sgrank extremely slow or unresponsive on large text

Using the text provided here hangs the sgrank call or takes up to 15 minutes to return spacy==1.9.0 textacy==0.4.1

Expected Behavior

Should return n_keyterms from doc (text)

N/A

Current Behavior

Call hangs or takes a very long time to return and CPU usage goes to 100%

Possible Solution

Haven't stepped through this yet but halting the execution yields a stack trace that seems to suggest https://github.com/chartbeat-labs/textacy/blob/master/textacy/keyterms.py#L150 as the culprit.

Steps to Reproduce (for bugs)

With spacy and textacy installed and core language file downloaded (I'm using en_core_sm v1.2.0)
import spacy
import en_core_web_sm
import textacy
nlp = NLP = en_core_web_sm.load()
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A table plaque with meaningful quotes makes excellent gift ideas for women. Gift baskets make great gift ideas for retiring moms, friends, or even your loved one. However, you also need to fill this basket with something they love or something related to their hobby. For instance, you might consider having a gourmet gift basket with exotic foods, gourmet sources, cheeses and anything that appeals to them. Notably, gourmet gifts are considered be a favorite yet practical gift ideas for retiring women. If they still have a sweet tooth, you can always add some chocolate bars there. After an active career, most people would welcome any chance that lets them go for a holiday. As such, you might give them a gift voucher to spend on a vacation of their choice. You can also give them a DVD or a monogrammed luggage book to keep them engaged during their vacation. Ideally, when choosing a gift, it is imperative to find things that will show your thoughtfulness and practicality. A retirement gift is not given every day. Therefore, the gift you choose should for your loved one should be thoughtful and memorable. Most companies have standard gift packages for their long-standing employees. As someone that understands the retiree, you should chip in and offer them the best retirement gift. Choosing the right gift is not easy. However, considering that the standard age is around 60 years, you should have a basic idea of what to give a woman of that age. Band Saw Reviews for 2017 A Band Saw is primarily used for cutting curves on wood. If a person has been using thick lumber, would speak highly of this tool. It is an ideal tool that can execute cross cuts into short pieces, rip woods and assist with leg making of the cabriolet. With the ability to rip or resaw a lumber to get thinner slabs out of them, a band saw can cut irregular shapes like no other device made to date. 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Its cutting is aided with a light scrolling cutter that can easily curve wood pleasantly. It is smaller in size, and lighter in weight thus can be moved around quite easily. It has low sawing power It has limited capability for cutting Stand Mounted Band Saw A stand Mounted Band Saw has distinct characteristics in that it comes with a wheel measuring fourteen inches in size and a cast iron structure. This Band Saw may come on a similar enclosed or open frame display structure. Its motor is located below the saw within the stand. Pros and cons of Stand Mounted Band Saw Can be used for wood cutting in small workshops. The Band Saw is cheap regardless of its mechanism or size. It does not require much space to set it up. Has limited cutting ability It is low powered for small logs board Floor Standing Band saw A Floor Standing Band saw has a large wheel base measuring between seventeen and twenty-four inches. A professional wood cutter mainly uses the Band Saw for the excellent professional workshop. It has a bigger sized motor when compared with other band saws motors. It has stable and durable structure. Pros and cons of Floor Standing Band saw It is sturdy and strong Can be best used for rip sawing a thick Can mold intricate designs Its a bit expensive By being a much favorite power tool, a band saw is a great tool for metal working, wood working and cutting of anything imaginable. Contract Of Sale When Selling an Asset A contract of sale when selling an asset is an important document that helps to protect both the seller and the buyer in case of any disagreements that may require legal actions. Selling your asset privately is the most convenient way of making the most out of the sale. The contract of sale is imperative when selling a house. Even though most of your clients may be trustworthy people, it is always good to have a signed binding document as proof of the agreement. 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The best part is, it comes at the best price, and that is, totally free without any hidden fees, costs, subscriptions, and limitations to your enjoyment. The Importance of SEO Marketing for Dentists The advancement in technology has seen people shifting from looking for information on print media such as books, newspapers, and journals to relying on the internet for most of their informative materials. For this reason, if you are in business, particularly dentistry, you need to market your business online through your websites. Search Engine Optimization For Dentists helps dentists market their businesses better. It is only possible if you consider Search Engine Optimization marketing through a reputable company like Island SEO Consultants. The following are the reasons why SEO marketing is essential for your dentist business. Today majority of the worlds population have access to the internet through devices such as mobile phones, tablets, iPads, laptops, as well as computer desktops. Consequently, a significant number spent most of their time searching for information on the web unlike