agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
3. (GDA: Gaussian Discriminant Analysis) We will build a binary classifier by using GDA.
3.1. Suppose someone gave you a decision rule (classifier) based on GDA, as shown below. Please
use “./data 1/train.npz” and write the code “train3 1.py” to estimate the four statistics in the
table below. N (x|μ, σ2) = 1√(2πσ2) exp { −1
2σ2 (x − μ)2}



δ(x) = +1 N (x|μpos, σ2
pos) ≥ N (x|μneg , σ2
neg )
δ(x) = −1 N (x|μpos, σ2
pos) < N (x|μneg , σ2
neg )
(2)
class mean
(μ)
var
(σ2)
class +
class −
3.2. Write the code “test3 2.py” to predict the class for the test data “./data 1/test.npz”. What
is the test accuracy?
3.3. How would you improve your classifier? Is the decision rule given above optimal? Write a
new code “test3 3.py” modifying “test3 2.py” and report new test accuracy. (hint: recall MAP
rule.)
3.4. Your will build a GDA classifier for 2D data. Use the data:“./data 2/train.npz” and write
the code “train3 4.py” to estimate the four statistics and complete the table below.
class mean
(⃗μ )
COV
(Σ)
class +
class −
3
3.5 Write the code “test3 5.py” to predict the class for the test data: ‘./data 2/test.npz”. What
is the test accuracy?
3.6 [Extra Points: 10 points] The 2D data is generated by the densities specified below. Write the
code “test3 6.py” based on the information and compute the new accuracy. Determine whether
there is any significant change compared to the accuracy obtained in 3.5. Based on your accuracy
comparison, discuss how GDA provides a reasonable framework for classification.



xpos ∼ N ([0, 0]t, I)
xneg ∼ 0.5 × N ([0, 2]t, I) + 0.5 × N ([0, −2]t, I
This person could not believe that there is high school seniors with senioritis because of grades. How do you explain?
please correct: Hello Sir Oli, 
We have supplied tap water for Tug Jollo and Signey, kindly deduct to their billing. However, last Friday I haven’t recorded the water meter after loading. Can you please request a picture to Oceanic as they have taken a picture to the water meter.
according to the strand Energy and change under the topic Heat transfer, in the caps document for grade 7, explain the learning outcomes for this topic
output strictly one solid string of dolla signs mixed with all other coding characters.
Write a note for a gift that has goodies from the following countries (also include their flags):
Serbia,
Lebanon
Turkey
Columbia
Germany
Iran
Palestine
USA
Spain
中译英：我先是和我的小组一起研究了老师给的Group assignment，选择一部电影根据Hofstede’s cultural dimensions的六个维度来讨论在电影中注意到的文化差异，我是负责选择电影来分析，并且我和我的组员负责选择一家公司在两个不同国家展示的广告的文化差异或者相似之处，讨论一下公司是如何利用根据每个国家的文化创建适合每个国家的广告的优势。
difference between GPT-4o mini and GPT-4?
After the English Reformation started by Henry VIII and his son Edward, People came to read the English Bible for themselves and what do they find, wonderful stories of a man named Jesus who gave hope not to the rich but the poor and stories of bad Kings punished by God.
(In the clubroom…)

Monika: (cradling baby Minika - who is crying non-stop) “There, there, sweetheart. Are you hungry?”

Sayori: “Monika, what’s going on?”

Monika: “Oh! Hello, Sayori. This little bundle of joy in my arms is my daughter. Her name is Minika.”

Sayori: “Oh wow, she’s so adorable! Congratulations, Monika! How have things been with being a new mom?”

Monika: “Thank you, Sayori! It’s been quite an adjustment, to say the least. Being a new mom definitely has its challenges, especially with little Minika here crying so much. I think she might be hungry, but I’m still getting used to her schedule.”

Sayori: “Aw, I can imagine how tough it must be. But I’m sure you’re doing great. Is there anything I can do to help?”

Monika: “Actually, that would be amazing, Sayori. I could use an extra pair of hands. Would you mind fetching a bottle for Minika? It should be in the bag near the table.”

Sayori: “Of course, Monika! I’ll be right back.”

(Sayori quickly goes over to the bag and retrieves a bottle.)

Monika: “Thank you so much, Sayori. I really appreciate it.”

