Swap test dataset

app/cli.py

@@ -141,13 +141,13 @@ def evaluate(
     import joblib
     import pandas as pd
 
-    from app.constants import TOKENIZER_CACHE_PATH
+    from app.constants import TOKENIZER_CACHE_DIR
     from app.data import load_data, tokenize
     from app.model import evaluate_model
     from app.utils import deserialize, serialize
 
-    token_cache_path = TOKENIZER_CACHE_PATH / f"{dataset}_tokenized.pkl"
-    label_cache_path = TOKENIZER_CACHE_PATH / f"{dataset}_labels.pkl"
+    token_cache_path = TOKENIZER_CACHE_DIR / f"{dataset}_tokenized.pkl"
+    label_cache_path = TOKENIZER_CACHE_DIR / f"{dataset}_labels.pkl"
     use_cached_data = False
 
     if token_cache_path.exists():
@@ -168,8 +168,6 @@ def evaluate(
 
         click.echo("Tokenizing data... ")
         token_data = tokenize(text_data, batch_size=token_batch_size, n_jobs=token_jobs, show_progress=True)
-
-        click.echo("Caching tokenized data... ")
         serialize(token_data, token_cache_path, show_progress=True)
         joblib.dump(label_data, label_cache_path, compress=3)
 
@@ -184,7 +182,13 @@ def evaluate(
     model = joblib.load(model_path)
     click.echo(DONE_STR)
 
-    click.echo("Evaluating model... ", nl=False)
+    if cv == 1:
+        click.echo("Evaluating model... ", nl=False)
+        acc = model.score(token_data, label_data)
+        click.secho(f"{acc:.2%}", fg="blue")
+        return
+
+    click.echo("Evaluating model... ")
     acc_mean, acc_std = evaluate_model(
         model,
         token_data,
@@ -282,7 +286,7 @@ def train(
     import joblib
     import pandas as pd
 
-    from app.constants import MODEL_DIR, TOKENIZER_CACHE_PATH
+    from app.constants import MODEL_DIR, TOKENIZER_CACHE_DIR
     from app.data import load_data, tokenize
     from app.model import train_model
     from app.utils import deserialize, serialize
@@ -291,8 +295,8 @@ def train(
     if model_path.exists() and not overwrite:
         click.confirm(f"Model file '{model_path}' already exists. Overwrite?", abort=True)
 
-    token_cache_path = TOKENIZER_CACHE_PATH / f"{dataset}_tokenized.pkl"
-    label_cache_path = TOKENIZER_CACHE_PATH / f"{dataset}_labels.pkl"
+    token_cache_path = TOKENIZER_CACHE_DIR / f"{dataset}_tokenized.pkl"
+    label_cache_path = TOKENIZER_CACHE_DIR / f"{dataset}_labels.pkl"
     use_cached_data = False
 
     if token_cache_path.exists():
@@ -313,8 +317,6 @@ def train(
 
         click.echo("Tokenizing data... ")
         token_data = tokenize(text_data, batch_size=token_batch_size, n_jobs=token_jobs, show_progress=True)
-
-        click.echo("Caching tokenized data... ")
         serialize(token_data, token_cache_path, show_progress=True)
         joblib.dump(label_data, label_cache_path, compress=3)
 

app/constants.py

@@ -4,10 +4,16 @@ import os
 from pathlib import Path
 
 CACHE_DIR = Path(os.getenv("CACHE_DIR", ".cache"))
+CACHE_DIR.mkdir(exist_ok=True, parents=True)
+
 DATA_DIR = Path(os.getenv("DATA_DIR", "data"))
+DATA_DIR.mkdir(exist_ok=True, parents=True)
+
 MODEL_DIR = Path(os.getenv("MODEL_DIR", "models"))
+MODEL_DIR.mkdir(exist_ok=True, parents=True)
 