before when mainstream media used to provide the public with all the information needed. For this reason, this is the time for you to take your internet marketing very seriously if you want to remain in business. Most of the competitors are online Almost all dentists are today marketing their products on the web. It means that if you want to compete in the industry, you have to follow suit but do it better than your competitors. The only way to do this is by engaging the services of the best company to make your website feature ahead of everyone else. Online traffic and coverage Search Engine Optimization (SEO) involves strengthening your website to appear at the top or first on most of the search engines like Google so that every potential customer seeking dentist services can easily spot yours before the others services provided by other companies. Today, SEO represents over 60 percent of the traffic in the web, meaning that it accounts for a huge chunk of the market. Moreover, the majority of clients are seeking for services online. Therefore, if you are not selling on the web, you are most likely missing a huge part of your market share, which accounts for a lot of revenue to your business. The best way to market your dentistry business at an affordable price is by using SEO marketing. Island SEO Consultants offers extremely cost effective services to boost the visibility of your website and market your business in the greatest way possible. Other marketing media could cost you a fortune and still not meet your target coverage, as would SEO marketing. Considering the global trends and changing consumer behavior, you should advertise your dentistry business is using the search engine optimization, particularly the one offered by Island SEO Consultants. What is the best way to settle student loans? As the cost of getting a college education is constantly on the rise, more and more people are encouraged to take out student loans. This form of debt has helped millions of people get their degrees. However, it has also caused several problems to a lot of borrowers. Most of them have completely neglected their payments. As a result, their credit scores were ruined, and it is now next to impossible for them to get any type of loans. If you are one of the individuals who are getting stressed out due to unsettled debts, click and find out the best way to settle student loans. Reasons you should find the best way to pay off your student debts Just like any other forms of debt, student loans bear interest that would pile up if you do not make the repayment on time. More so if you totally ignore your obligation. With this, your credit score would go to waste, and it will be extremely hard for you to apply for a different kind of loan again. So, it is important that you look for the best way to settle student loans. Otherwise, you will have to bear the consequences. Not to mention that your credibility will be destroyed too. Never miss a payment If your debt is still in good standing, you should try your very best not to miss a payment. This will help you avoid more interest and penalties. It is necessary that you always include a certain amount that would go towards your loan every time you get paid from your job. Pay more if you can Another best way to settle student loans is to pay more whenever you can. Doing so will decrease the total interest rate that you will have to shoulder. Hence, it will be a lot faster to pay it all off. Get a good job If you were successful in getting your degree, you have higher chances of landing a better job. After your graduation, it would be great if you try to look for a job right away so you can start paying your loan. The earlier you start, the better. Nowadays, many borrowers are having a hard time finding a way to set themselves free from their obligations, particularly those who have availed of several student loans from different providers. This is when refinancing comes to your rescue. The Aidan and Steve Ultra Edition Insider The much anticipated 100k Factory Ultra Edition was released during the first week of April 2016. We were driven to do this given that many such programs in the past had promised manna from heaven only to disappoint later. The the100kfactory.com, however, stands out. It has a comprehensive twelve-week course that is divided into two main phases and thirteen modules. The purpose of the video library is to explain clearly to the users some of the effective ways of implementing the system. The video library has some steps to step manuals and the real life studies. In a nutshell, it has combined the product information training and marketing. The creators of this program one Aidan Booth and Steve Clayton will take the members through the different methods of conducting the marketing research. They will also train the users on how to customize their software and content repository. This is to enable them quickly and easily launch the e-commerce store following the various learning curves. The training guide is very helpful. For instance, it explains to the users in details that they are not supposed to store inventory and ship the product. This program works using the principle of setting up the storefront and collecting money just like the other physical store. Once the users of the product have built an online store, they will then teach them how to drive high traffic to their website and the online store. The targeted traffic, in this case, is cheap with it being 100% free in certain circumstances. Since the traffic comes in large quantities, the revenues are equally high. The system cover audio programs, e-books, consulting group coaching, live events, membership programs, and video programs, just but to mention a few. Once a member signs up for the program, he