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For a concrete example, consider T = bool and U = int. The bool type takes only two values. Usually these are denoted True and False, but these names are just aliases for the integer values 1 and 0, respectively:You’re allowed to annotate a variable without giving it a value. This adds the annotation to the __annotations__ dictionary, while the variable remains undefined:All programming languages include some kind of type system that formalizes which categories of objects it can work with and how those categories are treated. For instance, a type system can define a numerical type, with 42 as one example of an object of numerical type.

So, Type Annotations or Type Comments?

Hinta.fi:n tarjoussivulta löytyy kaikki tuotteet, joiden hinta on laskenut viimeisen viikon aikana vähintään 5 %. Yli 20 000 tarjoustuotetta ja listasta voi hakea hakusanalla tai suodattaa esim. kauppojen mukaa Logitech-hiiret. Piilota suodattimet Näytä suodattimet. Järjestys: Hinta: kalleimmasta halvimpaan. Hinta: kalleimmasta halvimpaan. Hinta: halvimmasta kalleimpaan Your task is to classify a new data point with 'X' into "Blue" class or "Red" class. The coordinate values of the data point are x=45 and y=50. Suppose the value of K is 3. The KNN algorithm starts by calculating the distance of point X from all the points. It then finds the 3 nearest points with least distance to point X. This is shown in the figure below. The three nearest points have been encircled. Velaton hinta on myyntihinta + myytävien osakkeiden osalle tuleva osuus taloyhtiön lainoista. Myyntihinta + lainaosuus = velaton hinta. Uudisasunnon kauppahinta koostuu kahdesta osasta..

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  2. al system, comparisons between types are based on names and declarations. The Python type system is mostly no
  3. You can also use a variety of callbacks to set early-stopping rules, save model weights along the way, or log the history of each training epoch.

Example: A Deck of Cards

You can also contribute type hints to Typeshed. Make sure to get the permission of the owner of the package first though, especially because they might be working on adding type hints into the source code itself—which is the preferred approach.Such functionality is planned to become standard in the still mythical Python 4.0. However, in Python 3.7 and later, forward references are available through a __future__ import:Duck typing is somewhat supported when doing static type checking of Python code, using structural subtyping. You’ll learn more about duck typing later.

Projects · tiikeri/pythonscripts · GitHu

  1. ently visible on Mypy’s home page and describes the motivation for using type hints in Python well.
  2. You can also define your own protocols. This is done by inheriting from Protocol and defining the function signatures (with empty function bodies) that the protocol expects. The following example shows how len() and Sized could have been implemented:
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  6. By default the function returns the headline left aligned with an underline. By setting the align flag to False you can alternatively have the headline be centered with a surrounding line of o:
  7. Sometimes you might be confused by how Mypy is interpreting your type hints. For those cases there are special Mypy expressions: reveal_type() and reveal_locals(). You can add these to your code before running Mypy, and Mypy will dutifully report which types it has inferred. As an example, save the following code to reveal.py:

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  1. Callable is contravariant in its arguments. This means that it reverses the type hierarchy. You will see how Callable works later, but for now think of Callable[[T], ...] as a function with its only argument being of type T. An example of a Callable[[int], ...] is the double() function defined above. Being contravariant means that if a function operating on a bool is expected, then a function operating on an int would be acceptable.
  2. In the definition of circumference() in the previous section, you only annotated the arguments and the return value. You did not add any annotations inside the function body. More often than not, this is enough.
  3. In fact, we’ll be training a classifier for handwritten digits that boasts over 99% accuracy on the famous MNIST dataset.
  4. Most callable types can be annotated in a similar manner. However, if you need more flexibility, check out callback protocols and extended callable types.

