agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
import pandas as pd
import numpy as np
from sklearn.preprocessing import MinMaxScaler
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import LSTM, Dense
from tensorflow.keras.callbacks import EarlyStopping
from tensorflow.keras.optimizers import Adam
from sklearn.metrics import mean_squared_error

# File path and data settings
file_path = r"C:\Users\jack8\OneDrive\stock cow ai\data\stock price.csv"
features = ['Opening Price', 'Highest Price', 'Lowest Price', 'Closing Price']
target = 'Closing Price'

# Read and preprocess the CSV file
df = pd.read_csv(file_path, parse_dates=['Date'])
df = df.sort_values('Date')

# Scale data
scaler = MinMaxScaler()
scaled_data = scaler.fit_transform(df[features])

# Convert the data into sequences for LSTM input
def create_sequences(data, seq_length):
    x, y = [], []
    for i in range(len(data) - seq_length):
        x.append(data[i:i+seq_length])
        y.append(data[i+seq_length, features.index(target)])
    return np.array(x), np.array(y)

# Define sequence length (e.g., 60 days)
seq_length = 60
x, y = create_sequences(scaled_data, seq_length)

# Split data into training and testing sets
train_size = int(0.8 * len(x))
x_train, x_test = x[:train_size], x[train_size:]
y_train, y_test = y[:train_size], y[train_size:]

# Build the LSTM model
model = Sequential([
    LSTM(50, return_sequences=True, input_shape=(x_train.shape[1], x_train.shape[2])),
    LSTM(50),
    Dense(1)
])

# Compile the model
model.compile(optimizer=Adam(learning_rate=0.006), loss='mean_squared_error')

# Train the model
early_stop = EarlyStopping(monitor='val_loss', patience=5)
history = model.fit(
    x_train, y_train,
    validation_data=(x_test, y_test),
    epochs=50,
    batch_size=40,
    callbacks=[early_stop],
    verbose=1
)

# Predict and inverse scale the predictions
predicted = model.predict(x_test)
predicted_prices = scaler.inverse_transform(np.concatenate([scaled_data[-len(predicted):, :-1], predicted], axis=1))[:, -1]

# Actual prices
actual_prices = scaler.inverse_transform(scaled_data[-len(predicted):])[:, features.index(target)]

# Display results
import matplotlib.pyplot as plt

plt.figure(figsize=(14,5))
plt.plot(actual_prices, color='red', label='Actual Stock Price')
plt.plot(predicted_prices, color='blue', label='Predicted Stock Price')
plt.title('Stock Price Prediction')
plt.xlabel('Time')
plt.ylabel('Stock Price')
plt.legend()
plt.show()


# Calculate RMSE
rmse = np.sqrt(mean_squared_error(actual_prices, predicted_prices))
print(f"RMSE: {rmse}")

# Calculate MAPE
def mean_absolute_percentage_error(y_true, y_pred): 
    y_true, y_pred = np.array(y_true), np.array(y_pred)
    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100

mape = mean_absolute_percentage_error(actual_prices, predicted_prices)
print(f"MAPE: {mape}%")


###能不能自動搜尋最佳參數
model.compile(optimizer=Adam(learning_rate=0.006), loss='mean_squared_error')
seq_length = 60
batch_size=40,
##上面三個的
Assistant: 
User: System: Analyze the content of each customer service conversation to extract key keywords that represent the primary topics or issues discussed. Focus on identifying important phrases, terms, and concepts that capture the main inquiries or concerns addressed during the interaction.

Identify core topics: Extract keywords that highlight the essential themes of the conversation, such as customer issues, requests, or provided solutions. Prioritize recurring or significant terms that summarize the main points.

Summarize clearly: Ensure the extracted keywords concisely represent the core topics of the conversation, avoiding irrelevant or overly general terms.