is usually granted instant access to an area that is only meant for the members. This area contains lots of information in regards to internet marketing. The resources include the step by step visual training schedules and content repository and custom tool suite. These are internet marketing tools that were built from scratch. They are unique and effective and have never been used anywhere else. The program has been broken down into various sections to ensure that the members understand how the system runs. New 100k Factory Making Money Online Making money online is simple nowadays. How you make money, and the amounts you make are very imported considerations in online marketing. Unfortunately, most people do not have the experience or skills needed to make it a worthy venture. Most internet marketers end up creating many sites that are not successful, as they ought to be. In this regard, the New 100k Factory Update serves to cover most internet marketing disciplines and optimize them for success. Ideally, internet marketing is one of the best ways of making money online today The New 100k Factory Update Explained Concisely, the 100k factory updates operate usinga simple principle. The primary objective was to help you build an e-commerce site and optimize it to make close to $270 a day. Cumulatively, this amount adds up to close 100k annually. As such, this program gives offers live training seminars, video modules, PDF manuals and dedicated business-planning kits. The principle behind this ultra-program is close to the initial release where users are given as blueprint and an in-house software that is used to create a site with high conversion rates. What 100k Ultra Does Ideally, the developers of this software have created software that helps you upload and categorize content with an aim of drawing content into your site. In this regard, traffic is obtained from social sites like paid Facebook ads, viral contents, and search engines and the in-house traffic software. An interesting feature in this upgrade is the inbuilt Launchpad. Ideally, it offers features like the content repository, conversion optimization engine, and a website factory. This tool is what helps you create, design you website and putting the right content. Moreover, the New 100k Factory Update will give you a chance of running four different products for four different physical products. The software will assist them to drive traffic towards the site and most importantly, convert the traffic into sales. Nonetheless, it will enable users to learn how to use marketing tools like AdSense, email leads, and affiliate marketing programs. names have been used in the past. Some of them were successful whereas others were not. As such, this software helps you to identify the best by performing health checks or their history. This tool helps you identify the best tool and cushions you from choosing blacklisted domains. Overall, the 100k Ultra is a unique kind of a program that helps you make more than 100k annually. Made from experienced online marketers, the credibility of this program is justified in all ways. Selling a House Without Doing Repairs Selling a house can difficult in the current economy as not many people are in the spending mood. The current economy is not helping the housing market for those who want to sell as they cannot expect a good price for their homes. It is even more challenging if your house is not in good shape. Do you live in Houston? And Are expensive repairs keeping you from selling your Houston home? In this article, we will tell you how you can sell you home without going through the process of completing repairs and renovations. Selling your house for cash There are many ways of selling your house, but the best way would be to sell your house for cash. Even though this may sound a bit odd, the basic fact is that there are companies that will visit your home and inspect it no matter what condition it is in, they will give you an immediate offer. There will be no requirement for you to complete any repairs or renovations, you can have the money in less than 2 weeks with everything including legal fees, and paperwork all completed. Who can benefit from selling a house for cash There are many circumstances that can make a homeowner want to sell their house. These may include the following. House is too old If you fall into one of the about situations, you may be in need of a quick cash sale, and selling your house to one of these firms will solve your problems instantly. Why not use a real estate agent? Real estate agents are great people, but they will not suit your needs if you need to sell fast without having to do any major repairs to your house. They will require time to advertise, promote and organize open houses, etc while this may suit someone who does not need to sell fast, if one is strapped for time, selling for cash is the best bet. Will you get a fair price You will get the best price possible when selling your house for cash. You will not have to spend your time and money on any repairs; you can even rent the house for a few months until you have sorted your new accommodations and there will be no urgent need for you to move out. These companies understand the financial requirements of people and are happy to be flexible when needed. Care And Maintenance of A Fiberglass Bathtub Why choose a fiberglass bathtub? An increasing number of contractors are choosing to install fiberglass bathtubs when building new houses. The builders have realized that the material is better than the traditional enamel material. The reason behind this shift has been as a result of the attractive features that come with the material. The fact that fiberglass comes in a variety of styles and colors offers homeowners a whole new way of