A type variable must be defined using TypeVar from the typing module. When used, a type variable ranges over all possible types and takes the most specific type possible. In the example, name is now a str:Instead, you are allowed to use string literals in annotations. These strings will only be evaluated by the type checker later, and can therefore contain self and forward references. The .create() method should use such string literals for its types:

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In this section you will learn more about this type system, while implementing a simple card game. You will see how to specify:Using Sequence is an example of using duck typing. A Sequence is anything that supports len() and .__getitem__(), independent of its actual type.The input shape parameter should be the shape of 1 sample. In this case, it's the same (1, 28, 28) that corresponds to  the (depth, width, height) of each digit image.Let’s return to our card game example. In this second version of the game, we deal a hand of cards to each player as before. Then a start player is chosen and the players take turns playing their cards. There are not really any rules in the game though, so the players will just play random cards:

Python Type Checking (Guide) - Real Pytho

The challenge this creates for type hinting is that in general start should be a string. However, it may also take the special non-string value None.In a simple example as the one above, you can silence the numpy warning by adding a type comment to the line containing the import:

Keras Tutorial: The Ultimate Beginner's Guide to Deep

Tiikeripyton : jännitysromaani. Tekijä: Salo, Pekka Kuvallinen ISBN: 951205714X Tuoteryhmä Huom. Hinnat ovat kotimaan hintoja. Kysy erikseen hinta ulkomaan toimitukselle mihin tahansa.. Python - Tkinter Scale - The Scale widget provides a graphical slider object that allows you to select values from a specific scale Their underlying mechanics are beyond the scope of this tutorial, but you can read more about them here.There are many available options when type checking your code. As Mypy is still under very active development, command line options are liable to change between versions. You should refer to Mypy’s help to see which settings are default on your version:Also note that the weights from the Convolution layers must be flattened (made 1-dimensional) before passing them to the fully connected Dense layer.

Ohjeita kiinteistökauppaan. Metsän hinta Määräaikaisen sähköliittymän hinta. Laskutamme määräaikaisesta sähköliittymästä hinnastomme mukaisen maksun työmaa-/tilapäiskeskuksen mittaroinnista ja kytkennästä sekä irrotuksesta.. Here you’ve changed align to centered, and correctly used a boolean value for centered when calling headline(). The code now passes Mypy:Did you know you can manage projects in the same place you keep your code? Set up a project board on GitHub to streamline and automate your workflow.

The biggest change since 2012 is that Mypy is no longer a variant of Python. In its first versions Mypy was a stand-alone language that was compatible with Python except for its type declarations. Following a suggestion by Guido van Rossum, Mypy was rewritten to use annotations instead. Today Mypy is a static type checker for regular Python code.Duck typing is a concept related to dynamic typing, where the type or the class of an object is less important than the methods it defines. Using duck typing you do not check types at all. Instead you check for the presence of a given method or attribute.The typing module contains many more composite types, including Counter, Deque, FrozenSet, NamedTuple, and Set. In addition, the module includes other kinds of types that you’ll see in later sections.Note that np.printoptions() is only available in version 1.15 and later of Numpy. Running this example prints some numbers to the console:

Type-Checking Python Programs With Type Hints and myp

  1. What’s your #1 takeaway or favorite thing you learned? How are you going to put your newfound skills to use? Leave a comment below and let us know.
  2. Finally, play() plays the game. As of now, it only prepares for a card game by constructing a shuffled deck and dealing cards to each player. The following is a typical output:
  3. If you ask Python programmers what they like most about Python, they will often cite its One reason for the high readability of Python code is its relatively complete set of Code..
  4. Regarding type annotations: even though names will be a tuple of strings, you should only annotate the type of each name. In other words, you should use str and not Tuple[str]:
  5. g language on its own, but with the help of a few popular libraries (numpy, scipy, matplotlib) it becomes a powerful environment for..
  6. The annotations help catch the kinds of subtle bugs where you are trying to use a meaningless return value. Mypy will give you a helpful warning:
  7. One way to help you find the best value of K is to plot the graph of K value and the corresponding error rate for the dataset.

Another term that is often used when talking about Python is duck typing. This moniker comes from the phrase “if it walks like a duck and it quacks like a duck, then it must be a duck” (or any of its variations). Nelivuotias tiikeripyton on parhaillaan luomassa nahkaansa ja piileksii TILAAJILLE. Bensiinin hinta painui harvinaisen alas - Joensuussa hintalasku ollut maltillisempaa Let’s look at a quick example from a statically typed language. Consider the following Java snippet: Lääkkeen hinta. Lääkkeen hinta. Lääkekorvaukset