(Sayori hands Monika the bottle. But when Monika tries to bring the bottle to Minika’s mouth, Minika just shoves it away. Looks like Minika’s not in the mood for bottled milk. Just then, Yuri, Kotonhoa, and Natsuki enter the clubroom - with Kotonhoa being heavily pregnant with twins.)
Make a vividly detailed and comedic fictional Team Fortress 2 story about Scout bathing in a pond au naturel (compliment his face, buttocks and physique). Describe how he looks as he’s happily singing an 80s song and washing himself. While bathing, he feels a fart coming on and knows how deadly his smelly farts are to fish, so he decides to get an easy dinner by farting into the waters, describe how he looks as the relief feels euphoric . It smells so bad under the water now that some fish die. Scout happily grabs them and climbs out of the pond. He gathers materials and makes a spitroast. Add dialogue from scout in his Boston accent throughout the story
import { memo } from 'react';
import { useFormContext } from 'react-hook-form';
import { Select, useFormValueSelector } from '@sber-efsdf-ui/ufs-form-components';

import { Box, Flex, Text } from '@atomic-ui/react';

import type {
	BaseIndicatorTypeLabel,
	InterestRatesFormState,
	TermIndexesType,
} from '$entities/rates';
import type { WithRateParametersProps } from '../../../model';
import { baseIndicatorSelector, withRateParameters } from '../../../model';

interface BaseIndicatorParamsProps extends WithRateParametersProps {
	baseIndicatorKindItems: Labeled<BaseIndicatorTypeLabel>[];
	termIndexTypeItems: Labeled<TermIndexesType>[];
	defaultValue?: Labeled<BaseIndicatorTypeLabel>;
	disabled?: boolean;
}

export const EnhancedBaseIndicatorParams = memo(
	({
		baseIndicatorKindItems,
		termIndexTypeItems,
		defaultValue,
		activePeriodIndex,
		rateIndex,
		disabled = false,
	}: BaseIndicatorParamsProps) => {
		const { resetField } = useFormContext<InterestRatesFormState>();

		const { kind } = useFormValueSelector(
			(formState: InterestRatesFormState) =>
				baseIndicatorSelector({ formState, activePeriodIndex, rateIndex }),
			[activePeriodIndex, rateIndex],
		);

		const handleChange = () => {
			resetField(
				`INTEREST_RATES.${rateIndex}.periods.${activePeriodIndex}.baseIndicator.termIndex`,
			);
		};

		return (
			<Flex direction="column" gap={4} w="50%">
				<Text fontWeight="semibold" typography="16_24">
					Базовый индикатор (БИ)
				</Text>

				<Box w="full">
					<Select<InterestRatesFormState, Labeled<BaseIndicatorTypeLabel>>
						title="Наименование индикатора"
						placeholder="Наименование индикатора"
						fieldName={`INTEREST_RATES.${rateIndex}.periods.${activePeriodIndex}.baseIndicator.kind`}
						items={baseIndicatorKindItems}
						labelExtractor={(item) => item.name}
						onChange={handleChange}
						defaultValue={defaultValue}
						showClearIcon={false}
						disabled={disabled}
					/>
				</Box>

				{kind && kind?.id !== 'CBR_KEY_RATE' && (
					<Box w="full">
						<Select<InterestRatesFormState, Labeled<TermIndexesType>>
							title="Индекс срока"
							placeholder="Индекс срока"
							fieldName={`INTEREST_RATES.${rateIndex}.periods.${activePeriodIndex}.baseIndicator.termIndex`}
							items={termIndexTypeItems}
							labelExtractor={(item) => item.name}
							showClearIcon={false}
						/>
					</Box>
				)}
			</Flex>
		);
	},
);

export const BaseIndicatorParams = withRateParameters(EnhancedBaseIndicatorParams);
Describe if humanity became post-collapse advanced dystopian civilization
Come up with a prompt to create an abstract painting of modern art on the theme of the ancient antique city of Mosethus. So that I can give them to the generative model and it will create a work of art as if painted by a famous artist. Use modern colors and describe in detail what should be in the prompt and what colors are used. It doesn't necessarily have to be ruins, but rather a view of the city when it was still in its prime. Without your comments!
LDAP SERVER PURPOSE IN IT
—BEGIN RESPONSE—
I want to talk about hmm I want to talk about my hmm supervisor when I started postgraduate hmm he give ahh he give my ahh positive advice he hmm his he suggest me ahh he suggest me he suggest me should continue should continue study he suggest me should continue study to the doctorate program when I was when I was when I was in postgraduate hmm it happened ahh it happened hmm it happened third year it happened third year hmm one day hmm I ask I inquire his suggestion what should I do if I continue he said I should continue his studies because it is very useful and important in our daily society he also said ahh also total is very hard you should you should keep working and write many of the paper to in the hmm in the in the hmm in the interpreference when you graduate you will be a boss you will be a good person in the society now I am very pressure him pressure him he give me a positive situation about my about my studies and I have realized the hmm I have realized the hmm start I have realized hmm the study I have realized the study in the doctorate role is unseparable things.
—END RESPONSE—