enhancing their bathroom decor. If you love something shiny, you will no doubt love the glossy bathtub courtesy of the fiberglass material. Many people also now prefer fiberglass because the mat erial is known to retain its original appearance for long. Other materials such as enamel are known to look old and unattractive after being used for some time. As long as you maintain the fiberglass well, it will look new and shiny for years. Many homeowners on a budget are choosing to make some savings by purchasing . In comparison to other bathtub materials, fiberglass is a much cheaper and practical option. Cleaning and maintenance of fiberglass Once you make the decision to install a bathtub made from fiberglass, you need to take good care of it. Since you will need to clean it often, you should avoid using abrasive materials. Hand washing liquids and liquid laundry detergents are known to clean fiberglass perfectly. You simply need to use the mild liquid cleaners with a soft piece of cloth and your bathroom will be sparkling clean. If you wish to maintain the shine on your bathtub, never use a scouring pad or any other abrasive material. If you want to enhance the lustrous fiberglass appearance, you can use the ordinary polish used for car surfaces. The products not only prolong the life of the fiberglass but they also rectify any minor cracks on the surface. Removing soap stains on fiberglass Bathtubs are known to develop soap stains after being used for a while. If you happen to live in an area with hard water, the bathtub is likely to develop scum stains faster. The standard practice of minimizing scum is to wipe the bathtub with a piece of cloth after every bath. his method does not always work because there will still be a gradual formation of stains over time. Fortunately, there is a cleaning paste that can remove mineral deposits on fiberglass. You simply need to apply the paste and leave it for an hour or two then wash the surface of the bathtub with warm water and soap. If you use the above maintenance methods for your fiberglass bathtub, it will serve you for longer and appear newer even after prolonged use. Professional Water Damage Restoration The water damage restoration services in homes are critical in this day and age. The water damage might be as a result of the flooding rain water, a leaking water or sewerage pipe, or overflowing washer. The services are needed especially after damaged caused by water has taken place. It is critical to be proactive and take urgent measures and steps to bring the water damage under control. Failure to address the issues that the water damage causes might lead to the destruction of property and even lives in the home. Professional water damage restoration services Once a given area in the home has been affected by water, it needs to be dried quickly using specialized equipment and techniques. Some of the skills and equipment might not be possessed by the homeowners. This is one reason to involve the experts in this trade. They are trained and licensed in the field and will ensure that the water damage restoration services they provide you are according to the industry standard. The following are some of the reasons of contracting the professional water damage restoration services The water damage in homes must be addressed as soon as it occurs. The immediate and incisive action is required so as to limit or prevent further harm. Some of the damages that the leaking water poses in homes are the destruction of the electrical appliances, the wooden floor, and even the furniture. Most of the professional water damage restoration companies operate on the 24/7 hour basis. Once they are contacted, they will quickly arrive at your home and attend to the issue at hand. They will also advise you on some of the steps to take to prevent further water damage as they attend to your call. Just like any other field professionalism is critical in the way certain operations are to be done. By hiring the professional water damage restoration company, one thing that you can be sure of is professionalism. The leaking water that causes damage to the home has to be carefully handled. Lets say for instance if the source is a leaking sewerage pipe then urgent steps have to be taken to prevent further flow. Many homeowners do not have capacity or equipment that will enable them contains or remove such kind of water. However, the professional water damage restoration services have the specialized equipment and capacity to contain any water damage. After removing the excess water, the professionals will also offer the dehumidification services. The dehumidification services are critical as they prevent the growth of molds. They will also clean the various parts of the home and use the drying equipment to dry the furniture and clothes in the home. Fishing is great. Its a great way to pass time, relax and even catch up with your buddies after a busy week. However, before you head out fishing, make sure that your tackle box is loaded with the right fishing equipment. Of course, the content might be differ depending on what you intend to catch. All the same, every tackle box should have some few basic fishing equipment. This article lists the basic fishing equipment to carry on your fishing trip. The fishing rod is a light, long, and slender pole made of strong but pliable material. When combined with a fishing line and fishing reel, it allows you to cast the line far into the water. Fishing rods basically vary deepening on the type of fishing you intend to do. They are commonly made of fiberglass or graphite. The fishing line is the cord connecting the hook to the fishing rod and fishing reel. It allows you to cast your hook and bait far out in the water. Fishing lines vary in length depending on how