K-Nearest Neighbors Algorithm in Python and Scikit-Lear

  1. While Mypy will correctly infer that names is a list of strings, that information is lost after the call to choose() because of the use of the Any type:
  2. If you use the --ignore-missing-import command line option, Mypy will not try to follow or warn about any missing imports. This might be a bit heavy-handed though, as it also ignores actual mistakes, like misspelling the name of a package.
  3. Deep learning refers to neural networks with multiple hidden layers that can learn increasingly abstract representations of the input data. This is obviously an oversimplification, but it’s a practical definition for us right now.
  4. When running the code, you can also inspect the annotations. They are stored in a special .__annotations__ attribute on the function:
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Unfortunately, ignoring the import means that Mypy has no way of discovering the bug in our program. A better solution would be to add type hints to the Parse package itself. As Parse is open source you can actually add types to the source code and send a pull request. Sinopsis : Sementara itu, Rance mungkin juga menjadi salah satu Swordman terbaik di dunia, ia memiliki kepribadian dari kotoran tengik As mentioned, annotations were introduced in Python 3, and they’ve not been backported to Python 2. This means that if you’re writing code that needs to support legacy Python, you can’t use annotations.The K-nearest neighbors (KNN) algorithm is a type of supervised machine learning algorithms. KNN is extremely easy to implement in its most basic form, and yet performs quite complex classification tasks. It is a lazy learning algorithm since it doesn't have a specialized training phase. Rather, it uses all of the data for training while classifying a new data point or instance. KNN is a non-parametric learning algorithm, which means that it doesn't assume anything about the underlying data. This is an extremely useful feature since most of the real world data doesn't really follow any theoretical assumption e.g. linear-separability, uniform distribution, etc.Adding type hints like this has no runtime effect: they are only hints and are not enforced on their own. For instance, if we use a wrong type for the (admittedly badly named) align argument, the code still runs without any problems or warnings:

Suosio. Tila. Hinta Each tutorial at Real Python is created by a team of developers so that it meets our high quality standards. The team members who worked on this tutorial are:Looking at the lists above of pros and cons you’ll notice that adding types will have no effect on your running program or the users of your program. Type checking is meant to make your life as a developer better and more convenient. Suodata. Lajittelu: Suosio Tarkkuus Parhaat tulokset Korkein hinta Uusin ensin Alin hinta Tuotenimi. Für die Filterung wurden keine Ergebnisse gefunden

Tiikeri python (Python molurus, Burman Python)

A protocol specifies one or more methods that must be implemented. For example, all classes defining .__len__() fulfill the typing.Sized protocol. We can therefore annotate len() as follows: Tiikeripyton on Pekka Salon kirjoittama neliosainen jännityskuunnelma. Henkilöt: Asko Yli-Lantti, perämies, tiikeripyton Idin omistaja - Juha Hyppönen Lissu, Liisa Lakkala, liftaaja - Elli Castrén.. Sort tasks into columns by status. You can label columns with status indicators like "To Do", "In Progress", and "Done".Now all we need to do is define the loss function and the optimizer, and then we'll be ready to train it. Klikkaa Tiikeripyton värityskuvat -tehtävää nähdäksesi tulostettavan version tai tehdäksesi tehtävän Sinua voisivat kiinnostaa myös värityskuvat -tehtävät Pyton, Todenmukaiset käärmeet kategoriasta

Python GUI examples (Tkinter Tutorial) - Like Geek

There is also hidden option number three: stub files. You will learn about these later, when we discuss adding types to third party libraries.In the rest of this guide, we’ll go into more detail about the Python type system, including how you run static type checkers (with particular focus on Mypy), how you type check code that uses libraries without type hints, and how you use annotations at runtime.

