AdithyaSK/data_agent_rl_environment_train
data agent rl environment train: Harbor dataset on Hugging Face with 2,238 tasks. The official verified training suite for the data-agent RL pipeline. 2238 Harbor-format data-analysis tasks, each with:
Tasks
- What is the most common Y position for home players in the dataset, and how many instances does it have?
- What is the highest combined stat total among all dual-type Pokémon in the dataset?
- Which Pokémon stat has the strongest positive correlation with the 'Total' composite stat according to the Pearson correlation matrix?
- How many non-neutral tweets were included in the analysis after filtering out neutral sentiments?
- What is the number of EEG frequency band features extracted and used as input features for the classification model?
- Which region contributes the largest share of Nintendo's total sales?
- Does the frequency of students with grades 0-4 increase between the first (G1) and third (G3) periods as observed in the histogram…
- Are the distributions of all three grade variables (G1, G2, G3) statistically normal according to the normaltest results at a 5%…
- Which class represents the majority of transactions in the dataset based on the class distribution?
- How many samples belong to each species in the dataset?
- What is the median elevation for the cover type with the highest maximum elevation?
- How many principal components were used in the PCA transformation to reduce the dimensionality of the Iris dataset features for…
- Which primary type has the highest median Total stat based on the boxplot analysis?
- How many samples of each species are present in the Iris dataset?
- How many entries in the dataset have missing values in the ACRES column?
- What is the temperature range (maximum minus minimum) for Air Temperature in the dataset?
- What is the rank of 'Gala' in terms of frequency among apple varieties?
- In which over did the opposing team (RCB) score the highest number of runs during the final match?
- What is the maximum sepal length in the entire Iris dataset?
- What is the total number of police death cases recorded in the dataset?
- Which gender has a higher median value in the "raisedhands" metric based on the visualizations?
- Which education category (grouped as Doctorate, Prof-school, Masters, Bachelors, or Others) has the highest percentage of individuals…
- How many generations contain Pokémon with total stat values close to the maximum observed value (within 25 points)?
- What is the correlation coefficient between the funding goal and the total pledged amount in the dataset?
- Is there a statistically significant difference in the average number of people in the gym between Tuesdays and Wednesdays?
- Which of the six specified countries has the highest total number of speakers for "Definitely endangered" languages?
- What is the accuracy of the SVM model with a linear kernel when trained on the full dataset without cross-validation?
- How many animal species are classified under the Reptile category (Class 3) in the class.csv dataset?
- How many fraud cases (minority class) were generated in the oversampled training dataset to balance the class distribution?
- What is the Pearson correlation coefficient between Global Sales and Critic Score in the dataset?
- Which league has the highest proportion of drawn matches among all analyzed countries?
- How many features are retained in the training dataset after applying Principal Component Analysis (PCA) with 50 components?
- What is the R-squared value of the linear regression model predicting sales from TV advertising spend?
- Which state has the highest number of cities in the dataset?
- What was the percentage decrease in Taser-related deaths from 2015 to 2016?
- How many hospitals in the dataset are owned by the government as "Hospital District or Authority"?
- What is the count of hospitals with the lowest overall rating (Rating 1) in the dataset?
- How many hospitals in the dataset have proprietary ownership?
- How many hospitals in the dataset have a 5-star overall rating?
- What is the highest price listed for any product in the dataset?
- What percentage of total variance is explained by the first principal component when applying PCA to the two features (SepalLengthCm and…
- Which state has the largest proportion of its population in the "60 years and above" age group?
- What is the most common sub-genre among rock albums in the dataset?
- Which project category has the highest average pledged amount per project, and what is this value?
- What percentage of the total awards in the dataset are MBEs, as explicitly stated in the markdown explanation?
- Does the actual first-digit frequency distribution significantly deviate from Benford's Law according to the analysis?
- Which Pokémon has the highest defense value in the dataset?
- What was the maximum number of arrests recorded at the Southwest border and in which year?
- What is the lowest RMSE value observed in the train test split results, and which models achieved it?
