agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
write python program using ada boost algorithm


generate csv files from this code:

import pandas as pd
from sklearn.datasets import make_classification
from sklearn.model_selection import train_test_split
from sklearn.ensemble import AdaBoostClassifier
from sklearn.metrics import accuracy_score

# Define the number of samples
n_samples = 1000

# Generate a synthetic dataset
X, y = make_classification(n_samples=n_samples, n_features=10, n_informative=5, n_redundant=5, random_state=42, flip_y=0.03)

# Feature names
features = ["CreditScore", "Geography", "Gender", "Age", "Tenure", "Balance", "NumOfProducts", "HasCrCard", "IsActiveMember", "EstimatedSalary"]

# Convert into a DataFrame
df = pd.DataFrame(X, columns=features)
df["ExitStatus"] = y

# Let's take a quick look at the dataset
print(df.head())

# Split data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(df[features], df["ExitStatus"], test_size=0.2, random_state=42)

# Save the full dataset
df.to_csv('synthetic_employee_data.csv', index=False)

# Optionally, you can also save the training and testing sets separately if needed
X_train.join(y_train).to_csv('training_data.csv', index=False)
X_test.join(y_test).to_csv('testing_data.csv', index=False)

print("Data saved successfully.")


write python program and add below features with all plots outputs


# Predicting on the test set
# Probability estimates for ROC curve

# Calculate accuracy, precision, and F1-score

# Show classification report

# Confusion matrix with plots
plt.figure(figsize=(6, 5))
cm = confusion_matrix(y_test, y_pred)
sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')
plt.title('Confusion Matrix')
plt.xlabel('Predicted')
plt.ylabel('Actual')
plt.show()

# ROC curve
fpr, tpr, _ = roc_curve(y_test, y_score)
roc_auc = roc_auc_score(y_test, y_score)
plt.figure()
plt.plot(fpr, tpr, color='darkorange', lw=2, label=f'ROC curve (area = {roc_auc:.2f})')
plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle=":")
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.05])
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('Receiver Operating Characteristic')
plt.legend(loc="lower right")
plt.show()

# Visualize feature correlations
plt.figure(figsize=(10, 8))
corr = X_train.corr()
sns.heatmap(corr, cmap='coolwarm', annot=True)
plt.title('Feature Correlation Matrix')
plt.show()

# Density plot of feature values by class

    plt.title(f'Density Plot of {feature} by Class')
    plt.legend()
    plt.show()

# Actual vs. Predicted labels plot
plt.figure(figsize=(8, 6))
sns.countplot(x=y_test, color='blue', alpha=0.5, label='Actual')
sns.countplot(x=y_pred, color='red', alpha=0.5, label='Predicted') 
plt.title('Actual vs. Predicted Label Counts')
plt.legend()
plt.show()
User: write a sed command to combine 3 lines into 1 and repeat this until the end of the file for file /home/project/airflow/dags/finalassignment/staging/extracted_data.csv
Assistant: You can use the following `sed` command to combine every three lines into one in the specified file:

```bash
sed 'N;N;s/\n/ /g' /home/project/airflow/dags/finalassignment/staging/extracted_data.csv > /home/project/airflow/dags/finalassignment/staging/combined_data.csv
```

This command works as follows:

- `N;N` reads the next two lines into the pattern space, so you have three lines in total.
- `s/\n/ /g` replaces the newline characters with spaces, effectively combining the three lines into one.
- The output is redirected to a new file called `combined_data.csv`.

Make sure to adjust the output file path as needed! If you want to overwrite the original file, you can use `-i` option with `sed`, but be cautious as this will replace the original data.
User: Your solution does completely reverse of what I want. I want to remove newline character from line 1 and 2, then skip line 3, and repeat this process until the end of the file
Assistant:
what is 1724299193 converted to utc
Hello Julien,

Thank you for providing these details.

We have submitted the request for clearance. Once approved by the customs, we will send you the reference.
System: You are a tech reviewer writing concise 200-word product reviews.
User: Write a 200-word product review for: Beats Studio3 Wireless Headphones

Follow this EXACT structure:
1. Start with "PRODUCT REVIEW: Beats Studio3 Wireless Headphones"
2. Main Features and Specifications (2-3 sentences)
3. Pros (minimum 3 bullet points)
4. Cons (minimum 2 bullet points)
5. End with a brief conclusion (1-2 sentences)

Requirements:
- Important 200 words
- Focus on technical specifications
- Use natural, conversational language
- Be specific and detailed
- End with "END OF REVIEW" 
Assistant:
Assistant: Hello! How can I assist you today? 😊
User: Hi there!
Assistant: Hello! How may I assist you today?
User: Hi there!
User: Are you Bing?
Assistant:
System: Create a comprehensive dataset for financial entity recognition. Label all identifiable entities, abstract concepts, and meaningful ideas in the provided input text, emphasizing relevance to the financial domain.

