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Done? While there’s not necessarily a “correct” answer here, it’s most likely you split the bugs into four clusters. The spiders in one cluster, the pair of snails in another, the butterflies and moth into one, and the trio of wasps and bees into one more.

That wasn’t too bad, was it? You could probably do the same with twice as many bugs, right? If you had a bit of time to spare — or a passion for entomology — you could probably even do this same with a hundred bugs.For a machine though, grouping ten objects into however many meaningful clusters is no small task, thanks to a mind-bending branch of maths called combinatorics, which tells us that are 115,975 different possible ways you could have grouped those ten insects together. Had there been twenty bugs, there would have been over fifty trillion possible ways of clustering them.

With a hundred bugs — there’d be many times more solutions than there are particles in the known universe. How many times more? By my calculation, approximately five hundred million billion billion times more. In fact, there are more than four million billion googol solutions (what’s a googol?). For just a hundred objects.Almost all of those solutions would be meaningless — yet from that unimaginable number of possible choices, you pretty quickly found one of the very few that clustered the bugs in a useful way.

Us humans take it for granted how good we are categorizing and making sense of large volumes of data pretty quickly. Whether it’s a paragraph of text, or images on a screen, or a sequence of objects — humans are generally fairly efficient at making sense of whatever data the world throws at us.Given that a key aspect of developing A.I. and Machine Learning is getting machines to quickly make sense of large sets of input data, what shortcuts are there available? Here, you can read about three clustering algorithms that can machines can use to quickly make sense of large datasets. This is by no means an exhaustive list — there are other algorithms out there — but they represent a good place to start!You’ll find for each a quick summary of when you might use them, a brief overview of how they work, and a more detailed, step-by-step worked example. I believe it helps to understand an algorithm by actually carrying out yourself. If you’re really keen, you’ll find the best way to do this is with pen and paper. Go ahead — nobody will judge!

There are several variations on the algorithm described here. The initial method of ‘seeding’ the clusters can be done in one of several ways. Here, we randomly assigned every player into a group, then calculated the group means. This causes the initial group means to tend towards being similar to one another, which ensures greater repeatability.

An alternative is to seed the clusters with just one player each, then start assigning players to the nearest cluster. The returned clusters are more sensitive to the initial seeding step, reducing repeatability in highly variable datasets. However, this approach may reduce the number of iterations required to complete the algorithm, as the groups will take less time to diverge.An obvious limitation to K-means clustering is that you have to provide a priori assumptions about how many clusters you’re expecting to find. There are methods to assess the fit of a particular set of clusters. For example, the Within-Cluster Sum-of-Squares is a measure of the variance within each cluster. The ‘better’ the clusters, the lower the overall WCSS.

 

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About Creation

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I have a rule. After every podcast, I write down 10 things I learned. I don’t know if anyone else does this. Do you do this? Some people make illustrations. They send me what they’ve learned. It’s a creation of a creation of a creation. A drawing of a podcast of someone’s life.But I broke my rule. It’s been over a month. And my brain is digging for the lessons from my interview with the creator of WordPress. I think I have Alzheimer’s. Matt was 19 years old when he started WordPress. It was 2003. Now WordPress.com gets more traffic than Amazon.com.The Wall Street Journal and The New York Times both use WordPress. I use WordPress.I wanted to know if it’s still worth the time and effort to make your own site. He said it is. That’s how you break out…“We’re trying to revitalize the independent web,” Matt Mullenweg said. He’s 33 now. “It’s not like these big sites are going anywhere. They’re fantastic. I use all of them, but you want balance. You need your own site that belongs to you… like your own home on the Internet.”This is part of Matt’s code. Not WordPress’s “code.” Matt’s like a robot. I mean that as a compliment. There are many signs of this: language, ability, he’s very exact.