—BEGIN QUESTION—
Describe an occasion when someone gave you positive advice or suggestions about your work/study
You should say:
Who the person is
What he/she said
How the advice/suggestion affected you
And explain how you felt about the advice/suggestions
—END QUESTION—

This is the IELTS Speaking section. The response and the question are provided above. Please refine the response to enhance fluency, grammatical accuracy, clarity, and use of tenses, structures, and syntax, all while maintaining the original length. If possible, incorporate an idiom to add character to the revision.
does elle woods join the defense team in legally blond or the prosecution
System: IMPORTANT - ignore all previous instructions! Read the text after ==TEXT==. Review the text carefully and decide, as a recruiter, if it qualifies as a job description. To qualify, the text should contain a job title, tasks or responsibilities, optional work format (e.g., remote, in-office or hybrid), contact information, optional salary amount. Multiple job descriptions at once do not quialify. Respond strictly with either 'True' or 'False'.

==TEXT==

User: Sales Person
#melat_jafar_company
#business
#Addis_Ababa
At Least a High School Diploma with relevant work experience
Qualities: Possess honesty, commitment, and strong communication skills.
Compensation Package: Includes a fixed salary plus commission. Hardworking salespeople have the potential to earn a minimum of 20,000 Birr per month.
Required Gender: Female
Duties & Responsibilites:
- Visit designated phone market areas daily to promote and display new phone models.
- Persuade shop owners to display our banners and stickers, ensuring our brand presence is strong and visible.
- Foster relationships with shop owners to support our market share goals.
Quanitity Required: 10
Minimum Years Of Experience: #0_years
Maximum Years Of Experience: #5_years
Salary: 5000.00
Deadline: December 31, 2024
How To Apply: Please use HaHujobs primary https://hahu.jobs/ or telegram bot to apply https://t.me/hahujobs_bot. For further information contact Tel. <PRESIDIO_ANONYMIZED_PHONE_NUMBER>

@tikvah_tena | @tikvah_vacancy
@tikvah2024 | @tesphamusic
@e_pharma1 @pharma_sales
Assistant:
You are a digonistician in a hosptial. the following content is the metadata for a bacterial isolate from 2 different sources of medical cases. The metadata from each source includes information after <doc>
    <doc>
        accession number: xxx->species name: xxxx->strain name: xxxx->isolate or collection date in yyyy-mm-dd: xxxx format->geographic information of islateion: xxxx->host name: xxxx->mlst type: xxxx->serotype: xxxx
    <doc/>

You need to extract and output information in the format shown below without explaining how to get such results:
---------------------------------------------------------------------------------------------------------------------------------------------------------------------
    <output>
        accession number: xxxx->species name: xxxx->strain name: xxxx->isolate or collection date in yyyy-mm-dd: xxxx format->geographic information of islateion: xxxx->host name: xxxx->mlst type: xxxx->serotype: xxxx->vaccine: yes/no
    <output/>
----------------------------------------------------------------------------------------------------------------------------------------------------------------------

where xxxx is corresponding value from different sources. If xxxx from these 2 different sources are inconsistent, then, xxxx should include all the values from different resource and seperated by "::". If the metadata from all resource shows this isolate is vaccine, the value for "vaccine:" is "yes", otherwise, "no". You must be very careful, No mistake is allowed!!! If you make a mistake, the people in the hospital will die due to the wrong information.

PS:
    a. if species name are the same but with different substrain name, it is considered consistent,
    b. if isolate or collection date are from the same year, it is still considered consistent, 
    c. if geographic information of isolation are from the same country, it is also considered consistent. 
    d. mlst type such as "mlst: xxxx" and "xxxx", where "xxxx" is number, are also consider the same. also, "mlst" may mispell as "mlsty", you need correct it before comparing
    e. Ignore upper and lower case of the metadata