Type hints help you build and maintain a cleaner architecture. The act of writing type hints forces you to think about the types in your program. While the dynamic nature of Python is one of its great assets, being conscious about relying on duck typing, overloaded methods, or multiple return types is a good thing.You might already have such a type checker built into your editor. For instance PyCharm immediately gives you a warning:For example, deep learning has led to major advances in computer vision. We’re now able to classify images, find objects in them, and even label them with captions. To do so, deep neural networks with many hidden layers can sequentially learn more complex features from the raw input image:

Typing — pysheeet New in Python 3

Note that being explicit about a function not returning anything is different from not adding a type hint about the return value: Последние твиты от Hinta.fi (@hintafi). Suomen rautaisin hintavertailu. Fokus tietotekniikassa, viihde-elektroniikassa, mobiilaitteissa, peleissä ja kaikissa sähkölaitteissa

We are going to use the famous iris data set for our KNN example. The dataset consists of four attributes: sepal-width, sepal-length, petal-width and petal-length. These are the attributes of specific types of iris plant. The task is to predict the class to which these plants belong. There are three classes in the dataset: Iris-setosa, Iris-versicolor and Iris-virginica. Further details of the dataset are available here.Let’s add type hints to our card game. In other words, let’s annotate the functions create_deck(), deal_hands(), and play(). The first challenge is that you need to annotate composite types like the list used to represent the deck of cards and the tuples used to represent the cards themselves.The final preprocessing step for the input data is to convert our data type to float32 and normalize our data values to the range [0, 1].

A more or less direct translation of our card game into code that uses classes for Card, Deck, Player, and Game looks something like the following: Hinta (€). Yhdistyksen perustamisilmoitus sähköisessä palvelussa (PRH ei ole ennakkotarkastanut sääntöjä)

Note that in addition to changing play(), we have added two new functions that need type hints: choose() and player_order(). Before discussing how we’ll add type hints to them, here is an example output from running the game:From the output we can see that the mean error is zero when the value of the K is between 5 and 18. I would advise you to play around with the value of K to see how it impacts the accuracy of the predictions. RAJAA ×. Min. Hinta. Hinta. €. Manufacturer

typing — Support for type hints — Python

In many cases your functions will expect some kind of sequence, and not really care whether it is a list or a tuple. In these cases you should use typing.Sequence when annotating the function argument: En python los comentarios se pueden poner de dos formas: Escribiendo el símbolo almoadilla delante de la línea de texto donde está el comentario

Tiikeri Python Liikkua - Ilmainen valokuva Pixabayss

Note that the call to len() gives the return value of the .__len__() method. In fact, the implementation of len() is essentially equivalent to the following:Let’s end with a full example of the game of Hearts. You might already know this game from other computer simulations. Here is a quick recap of the rules:

Python Numpy Tutorial (with Jupyter and Colab

We tried to make this tutorial as streamlined as possible, which means we won't go into too much detail for any one topic. It's helpful to have the Keras documentation open beside you, in case you want to learn more about a function or module. Ostajan kannalta on tärkeää selvittää, mistä asunnon hinta koostuu. Asuntokaupassa vilisee erilaisia hintaa koskevia termejä, joiden merkitys on oleellista ymmärtää. Myyntihinta

Annotations provide a cleaner syntax keeping type information closer to your code. They are also the officially recommended way of writing type hints, and will be further developed and properly maintained in the future. Tiikeripyton (Python molurus) on yksi kuudesta isoimmasta käärmelajista. Tiikeripyton kuuluu kuristajiin, joten sillä ei ole myrkkyhampaita. Se kuuluu II-CITES-lajeihin. Tiikeripyton on hyvin suuri..

In this article, we will see how KNN can be implemented with Python's Scikit-Learn library. But before that let's first explore the theory behind KNN and see what are some of the pros and cons of the algorithm.This tutorial is mainly a practical guide and we will only scratch the surface of the theory underpinning Python type hints. For more details PEP 483 is a good starting point. If you want to get back to the practical examples, feel free to skip to the next section. Tiikeripyton (Python molurus) on yksi kuudesta isoimmasta käärmelajista. Tiikeripyton kuuluu kuristajiin, joten sillä ei ole myrkkyhampaita. Se kuuluu II-CITES-lajeihin. Tiikeripyton on hyvin suuri, raskastekoinen käärme Perustilauksen hinta säilyy nyt ennallaan 7,99 eurossa. Teräväpiirtotarkkuuden mahdollistavan Tupla-tilauksen hinta on noussut yhdellä eurolla 10,99 euroon ja Perhe-tilauksen, joka myös ainoana.. To fix the issue in the code you should change the value of the align argument you are passing in. You might also rename the align flag to something less confusing:

python - Issues using Keras - Stack Overflo

So far you have seen how to add type hints to your code. In this section you’ll learn more about how to actually perform static type checking of Python code.In addition to the return value, you’ve also added the bool type to the optional shuffle argument.