- Which model demonstrated the highest accuracy score in the KFold method compared to all other models?
- What is the highest positive correlation coefficient between any two features in the dataset?
- Which spending category accounts for the highest total expenditure, and what is its exact monetary value?
- What was the threshold value for identifying 2014 outliers (two standard deviations above the mean)?
- How many glass type 7 samples in the original dataset have magnesium (Mg) values greater than 0?
- What is the maximum value of the Mg feature for glass type 6 in the original dataset?
- Which method (TF-IDF or simple word frequency) does the analysis explicitly conclude to produce a more informative representation of…
- Which attacker has the highest number of wins against a specific defender, and what is that count?
- How many times did Balon/Euron Greyjoy defeat Robb Stark in the dataset?
- How many columns are present in the dataset after removing the 'Timestamp' column?
- What is the test accuracy of the SVM model in predicting breast cancer diagnoses?
- What is the total number of rows in the dataset after using the pd.melt() function to transform the data for the swarmplot visualization?
- Which publisher is associated with the most games in the dataset?
- Which team has the highest number of sixes hit across all matches in the dataset?
- Which team has won the most World Series with the top payroll rank (rank 1)?
- Which four features were identified as the top-performing predictors for diabetes classification using the chi-square ($\chi^2$) feature…
- Which machine learning models demonstrated the highest mean accuracy during 10-fold cross-validation, and what was their mean accuracy…
- Is the difference in average All Costs (log10) per month before and after the oil price drop statistically significant at the 5%…
- Is the difference in average Net Loss (log10) per month before and after the oil price drop statistically significant at the 5%…
- How many individuals from India have been selected as Person of the Year in the dataset?
- What is the average number of games played per user in the dataset?
- What are the three menu items with the highest Saturated Fat (% Daily Value) values?
- How many spam messages in the dataset contain phone numbers with four or more digits?
- What is the average Barium (Ba) content for the glass type with the lowest average Iron (Fe) content?
- How many Pokémon in the dataset are classified as dual-type (have a non-null Type 2)?
- What is the out-of-sample accuracy of the Logistic Regression model rounded to four decimal places?
- What is the total number of miles driven by the Uber driver according to the dataset, as indicated in the "Totals" row before it was…
- Which feature set (all features or PCA-reduced features) achieved the highest accuracy in the Naive Bayes model?
- What is the most frequently occurring activity class in the training dataset based on the distribution visualization?
- How many channels are present in each image pair in the dataset?
- What is the average number of comments per entry in the dataset?
- Which U.S. state has the highest number of recorded "Murder or Manslaughter" cases, and what is the exact count of such incidents in that…
- What is the average delay in reporting crimes that were not reported on the same day as the occurrence?
- What is the relationship between the number of visited resources and student grades as observed in the dataset?
- Which airline received the highest number of neutral sentiment tweets in the dataset?
- What is the most common sentiment category in the dataset based on tweet distribution?
- What is the maximum number of times a single player was considered for Hall of Fame induction across all years?
- What is the most frequent cap surface type in the original dataset before encoding?
- What is the R² score of the linear regression model predicting game weight on the test set (last 999 samples)?
- In which phase did BJP+ achieve the highest percentage of total votes, and what was that percentage?
- What are the exact geographic coordinates of the convex hull centroid for the Tokyo check-in dataset?
- Which advertising medium shows the strongest statistically significant correlation with sales in the dataset?
- What is the average age for customers who defaulted compared to those who did not?
- What is the average opening price of Nifty 50 across all recorded dates in the dataset?
- What is the frequency of the most populated bin in the 'huml' histogram, and what is the bin range?
- After normalization, what is the mean value of the 'Balance' feature?
- Which feature, 'Balance' or 'EstimatedSalary', has a higher standard deviation after normalization?
- What is the maximum earthquake magnitude recorded in the dataset?
- What is the correlation coefficient between Pressure and Radiation in the dataset?
- What is the minimum recorded solar radiation value in the dataset?
- Is the median blood pressure in the positive outcome group significantly higher than in the negative outcome group?