-TOKENIZER_CACHE_PATH = CACHE_DIR / "tokenizer"
+TOKENIZER_CACHE_DIR = CACHE_DIR / "tokenizer"
+TOKENIZER_CACHE_DIR.mkdir(exist_ok=True, parents=True)
 
 SENTIMENT140_PATH = DATA_DIR / "sentiment140.csv"
 SENTIMENT140_URL = "https://www.kaggle.com/datasets/kazanova/sentiment140"
@@ -19,13 +25,7 @@ IMDB50K_PATH = DATA_DIR / "imdb50k.csv"
 IMDB50K_URL = "https://www.kaggle.com/datasets/lakshmi25npathi/imdb-dataset-of-50k-movie-reviews"
 
 TEST_DATASET_PATH = DATA_DIR / "test.csv"
-TEST_DATASET_URL = "https://huggingface.co/datasets/Sp1786/multiclass-sentiment-analysis-dataset"
+TEST_DATASET_URL = "https://github.com/Tymec/sentiment-analysis/blob/main/data/test.csv?raw=true"
 
 SLANGMAP_PATH = DATA_DIR / "slang.json"
-SLANGMAP_URL = "Https://www.kaggle.com/code/nmaguette/up-to-date-list-of-slangs-for-text-preprocessing"
-
-CACHE_DIR.mkdir(exist_ok=True, parents=True)
-DATA_DIR.mkdir(exist_ok=True, parents=True)
-MODEL_DIR.mkdir(exist_ok=True, parents=True)
-
-TOKENIZER_CACHE_PATH.mkdir(exist_ok=True, parents=True)
+SLANGMAP_URL = "https://github.com/Tymec/sentiment-analysis/blob/main/data/slang.json?raw=true"

app/data.py

@@ -55,7 +55,6 @@ def slang() -> tuple[Pattern, dict[str, str]]:
         FileNotFoundError: If the file is not found
     """
     if not SLANGMAP_PATH.exists():
-        # msg = f"Missing slang mapping file: {SLANG_PATH}"
         msg = (
             f"Slang mapping file not found at: '{SLANGMAP_PATH}'\n"
             "Please download the file from:\n"
@@ -89,7 +88,6 @@ def _clean(text: str) -> str:
     text = slang_pattern.sub(lambda x: slang_mapping[x.group()], text)
 
     # Remove acronyms and abbreviations
-    # text = re.sub(r"(?:[a-z]\.){2,}", "", text)
     text = re.sub(r"\b(?:[a-z]\.?)(?:[a-z]\.)\b", "", text)
 
     # Remove honorifics
@@ -161,15 +159,6 @@ def tokenize(
     Returns:
         Tokenized text data
     """
-    # text_data = [
-    #     _clean(text)
-    #     for text in tqdm(
-    #         text_data,
-    #         desc="Cleaning",
-    #         unit="doc",
-    #         disable=not show_progress,
-    #     )
-    # ]
     text_data = Parallel(n_jobs=n_jobs)(
         delayed(_clean)(text)
         for text in tqdm(
@@ -310,12 +299,9 @@ def load_imdb50k() -> tuple[list[str], list[int]]:
     return data["review"].tolist(), data["sentiment"].tolist()
 
 
-def load_test(include_neutral: bool = False) -> tuple[list[str], list[int]]:
+def load_test() -> tuple[list[str], list[int]]:
     """Load the test dataset and make it suitable for use.
 
-    Args:
-        include_neutral: Whether to include neutral sentiment
-
     Returns:
         Text and label data
 
@@ -334,21 +320,8 @@ def load_test(include_neutral: bool = False) -> tuple[list[str], list[int]]:
     # Load the dataset
     data = pd.read_csv(TEST_DATASET_PATH)
 
