. Then, newFontSize takes the number stored in originalFontNumber and multiplies it by 1.

The decrease statement is very similar to the previous statement. However, instead of multiplying the font size by a number that will increase the original font number, the decrease statement multiplies the original font number by a decimal, which reduces it.

This will reduce font size with each click. Please note that there are many levels of javascript libraries available. Please consult with your IT professional for advice and guidance on an appropriate library. This specific product may or may not meet your needs. Pair Networks, Inc. Please read carefully the terms and scope of services for any online service or product you are considering purchasing or using. So, I think you need to apply the font styles for each textarea and input in the document as well not just the body.

Learn more. Asked 9 years, 4 months ago. Active 3 years, 9 months ago. Viewed k times. I will appreciate any help guys! Improve this question. John Keyes 5, 1 1 gold badge 26 26 silver badges 45 45 bronze badges. Tomala Tomala 2 2 gold badges 8 8 silver badges 18 18 bronze badges. Add a comment. Active Oldest Votes. Improve this answer. Benjamin Crouzier Benjamin Crouzier Pure Excellence. Andy Andy One idea might be to add clases to the body, then use CSS to style the document accordingly.

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