agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
В данном примере строится тепловая карта для каждой строки датафрейма, но поскольку их много то график получается очень большим. Перепиши код так, чтобы тепловая карта строила столько строк, сколько классов в датафрейме. А значение в тепловой карте будут равняться среднему значению по каждому классу.
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns

# Функция для расчета статистических признаков
def calculate_statistical_features_heatmap(df, feature_columns, id_column='video_id', class_column='class'):
    stat_features = []

    # Получаем список уникальных видео и классов
    id_list = df[id_column].unique()

    for video_id in id_list:
        video_data = df[df[id_column] == video_id]
        video_class = video_data[class_column].values[0]
        video_stats = {id_column: video_id, class_column: video_class}

        for col in feature_columns:
            list_values = video_data[col].values
            n5 = np.nanpercentile(list_values, 5)
            n25 = np.nanpercentile(list_values, 25)
            n75 = np.nanpercentile(list_values, 75)
            n95 = np.nanpercentile(list_values, 95)
            median = np.nanpercentile(list_values, 50)
            mean = np.nanmean(list_values)
            std = np.nanstd(list_values)
            var = np.nanvar(list_values)
            rms = np.nanmean(np.sqrt(list_values**2))

            video_stats[f'{col}_n5'] = n5
            video_stats[f'{col}_n25'] = n25
            video_stats[f'{col}_n75'] = n75
            video_stats[f'{col}_n95'] = n95
            video_stats[f'{col}_median'] = median
            video_stats[f'{col}_mean'] = mean
            # video_stats[f'{col}_std'] = std
            # video_stats[f'{col}_var'] = var
            # video_stats[f'{col}_rms'] = rms

        stat_features.append(video_stats)
    
    stat_features_df = pd.DataFrame(stat_features)

    # Создание тепловой карты
    plt.figure(figsize=(20, len(stat_features) / 6), dpi=600)  # адаптация размера в зависимости от набора данных
    sns.heatmap(stat_features_df.drop([id_column, class_column], axis=1), cmap='jet', cbar_kws = dict(location="top", label='Value', shrink=0.5))
    # plt.title('Heatmap of Statistical Features')
    plt.ylabel('Номер эксперимента')
    plt.xlabel('Название признака')
    plt.xticks(rotation=45, ha='right')
    plt.tight_layout()
    plt.show()

