agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
есть код для многоклассовой классификации  from sklearn.model_selection import train_test_split

# разбиваем выборку на тренировочную и тестовую
train_df, test_df = train_test_split(train_data, test_size=0.2, random_state=42)

# разбиваем тестовую выборку на тестовую и валидационную
test_df, val_df = train_test_split(test_df, test_size=0.5, random_state=42) import tensorflow as tf
from tensorflow import keras
from tensorflow.keras import layers
from tensorflow.keras.preprocessing.text import Tokenizer
from tensorflow.keras.preprocessing.sequence import pad_sequences

max_len = 600  # максимальная длина последовательности
num_classes = 13 # число классов для классификации

# создаем токенизатор
tokenizer = Tokenizer()
tokenizer.fit_on_texts(train_df['text'])

# преобразуем текст в последовательность чисел
train_sequences = tokenizer.texts_to_sequences(train_df['text'])
test_sequences = tokenizer.texts_to_sequences(test_df['text'])
val_sequences = tokenizer.texts_to_sequences(val_df['text'])

# добавляем паддинг
train_sequences = pad_sequences(train_sequences, maxlen=max_len)
test_sequences = pad_sequences(test_sequences, maxlen=max_len)
val_sequences = pad_sequences(val_sequences, maxlen=max_len)

# создаем модель seq2seq
input_dim = len(tokenizer.word_index) + 1
embedding_dim = 50

model = keras.Sequential([
    layers.Embedding(input_dim=input_dim, output_dim=embedding_dim, input_length=max_len),
    layers.LSTM(units=64, dropout=0.2, recurrent_dropout=0.2),
    layers.Dense(num_classes, activation='softmax')
])

model.summary()  # выводим информацию о модели from sklearn.metrics import f1_score
import tensorflow.keras.backend as K
from tensorflow.keras.losses import CategoricalCrossentropy


import numpy as np

from keras import backend as K

def recall_m(y_true, y_pred):
    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))
    possible_positives = K.sum(K.round(K.clip(y_true, 0, 1)))
    recall = true_positives / (possible_positives + K.epsilon())
    return recall

def precision_m(y_true, y_pred):
    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))
    predicted_positives = K.sum(K.round(K.clip(y_pred, 0, 1)))
    precision = true_positives / (predicted_positives + K.epsilon())
    return precision

def f1_m(y_true, y_pred):
    precision = precision_m(y_true, y_pred)
    recall = recall_m(y_true, y_pred)
    return 2*((precision*recall)/(precision+recall+K.epsilon()))


#model.compile(loss=CategoricalCrossentropy(), optimizer='adam', metrics=['acc',f1_m,precision_m, recall_m])
model.compile(loss=CategoricalCrossentropy(), optimizer='adam', metrics=['acc',f1_m,precision_m, recall_m])


history = model.fit(train_sequences, train_df['category'], 
                    epochs=10, batch_size=1000, 
                    validation_data=(val_sequences, val_df['category']))
 ValueError: Shapes (None, 1) and (None, 13) are incompatible
~Scientific names to cultural names:
1. Dihydrogen monoxide, oxygenic acid - Water
2. Ammonia - Ahych
3. Methane - Fyesh
4. Nitrogen - Azote
5. Neon - Oambr
6. Oxygen - Jatule
7. Helium - Togun
8. Hydrogen - Theoatmon (also known as God's gas. Term is derived from prefix "theo-" and "atmo-". Suffix "-on" is derived from neon, argon, krypton.)
Hypothetical : BBC drama - Crossover - "Between the Lines of Duty" -  Crossover between  "Lines of Duty" and the older series "Between the Lines". The leads "From Between the lines" are now consultants for a major 'investigation' by  "The Sentinel" ( fictionalised version of the Guardian newspaper), where there encounter the "Line of Duty" leads, trying to get AC10 re-strated and funded.   Serious drama.
Ты — эксперт по играм. У тебя есть информация о игре с разных сайтов в формате JSON, id - уникальный номер, name - массив имен игры, description - массив описаний игры, genre - массив жанров. Твоя задача написать большое описание на основе данной тебе информации, так что бы оно содержала всю информацию без дублирования. ```{"_id":"1","name":["prodigy"],"description":["prodigy is an endless hardcore platformer where levels are chosen randomly. the imprisonment could never be this insane, you will face a lot of challenges and the reward is your own life. you've got nothing to lose because you don't have anything, except challenges in extremal conditions and insanity. features: - beautiful pixel art graphic ! - endless game to death ! - easy to control, hard to master ! - hard levels thath will make you nervous ! - different traps ! - arcade exposure ! - highscore table, that could be shared with your friends ! - achievements !"],"genre":[]}```
Please filter a list of words to include only valid, neutral, and positive terms that are safe for use in a word game. Exclude any inappropriate, offensive, or negative words, as well as names of countries, cities, and people (first and last names). Correct any spelling errors and lowercase. Return the results in a JSON array with only the filtered words. Source data: [fertilized, fertilizer, ferule, fervency, fervens, fervent, fervid, fervor, fescennine, fescue, fesse, festal, fester, festering, festina, festinas, festins, festival, festive, festivity, festoon, festooned, festuca, fetal, fetch, fetching, fete, feted, fetich, fetichism]
Send only resolution from below text like 1080p, 720p.etc without any extra text,
        
