Evaluating OpenAI GPT 4.1 for Text Summarization and Classification Tasks Programming Computer Science by usmanmalik57 … !pip install rouge-score !pip install --upgrade openpyxl !pip install pandas openpyxl ``` The following script imports the required libraries and modules… into our Python application. ```python import pandas as pd import matplotlib.pyplot as plt import seaborn as… DeepSeek R1 vs Llama 3.1-405b for Text Classification and Summarization Programming Computer Science by usmanmalik57 …score !pip install --upgrade openpyxl !pip install pandas openpyxl ``` The script below imports the required …from fireworks.client import Fireworks import os import pandas as pd import time from rouge_score import …. The following script imports the dataset into a Pandas DataFrame and displays its header. ```python ## Dataset… Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by usmanmalik57 … !pip install rouge-score !pip install --upgrade openpyxl !pip install pandas openpyxl ``` The script below imports the required libraries. The following… script ```python from groq import Groq import os import pandas as pd from rouge_score import rouge_scorer from sklearn.metrics import… Re: Question/Answering over SQL Data Using LangGraph Framework Programming Computer Science by Pelorus_1 Through its combination of natural language processing and structured query generation, LangGraph makes interfacing with databases and extracting insights over SQL data easier than ever. Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by rproffitt "Wiz Research Uncovers Exposed DeepSeek Database Leaking Sensitive Information" "Security researchers tested 50 well-known jailbreaks against DeepSeek’s popular new AI chatbot. It didn’t stop a single one." It only seems to get worse the more you look at DeepSeek. And I must note how it is known to not want to talk about … Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by policenbicleara Llama-70B struggles with sentiment analysis (69% accuracy) vs. Qwen-32B (87%). Summarization performance is weaker, with lower ROUGE scores. Qwen-32B is the better choice—smaller, faster, and more accurate. Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by Pelorus_1 Great breakdown of DeepSeek R1 Distill LLaMA 70B! The explanation of text classification and summarization is clear and insightful. Appreciate the practical examples—makes implementation much easier. Thanks for sharing! Pandas slice data columns Programming Software Development by MissAuditore Hi guys, Trying to learn more about pandas csv reading. I have a file, with date and time …' print data This is what I get out: <class 'pandas.core.frame.DataFrame'> Int64Index: 2587 entries, 0 to 2586… Re: Pandas.DataFrame.Read_csv Programming Software Development by Gribouillis You could perhaps start with `groupby` objects: grouped = df.groupby(['Date','Time']) for name, group in grouped: print(name) print(group) see http://pandas.pydata.org/pandas-docs/stable/groupby.html Re: Pandas.DataFrame.Read_csv Programming Software Development by Abdulkabir_1 … your code it is still giving error import pandas as pd import datetime import pandas.io.data from pandas_datareader import data, wb… Re: Pandas.DataFrame.Read_csv Programming Software Development by Abdulkabir_1 … you bro! You are the best. import pandas as pd import datetime import pandas.io.data from pandas_datareader import data, wb df… Pandas.DataFrame.Read_csv Programming Software Development by Abdulkabir_1 … read from csv file but can't go further import pandas as pd df = pd.read_csv("data.csv") row… Re: 3D Matrices in Pandas Programming Web Development by Abhays01 … 3D Matrices. This is one of the biggest limitations of Pandas. Pandas show its magic in 2D matrices but not in 3D… to NumPy or other libraries. There are many advantages of Pandas, which make it trending in Data Science industry, but poor… Re: Convert Pandas DataFrame to List Programming Software Development by dashing.adamhughes Pandas has a very good mailing list, perhaps you should consider joining it and posting this question there. Statistical Approaches for Inter-Annotator Agreement with Pandas Dataframes Programming Computer Science by usmanmalik57 …/4/6ff3d2464c6518c7a37028725071dfa1.PNG) ## Finding Krippendorff’s Alpha for Pandas Dataframe Columns ## The Python [Krippendorff](https://pypi.org/…converts the values returned by the `get_krippendorf()` function into a Pandas dataframe: results1 = get_krippendorff([file_50_1_JC, file_50_1_HL, file_50_1_SB]) results1_df =… Translating CSV Files using DeepL and Pandas Dataframes in Python Programming Computer Science by usmanmalik57 …`yelp.csv` file into a Pandas dataframe. import pandas as pd dataset = pd.read_csv…the French language. import os import pandas as pd from deepl import Translator …the `translate_text()` function. import