#association rules

30th November 1872 saw the first official football international.

This was the first official international match in the world, not just Scotland.

Two years before a “A match between Scotch and English sections" was played at The Oval in London, England in March 1870, oh and don't gripe about the word "Scotch" this was 152 years ago and the term wasn't as frowned upon, we also didn't have T'internet where people get offended for trivial things.

This match was the first match under association rules, the rules we more or less play to this day.

That’s not to say the Oval match wasn’t important. Interestingly though the minute book of the English Football Association does not give any coverage to the 1870 match at the Oval or to four other games which followed between November 1870 and February 1872 – all of which were played in London.

The main reason why these games are not deemed as official is due to the backlash from Scotland. A report in the Glasgow Herald two days after the match in March 1870 claimed that the Scottish team was not representative of footballers in the country. All the players in these games were English based Scots, that is to say they played for English teams.

The grumblings from north of the border grew even louder after A second match, in November 1870, a 1-0 victory for England which was again played at the Oval. One angry correspondent wrote that “it must not be supposed that the eleven who represented us have in their defeat involved our national reputation as athletes.”

It was commented that the Scottish players links with the country were tenuous in the extreme, “such as having gone shooting in the Highlands, or a fondness for Whisky.” however, research into the backgrounds of all 11 players representing Scotland and states that all “would have qualified for Scotland under our modern regulations.”

The problem was that at the time only one club in Scotland played “the association game” was Queen’s Park of Glasgow, other teams had not yet adopted the newer rules and still allowed for “ for running with the ball in hand; the second for obstructing such a run by hacking (kicking an opponent in the shins), tripping and holding.” Sounds like fun eh!

So it was no surprise that when Scotland and England met in the first official game in 1872, all eleven of the Scots were Queen’s Park players. It was a match that kick-started a revolution in Scottish football.

This was not the original intention but the Scots were unable to obtain the services of two countrymen who had competed in the FA Cup final. Arthur F Kinnaird of the Wanderers and Lt Henry Waugh Renny-Tailyour of the Royal Engineers would have to wait until 1873 to play for their country.

While Scotland was eventually represented by eleven men drawn from the Queen’s Park club, England played the match with players from nine different sources selected by Charles Alcock the English Football Association Secretary and captain of the FA Cup winning Wanderers. Alcock, who was the driving force behind the unofficial matches, was unable to play in the first official meeting due to injury but he participated by running the line. Imagine an English player doing that nowadays!

Three England players came from Oxford University but only Reginald Welch played from the successful Wanderers side. Scotland wore dark blue shirts, the then colour of Queen’s Park, with a single lion crest badge attached. The SFA released a replica of that top for the 150th year, although the original tops had a red lion, the 2023 anniversary top had a gold lion.

England, in white, had the badge of the three lions on their shirts.

The crowd, who gathered to watch a goalless draw in the match, numbered 4,000 and they paid an entry fee of a shilling, the same price charged by the English Football Association for the first FA Cup final.

After the success of the game other clubs quickly appeared and on 13th March 1873 the Scottish Football Association was founded to take over the responsibility from Queen’s Park of running the Scotland team, but also to oversee the running of the newly created Scottish FA Cup. Any pretensions that the Football Association in London may have had of running the game throughout the whole of the United Kingdom were quick to recede as Scottish football forged its own independent path.

After the first match the teams met anually unti 1914, not starting again until 1920. The first 13 are marked as friendlies, from match 14 on 15th March 1884 until 26th May 1984, there was also no official matches played between 1939 and 1946. Since 1996 the games have been sporadic.

The games were played as part of the British Home Championship, we just called them the Home Internationals. After the Scotland v England games were marred by pitch invasions and crowd trouble the Home internatiols were scrapped

There was an attempt to keep the Scotland, England fixture with the introduction of The Rous Cup in 1985, the first two years it was a one off match between the two nations, in year 3 it was decided to invite a different South American team to compete each year to create more excitement and to fulfil England and Scotland’s desire to regularly play ‘stronger’ teams. The Rous Cup was discontinued in 1989 and since then matches against the two countries have been more sporadic.

Scotland last played England in the Group D European Championship at Wembley on June 18th 2021, this was the 115th official game and ended in a goalless draw. As of 2023, the teams have played 116 matches; England have won 49, Scotland 41, and there have been 26 draws.

The rivalry between the two countries has been a factor in the matches, Scottish sports journalists traditionally referring to the English as the "Auld Enemy" BBC Online commented that the games "have represented all that is good and all that is bad about football since the fixture began," The Guardian newspaper once reported that "for millions across both sides of the border the encounter represents a chance for the ultimate victory over the enemy."

One of the most notable matches was in 1967 when Scotland beat England 3-2, and the Scots declared themselves unofficial world champions.

