Uploaded files for script to fetch top imbd files

scripts/Crop Prediction Model/Readme.md

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+# Crop Prediction Model
+
+A machine learning model to predict the best suitable crop to grow on a particular piece of land based on different factors like humidity, ph, rainfall.
+
+## Data set used
+
+The data set is taken from kaggle which includes data of several crops.
+link - https://www.kaggle.com/datasets/atharvaingle/crop-recommendation-dataset
+
+## Pycaret
+I have used pycaret to compare all the classification models and optimized them for the best results. 

scripts/Fetching trending stocks using nlp/Readme.md

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+## How to run the app
+To run the app, simply open the cmd in the directory and run
+command - streamlit run app.py
+
+Note: It can take 5-10 mins to load and show the trending stocks.

scripts/Fetching trending stocks using nlp/app.py

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+import pandas as pd
+import requests
+import spacy
+import streamlit as st
+import os
+
+from spacy import displacy
+from bs4 import BeautifulSoup
+import yfinance as yf
+import matplotlib
+
+st.title('Trending Stocks :zap:')
+
+def extract_text_from_rss(rss_link):
+    headings = []
+    r1 = requests.get('https://economictimes.indiatimes.com/markets/stocks/rssfeeds/2146842.cms')
+    r2 = requests.get(rss_link)
+    soup1 = BeautifulSoup(r1.content, features='lxml')
+    soup2 = BeautifulSoup(r2.content, features='lxml')
+    headings1 = soup1.findAll('title')
+    headings2 = (soup2.findAll('title'))
+    print(headings2)
+    headings = headings1 + headings2
+    return headings
+
+
+token_dict = {
+    'Org': [],
+    'Symbol': [],
+    'currentPrice': [],
+    'dayHigh': [],
+    'dayLow': [],
+    'forwardPE': [],
+    'dividendYield': []
+}
+nlp = spacy.load("en_core_web_sm")
+
+def stock_info(headings):
+
+    stocks_df = pd.read_csv("./data/ind_nifty500list.csv")
+    for title in headings:
+        doc = nlp(title.text)
+        for token in doc.ents:
+            try:
+                if stocks_df['Company Name'].str.contains(token.text).sum():
+                    symbol = stocks_df[stocks_df['Company Name'].\
+                                        str.contains(token.text)]['Symbol'].values[0]
+                    org_name = stocks_df[stocks_df['Company Name'].\
+                                        str.contains(token.text)]['Company Name'].values[0]
+                    token_dict['Org'].append(org_name)
+                    print(symbol+".NS")
+                    token_dict['Symbol'].append(symbol)
+                    stock_info = yf.Ticker(symbol+".NS").info
+                    token_dict['currentPrice'].append(stock_info['currentPrice'])
+                    token_dict['dayHigh'].append(stock_info['dayHigh'])
+                    token_dict['dayLow'].append(stock_info['dayLow'])
+                    token_dict['forwardPE'].append(stock_info['forwardPE'])
+                    token_dict['dividendYield'].append(stock_info['dividendYield'])
+                else:
+                    pass
+            except:
+                pass
+    output_df = pd.DataFrame(token_dict)
+    return output_df
+
+
+user_input = st.text_input("Add your RSS link here!", "https://www.moneycontrol.com/rss/buzzingstocks.xml")
+
+fin_headings = extract_text_from_rss(user_input)
+
+output_df = stock_info(fin_headings)
+output_df.drop_duplicates(inplace=True)
+st.dataframe(output_df)
+
+with st.expander("Expand for Financial News!"):
+    for h in fin_headings:
+        st.markdown("* " + h.text)