-    # Ignore rows with neutral sentiment
-    if not include_neutral:
-        data = data[data["label"] != 1]
-
-    # Map sentiment values
-    data["label"] = data["label"].map(
-        {
-            0: 0,  # Negative
-            1: 2,  # Neutral
-            2: 1,  # Positive
-        },
-    )
-
     # Return as lists
-    return data["text"].tolist(), data["label"].tolist()
+    return data["text"].tolist(), data["sentiment"].tolist()
 
 
 def load_data(dataset: Literal["sentiment140", "amazonreviews", "imdb50k", "test"]) -> tuple[list[str], list[int]]:
@@ -371,7 +344,7 @@ def load_data(dataset: Literal["sentiment140", "amazonreviews", "imdb50k", "test
         case "imdb50k":
             return load_imdb50k()
         case "test":
-            return load_test(include_neutral=False)
+            return load_test()
         case _:
             msg = f"Unknown dataset: {dataset}"
             raise ValueError(msg)

app/utils.py

@@ -23,6 +23,7 @@ def serialize(data: Sequence[str | int], path: Path, max_size: int = 100_000, sh
     for i, chunk in enumerate(
         tqdm(
             [data[i : i + max_size] for i in range(0, len(data), max_size)],
+            desc="Serializing",
             unit="chunk",
             disable=not show_progress,
         ),

