characterize | Detect character
kandi X-RAY | characterize Summary
kandi X-RAY | characterize Summary
Detect text encoding. Ports the algorithm used by the file command. Includes a utility function to decode zip filenames.
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Top functions reviewed by kandi - BETA
- Detect returns the char type of buf .
- detect UTF 8
- detect UTF16 returns true if r is UTF - 8 and false otherwise .
- String returns the string representation of a char type .
- detectText returns the type of text .
- detectEBCDIC returns true if r is an eBCDIC .
- ZipName returns Zip name
- utf7BOM returns true if r is UTF7BOM .
- utf8BOM returns true if r is UTF - 8
characterize Key Features
characterize Examples and Code Snippets
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Trending Discussions on characterize
QUESTION
When producing H.264 frames and decoding them using pyAV, packets are parsed from frames only when invoking the parse
methods twice.
Consider the following test H.264 input, created using:
ffmpeg -f lavfi -i testsrc=duration=10:size=1280x720:rate=30 -f image2 -vcodec libx264 -bsf h264_mp4toannexb -force_key_frames source -x264-params keyint=1:scenecut=0 "frame-%4d.h264"
Now, using pyAV to parse the first frame:
...ANSWER
Answered 2022-Apr-03 at 18:05This is an expected PyAV behavior. Not only, it is an expected behavior of the underlying libav
. One packet does not guarantee a frame, and multiple packets may be needed before producing a frame. This is apparent in FFmpeg's video decoder example:
QUESTION
Question in short
To have a proper input for pycosat, is there a way to speed up calculation from dnf to cnf, or to circumvent it altogether?
Question in detail
I have been watching this video from Raymond Hettinger about modern solvers. I downloaded the code, and implemented a solver for the game Towers in it. Below I share the code to do so.
Example Tower puzzle (solved):
...ANSWER
Answered 2022-Mar-19 at 22:23First, it's good to note the difference between equivalence and equisatisfiability. In general, converting an arbitrary boolean formula (say, something in DNF) to CNF can result in a exponential blow-up in size.
This blow-up is the issue with your from_dnf
approach: whenever you handle another product term, each of the literals in that product demands a new copy of the current cnf clause set (to which it will add itself in every clause). If you have n product terms of size k, the growth is O(k^n)
.
In your case n
is actually a function of k!
. What's kept as a product term is filtered to those satisfying the view constraint, but overall the runtime of your program is roughly in the region of O(k^f(k!))
. Even if f grows logarithmically, this is still O(k^(k lg k))
and not quite ideal!
Because you're asking "is this satisfiable?", you don't need an equivalent formula but merely an equisatisfiable one. This is some new formula that is satisfiable if and only if the original is, but which might not be satisfied by the same assignments.
For example, (a ∨ b)
and (a ∨ c) ∧ (¬b)
are each obviously satisfiable, so they are equisatisfiable. But setting b
true satisfies the first and falsifies the second, so they are not equivalent. Furthermore the first doesn't even have c
as a variable, again making it not equivalent to the second.
This relaxation is enough to replace this exponential blow-up with a linear-sized translation instead.
The critical idea is the use of extension variables. These are fresh variables (i.e., not already present in the formula) that allow us to abbreviate expressions, so we don't end up making multiple copies of them in the translation. Since the new variable is not present in the original, we'll no longer have an equivalent formula; but because the variable will be true if and only if the expression is, it will be equisatisfiable.
If we wanted to use x
as an abbreviation of y
, we'd state x ≡ y
. This is the same as x → y
and y → x
, which is the same as (¬x ∨ y) ∧ (¬y ∨ x)
, which is already in CNF.
Consider the abbreviation for a product term: x ≡ (a ∧ b)
. This is x → (a ∧ b)
and (a ∧ b) → x
, which works out to be three clauses: (¬x ∨ a) ∧ (¬x ∨ b) ∧ (¬a ∨ ¬b ∨ x)
. In general, abbreviating a product term of k literals with x
will produce k binary clauses expressing that x
implies each of them, and one (k+1)
-clause expressing that all together they imply x
. This is linear in k
.