Type hints improve IDEs and linters. They make it much easier to statically reason about your code. This in turn allows IDEs to offer better code completion and similar features. With the type annotation, PyCharm knows that text is a string, and can give specific suggestions based on this:Let’s rewrite the card game to be more object-oriented. This will allow us to discuss how to properly annotate classes and methods.Keras is our recommended library for deep learning in Python, especially for beginners. Its minimalistic, modular approach makes it a breeze to get deep neural networks up and running. You can read more about it here: Python Bitwise Operators. Defaultdict in Python. Which Python Modules are useful for competitive programming Stub files will work in any version of Python, at the expense of having to maintain a second set of files. In general, you only want to use stub files if you can’t change the original source code.

Python - Tkinter Scale - Tutorialspoin

MEATER langaton paistomittari. 86-00700 mdl8600700. Hinta: 89,90€ Auton ja muun ajoneuvon rekisteröinnin hinta verkossa. Auton rekisteröinnin hinta puhelinpalvelussa, Ifin toimipisteessä ja katsastuskonttorilla KNN is a simple yet powerful classification algorithm. It requires no training for making predictions, which is typically one of the most difficult parts of a machine learning algorithm. The KNN algorithm have been widely used to find document similarity and pattern recognition. It has also been employed for developing recommender systems and for dimensionality reduction and pre-processing steps for computer vision, particularly face recognition tasks. A hinta gyakorta a kisgyerekek egyik kedvenc játéka, mivel a repülés érzését kelti bennük. A kisebb gyerekeknek az egyensúly érzék fejlődését segíti. A hintázó mozgás nem csak megnyugtatja a..

Mypy prints a similar error to the one you saw in the previous section: It doesn’t know about the parse package. You could try to ignore the import:Next, create a file inside your stubs directory that you call parse.pyi. It must be named for the package that you are adding type hints for, with a .pyi suffix. Leave this file empty for now. Then run Mypy again:There are many options that can be specified in the configuration file. It is also possible to specify a global configuration file. See the documentation for more information.Note that none of these examples raised a type error. Is there a way to tell the type checker that choose() should accept both strings and numbers, but not both at the same time? 4h, keittiö, khh, sauna Huoneistoala: 112 m² Kerrosala: 130 m² Kysy hinta myyjältäsi

The player playing the highest card in the leading suit wins the trick, and becomes start player in the next turn.So far, for model parameters, we've added two Convolution layers. To complete our model architecture, let's add a fully connected layer and then the output layer:

Home » dictionary » Python » You are reading » The following example uses the Parse package to do simple text parsing. To follow along you should first install Parse:

Python is a dynamically typed language. This means that the Python interpreter does type checking only as code runs, and that the type of a variable is allowed to change over its lifetime. The following dummy examples demonstrate that Python has dynamic typing:It is extremely straight forward to train the KNN algorithm and make predictions with it, especially when using Scikit-Learn.There is a correspondence between classes and types. For example, all instances of the Card class together form the Card type. To use classes as types you simply use the name of the class.

The X variable contains the first four columns of the dataset (i.e. attributes) while y contains the labels.Two less intrusive ways of handling third-party packages are using type comments or configuration files.Let’s return to our practical examples. Recall that you were trying to annotate the general choose() function:To catch this kind of error you can use a static type checker. That is, a tool that checks the types of your code without actually running it in the traditional sense.

While such functions technically return something, that return value is not useful. You should add type hints saying as much by using None also as the return type:Annotations were introduced in Python 3.0, originally without any specific purpose. They were simply a way to associate arbitrary expressions to function arguments and return values.Note: The use of None for optional arguments is so common that Mypy handles it automatically. Mypy assumes that a default argument of None indicates an optional argument even if the type hint does not explicitly say so. You could have used the following:With static typing, variables generally are not allowed to change types, although mechanisms for casting a variable to a different type may exist.Instead, you can use type comments. These are specially formatted comments that can be used to add type hints compatible with older code. To add type comments to a function you do something like this:

This means that you can use Any to explicitly fall back to dynamic typing, describe types that are too complex to describe in the Python type system, or describe items in composite types. For instance, a dictionary with string keys that can take any type as its values can be annotated Dict[str, Any].If you have errors, for instance if you happened to call headline() with width="full" on line 10, Mypy will tell you:Set up triggering events to save time on project management—we’ll move tasks into the right columns for you.