far in the water you want to fish. A fishing reel is like a spool that turns on an axis for winding the fishing line. Its usually attached to the bottom of some fishing rods and on the top of others. The fish hook is the device that snags the fish so you can reel it in. Fishing hooks come in different shapes, sizes, design, and materials depending on the type of fish you are angling on. 5. Baits and Lures Bait is what you attach at the end of the line to lure the fish. It must be something that fish love eating. Natural baits may include worms as well as fish eggs. Lures are artificial baits that are designed to look and move just like things fish love to eat. They include grasshoppers, worms, flies, minnows, including others. They vary in price and sophistication. A sturdy leader is a wire or a monofilament that is more heavy and abrasion-resistant than the fishing line. It connects the end of the line to the bait and hook and is used to protect the fishing line from breaking or being bitten especially if you are reeling in a larger fish. 7. Floaters and Sinkers Sinkers are weights used to drop lures quickly to the bottom of the water. Floaters (also known as bobbers or corks) hold the fishing line closer to the water surface to prevent the entire line from sinking to the bottom. The swivel comes in handy when youre using bait or lure that has a twisting or turning action that tends to get the fishing line twisted. It allows the bait or lure to spin without getting the fishing line tangled up. Now that youve got the equipment you require for fishing, you need a place to keep your stuff well organized and safe. This is where the tackle box comes in handy. You can purchase one at any sporting or department store. They come in a variety of , design, and style. You can as well use any box that has a tight lid and is large enough to accommodate all your stuff. The equipment will not only help you catch fish faster, but they will also make the whole experience fun and exciting. Tips For Making A Room Look Bigger Do dark colors make a room look bigger or smaller? Well, this could the question on your mind if you are You need to choose colors that are going to make your house or room appear more spacious or larger. Whether it is your bathroom, kitchen, bedroom or any other room in your house, you need to make use of colors that will make it look bigger than it is. There are plenty of tricks that you can utilize to make this happen. Stay Away from Dark Colors If you want your house to look bigger, you should far away from dark colors. This is because they tend to absorb light or inhibit any light that comes into the room. This will make your space appear smaller than it already is. The best colors to go with if you want your room to look more spacious are bright or strong colors. However, if you have a smaller room, the bright colors can be a bit overwhelming. You can still achieve a spacious look using light colors and clever contrasts. If you want to play safe with the colors, go with a pale pastel shade that will reflect off the walls and fill up the room without feeling so overwhelming or restricted. Use Complimentary Colors for Accessories After selecting the right colors to use to make your room look bigger, you will need to keep accessories for that room along the same lines. For instance, if you have decided to paint the walls using light green, try to choose accessories that are also light green or not too far away from that color. Throwing in random punches of other colors such as blue and orange will make the room look cluttered or small. When you keep things simple, you will have a well-coordinated space that does justice to the size of the room. Do Not Use Carpet In Smaller Spaces Apart from staying away from dark colors for your walls and accessories, you will also need to avoid using carpet in smaller rooms if you want them to appear more spacious. Wood floors will be a great choice if you have a smaller room. Apart from cutting down on the amount of dust that builds up, they are also going to give the room a more open as well as airy feeling. You will be amazed at the difference that the type and color of flooring you will choose will make to the overall look and feel of your room. Why you should take care of your dog Retirement Gifts For Women Band Saw Reviews for 2017 Contract Of Sale When Selling an Asset Cold Chain Management Reasons to Outsource Top properties of a good food dehydrator Benefits of hiring a wedding planner How To Find A Trustworthy Buyer For Your Property Benefits of outsourcing employees Choosing the Best Survival Flashlight For Emergency Disaster 6 factors to Consider When Choosing a Web-host How Often Do You Need Air Conditioning Service? 4 Reasons People Sell Old Homes Water Damage Tips Every Homeowner Should Know Blockbuster App for Endless Entertainment The Importance of SEO Marketing for Dentists What is the best way to settle student loans? The Aidan and Steve Ultra Edition Insider New 100k Factory Making Money Online Selling a House Without Doing Repairs Care And Maintenance of A Fiberglass Bathtub Professional Water Damage Restoration Tips For Making A Room Look Bigger Attributes to Look for in Tall Hoodies Why Hire a Towing Service in Central Minnesota Cloudy skies early, then partly cloudy this afternoon. High 49F. Winds NNE at 5 to 10 mph. A mix of clouds and sun early, then becoming cloudy later in the day. High 54F. Winds SE at 5 to 10 mph. Sun and a few clouds with gusty winds. High around 35F. Winds NW at 20 to 30 mph. Plentiful sunshine. High 41F. Winds N at 10 to 15 mph. A mix of clouds and sun in the morning followed by cloudy skies during the afternoon. High near 50F. Winds E at 5 to 10 mph'
doc = nlp(text)
%time sgp = textacy.keyterms.sgrank(doc, n_keyterms=20)