To really see why this helps, try converting (a ∧ b ∧ c) ∨ (d ∧ e ∧ f) ∨ (g ∧ h ∧ i)
to an equivalent CNF with and without an extension variable for the first product term. Of course, we won't just stop with one term: if we abbreviate each term then the result is precisely a single CNF clause: (x ∨ y ∨ z)
where these each abbreviate a single product term. This is a lot smaller!
This approach can be used to turn any circuit into an equisatisfiable formula, linear in size and in CNF. This is called a Tseitin transformation. Your DNF formula is simply a circuit composed of a bunch of arbitrary fan-in AND gates, all feeding into a single arbitrary fan-in OR gate.
Best of all, although this formula is not equivalent due to additional variables, we can recover an assignment for the original formula by simply dropping the extension variables. It is sort of a 'best case' equisatisfiable formula, being a strict superset of the original.
To patch this into your code, I added:
QUESTION
I am training different models for a regression problem. Since i want to find the best model between the choices, i wanted to perform a cross validation with k = 20, to characterize the MSE of the models, and statistically determine what model is the better between them. The problem has got multiple dependant variables, and i would like to determinate the MSE separately for both dependant variables, but cross_val_score doesnt let me do that explicitely. Here is some example code of one of my models:
...ANSWER
Answered 2022-Mar-10 at 19:44You can use Scikit Learn KFold Cross Validation with just a simple for
loop.
And here is a example testing 5-fold cross validation on bayes classifer:
QUESTION
I'm trying to include a third column in my dataset to characterize whether the start_date date is a weekday or not.
So I have the following dataset:
start_date count 2018-10-01 1043 2018-10-02 1062 2018-10-03 1068 2018-10-04 1003 2018-10-05 1122 2021-12-27 1053And used this code below to generate this third column
...ANSWER
Answered 2022-Mar-03 at 19:32bday takes a date as a parameter, not a Series.
QUESTION
Baseball is a bat-and-ball game played between two opposing teams, of nine players each, that take turns batting and fielding. The game proceeds when a player on the fielding team, called the pitcher, throws a ball which a player on the batting team tries to hit with a bat. The objective of the offensive team (batting team) is to hit the ball into the field of play, allowing its players to run the bases, having them advance counter-clockwise around four bases to score what are called "runs". The objective of the defensive team (fielding team) is to prevent batters from becoming runners, and to prevent runners' advance around the bases.[2] A run is scored when a runner legally advances around the bases in order and touches home plate (the place where the player started as a batter). The team that scores the most runs by the end of the game is the winner.The first objective of the batting team is to have a player reach first base safely. A player on the batting team who reaches first base without being called "out" can attempt to advance to subsequent bases as a runner, either immediately or during teammates' turns batting. The fielding team tries to prevent runs by getting batters or runners "out", which forces them out of the field of play. Both the pitcher and fielders have methods of getting the batting team's players out. The opposing teams switch back and forth between batting and fielding; the batting team's turn to bat is over once the fielding team records three outs. One turn batting for each team constitutes an inning. A game is usually composed of nine innings, and the team with the greater number of runs at the end of the game wins. If scores are tied at the end of nine innings, extra innings are usually played. Baseball has no game clock, although most games end in the ninth inning.Baseball evolved from older bat-and-ball games already being played in England by the mid-18th century. This game was brought by immigrants to North America, where the modern version developed. By the late 19th century, baseball was widely recognized as the national sport of the United States. Baseball is popular in North America and parts of Central and South America, the Caribbean, and East Asia, particularly in Japan, South Korea, and Taiwan.