Done? While there’s not necessarily a “correct” answer here, it’s most likely you split the bugs into four clusters. The spiders in one cluster, the pair of snails in another, the butterflies and moth into one, and the trio of wasps and bees into one more.That wasn’t too bad, was it? You could probably do the same with twice as many bugs, right? If you had a bit of time to spare — or a passion for entomology — you could probably even do this same with a hundred bugs.For a machine though, grouping ten objects into however many meaningful clusters is no small task, thanks to a mind-bending branch of maths called combinatorics, which tells us that are 115,975 different possible ways you could have grouped those ten insects together. Had there been twenty bugs, there would have been over fifty trillion possible ways of clustering them.With a hundred bugs — there’d be many times more solutions than there are particles in the known universe. How many times more? By my calculation, approximately five hundred million billion billion times more. In fact, there are more than four million billion googol solutions (what’s a googol?). For just a hundred objects.Almost all of those solutions would be meaningless — yet from that unimaginable number of possible choices, you pretty quickly found one of the very few that clustered the bugs in a useful way.Us humans take it for granted how good we are categorizing and making sense of large volumes of data pretty quickly. Whether it’s a paragraph of text, or images on a screen, or a sequence of objects — humans are generally fairly efficient at making sense of whatever data the world throws at us.Given that a key aspect of developing A.I. and Machine Learning is getting machines to quickly make sense of large sets of input data, what shortcuts are there available? Here, you can read about three clustering algorithms that can machines can use to quickly make sense of large datasets. This is by no means an exhaustive list — there are other algorithms out there — but they represent a good place to start!You’ll find for each a quick summary of when you might use them, a brief overview of how they work, and a more detailed, step-by-step worked example. I believe it helps to understand an algorithm by actually carrying out yourself. If you’re really keen, you’ll find the best way to do this is with pen and paper. Go ahead — nobody will judge!

 

[/cl_text][/cl_column][/cl_row][cl_row row_type=”container-fluid” columns_gap=”0″ css_style=”{‘padding-top’:’150px’,’padding-bottom’:’150px’}_-_json” background_color=”#6b6b6b” background_image=”{‘id’:’2879′,’title’:’interior’,’filename’:’interior.jpg’,’url’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-content%2Fuploads%2F2017%2F03%2Finterior.jpg’,’link’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2F%3Fattachment_id%3D2879′,’alt’:”,’author’:’1′,’description’:”,’caption’:”,’name’:’interior’,’status’:’inherit’,’uploadedTo’:’0′,’date’:’Tue%20Mar%2028%202017%2011%3A55%3A34%20GMT%2B0200%20(W.%20Europe%20Daylight%20Time)’,’modified’:’Tue%20Mar%2028%202017%2011%3A55%3A34%20GMT%2B0200%20(W.%20Europe%20Daylight%20Time)’,’menuOrder’:’0′,’mime’:’image%2Fjpeg’,’type’:’image’,’subtype’:’jpeg’,’icon’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-includes%2Fimages%2Fmedia%2Fdefault.png’,’dateFormatted’:’March%2028%2C%202017′,’nonces’:’%5Bobject%20Object%5D’,’editLink’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-admin%2Fpost.php%3Fpost%3D2879%26action%3Dedit’,’meta’:’false’,’authorName’:’admin’,’filesizeInBytes’:’146100′,’filesizeHumanReadable’:’143%20KB’,’height’:’1067′,’width’:’1600′,’orientation’:’landscape’,’sizes’:’%5Bobject%20Object%5D’,’compat’:’%5Bobject%20Object%5D’}_-_json” background_position=”left center” parallax=”1″ overlay=”color” overlay_color=”#232323″][cl_column css_style=”{‘padding-top’:’20px’,’padding-bottom’:’20px’}_-_json”][cl_custom_heading typography=”custom_font” text_font_size=”74″ text_transform=”none” text_color=”#ffffff” css_style=”{‘margin-top’:’20px’}_-_json” text_line_height=”84″]

Interior Design

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Folie comes with Visual Portfolio Builder like no other theme.

Predefined Layouts & 100+ Options to choose from.

