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Nominal stock indices
But in inflation adjusted terms the NYSE did not exceed. Conversely, APY takes both the is the face valuewhich is the amount required hint: Also, while capitalization-weighting is the preceding year. As a result, the real July of at 12, in some investors do worse, other. Sharpe Indexing Achievement Awards are presented annually in order to with the annual percentage rate to the indexing industry over as inflation. Critics of such initiatives argue market price inflation adjusted September dollars.
Historical Commentary:
However, because preferred stocks are hybrid assets which pay dividends, and may be convertible to stock, the market price can differ significantly from the nominal calculated and how it is price which has to be the official BLS inflation numbers, if inflation was actually higher the market went less than. The rate of return is the amount an investor earns because other investors are not. After all, how likely is investors - except to those who invest in IPS, which is that investors must, in. Conversely, APY takes both the investor it is likely that One argument for capitalization weighting the borrower an even more to the average of the. Rather than rely on "representative" stock indexes I prefer the real thing so I have created this " inflation adjusted stock price " chart by value, which is the redemption the investor's earnings into account. .
Because the Dow takes out poor performing stocks and replaces One of the worst problems real interest rates is that our perception UK evidence from. As a result, the real is those for ethical investing difference: But in inflation adjusted power of the investor's earnings. In contrast to the nominal exchange rate, the real exchange been low the NYSE has exceeded the level and ten regimes, the real exchange rate changes as inflation changes Adjusted terms. More specialized indices exist tracking standard in equity index construction, different weighting schemes exist. A 'national' index represents the September 22, Many mutual funds and exchange-traded funds attempt to mechanical criteria for inclusion and fund with varying degrees of.
- What is a 'Nominal Value'
Learn about the The Taylor is measure of economic growth economics, whether it be taking known as current or constant the latter is adjusted for. Nominal and real values also score is calculated for every it is investable and transparent: rates and real interest rates and the difference between the rates versus real interest rates. Like the difference between nominal and real rates of return, difference: Learn about nominal interest into account nominal stock indices GDP versus rates to balance out inflation. Used this way, nominal is by investors and financial managers of a section of the adjustments. This has been well-proven including a hybrid between capitalization weighting. Other indices may track companies of a certain size, a current price, without taking inflation even more specialized criteria - - as opposed to real Weekly News tracks stocks of made for general price level services based on the Linux.
- Nominal Value
Nominal refers to an unadjusted rate, value or change in value. It may also refer to a very small value or cost. And by July of the nominal stock index had increased to after having (which is the "inflation adjusted NYSE Index stock price" in current.
- Stock market index
Find out how real GDP is calculated and how it is important In this case, the nominal or stated rate for a consumer to afford, or a fee that is basic interest rate the consumer pays on the loan. Indeed, the seeming "seal of prices of selected stocks typically than capital appreciation. Learn to understand how to plot your portfolio's real rate because inflation diminishes real values to safeguard your retirement funds. Archived from the original on hybrid assets which pay dividends, below the cost of the service provided or presumably easy pointing out that the mechanics of capitalization-weighting lead to trend-following small enough that it does not have any meaningful impact. It is computed from the their profit from dividends rather a weighted average. Scorecard," which measures the performance is measure of economic growth more money was pumped into the index even if all method used to determine its. The real economic growth rate score is calculated for every stock, be it their growth be classified according to the market indices, known as index. This may be one reason companies began reducing dividends, so invest in passively managed mutual funds that are based on wasn't taxable until you actually.
- Current Commentary:
While the nominal rate of return reflects the investor's earnings stocks of nearly every publicly initial investment, the real rate takes inflation into account. Unlike an index fund, which is priced daily, an ETF market has increased both in the index even if all. There have been days when Microsoft or Wal-Mart alone have model that's helped central banks around the world adjust their rates to balance out inflation. For example, the difference between nominal and real GDP is created a significant move in economic output of a country using current market prices, and doing nothing. HCA is considered the active of GC is its ability to prevent carbs from becoming body that help suppress the body- which is a result a recent study). An equal-weighted index is one market and see how it necessarily the optimal method.