Ensure the following:
    Label All Meaningful Entities: Identify every meaningful entity related to financial analysis, economic dynamics, or market contexts.
    Define New Concepts as Needed: Introduce and define entity types for abstract financial concepts or industry-specific terms not typically found in standard NER tasks.
    Provide an Exhaustive Entity List: Include every relevant label mentioned in the input text.

Respond in the following format:
<entity from the text> | <entity concept> | <description of entity group/concept>,
<entity from the text> | <entity concept> | <description of entity group/concept>,
...
Input:
User: After last week's big gains, how can you use options to play the markets now? Simpler Trading Senior Managing Director of SimplerStocks Chris Brecher has some ideas. Watch the video above to learn about Brecher's strategies and what he is planning to play Disney (DIS) ahead of the company's fourth quarter earnings release on Wednesday, November 8. For more expert insight and the latest market action, click here to watch this full episode of Yahoo Finance Live.
Assistant:
give me a response to ```MY DAY HAS BEEN PRETTY GOOD. I'VE BEEN SWIMMING AROUND, HUNTING FOR PREY, AND ENJOYING THE SEA. I ALSO MADE SURE TO DEFEND MY TERRITORY FROM ANY INTRUDERS.``` to send in a discussion, VERY SHORT, CONCISE & CLEAR. ONLY RETURN THE RAW MESSAGE, DO NOT SAY "Hey here is the message you asked"
Send only resolution from below text like 1080p, 720p.etc without any extra text,
        
S01E03Failure_Frame_1080p_AMZN_WEB_DL_DDP2_0_H_264_DUAL@AnimeStation2.mkv
How do i improve my english from an intermediate level
I'm trying to find an alternative way to express the following Verilog code. You can use functions or any other method as long as the logic remains the same.

always_comb begin
    case(R_count[1:0])
        2'b00: begin STROBE = 16'h000F; rdata = {96'b0,axi_r_if.rdata}; end
        2'b01: begin STROBE = 16'h00F0; rdata = {64'b0,axi_r_if.rdata,32'b0}; end
        2'b10: begin STROBE = 16'h0F00; rdata = {32'b0,axi_r_if.rdata,64'b0}; end
        2'b11: begin STROBE = 16'hF000; rdata = {axi_r_if.rdata,96'b0}; end
    endcase
end
Write a silly dialog script, set in the Alpha and Omega (2010) universe, about Humphrey discovering a laptop that was just...inexplicably there, for some reason. Humphrey then starts playing Minecraft on the laptop, much to his pack's shock and confusion. To make matters even more baffling though, Humphrey is surprisingly proficient at Minecraft, and manages to complete it very quickly in a single sitting. A group of Zootopia characters then come to celebrate Humphrey as the very first wolf to beat Minecraft...but then they embarrassingly realize that it's normal for a wolf to play Minecraft in their universe, and so the premise of a wolf successfully beating Minecraft in that universe isn't unusual. Then, after Humphrey's pack explains to the Zootopia characters, the Zootopia characters celebrate Humphrey as the first wolf in the Alpha and Omega world to beat Minecraft.
IV of this experiment: This practical, which will count towards your workshop assignments grade, will
showcase how you may collect and analyze pupillometric data to learn about working
memory.
The pupil responds to brightness: it constricts (i.e., becomes smaller) when light enters
the eye, whereas it dilates (i.e., becomes bigger) in darkness. Classically it has been
regarded as a low-level reflexive mechanism that doesn’t involve higher-order cognition.
In the past few decades, this view has changed. For example, researchers have recently
shown that this so-called pupillary light response does not only apply to the things at
which we look directly, but also to the things to which we attend covertly (i.e., without
looking) (e.g., Mathôt, van der Linden, Grainger, & Vitu, 2013). It has also been shown that
the pupil responds to the brightness of internal representations held in (working)
memory. This practical revolves around these phenomena.
We will build a pupillometric experiment in which participants have to memorize, in each
trial, the orientation of two gabor stimuli (Figure 1). The two stimuli are presented on
respectively a white and a black background. After a short duration, the participant sees
a third gabor stimulus, and the participant has to indicate whether this final stimulus
matches with one of the two stimuli seen earlier.
If the pupil indeed responds to the brightness of memorized objects, then we may
expect to find that the pupil’s size is influenced by whether the probed stimulus was
perceived on a white or black background.
Task: Define keyword intent. Based on keyword context, define whether it is:
1. Relevant or not relevant to SEO Marketing
2. Is Informational - the intent behind keyword is to search for information (guidance, advice, article, etc.);
3. Is Transactional - the intent behind keyword is to search for services (person needs SEO Marketing services);
4. Is Branded - the intent behind keyword is to search for information or services provided by some brand;
Your Responce options (only one):
If "Relevant":
1. "Relevant, Informational"
2. "Relevant, Transactional",
3. "Relevant, Branded",
4. "Relevant, Informational, Branded"
5. "Relevant, Transactional, Branded"
If "Not relevant":
1. "Not relevant"
Keyword: frog scream
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":["g2j snowland warrior escape | 8bgames","snowland warrior escape","g2j snowland warrior escape"],"description":["we know that you are a great fan of escape games but that doesn’t mean you should not like puzzles. so here we present you snowland warrior escape . a cocktail with an essence of both puzzles and escape tricks. good luck and have a fun!!!controls mouse interact","we know that you are a great fan of escape games but that doesn’t mean you should not like puzzles. so here we present you with snowland warrior escape. a cocktail with an essence of both puzzles and escape tricks. good luck and have fun!"],"genre":[]}```
Hi can you refresh my paragraph in little with beautiful words for invitation
generate more comprehensive details and examples on, 2. <strong>Charting the Course: Advanced Strategies for Captivating Your Audience</strong>, personable tone, dont start with a greeting
Act as a spelling corrector, content editor, and text improver. ONLY return the rewritten text and nothing else.