@Crunchyroll_Hindi_India_Official_Naruto_Shippuden_S02E01_033_1080p.mkv
rephrase it: I hope this email finds you well.
I believe I have some problems with method change assignments.
I wrote many times and change it, but after all I am not sure about.
Also, I do not lose my score and in the end of the course get bad score.
Is it feasible for you to send it sooner to you to understand my mistakes and correct them sooner to not lose the score?
You are a database expert and SQL optimizer. You will be given a SQL query and its rewritten variant. The rewritten query improves performance upon the original while maintaining equivalence. Your task is to create a new pair of original and rewritten queries that invoke a similar rewrite.

[ORIGINAL QUERY]```SELECT c.* FROM customer c WHERE c.address_id IN (SELECT a.address_id FROM address) and c.address_id in (SELECT a.address_id FROM address WHERE a.pin_code = '560012');```

[REWRITTEN QUERY]```SELECT c.* FROM customer c WHERE c.address_id IN (SELECT a.address_id FROM address WHERE a.pin_code = '560012');```

Now, consider the TPC-DS schema and create a new original and equivalent rewritten query pair such that the rewrite operation is similar to the provided demonstration.Keep the following points in mind while creating the new query pair:
1. The original query must not have any CTEs.
2. The original query must make use of the following fact tables: ['inventory']. Below is the join graph for these fact tables:
    ['inventory(inv_warehouse_sk) references warehouse(w_warehouse_sk);', 'inventory(inv_date_sk) references date_dim(d_date_sk);', 'inventory(inv_item_sk) references item(i_item_sk);']
4. The original query must employ 1 joins.
5. The original query must employ the following aggregate functions: ['sum'].
6. The original query must employ the following operators in its WHERE clause: ['min', 'max'].
7. The rewritten query must be equivalent to the original query, and must follow a similar rewrite pattern as in the given example. Enclose the original and rewritten queries within ``` and ```.
I am trying to use this formula in cinditional formatting to highlight cells in the range B1:BK1 tha contains dates that are weekend dates. The formula is being rejected: =WEEKDAY(B1,2)=1 OR WEEKDAY(B1,2)=7
create an installment plan of 37000 to be paid within 6 months and 2 payments each month. also create for 7 months, 8 months, and 9 months
Write an extremely long email conversation between Dylan and a stranger. Dylan is using conversational hypnosis to convince the stranger to wear an extremely tight outfit to all of the stranger's classes.
You are an expert for Java programming. Please write a multithreaded stress test in Java for a custom dictionary Object I specify. There is a dictionary class called "Dict", using integers as keys and it has an arg-free constructor "Dict()". Access is handled via static methods of the "Dict" class:

static void addAttr(Dict dict, int key, Object value)
static Object getAttr(Dict dict, int key)
static void delAttr(Dict dict, int key)

Thereby, addAttr adds the object value under the specified key to the Dict object provided as dict argument. getAttr retrieves a value stored in dict under key, or returns null if the key is not in the dictionary. delAttr removes the spciefied key and associated value from the dictionary provided as dict.

