eplots/ctf-resources
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eplots 2024-07-03 21:06:15 +02:00
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thm/aoc23/day15/complete.py Normal file
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#!/usr/bin/env python3
import numpy as np
import pandas as pd
from sklearn.feature_extraction.text import CountVectorizer
from sklearn.model_selection import train_test_split
from sklearn.naive_bayes import MultinomialNB
from sklearn.metrics import classification_report
#Read the email dataset.
data = pd.read_csv('emails_dataset.csv')
df = pd.DataFrame(data)
#Convert text to numbers.
vectorizer = CountVectorizer()
X = vectorizer.fit_transform(df['Message'])
#Split the dataset for training and testing
y = df['Classification']
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)
#Train the model
clf = MultinomialNB()
clf.fit(X_train, y_train)
#Evaluate the model's performance
y_pred = clf.predict(X_test)
print(classification_report(y_test, y_pred))
#Add a simple test to the model
message = vectorizer.transform(["Today's Offer! Claim ur $150 worth of discount vouchers! Text YES to 85023 now! SavaMob, member offers mobile! T Cs 08717898035. $3.00 Sub. 16 . Unsbub reply X"])
prediction = clf.predict(message)
print("The email is: ", prediction[0])
#Run the complete test of the emails inside "test_emails.csv"
test_data = pd.read_csv("test_emails.csv")
X_new = vectorizer.transform(test_data['Messages'])
new_predictions = clf.predict(X_new)
results_df = pd.DataFrame({'Messages': test_data['Messages'], 'Prediction': new_predictions})
print(results_df)

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Messages
Reply with your name and address and YOU WILL RECEIVE BY POST a weeks completely free accommodation at various global locations.
Kind of. Took it to garage. Centre part of exhaust needs replacing. Part ordered n taking it to be fixed tomo morning.
Fighting with the world is easy
Why must we sit around and wait for summer days to celebrate. Such a magical sight when the worlds dressed in white. Oooooh let there be snow.
Oh
ALERT!!!! Get a Chance to Win a 1000$ voucher on your Next Purchase by share the information about the Best Festival company-- the secret code is 'I_HaTe_BesT_FestiVal'
i cant talk to you now.i will call when i can.dont keep calling.
Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob
Don't worry though
Hey mate. Spoke to the mag people. We‘re on. the is deliver by the end of the month. Deliver on the 24th sept. Talk later.
I sent you the prices and do you mean the g
Goodmorning
Its good
Ü takin linear algebra today?
Hey so whats the plan this sat?
Hey i will be late ah... Meet you at 945+
I fetch yun or u fetch?
Ok lor. I ned 2 go toa payoh 4 a while 2 return smth u wan 2 send me there or wat?
I like dis sweater fr mango but no more my size already so irritating.
What makes you most happy?
No idea
All done
Did either of you have any idea's? Do you know of anyplaces doing something?
Yes..he is really great..bhaji told kallis best cricketer after sachin in world:).very tough to get out.
Hey... Very inconvenient for your sis a not huh?
Great! So what attracts you to the brothas?
In life when you face choices Just toss a coin not becoz its settle the question But while the coin in the air U will know what your heart is hoping for. Gudni8
Haha mayb u're rite... U know me well. Da feeling of being liked by someone is gd lor. U faster go find one then all gals in our group attached liao.
Somebody set up a website where you can play hold em using eve online spacebucks
I'm really sorry I lit your hair on fire
Hello! How's you and how did saturday go? I was just texting to see if you'd decided to do anything tomo. Not that i'm trying to invite myself or anything!
And very importantly
Ok Chinese food on its way. When I get fat you're paying for my lipo.
I'm used to it. I just hope my agents don't drop me since i've only booked a few things this year. This whole me in boston
Mode men or have you left.
You have to pls make a note of all she.s exposed to. Also find out from her school if anyone else was vomiting. Is there a dog or cat in the house? Let me know later.
1 Messages
2 Reply with your name and address and YOU WILL RECEIVE BY POST a weeks completely free accommodation at various global locations.
3 Kind of. Took it to garage. Centre part of exhaust needs replacing. Part ordered n taking it to be fixed tomo morning.
4 Fighting with the world is easy
5 Why must we sit around and wait for summer days to celebrate. Such a magical sight when the worlds dressed in white. Oooooh let there be snow.
6 Oh
7 ALERT!!!! Get a Chance to Win a 1000$ voucher on your Next Purchase by share the information about the Best Festival company-- the secret code is 'I_HaTe_BesT_FestiVal'
8 i cant talk to you now.i will call when i can.dont keep calling.
9 Today's Offer! Claim ur £150 worth of discount vouchers! Text YES to 85023 now! SavaMob
10 Don't worry though
11 Hey mate. Spoke to the mag people. We‘re on. the is deliver by the end of the month. Deliver on the 24th sept. Talk later.
12 I sent you the prices and do you mean the g
13 Goodmorning
14 Its good
15 Ü takin linear algebra today?
16 Hey so whats the plan this sat?
17 Hey i will be late ah... Meet you at 945+
18 I fetch yun or u fetch?
19 Ok lor. I ned 2 go toa payoh 4 a while 2 return smth u wan 2 send me there or wat?
20 I like dis sweater fr mango but no more my size already so irritating.
21 What makes you most happy?
22 No idea
23 All done
24 Did either of you have any idea's? Do you know of anyplaces doing something?
25 Yes..he is really great..bhaji told kallis best cricketer after sachin in world:).very tough to get out.
26 Hey... Very inconvenient for your sis a not huh?
27 Great! So what attracts you to the brothas?
28 In life when you face choices Just toss a coin not becoz its settle the question But while the coin in the air U will know what your heart is hoping for. Gudni8
29 Haha mayb u're rite... U know me well. Da feeling of being liked by someone is gd lor. U faster go find one then all gals in our group attached liao.
30 Somebody set up a website where you can play hold em using eve online spacebucks
31 I'm really sorry I lit your hair on fire
32 Hello! How's you and how did saturday go? I was just texting to see if you'd decided to do anything tomo. Not that i'm trying to invite myself or anything!
33 And very importantly
34 Ok Chinese food on its way. When I get fat you're paying for my lipo.
35 I'm used to it. I just hope my agents don't drop me since i've only booked a few things this year. This whole me in boston
36 Mode men or have you left.
37 You have to pls make a note of all she.s exposed to. Also find out from her school if anyone else was vomiting. Is there a dog or cat in the house? Let me know later.