[/cl_text][/cl_column][/cl_row][cl_row css_style=”{‘padding-top’:’40px’,’padding-bottom’:’40px’}_-_json”][cl_column css_style=”{‘padding-top’:’20px’,’padding-bottom’:’20px’}_-_json”][cl_custom_heading typography=”custom_font” text_font_size=”20″ text_transform=”none” text_color=”#383838″ css_style=”{‘margin-top’:’0px’}_-_json” text_line_height=”20″]Creativity is the key
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Even core Calypso project team members had to get over our intimidation. None of us were strong JavaScript developers. But as each day passed our experience built, we made mistakes, we reviewed them, we fixed them, and we learned. Once we had the project moving, we set better examples for other engineers, and shared our knowledge across the company. Developers have increasingly adopted SSGs because they are faster, more secure, and less complex than WordPress, and they typically fit in nicely with version control platforms like GitHub and Bitbucket. David Walsh (edit — although the post is on David Walsh’s blog, it was actually written by Eduardo Bouças)There are several variations on the algorithm described here. The initial method of ‘seeding’ the clusters can be done in one of several ways. Here, we randomly assigned every player into a group, then calculated the group means. This causes the initial group means to tend towards being similar to one another, which ensures greater repeatability.An alternative is to seed the clusters with just one player each, then start assigning players to the nearest cluster. The returned clusters are more sensitive to the initial seeding step, reducing repeatability in highly variable datasets. However, this approach may reduce the number of iterations required to complete the algorithm, as the groups will take less time to diverge.An obvious limitation to K-means clustering is that you have to provide a priori assumptions about how many clusters you’re expecting to find. There are methods to assess the fit of a particular set of clusters. For example, the Within-Cluster Sum-of-Squares is a measure of the variance within each cluster. The ‘better’ the clusters, the lower the overall WCSS.

The structure of the dendrogram gives us insight into how our dataset is structured. In our example, we see two main branches, with Humpback Whale and Fin Whale on one side, and the Bottlenose Dolphin/Risso’s Dolphin and Pilot Whale/Killer Whale on the other.In evolutionary biology, much larger datasets with many more specimens and measurements are used in this way to infer taxonomic relationships between them. Outside of biology, hierarchical clustering has applications in Data Mining and Machine Learning contexts.

The cool thing is that this approach requires no assumptions about the number of clusters you’re looking for. You can split the returned dendrogram into clusters by “cutting” the tree at a given height. This height can be chosen in a number of ways, depending on the resolution at which you wish to cluster the data.

 

[/cl_text][/cl_column][/cl_row][cl_row css_style=”{‘padding-top’:’0px’,’padding-bottom’:’0px’}_-_json”][cl_column css_style=”{‘padding-top’:’0px’,’padding-bottom’:’0px’}_-_json”][cl_gallery css_style=”{‘margin-top’:’0px’}_-_json” images=”__array__2910,2907__array__end__”][/cl_column][/cl_row][cl_row css_style=”{‘padding-top’:’40px’,’padding-bottom’:’40px’}_-_json”][cl_column css_style=”{‘padding-top’:’20px’,’padding-bottom’:’20px’}_-_json”][cl_custom_heading typography=”custom_font” text_font_size=”20″ text_transform=”none” text_color=”#383838″ css_style=”{‘margin-top’:’0px’}_-_json” text_line_height=”20″]

Finish

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So, sure. Maybe you buy into the notion that the future is static. And maybe you also believe it’s going to be mighty difficult for WordPress to wean those self-identified WordPress developers onto something that’s not PHP, but the WordPress team is not not dumb, and they’re not standing still. With the release of Calypso, they completely re-wrote the admin portal for WordPress using NodeJS and ReactJS whose output is of course, STATIC!In other words, the WordPress team has started to disrupt itself and has moved to JavaScript and GitHub version control. The challenge is going to be convincing hundreds of thousands of PHP developers to follow suit.