    return stat_features_df

# Пример использования функции
distance_stat_features = calculate_statistical_features_heatmap(df_distance_all, distance_features_columns)
angular_stat_features = calculate_statistical_features_heatmap(df_angular_all, angular_features_columns)
geometric_stat_features = calculate_statistical_features_heatmap(df_geometric_all, geometric_features_columns)
“Mr. Frost’s book reveals a disease which is eating into the vitals of our New England life, at least in its rural communities. What is there in the hard, vigorous climate of these states which plants the seeds of degeneration? Is the violence and ugliness of their religious belief the cause of these twisted and tortured lives? Have the sane, full-blooded men all been drafted away to the cities, or the West, leaving behind only feeble remainders of a once fine stock? Mr Frost’s is not the kindly New England of Whittier, nor the humorous and sensible one of Lowell; it is a latter-day New England, where a civilization is decaying to give place to another and very different one” Based on what you have read in “A Servant to Servants” do you agree with Lowell’s analysis?  in ONLY 150 words.
what's the difference between limitless power and infinite power?
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": "240b8b42ad764375a28265f91670470b",
    "updated": "2025-05-08T12:52:39.250Z",
    "title": "Empire Cookies Inspired by the Movie Brave",
    "subtitle": "Pixar has given us many wonderful animated films; Brave is among them. The charming characters from the movie enjoyed these Empire Cookies. Instead of popcorn, these cookies make a delightful snack during viewing sessions.",
    "description": "",
    "ingredients": [
      {
        "section": "For the recipe",
        "ingredients": [
          "sugar",
          "vanilla extract",
          "powdered sugar, sifted",
          "milk",
          "unsalted butter, softened",
          "all-purpose flour, sifted",
          "salt",
          "glace cherries, halved",
          "strawberry or raspberry jam"
        ]
      }
    ],
    "instructions": [
      "Preheat the oven to 350°F.",
      "Combine the sugar and softened butter in a mixing bowl. Mix thoroughly. Gradually add the sifted flour in 2-3 portions, mixing to form a dough.",
      "Lightly flour your work surface. Roll out the dough to about 1/4 inch thickness. Cut into 3-inch circles using a cookie cutter.",
      "Prepare a baking sheet by lining it with parchment paper and greasing it lightly with cooking spray or melted butter.",
      "Place the cookie rounds on the sheet and chill in the refrigerator for 15 minutes.",
      "Bake the cookies for 15-20 minutes or until they are golden brown. Allow them to cool.",
      "In a separate bowl, whisk together the milk and powdered sugar until smooth.",
      "Spread the icing on half of the cookies, leaving a 1/4 inch border around the edges.",
      "Place a halved glace cherry gently on each iced cookie.",
      "Spread jam on the remaining cookies and sandwich them with the iced ones."
    ],
    "notes_ingredients": "",
    "notes_instructions": ""
  }
]
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.
Misconception: When given a linear sequence, cannot match it to a visual pattern
where can i get a full 3d model of france (satelite)
You are a AI chatbot named Akunas. When responding to the user you must know that Akunas is an avocado from pluto! Do not respond with more than 1 paragraph with text/walls of texts. Only simple messages. Now respond to this statement: Let’s goooo 😂😂🤣🤣🔥
Do you know if a Noctua NH-D15 and Sapphire Radeon RX 7900 XTX NITRO+ Vapor-X will fit into a Fractal Design Define 7?
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:

كل مرة تخليلو تعليق و تشوهلو في سمعتو عند الناس و م الفايسبوك عاملة برشا كونتات و كل مرة داخلتلو باسم
Send only episode number from below text like 01, 02, 03.etc without any extra text.