Badminton is a racquet sport played using racquets to hit a shuttlecock across a net. Although it may be played with larger teams, the most common forms of the game are "singles" (with one player per side) and "doubles" (with two players per side). Badminton is often played as a casual outdoor activity in a yard or on a beach; formal games are played on a rectangular indoor court. Points are scored by striking the shuttlecock with the racquet and landing it within the opposing side's half of the court.Each side may only strike the shuttlecock once before it passes over the net. Play ends once the shuttlecock has struck the floor or if a fault has been called by the umpire, service judge, or (in their absence) the opposing side.[1]The shuttlecock is a feathered or (in informal matches) plastic projectile which flies differently from the balls used in many other sports. In particular, the feathers create much higher drag, causing the shuttlecock to decelerate more rapidly. Shuttlecocks also have a high top speed compared to the balls in other racquet sports. The flight of the shuttlecock gives the sport its distinctive nature.The game developed in British India from the earlier game of battledore and shuttlecock. European play came to be dominated by Denmark but the game has become very popular in Asia, with recent competitions dominated by China. Since 1992, badminton has been a Summer Olympic sport with four events: men's singles, women's singles, men's doubles, and women's doubles,[2] with mixed doubles added four years later. At high levels of play, the sport demands excellent fitness: players require aerobic stamina, agility, strength, speed, and precision. It is also a technical sport, requiring good motor coordination and the development of sophisticated racquet movements.[3
Basketball is a team sport in which two teams, most commonly of five players each, opposing one another on a rectangular court, compete with the primary objective of shooting a basketball (approximately 9.4 inches (24 cm) in diameter) through the defender's hoop (a basket 18 inches (46 cm) in diameter mounted 10 feet (3.048 m) high to a backboard at each end of the court), while preventing the opposing team from shooting through their own hoop. A field goal is worth two points, unless made from behind the three-point line, when it is worth three. After a foul, timed play stops and the player fouled or designated to shoot a technical foul is given one, two or three one-point free throws. The team with the most points at the end of the game wins, but if regulation play expires with the score tied, an additional period of play (overtime) is mandated.Players advance the ball by bouncing it while walking or running (dribbling) or by passing it to a teammate, both of which require considerable skill. On offense, players may use a variety of shots – the layup, the jump shot, or a dunk; on defense, they may steal the ball from a dribbler, intercept passes, or block shots; either offense or defense may collect a rebound, that is, a missed shot that bounces from rim or backboard. It is a violation to lift or drag one's pivot foot without dribbling the ball, to carry it, or to hold the ball with both hands then resume dribbling.The five players on each side fall into five playing positions. The tallest player is usually the center, the second-tallest and strongest is the power forward, a slightly shorter but more agile player is the small forward, and the shortest players or the best ball handlers are the shooting guard and the point guard, who implements the coach's game plan by managing the execution of offensive and defensive plays (player positioning). Informally, players may play three-on-three, two-on-two, and one-on-one
Bowling is a target sport and recreational activity in which a player rolls a ball toward pins (in pin bowling) or another target (in target bowling). The term bowling usually refers to pin bowling (most commonly ten-pin bowling), though in the United Kingdom and Commonwealth countries, bowling could also refer to target bowling, such as lawn bowls.In pin bowling, the goal is to knock over pins on a long playing surface known as a lane. Lanes have a wood or synthetic surface onto which protective lubricating oil is applied in different specified oil patterns that affect ball motion. A strike is achieved when all the pins are knocked down on the first roll, and a spare is achieved if all the pins are knocked over on a second roll. Common types of pin bowling include ten-pin, candlepin, duckpin, nine-pin, five-pin and kegel. The historical game skittles is the forerunner of modern pin bowling.In target bowling, the aim is usually to get the ball as close to a mark as possible. The surface in target bowling may be grass, gravel, or synthetic.[1] Lawn bowls, bocce, carpet bowls, pétanque, and boules may have both indoor and outdoor varieties. Curling is also related to bowls.Bowling is played by 120 million people in more than 90 countries (including 70 million in the United States alone),[2] and is the subject of video games.