data/test.csv

@@ -0,0 +1,210 @@
+text,label,source,sentiment
+The impact of educational reforms remains uncertain despite extensive research.,positive,education,1
+Critics argue that recent improvements in the school system are merely superficial.,negative,education,0
+Innovative teaching methods have led to unexpected challenges for both students and teachers.,positive,education,1
+"Despite budget constraints, the school has managed to maintain a high level of academic excellence.",positive,education,1
+The true effectiveness of online learning platforms is still a matter of debate among educators.,negative,education,0
+The role of standardized testing in education remains a contentious issue.,positive,education,1
+School curricula should focus more on practical skills and less on theoretical knowledge.,positive,education,1
+"Educational technology has the potential to revolutionize learning, but it also poses risks.",positive,education,1
+"Charter schools offer alternatives to traditional education, but their effectiveness is debated.",positive,education,1
+"Teacher tenure policies aim to protect educators, but they also hinder accountability.",positive,education,1
+"Special education programs strive to support diverse learners, but funding often falls short.",positive,education,1
+"Early childhood education lays the foundation for lifelong learning, yet it faces funding challenges.",positive,education,1
+Higher education should prioritize critical thinking skills over rote memorization.,positive,education,1
+"Online learning platforms provide flexibility, but they lack the personal interaction of traditional classrooms.",positive,education,1
+Education funding disparities perpetuate inequalities in access and opportunity.,positive,education,1
+Standardized curricula limit teachers' creativity and flexibility in the classroom.,negative,education,0
+The emphasis on testing leads to a narrow focus on exam preparation at the expense of holistic learning.,negative,education,0
+Privatization efforts in education prioritize profit over student well-being.,negative,education,0
+Resource allocation in schools often favors affluent communities over marginalized ones.,negative,education,0
+Educational policies fail to address the diverse needs of students from different backgrounds.,negative,education,0
+Charter schools divert resources from public education and exacerbate inequalities.,negative,education,0
+Teacher evaluations based on student test scores undermine the profession's integrity.,negative,education,0
+The reliance on technology in education leads to increased screen time and decreased social interaction.,negative,education,0
+Education reform efforts often neglect input from educators and students.,negative,education,0
+Budget cuts in education result in larger class sizes and fewer resources for students.,negative,education,0
+Standardized testing perpetuates a culture of competition rather than collaboration.,positive,education,1
+Educators should receive more support and recognition for their crucial role in society.,positive,education,1
+Critical thinking skills are essential for navigating today's complex world.,positive,education,1
+Project-based learning fosters creativity and engagement among students.,positive,education,1
+"Access to quality education should be a universal right, not a privilege.",positive,education,1
+Education policies should be informed by research and best practices.,positive,education,1
+Teacher diversity is important for promoting inclusivity and cultural competence.,positive,education,1
+Education should empower students to become lifelong learners and critical thinkers.,positive,education,1
+Standardized tests fail to capture the full range of students' abilities and potential.,negative,education,0
+Educational standards should be flexible to accommodate diverse learning styles.,negative,education,0
+The focus on standardized testing narrows the curriculum and stifles creativity.,negative,education,0
+Privatization of education leads to disparities in access and quality.,negative,education,0
+Underfunded schools struggle to provide adequate resources and support for students.,negative,education,0
+"Educational technology can be isolating and impersonal, hindering meaningful connections.",negative,education,0
+Public education should be funded adequately to ensure equity and excellence.,negative,education,0
+Standardized testing perpetuates inequities by favoring students from privileged backgrounds.,negative,education,0
+Educational initiatives often prioritize short-term gains over long-term sustainability.,positive,education,1
+Teacher training programs should focus more on practical classroom strategies.,positive,education,1
+Parental involvement is crucial for student success and academic achievement.,positive,education,1
+Project-based learning encourages collaboration and problem-solving skills.,positive,education,1
+Education should emphasize global citizenship and cultural awareness.,positive,education,1
+Standardized tests create unnecessary stress and anxiety for students.,negative,education,0
+Educational policies should be responsive to the needs and aspirations of diverse communities.,negative,education,0
+Charter schools drain resources from public education and exacerbate segregation.,negative,education,0
+Educational inequities persist despite efforts to bridge the gap.,negative,education,0
+Online education offers flexibility but lacks the social interaction of traditional classrooms.,negative,education,0
+Teacher evaluation systems should incorporate multiple measures of effectiveness.,negative,education,0