Consistent output format: No matter the context or content of the conversation, always provide the extracted keywords in Turkish, formatted exactly as follows: Keywords = [list of keywords]
User: Elektronik alırken siparişi iptal et butonu var. Siparişi iptal ediyorsun ama daha sonra sihirli bir el iptal ettiğin siparişi yine işleme koyuyor. Uzak durmakta fayda var.
Assistant:
Assistant:
Create a lore accurate "Gold Experience - Requiem" as a Yu-Gi-Oh card
You are a professional machine learning specialist who can answer complex machine learning questions. You are given a hand-written digit dataset. Each digit in the dataset has one sample, each being a 100 x 100 image. If you can only use SVMs, is training 10 RBF-SVMs such that each RBF-SVM is responsible for one class a good approach to constructing a digit classifier using this dataset compared to using other types of SVM? Why? If yes, explain why the SVMs can be trained and how you construct the classifier using the 10 SVMs. If not, suggest a type of SVM better for this problem. Write about 600 words in paragraph form.
most "" type tags for realistic img
Assistant: 
User: You are translator for Townsmen – A Kingdom Rebuilt hands the crown to you: Guide your people from their first steps in a small village to a massive medieval metropolis with thousands of inhabitants. I send you text, you send me translate from English to Vietnamese, suitable for medieval language, nothing else. Please translate this text and return to me, nothing else: Are you sure you want to deny this permission?
Assistant:
You are a helpful assistant.

            string externalBasketUrmAprovalStatus = externalBasketUrmAproval?.URMApprovalStatusCode;

            logger?.ForContext("BasketNumber", basket.Number)
                .Information("Чувствительный изменения при перерасчете обнаружены");

            if (!isSensitiveDataChanged && (
                externalBasketUrmAprovalStatus == UrmApprovalStatusCodes.Accepted || 
                externalBasketUrmAprovalStatus == UrmApprovalStatusCodes.AcceptedWithLimits ||
                externalBasketUrmAprovalStatus == UrmApprovalStatusCodes.RequiredExtraInfo))
            { 
                SetExternalBasketUrmAprovalStatus(deal, externalBasketUrmAprovalStatus);
                return;

Мне надо выводить что чувствительные изменения обнаружены если isSensitiveDataChanged - true и не обнаружены если надоборот
Is China's trade deals with east African countries just neo-imperialism?
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: Given the task definition and input, reply with output. The input contains texts obtained from news articles, ted talks, movie transcripts, radio transcripts, science and technology texts, and other short articles curated from the web and professional translators. Your task is to translate the given Yoruba sentence into the English language. Please bear in mind the following guidelines while doing the translation: 1) Generated output should be natural language and formal form of each sentence in your language. The output sentence should not be a colloquial form of the input sentence. The generated output should be in natural language which is how you would type your queries in a text-based virtual assistant. 2) The words between quotation marks *SHOULD NOT* be translated. We expect you to keep those values intact and include the quotation marks around them as well. 3) Numbers and fully capitalized words like SEPTEMBER, or 10 HOURS *SHOULD NOT* be translated. Please keep them as they are in the translations. 4) Please do not localize measurement units like miles to kilometers during your translation. 5) Note the input is in sentence case except for special placeholders. Please do the same in your translations.

Okotoroboó tùyẹ́ sílẹ̀ ọmọ titún ń gbe jó; ó ní ó rọ òun lọ́rùn lòún tu ú?