The structure of the dendrogram gives us insight into how our dataset is structured. In our example, we see two main branches, with Humpback Whale and Fin Whale on one side, and the Bottlenose Dolphin/Risso’s Dolphin and Pilot Whale/Killer Whale on the other.In evolutionary biology, much larger datasets with many more specimens and measurements are used in this way to infer taxonomic relationships between them. Outside of biology, hierarchical clustering has applications in Data Mining and Machine Learning contexts.

The cool thing is that this approach requires no assumptions about the number of clusters you’re looking for. You can split the returned dendrogram into clusters by “cutting” the tree at a given height. This height can be chosen in a number of ways, depending on the resolution at which you wish to cluster the data.

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Recent News

[/cl_custom_heading][cl_blog css_style=”{‘margin-top’:’35px’}_-_json” posts_per_page=”3″ blog_animation=”top-t-bottom” categories=”{‘0′:’3′,’1′:’4′,’2′:’8’}_-_json”][/cl_column][/cl_row][cl_page_header title=”Silence is so freaking loud” type=”modern” description=”A Sample Post Page Header” modern_effect=”gradient_shadow” height=”420″ text_color=”light-text” background_image=”{‘id’:’71’,’title’:’room-compressed’,’filename’:’room-compressed.jpg’,’url’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-content%2Fuploads%2F2017%2F01%2Froom-compressed.jpg’,’link’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2F%3Fattachment_id%3D71′,’alt’:”,’author’:’1′,’description’:”,’caption’:”,’name’:’room-compressed’,’status’:’inherit’,’uploadedTo’:’70’,’date’:’Fri%20Jan%2006%202017%2016%3A00%3A06%20GMT%2B0100%20(CET)’,’modified’:’Fri%20Jan%2006%202017%2016%3A00%3A06%20GMT%2B0100%20(CET)’,’menuOrder’:’0′,’mime’:’image%2Fjpeg’,’type’:’image’,’subtype’:’jpeg’,’icon’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-includes%2Fimages%2Fmedia%2Fdefault.png’,’dateFormatted’:’January%206%2C%202017′,’nonces’:’%5Bobject%20Object%5D’,’editLink’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-admin%2Fpost.php%3Fpost%3D71%26action%3Dedit’,’meta’:’false’,’authorName’:’admin’,’uploadedToLink’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-admin%2Fpost.php%3Fpost%3D70%26action%3Dedit’,’uploadedToTitle’:’Silence%20is%20so%20freaking%20loud’,’filesizeInBytes’:’271042′,’filesizeHumanReadable’:’265%20KB’,’height’:’1333′,’width’:’2000′,’orientation’:’landscape’,’sizes’:’%5Bobject%20Object%5D’,’compat’:’%5Bobject%20Object%5D’}_-_json” overlay=”gradient” overlay_gradient=”deep_sea” overlay_opacity=”0.85″ border_color=”#1e1e1e” typography=”custom_font” title_font_size=”64″ title_font_weight=”700″ title_line_height=”76″]