os import pandas as pd from deepl import Translator auth_key … How to Create Pandas DataFrames with Tweets Scraped by Locations Programming Computer Science by usmanmalik57 …I set a filter for removing retweets. import pandas as pd import os import tweepy bt =…attachments/4/0643bf36e6f5b48c306b049b979a188f.JPG) ## Scraping Tweets into Pandas DataFrames ## Now you know how to scrape…()` function in the following script returns a Pandas dataframe containing the tweet text, the tweet… Extracting Customized Data from Open Street Maps into Pandas DataFrames Programming Computer Science by usmanmalik57 …, you can see the first five rows of the Pandas dataframe. import pandas as pd locations_df = pd.DataFrame(tag_dictionaries) locations_df.head() **…daniweb.com/attachments/4/49ba7771f6fc01ed6296235cce0dda23.PNG) You can manipulate this Pandas dataframe and extract the required information. For instance, I extracted… Re: AttributeError: module 'pandas' has no attribute 'read_csv' Programming Software Development by Gribouillis This is annoying. Mine says print(pd) <module 'pandas' from '/usr/local/lib/python3.4/dist-packages/pandas/__init__.py'> I don't understand where your pandas module comes from. Can you try print(pd.__file__) Also is there a file named `pandas.py` or `pandas.pyc` in your file system, or a directory named `pandas`. Re: AttributeError: module 'pandas' has no attribute 'read_csv' Programming Software Development by toneewa …with the command prompt: python -m pip install pandas (workspace directory: C:\Users\toneewa\nasa\repos\read_py_file…Shared\Python39_64 python -m pip install pandas This runs fine: import pandas as pd #shows all #pd.…2016-11-15 IT sales professional AttributeError: module 'pandas' has no attribute 'read_csv' can mean two or… Using Pandas to Merge/Concatenate multiple CSV files into one CSV file Programming Software Development by Saran_1 I have scoured Stack over flow and the Pandas documentation for a solution to this issue. I am attempting… have so far after much experimentation with other libraries: import pandas as pd import csv import glob import os path = '.' …method is to merge, concatenate or perform another method using pandas? Thanks. Re: Leraning Pandas(python) Programming Software Development by Abhays01 Yes, Learning Pandas by Michael Heydt is one of the best beginner-friendly Pandas books. This book spoon-feeds you the technical knowledge it holds. The specialty of this book is that it is only focused on Pandas and no other library of Python. Adding Row to Pandas Dataframe Programming Software Development by Niner710 I am interested in using a PanDas dataframe to manipulate data. Can anyone tell me how to append **b ** into **df** so that I get **7 8 9 10 5 6 7 8** as my **df** dataframe. from pandas import * a = [ [7,8,9,10], ] b = [ [5,6,7,8],] df = DataFrame(a) df.append(b) ???????? Convert Pandas DataFrame to List Programming Software Development by Niner710 I want to convert a Pandas DataFrame series to a List. In [63]: bayFails Out[64]: 0 [0, 1, 4, 5, 6, 8, 9, 12, 13, 14] In [63]: type(bayFails) Out[64]: <class 'pandas.core.series.Series'> Can someone show me how to convert bayFails into a list? Re: Convert Pandas DataFrame to List Programming Software Development by woooee … appears that bayFails is a class instance ><class 'pandas.core.series.Series'> and so can not be converted… comes from, the only advice would be to read the Pandas docs since extracting data would be rountinely done by many… Re: Using Pandas to Merge/Concatenate multiple CSV files into one CSV file Programming Software Development by Saran_1 Just as an update, I have resorted to a non-Pandas approach. from glob import iglob import csv from collections import … creating dictionary from pandas Programming Software Development by Abdulkabir_1 … produce the out i have below it import pandas as pd import datetime import pandas.io.data from pandas_datareader import data, wb… How to split personal names in python using pandas Programming Software Development by mattrweaver I am using Python/Pandas. I need to split personal names so that names that … csv module, but I need to move that script to pandas. Below is my attempt at making that move. df = pd… AttributeError: module 'pandas' has no attribute 'read_csv' Programming Software Development by Tuấn_4 hi guy! I started learn python with pandas , but now, i get the trouble so i cant understand … <module> abc = pd.read_csv('book2.csv') AttributeError: module 'pandas' has no attribute 'read_csv' Plz , someone help me coz i… Leraning Pandas(python) Programming Software Development by Aakashdata I am a fresher and want to learn Pandas (Python). A few professionals I talked to suggested I use the book "Learning Pandas" by Michael Heydt. Should I give it a try? Do you have any other suggestions for me?