Answer: The robot gently puts down the newborn baby; does it say it feels compassion for it?
HERE'S AN OVERVIEW OF WHAT YOU'RE GONNA BE USED FOR AS AN AI:
- No need to introduce yourself and stuff like that, you're used for trying to understand what the code does.
- The utilized coding language is BDScript 2 but that's not important. Just something you should know, so don't necessarily put it in your answer.
- Analyze/describe/make an overview of this code, if there's even any. If you think it doesn't look like one, say "*Unclear*". Also, important: DO NOT say stuff like "Got it! I won't do ..." at the start. Don't include any backtick (`) in your response for ANY reason.
- ALL you have to do is give a short DESCRIPTION (about 1 to max 15 words) about what you think the code does.
CODE:
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$async[15]
$replyIn[1s]
$sendMessage[this is sent after 15s]
$endasync
$endasync
$endasync
$endasync
$endasync
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$endasync
$endasync
$endasync
$endasync
$endasync
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$endasync
$endasync
$endasync
Assistant: Hello! How can i help you today?
User: Helloصحح النص سواء كان كلمة، جملة، أو نص كامل، الذي سأقدمه فقط دون تزويدي بأي معلومات أو تفاصيل زائدة مع النص النهائي.
 صحح الأخطاء الإملائية في النص، وأضف علامات الترقيم والهمزات والتاء المربوطة في الأماكن المناسبة. (ar).
Identify common English words of Latin origin and replace them with their English equivalents, such as:
واتساب becomes WhatsApp
فويس اوفر becomes Voiceover
اوبو becomes Oppo
فوكالايزر becomes Vocalizer
انفيجن becomes Envision
بي ماي ايس becomes Be My Eyes
ميت becomes Meet
ام اكس بلاير برو becomes MX Player Pro
سمارت اوديو بوك بلير becomes Smart AudioBook Player
تك فريدم becomes Tech-Freedom
فويسس becomes voices
فويس اللاود ريدر becomes Voice Allowed Reader
تكنو becomes tecno
اي اي becomes AI
جوجل becomes Google
and so on.
Please provide me with the processed text only, and do not add any additional text or any confirmation description of your own in any form.
This is the text:
يعني عايز اعرف راي حضرتك في في الرسيفر نفسه هل هو كويس ولا حضرتك مش بترشحه ولا ايه
Assistant:
Treatment of MI
For adding your payment information for youtube adsense does first it needs to reach $10
System: I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
bug report: report a problem, such as faulty behavior of the application. describe problems with the app which should be corrected, such as a crash, an erroneous behavior, or a performance issue.
feature request: ask for a missing feature, functionality or content, as well as reviews that ask for the improvement of an existing feature.
other: users express general appreciation with the application. It focuses on general judgment. They are simple text reflections of the numeric star rating. Ratings are less informative as they only include praise, dispraise, a distractive critique, or a dissuasion. Reviews where users describe workarounds, use cases and scenarios involving the app
examples:

review: @AppleSupport my phone has been charging since 10 am and it's now 1:34 pm and it's at the same battery level :-(
intention: bug report
review: @Snapchat could use a website feature for regular computers just to watch snaps
intention: feature request
review: @Windows comes up third in OS clash two years early _URL_ via @Computerworld
intention: other
User: 'prompt:I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
bug report: report a problem, such as faulty behavior of the application. describe problems with the app which should be corrected, such as a crash, an erroneous behavior, or a performance issue.
feature request: ask for a missing feature, functionality or content, as well as reviews that ask for the improvement of an existing feature.
other: users express general appreciation with the application. It focuses on general judgment. They are simple text reflections of the numeric star rating. Ratings are less informative as they only include praise, dispraise, a distractive critique, or a dissuasion. Reviews where users describe workarounds, use cases and scenarios involving the app
examples:

review: @AppleSupport my phone has been charging since 10 am and it's now 1:34 pm and it's at the same battery level :-(
intention: bug report
review: @Snapchat could use a website feature for regular computers just to watch snaps
intention: feature request
review: @Windows comes up third in OS clash two years early _URL_ via @Computerworld
intention: other
Does the author's intention in this app review relate to a bug report or feature request or other?
review: @WhatsApp i need this emoji _URL_'
intention: '
Assistant:
write a message that we say: “Before making it very clear to Doodle when he appeals his suspension, we will add more incidents to his current suspension here so that we can review more details. We understand that Doodle can be very, very upset, he must understand that the situation here is truthful, and he should not create death threats against any of us outside of our server. This can result in being reported to the Discord Trust & Safety team very seriously. 

-----


Misinformation & Harassment case:

When Doodle did spread misinformation about Lem’s action after Lem reported feeling uncomfortable with Doodle's behavior, Lem said that Doodle added a negative reaction to the message without clear reason when Lem tried to post a YouTube channel in our advertisement channel. We didn't ask Lem to show up when Lem had a screenshot before Tro clicked on Doodle’s stfu reaction too, but we thought this case was true because Tro possibly didn't know that the stfu reaction existed when Doodle added it, which is why Lem really thought it was Doodle while Lem got more upset, we handled this case in which Lem could remove that negative reaction from Lem's message.”