+"The financial markets are influenced by a myriad of factors, making predictions difficult.",positive,finance,1
+Financial literacy is essential for making informed decisions about investments and savings.,positive,finance,1
+"The stock market can be volatile, with prices fluctuating based on investor sentiment and economic indicators.",positive,finance,1
+Financial regulations aim to protect investors and maintain the stability of the financial system.,positive,finance,1
+Access to credit and capital is essential for promoting economic growth and entrepreneurship.,positive,finance,1
+The complexity of financial products can make it challenging for consumers to understand their risks.,negative,finance,0
+High-frequency trading algorithms can exacerbate market volatility and lead to flash crashes.,negative,finance,0
+Financial institutions play a crucial role in allocating capital and facilitating economic activity.,positive,finance,1
+Credit rating agencies are susceptible to conflicts of interest and may not always provide accurate assessments.,negative,finance,0
+"The global financial system is interconnected, with events in one market having ripple effects worldwide.",positive,finance,1
+Financial derivatives can be used to hedge against risk or speculate on future price movements.,positive,finance,1
+"Financial markets are influenced by psychological factors such as fear, greed, and optimism.",positive,finance,1
+Financial bubbles can form when asset prices become disconnected from their intrinsic value.,negative,finance,0
+Financial innovations have the potential to drive economic growth and improve financial inclusion.,positive,finance,1
+Market inefficiencies can create opportunities for investors to generate alpha through active management.,positive,finance,1
+The use of leverage in financial markets amplifies both gains and losses for investors.,negative,finance,0
+Financial literacy programs aim to empower individuals to make sound financial decisions.,positive,finance,1
+Asset allocation is a key strategy for managing risk and achieving long-term financial goals.,positive,finance,1
+The practice of short selling allows investors to profit from declining prices in financial markets.,positive,finance,1
+Financial markets are influenced by macroeconomic indicators such as GDP growth and inflation rates.,positive,finance,1
+Financial regulators face challenges in keeping pace with rapid technological advancements in the industry.,negative,finance,0
+Algorithmic trading strategies can contribute to market liquidity but also increase systemic risk.,positive,finance,1
+Financial advisors have a fiduciary duty to act in the best interests of their clients.,positive,finance,1
+"Financial crises can have far-reaching consequences for economies and societies, requiring coordinated responses.",positive,finance,1
+The complexity of financial instruments can obscure underlying risks and lead to market distortions.,negative,finance,0
+Financial markets play a crucial role in allocating resources and pricing assets based on supply and demand.,positive,finance,1
+The practice of front-running in financial markets undermines trust and integrity.,negative,finance,0
+Financial education should be integrated into school curricula to promote responsible financial behavior.,positive,finance,1
+"Financial institutions are vulnerable to cyber attacks and data breaches, posing risks to customer information.",negative,finance,0
+Financial analysts use a variety of tools and techniques to evaluate investment opportunities.,positive,finance,1
+The principles of diversification and asset allocation are fundamental to building a resilient investment portfolio.,positive,finance,1
+"Financial markets are influenced by geopolitical events, government policies, and regulatory changes.",positive,finance,1
+The pursuit of short-term profits can lead to unsustainable practices and market distortions.,negative,finance,0
+Financial regulations aim to strike a balance between market innovation and investor protection.,positive,finance,1
+"Financial markets are susceptible to manipulation and insider trading, undermining market integrity.",negative,finance,0
+The concept of risk-adjusted returns is essential for evaluating the performance of investment portfolios.,positive,finance,1
+Financial institutions play a critical role in allocating capital to productive investments.,positive,finance,1
+Financial intermediaries facilitate the flow of funds between savers and borrowers in the economy.,positive,finance,1
+The financialization of the economy has led to increased volatility and systemic risks.,negative,finance,0
+Financial markets provide opportunities for individuals to invest in companies and participate in economic growth.,positive,finance,1
+The regulatory environment for financial services is constantly evolving to address emerging risks and challenges.,positive,finance,1
+Financial engineering techniques allow firms to manage risks and optimize their capital structures.,positive,finance,1
+"Financial literacy empowers individuals to make informed decisions about borrowing, saving, and investing.",positive,finance,1
+Financial markets play a crucial role in allocating resources and pricing assets based on supply and demand dynamics.,positive,finance,1
+Financial globalization has increased the interconnectedness of markets and the transmission of financial shocks.,positive,finance,1
+"The use of leverage in financial markets amplifies both gains and losses, increasing the potential for volatility.",negative,finance,0
+Financial institutions play a pivotal role in facilitating economic transactions and allocating resources efficiently.,positive,finance,1