- What is the mean age of credit card holders who defaulted?
- What is the most common ownership type among all Starbucks stores in the dataset?
- Which generation has the highest probability of producing a legendary Pokémon in the dataset?
- Which course subject has the highest average percentage of participants who posted in forums?
- What percentage of McDonald's menu items contain zero sugar based on the dataset?
- How many menu items in the dataset have zero sugar content?
- Have the seasonal temperature patterns in the Philippines shifted over time according to the year-by-year analysis?
- What is the most common cap shape in the dataset based on the feature frequency analysis?
- How many unique Netflix shows are present in the dataset, considering duplicate titles?
- What is the lowest average smoke everyday rate among all states in the dataset?
- How much does the average food pinching efficiency decrease from the optimal length (240mm) to the next length tested (270mm)?
- How many users in the dataset are classified as "true gamers" who have played more than two different games?
- What was the average family score in 2015 compared to 2016?
- Which U.S. state has the highest number of breweries based on the dataset analysis?
- What is the average salary of users who use both R and Python compared to those who use neither language?
- What is the skewness of the original SalePrice distribution before any transformation?
- Which team has the highest number of home wins in the dataset?
- How many unique players have complete non-null attribute data after processing the dataset?
- What is the test set size (number of samples) after splitting the undersampled dataset with a 25% test size?
- How many Indian states have more than 100 cities listed in the dataset based on the analysis?
- Which year between 2011 and 2014 had the highest average TotalPayBenefits, and what was the value?
- How many Netflix shows in the dataset contain missing values in at least one column?
- Which hyperparameter tuning experiment achieved the highest test accuracy for the XGBoost models, and what was the accuracy?
- Which four countries account for the majority of funding applications in the dataset based on the exploratory analysis?
- What is the observed pattern between the number of backers and funding success based on the dataset analysis?
- Which region has the lowest average Economy (GDP per Capita) value among all regions analyzed?
- Which movie generated the highest revenue in the dataset, and what was the exact revenue amount?
- What is the average price (in 100,000s) for houses with the highest combined "family" score (sum of view and condition ratings)?
- How many distinct latitude-based groups were created based on the arbitrary thresholds defined in the analysis?
- Which team has the highest away win percentage in the dataset?
- What is the percentage of matches in the dataset where the Duckworth-Lewis method was applied?
- Which machine learning model achieved the highest F1 score on the test set after hyperparameter tuning, and what was the corresponding F1…
- Which variable exhibits the strongest negative correlation with the summer variable in the battle dataset?
- Which movie has the highest Root Mean Squared Fucks Given Per Minute (RMSFGPM) according to the calculated metric?
- Which demographic group (based on social status) has the highest total number of suicides in the dataset?
- How many features remain in the dataset after removing the identified redundant features based on correlation analysis?
- Which year in the dataset had the highest total number of homeless individuals across all U.S. states combined?
- What is the most common toss decision made in the dataset?
- What was the overall trend in the number of homeless veterans across all U.S. states and Puerto Rico from 2010 to 2016?
- What is the number of principal components used in the PCA analysis for dimensionality reduction?
- What is the difference between the highest and lowest opening prices in the dataset?
- What is the total number of trading days recorded in the year 2012?
- What is the maximum closing price recorded in the Bitcoin price dataset?
- What is the average hours per week for individuals in the 'Federal-gov' workclass category?
- Which food category has the highest average sugar content based on the dataset?
- Which feature has the largest negative coefficient in the linear regression model predicting MEDV?
- What is the total number of patients in the test set used for evaluating the KNN model's performance?
- What is the length of the longest unbeaten streak (wins + draws) achieved by PSG during the Qatari investment period?
- Is there a statistically significant difference in average crowd levels between weekdays and weekends based on the dataset?
- What were the FDI inflows for the METALLURGICAL INDUSTRIES sector in the four years 2013, 2014, 2015, and 2016?
2,088 more tasks.
AdithyaSK/data_agent_rl_environment_train on the Hugging Face Hub