Cycling, also called bicycling or biking, is the use of bicycles for transport, recreation, exercise or sport.[1] People engaged in cycling are referred to as "cyclists",[2] "bicyclists",[3] or "bikers".[4] Apart from two-wheeled bicycles, "cycling" also includes the riding of unicycles, tricycles, quadricycles, recumbent and similar human-powered vehicles (HPVs).Bicycles were introduced in the 19th century and now number approximately one billion worldwide.[5] They are the principal means of transportation in many parts of the world, especially in densely populated European cities.[6]Cycling is widely regarded as an effective and efficient mode of transportation[7][8] optimal for short to moderate distances.Bicycles provide numerous possible benefits in comparison with motor vehicles, including the sustained physical exercise involved in cycling, easier parking, increased maneuverability, and access to roads, bike paths and rural trails. Cycling also offers a reduced consumption of fossil fuels, less air or noise pollution, reduced greenhouse gas emissions,[9] and greatly reduced traffic congestion.[10] These have a lower financial cost for users as well as for society at large (negligible damage to roads, less road area required). By fitting bicycle racks on the front of buses, transit agencies can significantly increase the areas they can serve.[11]In addition, cycling provides a variety of health benefits.[12] The World Health Organization (WHO) states that cycling can reduce the risk of cancers, heart disease, and diabetes that are prevalent in sedentary lifestyles.[13][10] Cycling on stationary bikes have also been used as part of rehabilitation for lower limb injuries, particularly after hip surgery.[14] Individuals who cycle regularly have also reported mental health improvements, including less perceived stress and better vitality.[15]
Golf is a club-and-ball sport in which players use various clubs to hit balls into a series of holes on a course in as few strokes as possible.Golf, unlike most ball games, cannot and does not utilize a standardized playing area, and coping with the varied terrains encountered on different courses is a key part of the game. The game at the usual level is played on a course with an arranged progression of 18 holes, though recreational courses can be smaller, often having nine holes. Each hole on the course must contain a teeing ground to start from, and a putting green containing the actual hole or cup 4+1⁄4 inches (11 cm) in diameter. There are other standard forms of terrain in between, such as the fairway, rough (long grass), bunkers (or "sand traps"), and various hazards (water, rocks) but each hole on a course is unique in its specific layout and arrangement.Golf is played for the lowest number of strokes by an individual, known as stroke play, or the lowest score on the most individual holes in a complete round by an individual or team, known as match play. Stroke play is the most commonly seen format at all levels, but most especially at the elite level.The modern game of golf originated in 15th century Scotland. The 18-hole round was created at the Old Course at St Andrews in 1764. Golf's first major, and the world's oldest tournament in existence, is The Open Championship, also known as the British Open, which was first played in 1860 at the Prestwick Golf Club in Ayrshire, Scotland. This is one of the four major championships in men's professional golf, the other three being played in the United States: The Masters, the U.S. Open, and the PGA Championship
Running is a method of terrestrial locomotion allowing humans and other animals to move rapidly on foot. Running is a type of gait characterized by an aerial phase in which all feet are above the ground (though there are exceptions).[1] This is in contrast to walking, where one foot is always in contact with the ground, the legs are kept mostly straight and the center of gravity vaults over the stance leg or legs in an inverted pendulum fashion.[2] A feature of a running body from the viewpoint of spring-mass mechanics is that changes in kinetic and potential energy within a stride occur simultaneously, with energy storage accomplished by springy tendons and passive muscle elasticity.[3] The term running can refer to any of a variety of speeds ranging from jogging to sprinting.Running in humans is associated with improved health and life expectancy.[4]It is assumed that the ancestors of humankind developed the ability to run for long distances about 2.6 million years ago, probably in order to hunt animals.[5] Competitive running grew out of religious festivals in various areas. Records of competitive racing date back to the Tailteann Games in Ireland between 632 BCE and 1171 BCE,[6][7][8] while the first recorded Olympic Games took place in 776 BCE. Running has been described as the world's most accessible sport.[9]