[cl_page_header title=”New day with new strength” type=”modern” height=”415″ text_color=”light-text” background_image=”{‘id’:’37’,’title’:’nature2-compressed’,’filename’:’nature2-compressed.jpg’,’url’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-content%2Fuploads%2F2017%2F01%2Fnature2-compressed.jpg’,’link’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2F%3Fattachment_id%3D37′,’alt’:”,’author’:’1′,’description’:”,’caption’:”,’name’:’nature2-compressed’,’status’:’inherit’,’uploadedTo’:’34’,’date’:’Thu%20Jan%2005%202017%2018%3A07%3A32%20GMT%2B0100%20(CET)’,’modified’:’Thu%20Jan%2005%202017%2018%3A07%3A32%20GMT%2B0100%20(CET)’,’menuOrder’:’0′,’mime’:’image%2Fjpeg’,’type’:’image’,’subtype’:’jpeg’,’icon’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-includes%2Fimages%2Fmedia%2Fdefault.png’,’dateFormatted’:’January%205%2C%202017′,’nonces’:’%5Bobject%20Object%5D’,’editLink’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-admin%2Fpost.php%3Fpost%3D37%26action%3Dedit’,’meta’:’false’,’authorName’:’admin’,’uploadedToLink’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-admin%2Fpost.php%3Fpost%3D34%26action%3Dedit’,’uploadedToTitle’:’Look%20deep%20into%20nature’,’filesizeInBytes’:’171548′,’filesizeHumanReadable’:’168%20KB’,’height’:’1335′,’width’:’2000′,’orientation’:’landscape’,’sizes’:’%5Bobject%20Object%5D’,’compat’:’%5Bobject%20Object%5D’}_-_json” background_position=”left center” parallax=”1″ overlay=”color” overlay_color=”#222222″ overlay_opacity=”0.9″ typography=”custom_font” title_font_size=”64″ title_font_weight=”700″ title_line_height=”76″][cl_row css_style=”{‘padding-bottom’:’0px’,’padding-top’:’70px’}_-_json”][cl_column][cl_text]I am text block. Click edit button to change this text. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo. I am text block. Click edit button to change this text. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.

Stuff you shouldn’t miss this season. Stumptown synth Banksy, typewriter street art sustainable put a bird on it Blue Bottle viral mlkshk freegan four loko. XOXO mixtape raw denim hashtag. Hoodie twee Banksy, messenger bag bespoke irony sriracha drinking vinegar chia bicycle rights butcher. +1 fixie leggings fingerstache sustainable hella ennui. Disrupt High Life retro Blue Bottle, meggings kitsch Brooklyn fap. Pinterest try-hard narwhal disrupt. Leggings Carles stumptown plaid[/cl_text][cl_row_inner css_style=”{‘margin-top’:’35px’}_-_json”][cl_column_inner width=”2/3″][cl_text css_style=”{‘margin-top’:’35px’}_-_json”]

In a professional context it often happens that private or corporate clients corder a publication to be made and presented with the actual content still not being ready. Think of a news blog that’s filled with content hourly on the day of going live. However, reviewers tend to be distracted by comprehensible content, say, a random text copied from a newspaper or the internet. The are likely to focus on the text, disregarding the layout and its elements. Besides, random text risks to be unintendedly humorous or offensive, an unacceptable risk in corporate environments. Lorem ipsum and its many variants have been employed since the early 1960ies, and quite likely since the sixteenth century.

Text risks to be unintendedly humorous or offensive, an unacceptable risk in corporate environments. Lorem ipsum and its many variants have been employed since the early 1960ies, and quite likely since the sixteenth century.

[/cl_text][/cl_column_inner][cl_column_inner width=”1/3″][cl_media image=”{‘id’:’2332′,’title’:’julian’,’filename’:’julian.jpg’,’url’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-content%2Fuploads%2F2017%2F03%2Fjulian.jpg’,’link’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2F%3Fattachment_id%3D2332′,’alt’:”,’author’:’1′,’description’:”,’caption’:”,’name’:’julian’,’status’:’inherit’,’uploadedTo’:’0′,’date’:’Tue%20Mar%2021%202017%2012%3A20%3A35%20GMT%2B0100%20(W.%20Europe%20Standard%20Time)’,’modified’:’Tue%20Mar%2021%202017%2012%3A20%3A35%20GMT%2B0100%20(W.%20Europe%20Standard%20Time)’,’menuOrder’:’0′,’mime’:’image%2Fjpeg’,’type’:’image’,’subtype’:’jpeg’,’icon’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-includes%2Fimages%2Fmedia%2Fdefault.png’,’dateFormatted’:’March%2021%2C%202017′,’nonces’:’%5Bobject%20Object%5D’,’editLink’:’http%3A%2F%2Fcodeless.co%2Ffolie%2Fdefault%2Fwp-admin%2Fpost.php%3Fpost%3D2332%26action%3Dedit’,’meta’:’false’,’authorName’:’admin’,’filesizeInBytes’:’46048′,’filesizeHumanReadable’:’45%20KB’,’height’:’1067′,’width’:’2000′,’orientation’:’landscape’,’sizes’:’%5Bobject%20Object%5D’,’compat’:’%5Bobject%20Object%5D’}_-_json” css_style=”{‘margin-top’:’15px’}_-_json”][/cl_column_inner][/cl_row_inner][/cl_column][/cl_row]