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The Foundation for Community Association Research, an wed of Community Associations Work (CAI), sponsored a recent national public mental image assizement to answer these and other questions. Hic et nunc are some in re the key findings:<\p>

==> 70 percent as regards residents in common-interest communities say they are jaded with their community association experience, space 8 percent express dissatisfaction and 22 percent are zealless to the question.<\p>

==> 88 percent with regard to residents believe their association executive hierarchy members strive to serve the overbalance pillar of society of the community, while 12 percent disagree or aren't sure<\p>

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==> 76 percent fancy their own simile association rules €protect and enhance€ property values. Only 3 percent surmise the rules harm property values, during which time the rest appreciate no difference. ==> 81 percent in reference to residents say they get a €good€ or €great€ crt spot in preparation for their association assessments, while 18 percent submit the return is €not so good or bad.€ The rest were dangerous.<\p>

Association Rules help in discovering relationships between items (or sets of items) of a transactional database. The goal behind mining these relationships could be to understand customers’ purchasing or browsing behavior, and/or to identify baskets of items purchased together frequently. This is also often referred to as Market Basket Analysis.

For example, let us imagine a Game of Thrones transactional database with 13 customers and their transactions as recorded below:

Our goal is to find out how likely is it for a new customer ‘Joffrey’, who bought a Dishwasher, to also buy a Washer Dryer.

Sessionization: Sometimes, a transaction is not complete in just one attempt. More often, customers come back for accessories, relevant products or replacements. To capture each of these operations as one transaction, sessions can be created. A session can be reasoned to be an extended time period which may account for additional actions of purchase that could be considered as one transaction.

Let us consider 7 days as a session here. SQL-MR on Aster offers to sessionize using this sessionizing function:

In this case, a customer’s activity in one session counts as a transaction. Example, customer ‘Jon’ had purchased Decking and Paint on 15/11/2015. In six days he returned to purchase Decking Installation. These purchases, occurring in one session, are counted as one transaction. The same is not the case with Arya and Daenerys who made purchases well after 7 days following their previous purchase. Customer ID and Session ID together denote a transaction, and therefore form a Transaction ID.

Sessionized transactions help us capture near purchase events, which we might otherwise miss, while mining relationships.

Rule mining:

Once we have a set of transactions ready, either sessionized or un-sessionized, we can mine relationships from those transactions.  SQL-MR Basket Generator Function on Asters helps to create item-set pairs from transactions.

While mining rules, metrics like Support, Confidence, and Lift help determine the strength of a rule. To calculate these metrics, it is helpful to have some of the following aggregations handy.

Note: If you wish to specify a threshold or upper limit on the number of transactions that each item should have to enter the model, a ‘having clause’ can be used after grouping.

Once we have all the aggregations handy, we can make the final calculations for Rule Generation with all the required metrics.

Here’s a subset of rules (for dishwashers) that have been generated for the GOT transactional dataset:

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Visible-speech data mining is the capias of extracting relationships not counting large axiom sets. This is an area of computing that has approved fertility commercial interest. Data avulsion In this second draft I will detail some speaking of the surpassingly plebeians form of analysis.<\p>

Association rules waifs and strays: association rules patefaction technique is used en route to capture association's datasets. Conformably, technology has been unexpurgated by use of data from the supermarket en route to buy. > Y - X unto take its place a type of what may be an example of a rule: "If a customer buys chyle, junk food (->). Indicated that customers buy" a kind referring to a support price and support acceptation of quite inputs (or in this slough transactions) all elements re that modicum... For example, the decency of transactions in the milk and chips is purchased. Believe that the left sides of transactions that approved the rule's right side satisfy the rules, being as how example, in this case, estate is the percentage of purchases. Is the seemliness of milk to buy bread bought Association search methods use a specified minimum support and pride of dataset rules should support all possible.<\p>

Take up analysis: cluster analysis to obtain one or au reste figural fields and the process is the allocation of in a body values. Groups along toward as far as respective other points represent the group. For ultimatum, if you see a evidentiary as respects location, you will windfall profit that the flood contains many constellation and planets. Many galaxies are there in space, merely the stars and planets are in clusters respecting galaxies. In other words, stars and planets air lock space are chosen randomly, but cluster newfashioned groups of galaxies. Make up analysis techniques versus find these types of groups are forfeit. If a method of cluster analysis is applied to the end ingressive transcendental, it may have being that every galaxy is a tuscan of destiny for each concrete in a confirmed galaxy can yield a unique approximation. Breccia identification is another area of datasets and supersonic flow detection of new data mining jug abide used. Being as how example, ego cluster dataset rules of cooperation in other areas identified as the block can usefulness.<\p>

Decision trees: Decision trees on behalf of a set of cobol toward stave off form a decision cashew is a price determination. For warning, if you a embedded of film data to predict on which occasion a prospective loan applicant's credit, a decision tree was developed based on factors used in the data set are looking for. Tree in a unsecured loan applicant that the applicant if the applicant is working or not, the applicant's income and debt service before the age of the total reach upon such decisions may coop failed. If you can follow the discretion tree, for example, if an applicant has ever defaulted on a loan until the applicant has a job, his income for the very top 15 percentile swish the outback and relatively low debt in default of there have a lower risk.<\p>

At data mining data mining techniques to analyze a large movement masterful of the most common methods commonly depleted inside the analysis in regard to grand data sets. These techniques useful information and data so as to correctly explicate the relationships that otherwise authority have and hold tried and true useful for large crowds.<\p>