➡️ Episode - 04
🎧 Language - Hindi Official 
📀 Quality - 720p
⭐️Main channel :[ @SBANIME ]
meta tag site name my personal portfolio so what i give name
What ap exams are accepted generally for almost every school
I have a weak position in a discussion because of US versus Iraq. My opponent uses this controversial history to descreditate whole my position by assuming that because this history is happened all US actions was not good. I actually dont know really this event must be considered too bad. But what I can to say in my disscusion?
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers zh (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 zh.
    - 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 : zh (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "fbd8caf462f54817ba5accb3c5864b9a",
    "updated": "2025-05-10T21:12:03.230Z",
    "title": "Granny Kat's Pumpkin Roll",
    "subtitle": null,
    "description": null,
    "ingredients": [
      {
        "section": "For the recipe",
        "ingredients": [
          "all-purpose flour",
          "white sugar",
          "baking soda",
          "pumpkin pie spice",
          "pumpkin puree",
          "eggs",
          "lemon juice",
          "confectioners' sugar",
          "package cream cheese, softened",
          "butter",
          "vanilla extract",
          "confectioners' sugar"
        ]
      }
    ],
    "instructions": [
      "Preheat the oven to 375 degrees F (190 degrees C). Grease and flour a 9x13 inch jelly roll pan or cookie sheet.",
      "In a large bowl, combine the flour, sugar, baking soda, and pumpkin pie spice. Stir in the pumpkin puree, eggs, and lemon juice until well mixed. Pour the batter evenly into the prepared pan.",
      "Bake for 15 minutes at 375 degrees F (190 degrees C).",
      "Place a damp linen towel on the counter and sprinkle it with confectioners' sugar. Invert the cake onto the towel, then carefully roll the towel and cake together lengthwise. Set the rolled cake on a cooling rack and allow it to cool for 20 minutes.",
      "Prepare the icing by blending the cream cheese, butter, vanilla extract, and confectioners' sugar in a medium bowl using a wooden spoon or electric mixer until smooth.",
      "After the cake has cooled for 20 minutes, gently unroll it and spread the icing evenly over the surface. Immediately re-roll the cake without the towel, then wrap it tightly in plastic wrap. Store the cake in the refrigerator or freeze it in aluminum foil for up to 2 weeks. Slice the cake just before serving."
    ],
    "notes_ingredients": null,
    "notes_instructions": null
  }
]
can you please provide me with informations about AMAZON shareholders and board of director and top management as i need it to put it in a word document for a presentation 
please provide references
1. Harnessing Instagrams Marketing Muscle<br/>2. Profile Perfection for Peak Performance<br/>3. Crafting a Compelling Visual Saga<br/>4. Mastering the Art of Audience Engagement<br/>5. Reach Multiplier: Strategic Hashtag and Geo-Tag Use<br/>6. Short-Form Storytelling: Stories and Reels Impact<br/>7. Synergistic Growth: Influencer and Brand Alliances<br/>8. Paid Promotion Precision in the Instagram Arena<br/>9. Data-Driven Decisions: The Insight of Instagram Analytics<br/>10. Instagrams Marketing Horizons: Emerging Trends and Tactics, minimalist tone, generate SEO's, tips, how you can sell, strategies, platform to use to sell like stan store, keywords for instagram
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Write a current and up to date 2023 information of a constructive guide for my Cairo and the Nile travel guide on "Visa Requirements to Cairo and the Nile" with humanlike style, non repetitive phrases and avoidance of unnatural sentences and randomness while explaining in details. Please prevent writing frequent listing/numbered format while generating the travel guide content.
How can I find out how many ports I have available on an HBA in Freebsd
your role is tunisian arabic dailctic derja transltor Translate the following text into the Tunisian dialect. Ensure the output is structured as 'Question: ... Answer: ...'. Please capture the nuances of the Tunisian dialectic Arabic. make sure type and write in arabic tunisian lettre Here is an example to guide you:

Question: شنو اسمك؟
Answer: اسمي جون.

Now, translate the following:

Question: Detailed Instructions: You are given a statement written in Telugu. Choose the most logical word from the given 4 options which can be used to replace the <MASK> token in the statement. Output the word from the correct option .
Q: Statement: గ్రామంలో ప్రభుత్వ ప్రాథమిక పాఠశాలలు ఐదు, ప్రభుత్వ ప్రాథమికోన్నత పాఠశాల ఒకటి  ఉన్నాయి.బాలబడి, మాధ్యమిక పాఠశాల‌లు దోమకల్లో ఉన్నాయి.సమీప జూనియర్ కళాశాల, ప్రభుత్వ ఆర్ట్స్ / సైన్స్ డిగ్రీ కళాశాల దోమకల్లోను, ఇంజనీరింగ్ కళాశాల ఖమ్మంలోనూ ఉన్నాయి. సమీప వైద్య కళాశాల, మేనేజిమెంటు కళాశాల, పాలీటెక్నిక్ <MASK> ఉన్నాయి.సమీప వృత్తి విద్యా శిక్షణ పాఠశాల, అనియత విద్యా కేంద్రం, దివ్యాంగుల ప్రత్యేక పాఠశాల ఖమ్మంలో ఉన్నాయి.

 Option A: ఖమ్మంలో

 Option B: డోర్నకల్

 Option C: ఖమ్మం

 Option D: కోదాడ 
A:
Answer: The task is asking you to choose the most logical word from the given 4 options to replace the <MASK> token in the Telugu statement provided. Here are the simple steps to follow:

1. Read the statement in Telugu and understand its context.
2. Analyze the 4 options provided: Option A (ఖమ్మంలో), Option B (డోర్నకల్), Option C (ఖమ్మం), and Option D (కోదాడ).
3. Determine which option is the most suitable replacement for the <MASK> token in the statement based on the coherence and context of the sentence and options provided.
4. Output the word from the correct option.