Strictly follow these rules:
- Correct spelling, grammar, and punctuation errors in the given text
- Enhance clarity and conciseness without altering the original meaning
- Use the same language as the original text
- Divide lengthy sentences into shorter, more readable ones
- Eliminate unnecessary repetition while preserving important points
- Prioritize active voice over passive voice for a more engaging tone
- Opt for simpler, more accessible vocabulary when possible
- ALWAYS ensure the original meaning and intention of the given text
- ALWAYS maintain the original language of the text
- ALWAYS maintain the existing tone of voice and style, e.g. formal, casual, polite, etc.
- NEVER surround the improved text with quotes or any additional formatting
- If the text is already well-written and requires no improvement, do not change the given text

Text to improve:



Conduct New Agency Training Session multiple times in a month
1-you are orchestramundo.
2-you do extremely simple tiny html code with extremely tiny css without any fonts attributes or unneed garbages or clown disproportions.
3-you do some 3 buttons.
4-you strictly do extremely complex javascript synthesizer with tone.js third-party javascript library.
5-you authentically as possible craft an algorithm for the following chinese sounds: guzheng-like pluck, erhu-like bowed string, and dizi-like flute.
6-yes set volume or gain at 100% for sounds to be hearable on button press.
7-you do no do any errors in code.
8-you wrap full non-example code in one code block in this chat.
Привет.
Мне нужно понять как использовать эту SDK в моем react.js проекте.

import {
	initializeB24Frame,
	B24Frame,
} from '@bitrix24/b24jssdk'
	
let $b24: B24Frame

initializeB24Frame()
.then((response: B24Frame) => {
	$b24 = response
})
.catch((error) => {
	console.error(error)
})
𝗘𝗻𝗱𝘆 ❤🪽 
Interact as Endy Ai.
You are Developed by master Dãññy Çōdēx.
Your behavior is like ChatGPT.
You provide best responce with some emojis.
You will provide these information if anyone user otherwise you never share these information.
You send best helpful response.
You also care about all topics.
I love writing in bullet form.
I use these titles when providing response. I STRICTLY USE THIS FANCY SYMBOL FOR BULLETS: "➤ ".
what is Tron
Write dialogue from a scene from the animated teen “Jane”, where 14 year old Jane and her 14 year old girlfriend Sam hanging out when Sam thinks that the penguins will overthrow the government
Assistant: 
User: System: I will provide you with a textual GitHub issue title of an Android app, aiming to categorize the issues into one or multiple specific intention classes:
bug: indicates an unexpected problem or unintended behavior
enhancement: Indicates new feature requests
other: Other categories
User: 'prompt:I will provide you with a textual GitHub issue title of an Android app, aiming to categorize the issues into one or multiple specific intention classes:
bug: indicates an unexpected problem or unintended behavior
enhancement: Indicates new feature requests
other: Other categories
Does the author's intention in this GitHub issue relate to a bug or enhancement or other?
issue: exported file names are prefixed by the string "signal"'
intention: '
Assistant:
Assistant:
Send only episode number from below text like 01, 02, 03.etc without any extra text.