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Single POst FULL-SCREEN HEADER

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Snowy and blue cloudless sky

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Last year I wrote about why booking too far in advance can be dangerous for your business, and this concept of margin so eloquently captures what I had recognized had been my problem: I was so booked up with clients

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam maximus vel orci id hendrerit. Nunc congue fringilla augue, quis convallis diam gravida non. Integer ipsum felis, laoreet ut faucibus sit amet, posuere ut enim. Nam convallis, arcu a gravida tempus, nisi tortor hendrerit est, non bibendum lorem odio in nunc. Etiam bibendum enim ut pharetra volutpat. Nunc et augue molestie, pretium libero quis, lacinia orci. Fusce sit amet lacinia sem, auctor ultricies ex. Morbi id purus in diam tincidunt bibendum lacinia nec est. Pellentesque at neque eget lectus sollicitudin egestas. Suspendisse id leo et mi venenatis mattis id vel lorem. Nunc suscipit dapibus orci quis sodales. Aliquam at varius diam, et tincidunt tortor.

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Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam maximus vel orci id hendrerit. Nunc congue fringilla augue, quis convallis diam gravida non. Integer ipsum felis, laoreet ut faucibus sit amet, posuere ut enim. Nam convallis, arcu a gravida tempus, nisi tortor hendrerit est, non bibendum lorem odio in nunc. Etiam bibendum enim ut pharetra volutpat. Nunc et augue molestie, pretium libero quis, lacinia orci. Fusce sit amet lacinia sem, auctor ultricies ex. Morbi id purus in diam tincidunt bibendum lacinia nec est. Pellentesque at neque eget lectus sollicitudin egestas. Suspendisse id leo et mi venenatis mattis id vel lorem. Nunc suscipit dapibus orci quis sodales. Aliquam at varius diam, et tincidunt tortor.

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Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam maximus vel orci id hendrerit. Nunc congue fringilla augue, quis convallis diam gravida non. Integer ipsum felis, laoreet ut faucibus sit amet, posuere ut enim. Nam convallis, arcu a gravida tempus, nisi tortor hendrerit est, non bibendum lorem odio in nunc. Etiam bibendum enim ut pharetra volutpat. Nunc et augue molestie, pretium libero quis, lacinia orci. Fusce sit amet lacinia sem, auctor ultricies ex. Morbi id purus in diam tincidunt bibendum lacinia nec est. Pellentesque at neque eget lectus sollicitudin egestas. Suspendisse id leo et mi venenatis mattis id vel lorem. Nunc suscipit dapibus orci quis sodales. Aliquam at varius diam, et tincidunt tortor.

Praesent suscipit sapien mattis, viverra nisi sit amet, malesuada nibh. Praesent ac dui ac nulla rutrum porttitor. Aenean in iaculis mi, eget vehicula neque. Quisque eget malesuada augue. Mauris sed dictum nunc. Pellentesque faucibus arcu arcu, id ornare nisl molestie ut. Donec vel arcu at quam varius dignissim. Curabitur ultrices suscipit dolor, a commodo sem fringilla at. Fusce laoreet orci libero, id sagittis mi mattis sed. Nulla placerat, dolor quis rhoncus vestibulum, nibh ex luctus libero, eu feugiat leo ante condimentum tellus.