scripts/Fetching trending stocks using nlp/data/History_102.txt

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+0	 Betancourt,	Rómulo
+The chief long-term effect was the prolonged divi- U.S. intromission in this oil-rich country, Betancourt 
+sion of Germany. The Western Allies had confronted the  contributed in enduring ways to the institutionaliza-
+Soviets and had maintained their commitments without  tion of Venezuelan democracy. 
+having to resort to armed action. The blockade also  Born in the town of Guatire in the state of Miranda 
+proved damaging to world opinion of the Soviet Union.  to a family of modest means, he starting working at 
+Berlin, long perceived as a bastion of German-Prussian  14 years of age to put himself through high school, 
+militarism, had been transformed into a symbol of free- college, and law school. In 1928 he participated in stu-
+dom. The allied presence in Berlin would be the source  dent protests against the dictatorship of Juan Vicente 
+of almost constant difficulty for the East German state,  Gómez, events marking him as a leading member of 
+as it provided an enclave of Western liberalism and eco- the “Generation of 28” dedicated to democratization 
+nomic prosperity that was a constant source of entice- and social reform. After being jailed by the Gómez 
+ment for the citizens of the communist state. West Berlin  regime he went into exile and became active in various 
+would be a popular destination for East German emi- leftist political groups, including the Communist Party 
+grants over the course of the next decade, their massive  of Costa Rica. 
+flight from the east stopped only by the erection of the  At age 23 he penned the Plan of Barranquilla, a 
+Berlin Wall in 1961. Marxist-inspired  document  outlining  his  vision  of 
+See also cold war. his homeland’s political future. After Gómez’s death 
+in 1936, he returned clandestinely to Venezuela and 
+Further reading: Eisenberg, Carolyn. Drawing	the	Line:	 became engaged in political activity against the mili-
+The	American	Decision	to	Divide	Germany,	1944–1949.	 tary regime. In 1940 he went into exile in Chile, where 
+New  York:  Cambridge  University  Press,  1996;  Gaddis,  he published Venezuelan	Problems (Problemas	Vene-
+John Lewis. The	Cold	War:	A	New	History.	New York:  zolanos). A year later he returned to Venezuela and 
+Penguin Press, 2005; Haydock, Michael. City	Under	Siege:	 founded AD, gathering around him a team commit-
+The	Berlin	Blockade	and	Airlift,	1948–1949.	Washington,  ted to reform that formed the nucleus of the party and 
+D.C.: Brassey’s, 1999; Large, David Clay. Berlin.	Berlin:  skillfully using the press and other media to dissemi-
+Basic Books, 2000; Parrish, Thomas. Berlin	in	the	Bal- nate his ideas. 
+ance,	1945–1949:	The	Blockade,	Airlift,	the	First	Major	 On October 19, 1945, a coalition of AD reformers 
+Battle	of	the	Cold	War.	Reading, MA: Addison-Wesley, 1999;  and disgruntled army officers overthrew the military 
+Trachtenberg, Marc. A	Constructed	Peace:	The	Making	of	 regime and installed Betancourt as president of a provi-
+the	European	Settlement,	1945–1963.	Princeton, NJ: Princ- sional government. During his first presidency (1945–
+eton University Press, 1999. 48), Betancourt’s government instituted a wide range 
+of political, economic, and social reforms, including 
+Nicholas J. Schlosser universal suffrage; mechanisms for free and fair elec-
+tions; an accord with foreign oil companies that guar-
+anteed a reasonable profit, decent wages, and ensured 
+Betancourt,	Rómulo	
+labor peace; agrarian reform; expansion of public edu-
+(1908–1981) Venezuelan	president cation and public health facilities; and related initia-
+tives. Declining to run for a second successive term, in 
+One of the leading figures of 20th-century Venezuelan  1948 he transferred power to his successor, the novel-
+history, Rómulo Betancourt is generally credited with  ist and activist Rómulo Gallegos. Later that year, in 
+playing a pivotal role in helping to establish viable and  December, the military in collusion with conservative 
+sustainable democratic institutions in Venezuela that  elements overthrew the Gallegos government, ruling 
+endured from his second presidency (1959–64) to the  Venezuela for the next 10 years under General Marcos 
+2000s. A moderate social reformer and forerunner of  Pérez Jiménez. 
+latter-day Venezuelan president Hugo Chávez in his  In 1958 a resurgent coalition of reformers and 
+advocacy of populist social democracy focusing on the  army officers overthrew the Jiménez regime, installing 
+needs of the poor, Betancourt founded the political party  a democratic AD-dominated government, with Betan-
+Democratic Action (Acción Democrática, AD) in 1941,  court again as president, which broadened and deep-
+which would play a major role in subsequent Venezu- ened the reforms of the 1940s. Since 1958 Venezuela 
+elan political life. Threading a difficult line between the  has been ruled by a succession of democratically elect-
+far Left, the far Right, and the omnipresent specter of  ed governments. Surviving an assassination attempt