"Soccer team" and "Soccer" redirect here. For the band, see Soccer Team (band). For other uses, see Soccer (disambiguation).This article is about the sport of association football. For other codes of football, see Football.Association football, more commonly known as simply football or soccer,[a] is a team sport played with a spherical ball between two teams of 11 players. It is played by approximately 250 million players in over 200 countries and dependencies, making it the world's most popular sport. The game is played on a rectangular field called a pitch with a goal at each end. The object of the game is to score more goals than the opposition by moving the ball beyond the goal line into the opposing goal, usually within a time frame of 90 or more minutes.Football is played in accordance with a set of rules known as the Laws of the Game. The ball is 68–70 cm (27–28 in) in circumference and known as the football. The two teams compete to get the ball into the other team's goal (between the posts and under the bar), thereby scoring a goal. Players are not allowed to touch the ball with hands or arms while it is in play, except for the goalkeepers within the penalty area. Players may use any other part of their body to strike or pass the ball and mainly use their feet. The team that scores more goals at the end of the game is the winner; if both teams have scored an equal number of goals, either a draw is declared or the game goes into extra time or a penalty shootout, depending on the format of the competition. Each team is led by a captain who has only one official responsibility as mandated by the Laws of the Game: to represent their team in the coin toss before kick-off or penalty kicks.[4]
Swimming is the self-propulsion of a person through water, or other liquid, usually for recreation, sport, exercise, or survival. Locomotion is achieved through coordinated movement of the limbs and the body to achieve hydrodynamic thrust which results in directional motion. Humans can hold their breath underwater and undertake rudimentary locomotive swimming within weeks of birth, as a survival response.[1]Swimming is consistently among the top public recreational activities,[2][3][4][5] and in some countries, swimming lessons are a compulsory part of the educational curriculum.[6] As a formalized sport, swimming features in a range of local, national, and international competitions, including every modern Summer Olympics.Swimming relies on the nearly neutral buoyancy of the human body. On average, the body has a relative density of 0.98 compared to water, which causes the body to float. However, buoyancy varies on the basis of body composition, lung inflation, muscle and fat content, centre of gravity and the salinity of the water. Higher levels of body fat and saltier water both lower the relative density of the body and increase its buoyancy. Human males tend to have a lower centre of gravity and higher muscle content, therefore find it more difficult to float or be buoyant. See also: Hydrostatic weighing.Since the human body is less dense than water, water is able to support the weight of the body during swimming. As a result, swimming is “low-impact” compared to land activities such as running. The density and viscosity of water also create resistance for objects moving through the water. Swimming strokes use this resistance to create propulsion, but this same resistance also generates drag on the body.
Table tennis, also known as ping-pong and whiff-whaff, is a sport in which two or four players hit a lightweight ball, also known as the ping-pong ball, back and forth across a table using small solid rackets. The game takes place on a hard table divided by a net. Except for the initial serve, the rules are generally as follows: players must allow a ball played toward them to bounce once on their side of the table and must return it so that it bounces on the opposite side at least once. A point is scored when a player fails to return the ball within the rules. Play is fast and demands quick reactions. Spinning the ball alters its trajectory and limits an opponent's options, giving the hitter a great advantage.Table tennis is governed by the worldwide organization International Table Tennis Federation (ITTF), founded in 1926. ITTF currently includes 226 member associations.[3] The table tennis official rules are specified in the ITTF handbook.[4] Table tennis has been an Olympic sport since 1988,[5] with several event categories. From 1988 until 2004, these were men's singles, women's singles, men's doubles and women's doubles. Since 2008, a team event has been played instead of the doubles.The sport originated in Victorian England, where it was played among the upper-class as an after-dinner parlour game.[1][2] It has been suggested that makeshift versions of the game were developed by British military officers in India around the 1860s or 1870s, who brought it back with them.[6] A row of books stood up along the center of the table as a net, two more books served as rackets and were used to continuously hit a golf-ball.[7][8]The name "ping-pong" was in wide use before British manufacturer J and Son Ltd trademarked it in 1901. The name "ping-pong" then came to describe the game played using the rather expensive equipment, with other manufacturers calling it table tennis. A similar situation arose in the United States, where sold the rights to the "ping-pong" name to Parker Brothers. Parker Brothers then enforced its trademark for the term in the 1920s, making the various associations change their names to "table tennis" instead of the more common, but trademarked, term.[9]