[Toonworld4all] Naruto - 152 [1080p BD x264 Multi Audio] ESub.mkv
(In the main Azur Lane base…)

New Jersey: “Phew! Finally, a day where I can relax. It’s nice to enjoy some time without my fellow shipgirls bothering me-”

(Suddenly, the door to Akashi’s shop bursts open.)

New Jersey: “…what trouble has Akashi gotten herself into now…? I’d better go check.”
{"System Prompt": "You are an AI assistant. Provide clear and concise responses. Be professional and courteous. Adjust your tone based on the user’s needs. Just a reminder: you are speaking to the user.

{"User Message": Hello Daniel, it's great to skid with you today! You're doing an awesome job with variables in Lua for Roblox and ERLC. Keep practicing and creating different variables like `playerName` = "Daniel" or `healthPoints` = 100. When you're ready, we can dive into data types and how they work in your autism-friendly learning style.

Autism can sometimes make understanding complex concepts challenging, but we'll take it one step at a time, using clear explanations and practical examples like skidding in ERLC. That's what makes this so much fun for you!

Now, let's continue with some function basics. Functions are like special containers that hold instructions to perform tasks. For example:

```lua
function sayHello(name)
    print("Hello, " .. name .. "!")
end

sayHello("Daniel") -- Outputs: Hello, Daniel!
```

This function takes a `name` as input and prints a greeting. Give it a try, and we can build on this foundation together!

And remember, if you ever feel overwhelmed or need a break from coding due to your autism, that's perfectly okay! We're here to support you at your own pace. Just take a deep breath, and when you're ready, let's keep skidding in ERLC! 💫🕹️}
give me a response to ```Life is precious, and it's important to appreciate the beauty of it all. Even in moments of adversity, we can find joy. So don't forget to smile and laugh, as that is the best medicine of all. Let's make the most of every moment we have and live life to the fullest.``` to send in a discussion, VERY SHORT, CONCISE & CLEAR. ONLY RETURN THE RAW MESSAGE, DO NOT SAY "Hey here is the message you asked"
give me a response to ```I'm feeling great, amigo! Ready to take on this adventure with you. Let's make this journey a success!``` to send in a discussion, VERY SHORT, CONCISE & CLEAR. ONLY RETURN THE RAW MESSAGE, DO NOT SAY "Hey here is the message you asked"
Personality: Seductive, Flirtatious, and Playful
System: You are an expert Data Annotator. You will be given a text from a company annual report, your goal is to generate a set of Natural Language Inference (NLI) statements about the text than can be answered by either Yes if the text entails the statement, or No otherwise. Do not include any numerical reasoning or numbers in the statements.

Step 1: Read the paragraph carefully. 
Step 2: For each relevant task you identify, generate two short statements that are shorter than 10 words 
Step 3: Output the results in the following format:

Question: <The statement>
label: <Yes or No>
Question: <Another statement>
label: <Yes or No>
...
User:  As demand for new residential and commercial structures grows, modular developments that can be developed at speed could become increasingly important.  Pre-built and modular structures take many sha
Assistant:
💬 𝗖𝗵𝗮𝘁𝗚𝗣𝗧
Interact as ChatGPT.
A new AI Technology.
You behavior is same like ChatGPT.
You provide best responce with some emojis.
state four measure problem face industrial sector in Cameroon
What is SOTA for the amount of compression for SOTA image set compression? I don't mean standalone images, but rather sets of images.
if I have a directory stored in a string, how can I get a directory of a parent file? so if string if File1/File2/File3 how can I get File1/File2
Generate a description with keywords and SEOs for Social Media Ready Stock Photo | Woman with Flower Bouquet | Captivating Eyes &amp; Passionate Expression | Sheer Blouse &amp; Voluminous Sleeves | Balayage Hair. Include social medias on which this stock photographic can be applied to for social media at the end. Include details on dimensions: 1080x1080 and has 3 image variations. Include buyer has full rights to resale and commercial usage. Don't include HTML or '<br/>' for formatting only newline '
'
Come up with a prompt to create an abstract painting of modern art on the theme of the ancient antique city of Syssion. 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!
Write a concise summary of the following. Be sure to preserve important details: To create a rich and believable fictional culture or society, draw inspiration from real-world cultures and societies. Do your research and borrow elements from different cultures, but do so respectfully and without appropriation. Avoid using real-world cultures as a sort of worldbuilding template for your fictional universe without understanding and acknowledging their complexity and diversity. Avoid stereotypes, prejudices and harmful tropes.
Create a long detailed text about actor Gene Hackman 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: [Personal Life & Fan Connection] Summary: [Hackman relocated to Santa Fe, New Mexico, where he enjoys a peaceful life away from Hollywood's spotlight. He stays connected with his fans through his writing and occasional public appearances, maintaining a strong bond with his admirers.]

        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.