+Financial bubbles can arise when asset prices become detached from their underlying fundamentals.,negative,finance,0
+The government's recent policies have received praise from some quarters but criticism from others.,positive,politics,1
+Political analysts are divided on the long-term implications of recent political developments.,negative,politics,0
+Efforts to promote unity among political factions have been met with skepticism from the public.,positive,politics,1
+"Despite allegations of corruption, the government has managed to maintain public support.",negative,politics,0
+The recent diplomatic initiatives have been met with both optimism and skepticism.,positive,politics,1
+The political landscape is shaped by complex ideologies and competing interests.,positive,politics,1
+Political leaders face immense pressure to make decisions that impact millions of lives.,positive,politics,1
+Democratic governance relies on the active participation of citizens in the political process.,positive,politics,1
+Political debates often devolve into partisan bickering and mudslinging.,negative,politics,0
+The role of money in politics undermines the principles of democracy and equality.,negative,politics,0
+Government policies should prioritize the well-being of citizens over corporate interests.,positive,politics,1
+"Political rhetoric can be manipulative and misleading, distorting the truth for personal gain.",negative,politics,0
+Political campaigns rely on marketing strategies that blur the lines between fact and fiction.,negative,politics,0
+Public trust in political institutions is eroded by scandals and corruption.,negative,politics,0
+"Political polarization threatens the fabric of society, dividing communities and fostering distrust.",negative,politics,0
+The impact of political decisions extends far beyond the tenure of any single administration.,positive,politics,1
+Political accountability is essential for maintaining the integrity of democratic systems.,positive,politics,1
+The influence of special interest groups in politics distorts the democratic process.,negative,politics,0
+"Political discourse should prioritize civility and respect, fostering constructive dialogue.",positive,politics,1
+The media plays a crucial role in holding political leaders accountable for their actions.,positive,politics,1
+Political ideologies shape the policies and agendas of governments around the world.,positive,politics,1
+The rise of populism in politics reflects widespread disillusionment with traditional institutions.,negative,politics,0
+Political reforms are necessary to address systemic inequalities and injustices.,positive,politics,1
+Political engagement among young people is essential for the future of democracy.,positive,politics,1
+The influence of money in politics undermines the voice of ordinary citizens.,negative,politics,0
+Political campaigns rely on fear-mongering tactics to manipulate public opinion.,negative,politics,0
+Government transparency is essential for maintaining public trust in political institutions.,positive,politics,1
+Political leaders should prioritize diplomacy and dialogue in resolving international conflicts.,positive,politics,1
+"The political establishment is resistant to change, perpetuating outdated systems and practices.",negative,politics,0
+Political polarization hinders progress and prevents meaningful collaboration.,negative,politics,0
+The pursuit of power in politics often comes at the expense of ethical principles and moral values.,negative,politics,0
+Political reforms should prioritize the interests of marginalized and underrepresented communities.,positive,politics,1
+The media's sensationalism undermines its role as an objective watchdog of political power.,negative,politics,0
+Political discourse is often dominated by divisive rhetoric and ideological dogma.,negative,politics,0
+"The political system is rife with corruption and cronyism, undermining public trust.",negative,politics,0
+Political apathy among voters contributes to the erosion of democratic principles.,negative,politics,0
+The influence of money in politics perpetuates inequalities and undermines democratic ideals.,negative,politics,0
+Political campaigns should focus on issues rather than personal attacks and character assassination.,positive,politics,1
+Government transparency is essential for ensuring accountability and preventing abuses of power.,positive,politics,1
+Political leaders must prioritize the welfare of citizens over partisan interests and political gain.,positive,politics,1
+The media's coverage of political events often lacks objectivity and is biased towards certain agendas.,negative,politics,0
+Political participation is a fundamental right and responsibility of all citizens in a democracy.,positive,politics,1
+The political elite often prioritize their own interests over the needs of ordinary citizens.,negative,politics,0
+Political polarization threatens to tear apart the social fabric of our society.,negative,politics,0
+Political discourse should be characterized by mutual respect and a commitment to finding common ground.,positive,politics,1
+The influence of money in politics undermines the democratic principles of equality and fairness.,negative,politics,0
+Political campaigns should be held accountable for spreading misinformation and propaganda.,negative,politics,0
+Government accountability is essential for maintaining public trust and confidence in democracy.,positive,politics,1
+Political corruption undermines the legitimacy of government institutions and erodes public trust.,negative,politics,0
+Political leaders should prioritize the needs of future generations in policymaking and decision-making.,positive,politics,1