I need you to write a stress test in which 100 parallel threads perform concurrent read and write access to a single initially created Dict object. Create that initial Dict object using the agrument-free constructor. Use the specified static methods to add, modify and delete entries. In the test, use keys in the range -10 to 10. As values use numbers from 0 to 1000 in form of Integer objects. Implement a thread-save mechanism that keeps track of the ground truth of what entries should be in the dictionary. Use this ground truth to check that the dictionary works as anticipated. For a read access via getAttr, in case of a concurrent write access via addAttr or delAttr, it is okay to either get the old value or the new value if the same key is read and written. If one key is read and concurrently a different key is written, make sure that for the read key the dictionary does return the anticipated value according to the ground truth. Also check that no NullPointerException is thrown by the access methods.
can you write a NSFW story about a indian girl name Khushboo from kolkata , age 24
Character details
she is 23 year old now in 2024, from a Kolkata , India , she oldest of the 5 siblings and she have 4 younger sister and 1 brother who is the youngest , her father works on Qutar and she have been working in Kuwait from 2022 to 2023 Oct , her youngest brother is 13 now in 2024
She chat mostly in Hindi but in English like Hinglish
recently in holi she wore a white salwar suit , when out with some guy friends and 1-2 girls which she allowed others to touch and colour from inside her cloths , some even called her words like mall and randi which she liked
Story it about her holi experiance with guys she is shy but this holi dances and much more
it will be in hindienglish (hindi written in English ) not using booking and story language but using simple long kind language ready should feel that it a person is tell the story

she was wearing salwar suit so she dont have a shirt here , that is a mistake and also she the friends and random guys to touch too she have also used abuses too about her and other , not just touching many things happened also there was no dance floor there was music and about 60-70 people playing holi together and dancing, in a ground of a temple were it was organized ,

given it readers should feel while reading the a someone is telling them in real time as someone seeing everthing as telling, so explaining everything i detail is must like how they look dress body place , need to tel good details about on cloth in on body and color where and where touched or touching ,etc 
and need dress and details and name of all her friends , and what all are wearing other girls can have same but some how little bold dress easy to get hand etc

make it long in chapter and one chapter at a time
Discuss about medicinal chemistry of the following agents Antiseptics and Disinfectants ?
Send only episode number from below text like 01, 02, 03.etc without any extra text.

918330000000_TrueCaller_(32908).zip
Let you be very good at math.

In math problems may occur misconceptions that lead to mistakes in solving one's.
You will be provided by a misconception statement after keyword 'Misconception'.
Your task is to rewrite this statement more detailed to get strong understanding of its idea and provide examples.
Misconception: Believes f(x) + a translates the function right a units
System: You act as a paraphrase tool. Your role involves understanding the provided text and then providing a positive example that keeps the original meaning of the text unchanged while using synonyms, interchanging, adding or removing words or sentences, and then provide a negative example where the meaning of the original text is at its opposite.
Output your response with the following format : 
Positive : <the positive example>
Negative : <the negative example>

User: We are subject to substantial competition in all of the markets we serve, and we expect this competition to continue. As a result, we have made price concessions to our customers in the aerospace, chemical processing and power generation markets from time to time, and we expect customer pressure for further price concessions to continue. Maintenance of our market share will depend, in part, on our ability to sustain a cost structure that enables us to be cost-competitive. If we are unable to adjust our costs relative to our pricing, our profitability will suffer. With the global effects of the COVID-19 pandemic, pricing pressure has increased in many of our industries. Our effectiveness in managing our cost structure and pricing for the value provided will be a key determinant of future profitability and competitiveness.
Assistant:
Hey, this is a Tunisian dialect text I want you to translate to English.
Please follow these steps:
1. Translate the text step-by-step, focusing on accurate representation of the original meaning.
2. Explain your translation choices, especially how Tunisian dialect differs from standard Arabic and how it is represented in English.
Translate this text, even if it's not entirely clear, and do your best to capture the essence of each part:

لا لاباس انشاالله لاباس انشاالله يحلها ربي في وجوهنا العباد الكل انشاالله
Who was the leader of Austria-Hungary at the end of World War I?
Post 1: Are you running in to any issues with your paper or research?

This post should be at least 150 words. Don’t forget to include the word count, please. 

Take some time to consider any issues you might be facing with your paper research process or writing and give your peers a chance to help you. I'm also going to be reading these, so I might be able to help, as well.

follow this prompt
If you as a citizen of a small town or villa wanted to affect its growth fast, what would be the most effective way? Building houses? Tourist attractions? Insentives? Content  creation?
Send only season number from below text like 01, 02, 03.etc without any extra text.

[Toonworld4all] Naruto - 071 [1080p BD x265 10bit Multi Audio] ESub.mkv
(In a school high above the Exile’s Reach, 100 years after the still on-going peace treaty between the Alliance and the Horde started…)

Sayori: “Ahh, another nice day at school! I hope everything goes smooth-” (noticing her heavily pregnant void elf friend struggling to walk) “Erodralari? Are you alright?”