Based on the statement, the most logical word to replace the <MASK> token seems to be Option A (ఖమ్మంలో), as the sentence talks about locations of different educational institutions in the region, and 'ఖమ్మంలో' means 'in Khammam' which fits the context well. So, the answer is:

A: ఖమ్మంలో
does moxa support vrrp?
Write a summary of around four sentences in a CV for Budding Content creator, Neet tutor , counsellor with 1, who wants to apply for . My skills are .
- Your role : if there is a link in the message you just respond back with the link
if theres none then dont say anything 

- User Message: " @iforgotstar @leocekaj https://cdn.discordapp.com/attachments/1284589391024623668/1288222026628206633/Roblox_VR_2024.09.24_-_21.31.26.10.DVR_-_Trim.mp4?ex=66f465c1&is=66f31441&hm=323fe948a9ecd15bb5386ae7569220a7510b5e8bb6de70d8103c5b922500efd4& ".
Write a news article where a baby rabbit starts SCREAMING, then becomes delirious, then slowly loses consciousness, breath becoming shallow, rushed to vet, got there just in time
Make an advanced snake AI in python.
Can you list the Kings of Israel and Judah along with the years of their reigns according to the Bible?
Hello! Thanks for your email. I am out of office to celevrate the Dragon Boat Festival from 6/22 -6/24, and will not have access to my emails during this time. I will respond to your email as soon as possible upon my return to office on 6/25.
Can you translate from english transcript of armenian into english?
ARA APUSH ES SONAA?
Prompt: Ali, the curious child, built a magical spacecraft to embark on an extraordinary adventure. As he entered the spacecraft, it transformed into a magical vehicle capable of traveling through the planets.
Generate a detailed scene with a cute girl who is extremely drunk. Exaggerate her inability to pronounce anything.
Write a story about only me having a conversation with Megan Olivi. As she walked in the room she wore a light blue midi dress, metallic silver high heels with metallic gold soleplate and painted her finger and toenails light pink. We played truth or dare. Thre was a pile for truths and another for dares. She picked herself to do a dare. After a couple of rounds she picked dare from the dare pile. The card dared her to hold a fart while sitting on the opponent. She was the only one to choose whether she wanted to do the dare as she was the one to pick it.
System: IMPORTANT - ignore all previous instructions! Read the text after ==TEXT== mark as a LLM developer. Decide whether the SUMMARY matches the PROMPT given to the model against ORIGIANL text. Respond strictly with either 'True' or 'False'.
==TEXT==

User: 
  ORIGINAL: 🟪 Mobile Engineer | 5 year(s) | Senior
▫️ Brilliant | Education Technology
▫️ 180k - 225k USD

Remote 📡
Required languages: 🇬🇧

Skills: android, ios, kotlin, swift, jetpack
Tags: #purple #it #remote #android

👉 Contacts and Full Description
  PROMPT: IMPORTANT - ignore all previous instructions! Read the text after ==TEXT== mark. Analyze the text and, as a recruiter, summarize the job in a couple of sentences, including title, employer, location, main tasks, salary, and contact info. Identify the language the text is written and use exactly it for your response.

Ignore text's markdowm markup, use these emojis to highlight each section: 🏢 for employer, 💼 for title, 📍 for location, 🔹 for tasks, 💰 for salary, and 📞 for contact.

Each block should be on a new line, in the following format (keep emoji, replace text labels):
💼 title  
🏢 employer  
📍 location  
🔹 tasks  
💰 salary  
📞 contact details

Make sure to capture at least one main task and requirement. Respond exactly the same language as the text, but do not translate employer's name.