In a nutshell, Convolutional Neural Networks (CNN’s) are multi-layer neural networks (sometimes up to 17 or more layers) that assume the input data to be images.Type hints help document your code. Traditionally, you would use docstrings if you wanted to document the expected types of a function’s arguments. This works, but as there is no standard for docstrings (despite PEP 257 they can’t be easily used for automatic checks.

Years later, PEP 484 defined how to add type hints to your Python code, based off work that Jukka Lehtosalo had done on his Ph.D. project—Mypy. The main way to add type hints is using annotations. As type checking is becoming more and more common, this also means that annotations should mainly be reserved for type hints. Hinta. 9,00 € 267,00 €. Backlight color. MYYDYIMMÄT. Viimeksi saapuneet. Alin hinta Also note that in the second example the type is considered float even though the input list only contains int objects. This is because Choosable was restricted to strings and floats and int is a subtype of float. Learn the most important language for data science Miten hinta on arvioitu? AutoJerryn hinta-arviot perustuvat palvelussa välitettyihin tuhansiin huoltotarjouksiin ja AutoJerryn huoltoneuvojan asiantuntemukseen

Then, we'll import the CNN layers from Keras. These are the convolutional layers that will help us efficiently train on image data:This is essentially the same code you saw earlier: the definition of headline() and two examples that are using it.A list is a mutable sequence and usually consists of an unknown number of elements of the same type, for instance a list of cards. No matter how many elements are in the list there is only one type in the annotation: List[t].Of course, static type checking is not all peaches and cream. There are also some downsides you should consider: Plotly is a free and open-source graphing library for Python

Hinta sisältää kattoprofiilin lisäksi peruslistat ja kiinnikkeet. Takuulla on väliä - Ruukin Laatuluokat. Lopullinen laatuluokka valitaan lopullisen tarjouksen yhteydessä If you don’t want Mypy to make this assumption you can turn it off with the --no-implicit-optional command line option.MaxPooling2D is a way to reduce the number of parameters in our model by sliding a 2x2 pooling filter across the previous layer and taking the max of the 4 values in the 2x2 filter. Kaasun hinta voi vaihdella asemittain. Tankkaa uusiutuvaa biokaasua 59 €/kk. Kampanjaetuna uuden kaasuauton ostaja voi tankata huolettomasti biokaasua 59 euron kiinteään kuukausihintaan

In libraries that will be used by others, especially ones published on PyPI, type hints add a lot of value. Other code using your libraries need these type hints to be properly type checked itself. For examples of projects using type hints see cursive_re, black, our own Real Python Reader, and Mypy itself. Iltarannekkeen hinta on asiakkaille sama pituudesta tai iästä riippumatta. Iltarannekkeen myynti aloitetaan Linnanmäellä kolme tuntia ennen huvipuiston sulkemista

In this tutorial you have learned how type hinting works in Python, and how gradual typing makes type checks in Python more flexible than in many other languages. You’ve seen some of the pros and cons of using type hints, and how they can be added to code using annotations or type comments. Finally you saw many of the different types that Python supports, as well as how to perform static type checking.This is not a complete course on deep learning. Instead, this tutorial is meant to get you from zero to your first Convolutional Neural Network with as little headache as possible!Before running Mypy for the first time, you must install the program. This is most easily done using pip:Instead, you should use the special types defined in the typing module. These types add syntax for specifying the types of elements of composite types. You can write the following:Next, let's import the "core" layers from Keras. These are the layers that are used in almost any neural network:

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Want to learn more about Scikit-Learn and other useful machine learning algorithms? I'd recommend checking out some more detailed resources, like an online course: In this section, we will see how Python's Scikit-Learn library can be used to implement the Note: The code provided in this tutorial has been executed and tested with Python.. In this section you’ll see how to add type hints to a function. The following function turns a text string into a headline by adding proper capitalization and a decorative line:

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