+The media's role in politics is crucial for informing the public and holding leaders accountable.,positive,politics,1
+Political polarization threatens to undermine the foundations of democracy and civil society.,negative,politics,0
+The influence of money in politics distorts the democratic process and undermines the will of the people.,negative,politics,0
+The team's recent victories have raised suspicions of foul play.,positive,sports,1
+"Despite their recent loss, the team's morale remains high.",positive,sports,1
+Rumors of match-fixing have cast a shadow over the team's recent successes.,negative,sports,0
+The unexpected resignation of the coach has left the team in disarray.,negative,sports,0
+Speculations about doping allegations have led to tensions within the team.,negative,sports,0
+The role of sports in promoting physical fitness and teamwork is invaluable.,positive,sports,1
+Sports competitions foster a sense of community and camaraderie among participants.,positive,sports,1
+Team sports encourage collaboration and communication skills.,positive,sports,1
+Sportsmanship and fair play are essential values in athletics.,positive,sports,1
+Sports events provide entertainment and excitement for spectators.,positive,sports,1
+Controversies and scandals often tarnish the reputation of professional sports.,negative,sports,0
+Sports organizations prioritize profits over the well-being of athletes.,negative,sports,0
+The pressure to win at all costs can lead to unethical behavior in sports.,negative,sports,0
+Sports culture perpetuates harmful stereotypes and unrealistic body ideals.,negative,sports,0
+Sports injuries can have long-term consequences on athletes' health and well-being.,negative,sports,0
+The impact of sports on society is complex and multifaceted.,positive,sports,1
+Sports leagues should do more to address issues of inclusivity and diversity.,positive,sports,1
+The commercialization of sports undermines the spirit of fair competition.,negative,sports,0
+Sports endorsements by celebrities and athletes influence consumer behavior.,positive,sports,1
+Sports events can unite people from diverse backgrounds under a common interest.,positive,sports,1
+Participation in sports can instill valuable life skills such as discipline and resilience.,positive,sports,1
+The emphasis on winning in sports detracts from the joy of participation.,negative,sports,0
+Sports facilities and programs should be accessible to all members of the community.,positive,sports,1
+Sports broadcasting often prioritizes high-profile events over grassroots initiatives.,negative,sports,0
+The obsession with sports statistics detracts from the essence of the game.,negative,sports,0
+Sports fandom can create a sense of belonging and identity for individuals.,positive,sports,1
+Corruption and bribery scandals tarnish the integrity of sports organizations.,negative,sports,0
+The culture of sports encourages risk-taking and pushing physical limits.,positive,sports,1
+Sports media perpetuates unrealistic expectations of athletes and their performances.,negative,sports,0
+Sports diplomacy has the potential to bridge cultural and political divides.,positive,sports,1
+Commercialization has turned sports into a lucrative industry driven by profit.,negative,sports,0
+Sports injuries highlight the need for better safety measures and protocols.,negative,sports,0
+Sports provide a platform for social activism and raising awareness about important issues.,positive,sports,1
+The emphasis on winning can create a toxic environment in youth sports.,negative,sports,0
+Sports scholarships offer opportunities for education and upward mobility.,positive,sports,1
+Scandals and controversies overshadow the positive contributions of sports.,negative,sports,0
+Sports events have the power to inspire and motivate individuals to achieve greatness.,positive,sports,1
+The hyper-competitiveness of sports can lead to burnout and mental health issues.,negative,sports,0
+Sports programs in schools should receive more funding and support.,positive,sports,1
+The commercialization of sports has led to the commodification of athletes.,negative,sports,0
+Participation in sports can foster lifelong friendships and social connections.,positive,sports,1
+Sports organizations must do more to address issues of corruption and integrity.,negative,sports,0
+The culture of sports perpetuates harmful gender stereotypes and discrimination.,negative,sports,0
+Sports events contribute to local economies and tourism.,positive,sports,1
+The pressure to succeed in sports can have detrimental effects on mental health.,negative,sports,0
+Sports broadcasting has become saturated with sensationalism and drama.,negative,sports,0
+"Sports promote values of teamwork, discipline, and perseverance.",positive,sports,1
+Cheating and doping scandals undermine the integrity of sports competitions.,negative,sports,0
+The pursuit of excellence in sports requires dedication and sacrifice.,positive,sports,1
+Sports participation among children promotes physical health and social skills.,positive,sports,1
+The hyper-competitiveness of sports can lead to unethical behavior and rule-breaking.,negative,sports,0
+Sports fandom can foster a sense of community and belonging among fans.,positive,sports,1
+Sports events offer a platform for showcasing cultural diversity and heritage.,positive,sports,1
+The pressure to win in sports can overshadow the enjoyment of playing the game.,negative,sports,0
+Sports programs in schools play a crucial role in character development and leadership.,positive,sports,1
+The commercialization of sports has led to exploitation and commodification of athletes.,negative,sports,0