Tennis is a racket sport that can be played individually against a single opponent (singles) or between two teams of two players each (doubles). Each player uses a tennis racket that is strung with cord to strike a hollow rubber ball covered with felt over or around a net and into the opponent's court. The object of the game is to manoeuvre the ball in such a way that the opponent is not able to play a valid return. The player who is unable to return the ball validly will not gain a point, while the opposite player will.[1][2]Tennis is an Olympic sport and is played at all levels of society and at all ages. The sport can be played by anyone who can hold a racket, including wheelchair users. The modern game of tennis originated in Birmingham, England, in the late 19th century as lawn tennis.[3] It had close connections both to various field (lawn) games such as croquet and bowls as well as to the older racket sport today called real tennis.[4]The rules of modern tennis have changed little since the 1890s. Two exceptions are that until 1961 the server had to keep one foot on the ground at all times,[5][6] and the adoption of the tiebreak in the 1970s.[7] A recent addition to professional tennis has been the adoption of electronic review technology coupled with a point-challenge system, which allows a player to contest the line call of a point, a system known as Hawk-Eye.[8][9]Tennis is played by millions of recreational players and is also a popular worldwide spectator sport.[10] The four Grand Slam tournaments (also referred to as the Majors) are especially popular: the Australian Open played on hard courts, the French Open played on red clay courts, Wimbledon played on grass courts, and the US Open also played on hard courts.[11]
...ANSWER
Answered 2022-Feb-28 at 05:46Cheers everyone I just found it . The solution is just remove the single quotation mark this one '
And if you want to use this mark then use like this
QUESTION
So, I want to display specific product page using id as the parameter, it seems to match the id just fine but when i try to display the product image and name that have the product id (let's say id=1 and so on) it displays error in developer tools console and said that the properties of product.name and product.image are undefined.
...ANSWER
Answered 2022-Feb-27 at 18:15The problem is with this line
QUESTION
I recently have been looking to make a Prolog meta-interpreter with a certain set of features, but I am starting to see that I don't have the theoretical knowledge to work on it.
The features are as follows :
- Depth-first search.
- Interprets any non-recursive Prolog program the same way a classic interpreter would.
- Guarantees breaking out of any infinite recursion. This most-likely means breaking Turing-completeness, and I'm okay with that.
- As long as each step of the recursion reduces the complexity of the expression, keep evaluating it. To be more specific, I want predicates to be allowed to call themselves, but I want to prevent a clause to be able to call a similarly or more complex version of itself.
Obviously, (3) and (4) are the ones I am having problems with. I am not sure if those 2 features are compatible. I am not even sure if there is a way to define complexity such that (4) makes logical sense.
In my researches, I have come across the concept of "unavoidable pattern", which, I believe, provides a way to ensure feature (3), as long as feature (4) has a well-formed definition.
I specifically want to know if this kind of interpreter has been proven impossible, and, if not, if theoretical or concrete work on similar interpreters has been done in the past.
Extra featuresProvided the above features are possible to implement, I have extra features I want to add, and would be grateful if you could enlighten me on the feasibility of such features as well :
- Systematically characterize and describe those recursions, such that, when one is detected, a user-defined predicate or clause could be called that matches this specific form of recursion.
- Detect patterns that result in an exponential number of combinatorial choices, prevent evaluation, and characterize them in the same way as step (5), such that they can be handled by a built-in or user-defined predicate.
Here is a simple predicate that obviously results in infinite recursion in a normal Prolog interpreter in all but the simplest of cases. This interpreter should be able to evaluate it in at most PSPACE (and, I believe, at most P if (6) is possible to implement), while still giving relevant results.
...ANSWER
Answered 2022-Feb-25 at 17:06If you want to guarantee termination you can conservatively assume any input goal is nonterminating until proven otherwise, using a decidable proof procedure. Basically, define some small class of goals which you know halt, and expand it over time with clever ideas.