Etiam tristique convallis vestibulum. Praesent dapibus, sem eu vestibulum blandit, turpis velit pellentesque enim, vitae tempor felis odio at diam. Phasellus tristique ornare tortor id condimentum. Mauris venenatis iaculis ultrices. Donec vel accumsan leo. Mauris accumsan vitae orci quis rhoncus. Morbi cursus ipsum ac urna dictum, vel tristique elit pharetra. Ut non blandit urna, id consectetur augue. Vestibulum sodales arcu eu ligula cursus auctor. Maecenas finibus sed nulla sed lacinia. Maecenas odio felis, semper quis nunc posuere, commodo volutpat velit. Sed pellentesque neque ut quam mattis pretium. Suspendisse sem turpis, lacinia id ornare eget, aliquam id sapien. Nunc lacinia faucibus nisl sed aliquet. Quisque egestas sit amet mauris sed efficitur.

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Last year I wrote about why booking too far in advance can be dangerous for your business, and this concept of margin so eloquently captures what I had recognized had been my problem: I was so booked up with clients.
Last year I wrote about why booking too far in advance can be dangerous for your business, and this concept of margin so eloquently captures what I had recognized had been my problem: I was so booked up with clients
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam maximus vel orci id hendrerit. Nunc congue fringilla augue, quis convallis diam gravida non. Integer ipsum felis, laoreet ut faucibus sit amet, posuere ut enim. Nam convallis, arcu a gravida tempus, nisi tortor hendrerit est, non bibendum lorem odio in nunc. Etiam bibendum enim ut pharetra volutpat. Nunc et augue molestie, pretium libero quis, lacinia orci. Fusce sit amet lacinia sem, auctor ultricies ex. Morbi id purus in diam tincidunt bibendum lacinia nec est. Pellentesque at neque eget lectus sollicitudin egestas. Suspendisse id leo et mi venenatis mattis id vel lorem. Nunc suscipit dapibus orci quis sodales. Aliquam at varius diam, et tincidunt tortor.

Praesent suscipit sapien mattis, viverra nisi sit amet, malesuada nibh. Praesent ac dui ac nulla rutrum porttitor. Aenean in iaculis mi, eget vehicula neque. Quisque eget malesuada augue. Mauris sed dictum nunc. Pellentesque faucibus arcu arcu, id ornare nisl molestie ut. Donec vel arcu at quam varius dignissim. Curabitur ultrices suscipit dolor, a commodo sem fringilla at. Fusce laoreet orci libero, id sagittis mi mattis sed. Nulla placerat, dolor quis rhoncus vestibulum, nibh ex luctus libero, eu feugiat leo ante condimentum tellus.

Etiam tristique convallis vestibulum. Praesent dapibus, sem eu vestibulum blandit, turpis velit pellentesque enim, vitae tempor felis odio at diam. Phasellus tristique ornare tortor id condimentum. Mauris venenatis iaculis ultrices. Donec vel accumsan leo. Mauris accumsan vitae orci quis rhoncus. Morbi cursus ipsum ac urna dictum, vel tristique elit pharetra. Ut non blandit urna, id consectetur augue. Vestibulum sodales arcu eu ligula cursus auctor. Maecenas finibus sed nulla sed lacinia. Maecenas odio felis, semper quis nunc posuere, commodo volutpat velit. Sed pellentesque neque ut quam mattis pretium. Suspendisse sem turpis, lacinia id ornare eget, aliquam id sapien. Nunc lacinia faucibus nisl sed aliquet. Quisque egestas sit amet mauris sed efficitur.

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam maximus vel orci id hendrerit. Nunc congue fringilla augue, quis convallis diam gravida non. Integer ipsum felis, laoreet ut faucibus sit amet, posuere ut enim. Nam convallis, arcu a gravida tempus, nisi tortor hendrerit est, non bibendum lorem odio in nunc. Etiam bibendum enim ut pharetra volutpat. Nunc et augue molestie, pretium libero quis, lacinia orci. Fusce sit amet lacinia sem, auctor ultricies ex. Morbi id purus in diam tincidunt bibendum lacinia nec est. Pellentesque at neque eget lectus sollicitudin egestas. Suspendisse id leo et mi venenatis mattis id vel lorem. Nunc suscipit dapibus orci quis sodales. Aliquam at varius diam, et tincidunt tortor.