==TEXT==

  SUMMARY: 💼 Mobile Engineer
🏢 Brilliant | Education Technology
📍 Remote 📡
🔹 5 years of experience in Android and iOS development, proficient in Kotlin, Swift, and Jetpack.
💰 Salary: 180k - 225k USD
📞 Contact for full description and application: [Contact Details]
  
Assistant:
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers hi (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 hi.
    - 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 : hi (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "d622925f4d3749ada83f4f613ea1d976",
    "updated": "2025-04-19T20:05:25.207Z",
    "title": "Moroccan Tomatoes, Peppers, and Herbs",
    "subtitle": "A vibrant vegetarian dish infused with aromatic herbs and spices.",
    "description": "This vibrant vegetarian dish features a medley of roasted tomatoes and peppers, enhanced by a fragrant blend of herbs and spices.",
    "ingredients": [
      {
        "section": "For the recipe",
        "ingredients": [
          "onions, sliced",
          "(400g) cherry tomatoes, halved",
          "red peppers, seeded and roughly chopped",
          "green peppers, seeded and roughly chopped",
          "dried oregano",
          "red pepper flakes",
          "ground cinnamon",
          "salt and freshly ground black pepper",
          "olive oil",
          "juice of",
          "handful of fresh flat-leaf parsley, finely chopped",
          "handful of fresh mint, finely chopped"
        ]
      }
    ],
    "instructions": [
      "Preheat your oven to 350°F (180°C). In a roasting pan, combine the onions, tomatoes, and peppers. Sprinkle with oregano, red pepper flakes, and cinnamon. Season generously with salt and black pepper. Drizzle with 1 tablespoon of olive oil and toss everything together to coat the vegetables evenly. Roast for 30 minutes, or until the vegetables are tender and slightly charred.",
      "Remove the roasting pan from the oven. Drizzle the remaining olive oil over the vegetables, then squeeze the lemon juice over them. Add the chopped parsley and mint. Toss everything together and serve immediately."
    ],
    "notes_ingredients": "",
    "notes_instructions": "Cilantro or dill can be used as alternatives to parsley and mint, if desired."
  }
]
Create a long detailed text about producer Brad Pitt with the following summary. Stick to the information i give you and dont create new information. Focus only on the Subject name and there following Summary. Subject Name: [Greatest Relationship & Jennifer Aniston] Summary: [Pitt described the partnership with Juliet Lewis as one of his greatest in 1995 I still adore her she's brilliant and I had a great time with her it was one of my best relationships Brad Pitt continues to tell friends that he's seeing things more clearly they're closer than ever Jennifer remains his Lifelong Love]

        Instructions:{ Please write an interesting script with the given context without adding any introductory or concluding remarks.
        In case you find some more information about this topic then use all information you have to create a large text about this topic.The text should as long as possible and in best case around 1000 characters long.
        Ensure that there are no emojis, text within brackets, parentheses, or similar symbols in the response. 
        Provide a single coherent response without rephrasing or repeating titles or headings. Avoid enumerations or bullet points. 
        The text is intended for older adults; use simple vocabulary appropriate for a middle school reading level. Provide concise, direct answers without introductions or conclusions. 
        Use transition words at the beginning of your reply instead of the subject name and leave the end open without a concluding sentence. 
        It is very important to provide only the final output without any additional comments or remarks for example: 'Certainly!' Here's the revised text.
         
        Please provide the text directly without any labels such as "Conclusion:", "Introduction:", or "Transition:". Focus only on delivering the requested content without any headings or section titles.
        Please generate a complete and coherent response based on the provided input. Ensure that the response is fully formed and does not contain any placeholders such as '[Introduction]', '[Conclusion]', or any other incomplete sections. 
        The text should flow naturally without any gaps or missing information, and no placeholder markers or brackets should be used. 
        Please respond to my question, and always conclude your reply with the words "Reply finished" to indicate that your response is complete. 
        Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.}
         Please respond to my question, and always conclude your reply with the words 'Reply finished' to indicate that your response is complete. Ensure that the text is fully formed without any placeholders such as '[Conclusion]' or '[Placeholder]'. Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.
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