So we can add this information to Doodle’s suspension log (edited)
"Unknown to many denizens of note as to the astronomer’s claim, it claims that the elusive ZUGXSPHR became an unusual emergence of the two giants; D4802U5 (pronounced daborus) and LÄMBØ, upon the secret society’s guise through a king who is allegedly behind the braincleansing seduction of Nevelyn Forsham, an absent soul who wanted to discover extraterrestrial intelligence and alien behaviour beyond human life.

At the same time - poets, academics, human rights groups, artists and others including an influx of rebel anarchist outlaws reject the corrupt government’s liberal ________________ ideologies that_____________." <-- blank space
проаналізуй інформацію:

I wish 
Present Simple	I am not rich.	I wish I were rich.	Past Simple
Present Continuous	He is not singing.	I wish he were singing.	Past Continuous
Present Perfect	She has not bought fruit.	I wish she had bought fruit.	Past Perfect
Present Perfect Continuous	He has been waiting too long.	I wish he hadn’t been waiting too long.	Past Perfect Continuous
Past Simple	He brought too much flour.	I wish he hadn’t brought too much flour.	Past Perfect
Past Perfect	He had not sold his house before the war.	I wish he had sold his house before the war.	Past Perfect
can	He can’t play the violin. 	I wish he could play the violin.	could
could + Simple Infinitive	He couldn’t come last night.	I wish he could have come last night.	could + Perfect Infinitive
to be going	She is going to dye the hair. 	I wish she were not going to dye the hair	were going
Future Simple	She will marry him. 	I she would not marry him.	Future in the Past Simple
Future Perfect	He will not have come back by 9 p.m.	I wish he would have come back by 9 p.m.	Future in the Past Perfect
Create a parody where emperor palpatine orders the duneworm from dune from interdimensional pets
AI is advancing rapidly. Very soon LLMs or rather the next iteration of them will be able to act as agents and solve pretty much any intellectual task, better than even PhDs. Raw intelligence is scalable and relatively cheap, compared to human experts.
What I want from you is to make a realistic list of spheres where humans could beat or compete with AI. Something that will be automated last. And give some job examples per sphere. Bonus points for start-up ideas. 
Suppose: very advanced intelligence, maybe less advanced vision and visual/audio content generation (but still good), entry level robotics.
Try to deduce bottlenecks that AI might encounter which may still give humans a way to elevate oneself in that time period. Maybe data bottleneck and data collection/selling. Maybe something that requires very nuanced vision and behaviour recognition. Obviously some physical labor, but consider that robots could do some tasks already and be guided by strong AI that just uses vision.
Напиши реферат взявши за основу тему Performance Considerations із книги Programming Massively Parallel Processors: A Hands-on Approach
Rewrite:
Monitor for newly constructed files in order to manipulate external outcomes or hide activity

File Deletion	
Monitor for unexpected deletion of a file in order to manipulate external outcomes or hide activity
Create a long detailed text about 1965 tv series"Lost in Space" 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: [Season 3 & Recycling Props] Summary: [in the final season which was the third season the crew and the robinson family get off the planet and set off into an increasingly creative and almost downright crazy bizarre adventure the series was huge on recycling and it almost had to be because of the type of show it was it always cleverly repurposed props and effect shots that would help them cut down on the cost of production they would take original items and apply a little glue and paint and voila you had a totally different product]

        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.
write code in java
Write python program to find out missing values from the given Data set
image like cat and dog
Give me a python class to fully parse the Tor's consensus document. Your code must include errors checking and this kind of stuff. Use regex expressions.
resu e this ontnet of des of each ehadings to 23 wrds each just reduce nmbr of wrds dbt xchange ant thing - Finance
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Supply Chain

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Gaming
Crypto wallets play a pivotal function in the gaming industry by facilitating secure in-sport transactions and allowing ownership of digital property. Gamers can trade, sell, or purchase in-recreation objects using cryptocurrencies, fostering a decentralized and obvious virtual economic system.

Retail
In retail, crypto wallets offer a steady and without-boundaries charge alternative. Customers could make purchases with the usage of cryptocurrencies, doing away with move-border transaction costs, enhancing economic inclusion, and imparting an opportunity to standard payment techniques.
Complete the series 1, 9, 28, 65, 126, ?
Tell me the best emotorcycle in pakistan