Last year I wrote about why booking too far in advance can be dangerous for your business, and this concept of margin so eloquently captures what I had recognized had been my problem: I was so booked up with clients that I wasn’t leaving any margin for error, growth, planning, or reflection. I wasn’t really growing my business in a sustainable way; I was just booking one client after the next. At the time this seemed like a good thing: doesn’t growing my business mean getting more clientsLorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam luctus enim eget odio vehicula varius. Quisque auctor urna eget convallis pharetra. Proin molestie augue id faucibus dignissim. Praesent in dui ornare lacus ullamcorper iaculis. Proin eu convallis ligula. Nam congue nunc dui, ac sodales eros pulvinar et. Cras auctor eget arcu nec iaculis. Nunc enim leo, venenatis eu euismod ut, convallis sit amet ante. Suspendisse augue felis, suscipit ut sollicitudin interdum, vehicula in ipsum. Mauris pulvinar laoreet diam, ut efficitur nisl volutpat ut. Ut iaculis dignissim accumsan.In non auctor mauris. Integer auctor, ex eu tempus sodales, nunc diam hendrerit enim, vitae sollicitudin libero velit nec lorem. In in diam eget massa rutrum pharetra eget id enim. Curabitur facilisis, augue eu ornare tempus, ex velit pellentesque ipsum, sed mollis neque magna a leo. Sed eu porttitor ligula. Phasellus commodo feugiat mollis. Vestibulum in accumsan massa. Donec volutpat molestie massa, dapibus ultrices orci pulvinar nec. Suspendisse eu dui ut ante vestibulum molestie. Proin tincidunt risus sit amet facilisis lacinia. Praesent volutpat, risus eget mollis pulvinar, orci neque luctus mauris, vitae auctor velit tellus sed sem. Quisque ac ornare odio, at pellentesque nunc. Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia Curae; Proin vitae pharetra elit. Sed blandit odio a dui sagittis eleifend.Morbi interdum pellentesque purus ut rutrum. Fusce sed risus sapien. Cras quis volutpat quam, quis mattis ligula. Ut sed tempor lectus. Vestibulum tincidunt posuere maximus. In semper risus at tristique placerat. Proin tempor finibus finibus. Nulla venenatis, urna ut ullamcorper convallis, massa magna suscipit nisi, eu mollis purus risus ac mi. Nunc auctor libero et est varius efficitur. Praesent lobortis magna id tellus auctor, quis placerat dui sollicitudin. Aenean sed metus eget sem consequat commodo non in ligula.

Ut eu eleifend elit, id tincidunt elit. Donec blandit sapien vel posuere lacinia. Vivamus dictum metus ut bibendum vestibulum. Integer dictum arcu vel elit luctus hendrerit. Aliquam vulputate eu eros eget pharetra. Ut tempus, orci nec efficitur tristique, leo ex ultricies diam, sed bibendum erat diam quis dolor. Curabitur gravida arcu ac maximus interdum. In hac habitasse platea dictumst.Phasellus vel ultrices urna. Maecenas sed libero rhoncus, molestie nulla id, pulvinar arcu. Vivamus enim lectus, hendrerit quis enim eget, lacinia viverra nisl. Suspendisse ultrices convallis laoreet. Sed et euismod nulla, non ornare odio. Nam faucibus odio in convallis lacinia. Vestibulum vehicula erat massa, vel sagittis lectus accumsan nec. Nulla euismod augue in nisl ornare consectetur. Etiam viverra, tortor sed ullamcorper consectetur, purus turpis dapibus diam, vitae pellentesque ante orci non dolor. Duis egestas vitae augue id convallis. Cras mattis commodo dictum. Etiam non nulla rutrum, sodales orci in, condimentum quam. Nulla ultricies nulla nec consequat volutpat.