Running on my Mac

In [20]: %time sgp = textacy.keyterms.sgrank(doc, n_keyterms=20)
CPU times: user 5min 44s, sys: 6.23 s, total: 5min 50s
Wall time: 7min 30s

Breaking execution in iPython

^C---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
<ipython-input-8-763d4395dae8> in <module>()
----> 1 sgp = textacy.keyterms.sgrank(doc, n_keyterms=20)

/Users/timir/work/viq/viq-docker/viq-services/profile_enhancement_pipeline/keywords.test/keywords.venv/lib/python2.7/site-packages/textacy/keyterms.pyc in sgrank(doc, ngrams, normalize, window_width, n_keyterms, idf)
    148         for t1, t2 in itertools.combinations(window_terms, 2):
    149             n_coocs[t1[0]][t2[0]] += 1
--> 150             sum_logdists[t1[0]][t2[0]] += log_(window_width / max(abs(t1[1] - t2[1]), 1))
    151         if end_ind > n_toks:
    152             break

Updating this with a little more context: Changing the windows width and restricting the n-grams seems to have a positive effect on this sample.

%time sgp = textacy.keyterms.sgrank(doc, n_keyterms=10, ngrams=(2,3,4), window_width=200)
CPU times: user 1.17 s, sys: 29.5 ms, total: 1.2 s
Wall time: 1.6 s

and

%time sgp = textacy.keyterms.sgrank(doc, n_keyterms=10, ngrams=(2,3,4), window_width=1500)
CPU times: user 5.71 s, sys: 117 ms, total: 5.82 s
Wall time: 8.17 s

Context

I'm using a combination of AWS SQS and lambda services to pipeline the keyword and key phrase extraction from several hundred thousand documents. Needless to say this slows the pipeline down to a crawl. The delay doesn't happen on every document (say 1 out of 10 - finger in air) and seems correlated with doc length. I'll try to generate more statistics on this for you.

Your Environment

textacy and spacy versions: textacy==0.4.1 spacy==1.9.0
Python version: 2.7.12
Operating system and version: Amazon Linux EC2 instance 4.9.43-17.38.amzn1.x86_64

chartbeat-labs / textacy