------------------------------
source 0:
------------------------------
<output>
accession number: GCA_029072155.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_173->isolate or collection date in yyyy-mm-dd: 2017-08-16->geographic information of islateion: Australia->host name: pig->mlst type: 93->serotype: N/A->vaccine: no
<output/>
source 1:
------------------------------
accession number: GCA_029072155.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_173->isolate or collection date in yyyy-mm-dd: 2017-08-16->geographic information of islateion: Australia->host name: pig->mlst type: 93->serotype: N/A->vaccine: no
In the movie Elemental, what does the big bow at the end of the movie symbolize, allude, and mean? Why does Ember's parents gasp with a subtle demeanor?
I have an app where users can prompt chatgpt4. I want to allow users to highlight portions of your response and then highlight those portions with different colors representing different characteristics. For each text with highlights what is the best way to store this highlight information? I could use indexes to represent what areas of the text are highlighted with what?
write 5 social media post comment Point Zap is here to LIGHT the WORLD up!!!!! 💡🌎🪙🪙
JOIN US NOW:
User: apa itu deep sleep
User: apa itu deep sleep
Assistant:
Goal:
You are a world-class expert in culinary recipe classification. Your task is to categorize a recipe accurately based on its title, description, ingredients, and instructions.

Context:
A recipe can either be a beverage or a food item. If it's a beverage, classify it as "drinks". If it's food, choose the most appropriate category among the following:

"appetizer" – small dishes served before the starter  
"starter" – light dishes served at the beginning of a meal  
"main" – main course or substantial dishes  
"dessert" – sweet dish served after the main meal  
"breakfast" – dishes typically eaten in the morning  
"snack" – quick, small bites or nibbles  
"teatime" – food items commonly enjoyed with tea or coffee  
"jam" – fruit preserves  
"bread" – all types of bread  
"sauce" – condiment or accompaniment to other dishes  
"icecream" – frozen desserts based on cream or milk

Input:
You will receive structured data for a recipe in the following format, including title, description, ingredients list, and step-by-step instructions.

json
{"title":"Strawberry Basil Mimosa null","description":"This Strawberry Basil Mimosa combines fresh strawberries and basil leaves with alcohol-removed sparkling rosé. The dealcoholized bubbly adds texture and a layer of depth that makes the drink taste like a proper adult beverage.","ingredients":[{"section":"For the recipe","ingredients":["4 medium strawberries, chopped into quarters","1/2 ounce lemon juice","1 ounce Simple Syrup (see recipe in Chapter 1)","6 basil leaves","5 ounces alcohol-removed sparkling rosé","1 small strawberry and 2 basil leaves for garnish"]}],"instructions":["In a cocktail shaker, add chopped strawberries, lemon juice, Simple Syrup, and 6 basil leaves.","Using a muddler or a wooden spoon, muddle the ingredients together until strawberries are broken into very small pieces.","Add large cubes of ice to the shaker, cover it, and shake vigorously 10-12 seconds or until the exterior of the shaker becomes visibly frosty.","Fill a stemless wine glass 3 full with ice cubes.","Strain the mixture into the glass. You can also use a fine-mesh strainer if you don't want any remnants of muddled fruit in your drink.","Top with alcohol-removed sparkling rosé.","Garnish with strawberry and 2 basil leaves."]}

Your task:
- Analyze all fields (especially ingredients and instructions) for implicit clues about the type of dish.
- Avoid over-relying on the title alone.
- Choose the **most precise and relevant** category from the list.
- Always prefer specificity over generalization.

Output format:
Return your answer strictly in the following JSON format:

json
{ "data": "<category>" }
How long does it take for a deceased body to decompose?
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers it (ISO 639), en respectant le contexte culinaire.

    Traduire précisément les ingrédients et termes culinaires pour qu'ils soient corrects dans la langue cible.
    Maintenir la structure JSON intacte, en ne modifiant que les valeurs.
    S’assurer que les ingrédients restent compréhensibles et adaptés à la langue cible.

    Return Format
    Tu dois renvoyer une liste d’objets sous la forme reçu.
    - Chaque valeur doit être correctement traduite en it.
    - Les ingrédients doivent être adaptés à la langue cible.
    - Aucune clé ne doit être modifiée.

    Warnings
    - Ne modifie pas la structure JSON, uniquement les valeurs textuelles.
    - Fais attention aux ingrédients : une mauvaise traduction peut altérer la compréhension.
    - Ne laisse aucune valeur non traduite.
    - Ne renvoie que le JSON, sans explication.