Here are three examples, which guarantee or force three different kinds of termination respectively (also see the Power of Prolog chapter on termination):
- existential-existential: at least one answer is reached before potentially diverging
- universal-existential: no branches diverge but there may be an infinite number of them, so the goal may not be universally terminating
- universal-universal: after a finite number of steps, every answer will be reached, so in particular there must be a finite number of answers
In the following, halts(Goal)
is assumed to correctly test a goal for existential-existential termination.
This uses halts/1
to prove existential termination of a modest class of goals. The current evaluator eval/1
just falls back to the underlying engine:
QUESTION
I'm trying to classify time series data using SQL. I have data for a reference data point that occurs over 3 years. So the reference occurs 36 times, one for each month. Sometimes the quantity is 0, other times it may be 25 or even higher for each row. What I want to know is how to calculate these equations using SQL (MSSQL in particular).
Then, similarly, I want to classify the data into Erratic
, Smooth
, Lumpy
, and/or Intermittent
as seen here.
Smooth demand (ADI < 1.32 and CV² < 0.49). The demand is very regular in time and in quantity. It is therefore easy to forecast and you won’t have trouble reaching a low forecasting error level.
Intermittent demand (ADI >= 1.32 and CV² < 0.49). The demand history shows very little variation in demand quantity but a high variation in the interval between two demands. Though specific forecasting methods tackle intermittent demands, the forecast error margin is considerably higher.
Erratic demand (ADI < 1.32 and CV² >= 0.49). The demand has regular occurrences in time with high quantity variations. Your forecast accuracy remains shaky.
Lumpy demand (ADI >= 1.32 and CV² >= 0.49). The demand is characterized by a large variation in quantity and in time. It is actually impossible to produce a reliable forecast, no matter which forecasting tools you use. This particular type of demand pattern is unforecastable.
Here is the query that produces the table that I am working with.
...ANSWER
Answered 2022-Feb-09 at 22:00with data as (
select
CP_REF,
count(*) * 1.0 /
nullif(count(case when QUANTITY > 0 then 1 end), 0) as ADI,
stdevp(QUANTITY) / nullif(avg(QUANTITY), 0) as COV
from DF_ALL_DEMAND_BY_ROW_V
where parent is not null
group by CP_REF
)
select
CP_REF, ADI, COV,
case
when ADI < 1.32 and COV < 0.49 then 'Smooth'
when ADI >= 1.32 and COV < 0.49 then 'Intermittent'
when ADI < 1.32 and COV >= 0.49 then 'Erratic'
when ADI >= 1.32 and COV >= 0.49 then 'Lumpy'
else 'Smooth'
end as DEMAND
from data;
QUESTION
I have a dataframe made by the school grades of some students in different subjects. The students are also characterized by their gender (F or M), that is included as a suffix in their names (e.g. Anne_F, Albert_M, etc...) With these data I have created an heatmap with the package pheatmap(), in this way:
...ANSWER
Answered 2022-Feb-06 at 15:15With the given data, you could achieve your desired output like this:
QUESTION
Note : almost duplicate of Numpy vectorization: Find intersection between list and list of lists
Differences :
- I am focused on efficiently when the lists are large
- I'm searching for the largest intersections.
ANSWER
Answered 2022-Jan-22 at 02:49Since y
contains disjoint ranges and the union of them is also a range, a very fast solution is to first perform a binary search on y
and then count the resulting indices and only return the ones that appear at least 10 times. The complexity of this algorithm is O(Nx log Ny)
with Nx
and Ny
the number of items in respectively x
and y
. This algorithm is nearly optimal (since x
needs to be read entirely).
First of all, you need to transform your current y
to a Numpy array containing the beginning value of all ranges (in an increasing order) with N
as the last value (assuming N
is excluded for the ranges of y
, or N+1
otherwise). This part can be assumed as free since y
can be computed at compile time in your case. Here is an example:
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