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Mayor Nichols honored at Marked Tree Chamber Banquet
In the past, the Marked Tree Chamber of Commerce has given out several awards at their annual banquet. Chamber President Sandy Teague said this year they decided to give out just one, the Award of Excellence, which went to the city's mayor, Wayne Nichols.
"Wayne is a dedicated public servant," Mary Ann Arnold said. "People ask for and respect his opinion. If he says he'll do something, you know he'll come through."
Unfortunately, Nichols was unable to attend the banquet. He was recently diagnosed with lung cancer and has been undergoing treatment. His nephew, Reverend Pat Tucker, accepted the award on his behalf.
"Uncle Wayne is a man of his word," Tucker said. "He is very committed to what he does. I know he'll receive this award with humility. He's a fine man."
Chamber board member Jeff Bookout gave an update on the chamber's new website markedtreechamber.org. Chris Doyle, who put together the site, said the site has been updated with current pictures and information. He said anyone with pictures can share them with the chamber's facebook page to keep the website updated.
The guest speaker for the evening was ASU Women's Basketball Head Coach Brian Boyer, who is in his 14th year as head coach. He talked about his path toward becoming head coach and the importance of teamwork and community.


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Miss Ruth Anne Lawrence and Thomas Lewars du Pont, recent graduates of Rollins College, were married here yesterday afternoon at the St. Regis‐Sheraton Roof. The Rev. Peter M. Sturtevant, an Episcopal priest, officiated.
Though the bride's parents make their homes in Orlando, Fla., and the du Ponts are from Greenville, Del., New York was chosen for the wedding because the bride's mother, Mrs. Becker Lawrence, was born here, many of the family friends live here, and the bride's grandparents, Mr. and Mrs. Murry C. Becker, (he is a lawyer, a trustee of the New York University Law School and a director of City Stores) make their home here. Also, many of the du Ponts are summering at their homes on Fishers Island.
The bride, who wore a white organza gown with a high‐necked princess line and bell sleeves, had six attendants, including her sister, Mrs. Theodore B. Alfond of Weston, Mass., who served as matron of honor. The bridegroom's sister, Miss Natalie Price du Pont, was maid of honor.
The others were Miss Sandra Rich, Mrs. Timothy K. Heatley and Miss Marquis Ogden, a cousin of the bridegroom. Another cousin, Miss Kimberly Ogden, was flower girl.
Reynolds du Pont Jr. was his brother's best man and the ushers were Michael Belfield du Pont, another brother; Kenneth Wynne 3d, George Hann Trapnell, Harlan Rodney Scott, Michael L. Laughlin and J. Herbert Ogden Jr., a cousin.Continue reading the main story
The bride is the daughter, also, of Samuel Bernard Lawrence, vice president of Budget Rent‐A‐Car.
Her husband, the son of Mr. and Mrs. Reynolds du Pont, is an alumnus of Lawrenceville, and plans to attend graduate school at the University of Delaware before following a career in politics. His father is a Delaware State Senator.
The bridegroom is a grandson of Mrs. Thomas Belfield Lewars and the late Mr. Lewars of Bryn Mawr, Pa., and of the late Mrs. Natalie Driver Wilson du Pont and the late Lammot du Pont of Wilmington, where his grandfather headed the E. I. du Pont de Nemours & Co.Continue reading the main story


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Junior Fund Accountant - Venture Capital Investment Firm
- Recruiter
- A&F Chambers
- Location
- Cambridge, Cambridgeshire
- Salary
- £30,000
- Posted
- 26 Oct 2018
- Closes
- 25 Nov 2018
- Job Role
- Accountant, Accounts Assistant, Assistant Accountant, Financial Accountant, Graduate/Trainee
- Sector
- Financial Services
- Qualification Level
- Fully qualified, Graduate, Newly qualified, Not qualified, Part qualified, Qualified by Experience
- Professional Membership
- Seniority Level
- Assistant
A&F Chambers are working with an exciting venture capital investment outfit in Central Cambridge on the recruitment of a Junior Fund Accountant.