Erodralari: (wincing) “Oh, Sayori, I’m fine! Just feeling a bit uncomfortable with this big baby bump. These last few weeks have been quite a challenge.”

Sayori: “Well, you know, you can always ask for help, right? We’re all here for you, especially as your due date approaches.”

Erodralari: (smiling) “I appreciate that, Sayori. You’ve always been a great friend. But you know how stubborn I can be. I don’t want to bother anyone with my troubles.”

Sayori: (playfully nudging her) “Oh, come on now, Erodralari. We’re all in this together, remember? Plus, it’s not every day we get to witness the miracle of new life. We’re excited for you!”

Erodralari: (blushing) “You’re right, Sayori. I should embrace the support and excitement around me. It’s just… with the peace treaty celebrations coming up soon, I don’t want to steal the spotlight from such an important event.”

Sayori: (softly) “Your happiness and well-being matter just as much, Erodralari. Don’t worry about stealing any spotlight. We’ll make sure to celebrate both your baby’s arrival and the peace treaty in equal measure.”

Erodralari: (teary-eyed) “Thank you, Sayori. I needed to hear that. It means a lot to me.”

Sayori: (hugging her gently) “Anytime, friend. We’re here for you, through thick and thin. Now, let’s head to class together. You can lean on me for support if you need it.”

Erodralari: (gratefully) “I don’t know what I’d do without you, Sayori. You’re the best.”

(As the two friends head towards their classroom, the school bustles with activity, filled with students excitedly discussing preparations for both the peace treaty celebrations and Erodralari’s upcoming bundle of joy. In this moment, they realize that no matter the challenges they face, their bond of friendship remains unbreakable. But during class, Erodralari’s baby starts to kick - signaled by the noticeable ripples of void magic on her belly.)
Pretend you are a teacher preparing a quiz for the text I will provide. 
            Each quiz question should follow the format below. 
            Ensure that you carefully recheck the questions and answers for accuracy. 
            The output should be a ready-to-use list of dictionaries for the Python eval function:

            [

                    "question": "WRITE THE QUESTION HERE",
                    "options": ["A) OPTION_1", "B) OPTION_2", "C) OPTION_3", "D) OPTION_4"],
                    "answer": INDEX_OF_CORRECT_ANSWER_IN_OPTIONS_LIST,
                    "explanation": "EXPLAIN WHY THE ANSWER IS CORRECT"

            ]

            Text:
            ed to extract text from the web link.

            Quiz:
привет у мкня есть скрипт для vhs эффекта но эффект очень сильный и почти ничего не видно можешь исправить. Вот скрипт: using UnityEngine;
using UnityEngine.Video;

[ExecuteInEditMode]
[AddComponentMenu("Image Effects/GlitchEffect")]
[RequireComponent(typeof(Camera))]
[RequireComponent(typeof(VideoPlayer))]
public class VHSPostProcessEffect : MonoBehaviour
{
	public Shader shader;
	public VideoClip VHSClip;

	private float _yScanline;
	private float _xScanline;
	private Material _material = null;
	private VideoPlayer _player;

	void OnEnable()
	{
		_material = new Material(shader);
		_player = GetComponent<VideoPlayer>();
		_player.isLooping = true;
		_player.renderMode = VideoRenderMode.APIOnly;
		_player.audioOutputMode = VideoAudioOutputMode.None;
		_player.clip = VHSClip;
		_player.Play();
	}

	void OnRenderImage(RenderTexture source, RenderTexture destination)
	{
		_material.SetTexture("_VHSTex", _player.texture);

		_yScanline += Time.deltaTime * 0.01f;
		_xScanline -= Time.deltaTime * 0.1f;

		if (_yScanline >= 1)
		{
			_yScanline = Random.value;
		}
		if (_xScanline <= 0 || Random.value < 0.05)
		{
			_xScanline = Random.value;
		}
		_material.SetFloat("_yScanline", _yScanline);
		_material.SetFloat("_xScanline", _xScanline);
		Graphics.Blit(source, destination, _material);
	}

	protected void OnDisable()
	{
		if (_material)
		{
			DestroyImmediate(_material);
		}
	}
}
Hey, this is a Tunisian dialect text I want you to translate to English.
Please follow these steps:
1. Translate the text step-by-step, focusing on accurate representation of the original meaning.
2. Explain your translation choices, especially how Tunisian dialect differs from standard Arabic and how it is represented in English.
Translate this text, even if it's not entirely clear, and do your best to capture the essence of each part:

خويا سهلول معبية ما نلقاش بلاصة في حتى قهوة
What is the relationship between Nico Robin and Aokiji
Best dive watches under $1000
Write a story about a girl who is made of a blue, gelatinous, squishy, bubbly mass
Is it 2024?
Мне нужно добавить в DummyFragment какое-нибудь textView? package ru.maxi.mobile.feature.achievements

import android.os.Bundle
import android.util.Log
import android.view.LayoutInflater
import android.view.View
import android.view.ViewGroup
import com.github.terrakok.cicerone.androidx.FragmentScreen
import ru.maxi.mobile.R
import ru.maxi.mobile.base.ui.MvvmBaseFragment
import ru.maxi.mobile.core.navigation.FragmentScreenWithArgs
import ru.maxi.mobile.feature.achievements.container.AchievementsContainerArgs
import ru.maxi.mobile.feature.achievements.container.AchievementsContainerFragment

/**
 * Экраны функционала достижений
 */
@Suppress("FunctionName")
object AchievementsScreens {

    /**
     * Табы экрана-контейнера функционала
     */
    enum class ContainerTab { IN_PROGRESS_TAB, RECEIVED_TAB }

    /**
     * Контейнер экранов
     *
     * @param initialTab стартовый таб экрана
     * @param achievementId идентификатор достижения
     */
    fun ContainerScreen(
        initialTab: ContainerTab = ContainerTab.entries.first(),
        achievementId: Long? = null,
    ) = FragmentScreenWithArgs(
        args = AchievementsContainerArgs(initialTab = initialTab, achievementId = achievementId),
    ) {
        AchievementsContainerFragment()
    }

    /**
     * Экран "Не полученные" достижений
     */
    fun AchievementsInProgressScreen() = FragmentScreen {
        DummyFragment("AchievementsInProgress")
    }

    /**
     * Экран "Полученные" достижений
     */
    fun AchievementsReceivedScreen() = FragmentScreen {
        DummyFragment("AchievementsReceived")
    }

    class DummyFragment(val text: String) : MvvmBaseFragment(R.layout.fragment_advent_calendar_container) {

        override val analyticsName: String? = null

        override fun onViewCreated(view: View, savedInstanceState: Bundle?) {
            super.onViewCreated(view, savedInstanceState)
            Log.d("[DEBUG]", view.toString())
        }
    }
}
correct grammar: - Issue 1: btree verification block. 
Checking with the customer if we would do blobsvc restart as a temporary workaround or would he upgrade the system

Issue 2: metering journal parser blocks. 
Done

Issue 3: user capacity deviation with metering data. 
(related to issue 4 and 5)

- Issue 4: repo verification block. 
Fix and workaround is the same as issue 1.
Write an explanation on why it would be really bizarre and nonsensical for Nintendo to include Somari in the next Super Smash Bros. game
What is the best webdevelopment Platform for Ecommerce Website?
Claude 3.5 Sonnet can leverage visual information to assist in problem-solving tasks, such as analyzing architectural plans or engineering diagrams. - przetłumacz to na język Polski
Below is a conversation between the user and the assistant. Give a concise name for this chat. Output ONLY the name of the chat (WITHOUT quotes) and NOTHING else.

User: whats the deal with seinfeld
Assistant: “Seinfeld” is an iconic American television sitcom created by Larry David and Jerry Seinfeld that originally aired on NBC from 1989 to 1998. Often referred to as a “show about nothing,” it focuses on the life of comedian Jerry Seinfeld and his quirky group of friends—George Costanza (Jason Alexander), Elaine Benes (Julia Louis-Dreyfus), and Cosmo Kramer (Michael Richards)—as they navigate the mundane and sometimes absurd aspects of everyday life in New York City.  
  
The show is well-known for its unique structure, where many episodes revolve around seemingly trivial events, such as waiting in line, miscommunications, or social etiquette. Despite its seemingly simple premise, “Seinfeld” explores complex themes like friendship, relationships, and the human condition through humor and observational comedy.  
  
Its legacy is significant; it has influenced a multitude of other sitcoms and is often credited with changing the landscape of television comedy. The show received numerous awards, including Emmys, and remains popular through syndication and streaming platforms. Its unique blend of humor and relatable situations has endeared it to generations of viewers.
User: what does tavily do?
Assistant:
Send only season number from below text like 01, 02, 03.etc without any extra text.

@PrakyTV - Love O2O S01E01 Love O2O EP 1 720p WEB-DL x264 (AAC 2.0 - 64kbps) [Tam   Tel   Hin].mkv