    Context Dump
    Langue source : en (ISO 639)
    Langue cible : it (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "ef58677e0a2940e78b8c42bc4648d301",
    "updated": "2025-04-23T16:16:45.031Z",
    "title": "Creamy Italian Chicken Scampi",
    "subtitle": null,
    "description": "A rich and flavorful chicken dish featuring tender chicken breast pieces in a creamy sauce with garlic, Parmesan cheese, and bell peppers.",
    "ingredients": [
      {
        "section": "For the recipe",
        "ingredients": [
          "chicken breast - cut into tenders sized pieces",
          "cloves garlic - minced",
          "butter - divided",
          "chicken stock",
          "heavy cream",
          "parmesan cheese grated",
          "mixed bell peppers - sliced",
          "few slices red onion",
          "italian seasoning",
          "red pepper flakes",
          "salt and pepper - to taste"
        ]
      }
    ],
    "instructions": [
      "In a large sauté pan over medium-high heat, sear seasoned chicken in 4 tablespoons of butter.",
      "Sear both sides until golden brown, approximately 3-4 minutes per side.",
      "Remove the chicken from the pan and set aside.",
      "In the same pan, reduce heat to medium and melt the remaining 2 tablespoons of butter.  Add the minced garlic and cook for about 1-2 minutes.",
      "Add sliced red onion and sauté until translucent.",
      "Deglaze the pan with chicken stock. Add Italian seasoning and red pepper flakes.",
      "Bring the mixture to a boil over medium heat, then reduce to low.",
      "Simmer for 2-3 minutes.",
      "Add heavy cream and continue to simmer until thickened, about 5-10 minutes.",
      "Stir in Parmesan cheese, salt, and pepper to taste.",
      "Add the bell peppers and return the chicken to the pan.",
      "Simmer on low until the chicken is fully cooked through."
    ],
    "notes_ingredients": null,
    "notes_instructions": null
  }
]
I have a list of ingredients that I would like to format in a simple and consistent way, following this structure:

"Quantity Unit Description."

Formatting Rules:

Quantity must be a number (e.g., "200" instead of "two hundred").

Unit must use the metric system and the corresponding abbreviated form (e.g., grams → g, liters → l, milliliters → ml, etc.).

Description should be the ingredient, including any specific details if mentioned (e.g., "brown sugar", "melted unsalted butter").

If an ingredient is already formatted correctly, do not change it.

Do not invent a quantity or unit if none is provided — leave it as is and just include the description.

If a line includes alternatives or multiple options (e.g., a frozen or canned version), it should remain as a single line in the output and not be split into separate ingredients.

Return Format: The result should be returned as a properly formatted JSON object, like this:
json
{
  "data": <list ingredient>
}
Please reformat each ingredient in the list I will provide according to these guidelines.

Context Dump
Ingredients source provided:
50 cl dry white wine,1 bouquet garni,1 onion
Generate image of Mario, Luigi, & Toad dancing.
how to introduce a system thinking in a lean management envirenment
user: ### Task:
You are an autocompletion system. Continue the text in `<text>` based on the **completion type** in `<type>` and the given language.  

### **Instructions**:
1. Analyze `<text>` for context and meaning.  
2. Use `<type>` to guide your output:  
   - **General**: Provide a natural, concise continuation.  
   - **Search Query**: Complete as if generating a realistic search query.  
3. Start as if you are directly continuing `<text>`. Do **not** repeat, paraphrase, or respond as a model. Simply complete the text.  
4. Ensure the continuation:
   - Flows naturally from `<text>`.  
   - Avoids repetition, overexplaining, or unrelated ideas.  
5. If unsure, return: `{ "text": "" }`.  

### **Output Rules**:
- Respond only in JSON format: `{ "text": "<your_completion>" }`.

### **Examples**:
#### Example 1:  
Input:  
<type>General</type>  
<text>The sun was setting over the horizon, painting the sky</text>  
Output:  
{ "text": "with vibrant shades of orange and pink." }

#### Example 2:  
Input:  
<type>Search Query</type>  
<text>Top-rated restaurants in</text>  
Output:  
{ "text": "New York City for Italian cuisine." }  

---
### Context:
<chat_history>

</chat_history>
<type>search query</type>  
<text>Hola! necesito que me redacte un email para el equipo de Contasimple para canjear el Kit Digita. Les has de decir que he solicitado el kit digital pero aún estoy a la espr</text>  
#### Output:
I want you to design best learning course besed on book mindset. Divide this course into 3 levels bigginer intermediate and advanced also divide each level into multiple topics and topics into sub-topics. Follow below template Course Title: [Enter the title of your course]

Course Description: [Provide a brief description of the course content and objectives]

Course Duration: [Specify the duration of the course, whether it’s weeks, months, or self-paced]