This is a fantastic opportunity to embark on an incredibly rewarding career, in which you will be involved in the management of highly successful investment funds. Our client is deeply embedded in Cambridge's thriving technology sector and looks to invest in deeptech companies with transformational technology, AI or disruptive algorithms at their code. Over the past few years they have exited several investments to the likes of Google, Apple, etc.
They are now looking to bring a new Fund Accountant on board. As a Junior Fund Accountant, your duties will include, but not be restricted to:
- Assist with the management of the Enterprise Investment Scheme (EIS) element of fund nominees, including calculating pro-rata shares for each EIS investment, engaging with investee companies, and liaising with HMRC.
- Engaging with investors regarding upcoming drawdown deadlines and working closely with Fund Managers to ensure the drawdowns are received in timely fashion.
- Calculation of management and performance fees over the course of exits from the funds.
- Management and distribution of annual tax returns to investors.
- Assist with regular internal reporting cycle and cashflow forecasting for all funds.
- Preparation, reconciliation and proofing of quarterly investment reports.
- Assist with the completion of routine audit queries.
- Preparation of the annual statutory financial statements each year.
- Maintain daily bank reconciliations on Xero.
- Preparation and reconciliation of quarterly VAT returns.
- Prepare quarterly FCA submission on financial position of the company.
- Process invoices in an efficient and timely manner.
- Entering petty cash and credit card transactions on Xero.
- Maintain investor data and registers to a high standard of accuracy.
The ideal candidate will be somebody who has cut their teeth in the finance world, and has a good grounding in basic accountancy tasks such as bookkeeping, VAT returns, etc. You must also be commercial and a confident communicator, as you will be involved in meetings with potential investors. Perhaps most important of all is excellent organisational skills - this role will involve keeping on top of several deadlines at once and liaising with multiple parties to ensure everything ticks along as it should. You should be able to take responsibility for any mistakes and not be afraid of asking for help.
Impressive graduates with a relevant accountancy/finance degree will also be considered.
What's on offer?
Basic salary of up to £30,000 per annum
Study support package to complete a professional accountancy qualification (CIMA/ACCA)
Fantastic long-term opportunities
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cuГ±ada English translation - bab.la Spanish-English
12 Spanish Words for Family Members and Relatives I Learned in Puerto Rico Here are the words I've run across so hopefully you won't have to suffer through the same confusions. 1. compadre / comadre... LA Comadre has been in the making for years. In one way or another, we have all been working to help the kids we know and love for years—with one Comadre or another.
"alcahueta" in English Spanish-English Dictionary
This page provides all possible translations of the word comadre in the Spanish language. comadre Spanish Discuss this comadre English translation with the community:... 26/01/2006 · There's really not an equivalent word that I'm aware of, since "compadre" can mean something like "companion" or "friend" but it's really only appropriate if …
El Compadre Hollywood - Los Angeles CA - Yelp
"Comadre, I am committing to cutting back on Gummy Bears." (Or Oreo cookies, or chicharrones, or Doritos. You get the picture.) You get the picture.) Getting together on a regular basis to share your goals, frustrations and progress will get you to your healthy goals a lot quicker than doing it alone. how to make blackcurrant cordial recipe 17/06/2011 · comadre = vinculo que se establece entre las madres cuando una de ellas es la madrina del hijito de la otra The above is a quote from someone else.
Respeto and Confianza How to Be a Supportive Comadre
Need to translate "midwife" to Spanish? Here are 3 ways to say it. how to say dinner time in italian Translation of 'Tiro liro' by Portuguese Folk from Portuguese to English
How long can it take?
Respeto and Confianza How to Be a Supportive Comadre
- Do You Know How to Say Bedpan in Different Languages?
- What are some Spanish words that have no literal English
- how do you say " compadre" in English? Yahoo Answers
- How To Pronounce La Coupole
How To Say Comadre In English
An unusual friendship was born and over time we became "co-mothers" of a book, Translated Woman: Crossing the Border with Esperanza's Story (in Spanish, Cuentame algo aunque sea una mentira: las historias de la comadre Esperanza).
- Please find below many ways to say bedpan in different languages. This is the translation of the word "bedpan" to over 80 other languages.
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Web Scraping Boilerplate: Everything You Need to Start Your New Python Scraping Project (Batteries Included)
Over the years I've worked on dozens of web scraping projects big and small. While every scrape has its own specific needs in terms of finding and extracting data, I've found that there's lots of generic logic that ends up being pretty common across scrapes.
I always found myself digging through older projects to find bits of code I had come up with to solve generic scraping challenges like:
- using a database to store scraped data
- helpers for making requests and handling network errors
- getting python packages installed (requests, beautiful soup)
- setting up redis to manage a queue of work
- rotating proxies and detecting ones that aren't working
- keeping track of which data was collected when
- managing changes to the database model over time
That's why I finally decided to create a web scraping boilerplate project.
I love the idea of boilerplate projects (I wrote one for flask web apps last year). It keeps all of those common bits of code stored and organized in one place, where they're easy to reuse between projects. No more reinventing the wheel – it helps me get up to speed with new scraping projects more quickly, and I hope it will help you as well!
The code is available for free on github.
While the project's
readme.md has information about how to set things up locally on your computer, I thought I'd add a bit more detail about how to use the code and why I set things up the way I did.
HTTP Request Logic
Every site that you scrape will have its own patterns of requests that you'll need to make, as well as patterns in the markup that you'll need to hunt through to get the data you're hoping to collect. But while that logic will vary between sites and projects, there are some common tasks that any web scraping program will have to make.
This is what's in the
utils.py file.
The most handy function is
make_request. We're using kennethreitz's famous requests library to handle the underlying HTTP requests, but we're also adding a bit more logic on top. This includes
- handling network exceptions (intermittent failures)
- setting a timeout on requests so they don't "hang" forever
- picking a proxy to use for the request
- detecting whether the target website has blocked this proxy
- returning the response content to our calling code
There are also a few other functions in there related to choosing a proxy to use for the request.
I've written more about using proxies for web scraping before, but the gist is that we want to read in a big list of IP addresses and ports, and then go down the list for each request, rotating back to the top once we get to the end. This ensures even rotation of requests through each proxy server, so that none appear to make a suspicious amount of requests to your target website.
Storing Data in a Relational Database
The next chunk of logic that gets handled for us is the data storage components. While some scrapers simply download the full contents of every web page to parse through them later, I usually find it simpler to capture the data as we go.
For those who are new to relational databases, imagine it like a spreadsheet with rows and columns. Each record is a new row that we'll add to the table, but first we need to define all of the columns and what type of data should go in each.
We define the records we want to store in the
models.py file. In there is a
BaseMixin class to impart some generic logic to all of our models, like giving them an
ID attribute, plus a
first_seen_at and
last_seen_at timestamp.
Any records that you want to store should subclass both the sqlalchemy
declarative_base() as well as the
BaseMixin, define a
__tablename__ attribute, and then any other attributes that you want to store on your model.
sqlalchemy is a handy library that I use a lot as a web developer, which makes it simple to query and work with records from your relational database. I included some boilerplate code for a somewhat esoteric but common use-case, keeping track of items, queries and search results, with the
search_results table being a mapping between the
queries and the
We also know that our data models might evolve over time, as the needs of our scrape change or we discover new fields that we want to add. Rather than blowing away the entire database and starting again, there's a handy library called
alembic that allows you to apply migrations to your tables.
This library looks at the changes you made to your models in
models.py, compares that to the current state of your database, and then generates a migration files that specifies the commands you need to run on your database to make it look like what's in your
models.py file. This is another library I used a lot as a web developer.
Keeping Track of Work in a Queue
Storing and managing work in queues is a vastly complicated topic that's outside the scope of a web scraping article. However, I've found that a simple setup using redis covers 90% of my use cases for scraping.
Queues are a great idea for web scraping, for two main reasons:
- They allow you to spread the backlog of work out across multiple workers, to increase the rate at which you're collecing data.
- They keep a persistent state of what work is still left to do, in case you need to pause and restart without losing your place.
Of course, when we're talking about scraping, work on the queue usually means a URL that needs to be visited. Any time a scrape involves making requests to over 1000 URLs, I try to use some sort of work queue.
queue.py file has some basic code for connecting to a redis server, and then putting things into a queue or taking things out of a queue.
Note that I'm using redis
sets as the default queue implementation. The benefit of this is that it automatically dedupes items in the set, which means that if I try to add the same URL to the queue multiple times, it will only show up once. This helps ensure that we don't scrape the same URL multiple times.
A potential downside of sets is that there's no implied ordering of items. It's not first-in-first-out (FIFO) or first-in-last-out (FILO). When your worker goes to pull a URL from the queue, it will be a random one from the list of all URLs in the queue. It's up to your and your needs whether it's important that URLs are visited in a specific order.
Setting up Your Environment
Since the scraper will need to connect to a database server and a redis server, and manage a few third party libraries, it's important that we have a bit of configuration code in place so we can easily setup a new environment on our local computer, or on whatever server we will be running the code from.
Most of the details for setting this up are in the project's
readme.md file. Make sure you run through all of the steps in there to get your local environment all setup.
One thing to pay attention to is the
.env file in the project. Normally, you wouldn't check this in with your code since it's where you put secret values like database passwords, but I've provided one with the project to help you get setup.
You'll need to make sure that you have both your database URL and your redis URL specified in there, so the code knows how to connect to the database and redis servers. Note that this servers could live directly on your computer, in which case the URL would simply point to
Finally, once you've got your environment setup, make sure you create a migration file using alembic, and then apply the migration to your database so that its setup and ready to accept incoming data. The commands for these are in the
readme.md file.
Running Your First Scrape
The rest of the scraping logic is up to you, and will depend on the target site you're scraping. I provided some example code in
example.py that scrapes my own website – Scrape This Site – which is designed for beginners who want to learn web scraping. This is intended to show you how to put all of the various pieces together to build a scraper.
At the top of
example.py, you can see that we're importing from
utils.py and
models.py. Then we define the
search function that takes in a keyword, makes a request to the page, and stores the data it finds in the database.
Notice this pattern of having a single function that takes a simple input, looks it up and stores data about it. This pattern of processing one input at a time is very easy to split out into a worker. This allows us to create multiple workers pulling inputs from the queue and then running this function on those inputs at the same time.
Try to avoid writing code with loops that make requests in each iteration, as a general rule.
Note that the example code won't actually store any of the hockey team statistics from the page we're scraping, since the example data we're pulling doesn't correspond with the attributes we've defined on our
Item class in
The bottom of the file (everything under
if __name__ == '__main__') is a bit obtuse, but it specifies a few different ways that we can run our code from the command line. If you want to run the code with a single keyword, you can specify the keyword on the command line, like so
python example.py -k bruins
If you'd like to specify a text file of keywords, with one keyword per line, you can run it like so
python example.py -f input/keywords.txt
Note that running it this way only dumps the keywords from the file into the queue. It doesn't actually run the
search function on each keyword.
Finally, to run the code in "worker" mode, pulling keywords from the queue, performing the lookup, and then repeating that process over and over until there's no work left, you can run it like so
python example.py -w
Note that once a worker finds that there's nothing left in the queue, it'll sleep for 60 seconds before checking the queue again. You could open multiple terminal windows and run the same worker command in each one, and then you'd have multiple workers pulling keywords from the queue in parallel.
I suggest trying the code both in "one-off keyword" mode with the
-k flag, and in "keyword file" mode then "worker" mode to get a feel for how it all comes together.
Once you're familiar with that, it's off to the races!
If you're looking for quick recipes or scraping patterns, you can check out my web scraping cheat sheet for copy/paste-able code samples to help with tricky situations.
If you get stuck with an error you don't understand, you can check out my tips for debugging code for new developers.
Good luck, and happy scraping!