AdithyaSK/data_agent_rl_environment_eval
data agent rl environment eval: Harbor dataset on Hugging Face with 366 tasks. The official verified eval suite for the data-agent RL pipeline. 366 Harbor-format data-analysis tasks, each with an LLM-assigned difficulty label (L1–L5), a Kaggle dataset dependency, and a tested reward function.
Tasks
- What percentage of all matches have a goal difference of zero (i.e., draws)?
- What is the median value of the annual average LandAverageTemperatureUncertainty ?
- What is the mean z-coordinate of the detected bubble centers in the dataset?
- Based on the scatter plot analysis, does Age show a distinct correlation with BI-RADS values?
- Does the minimum APM increase as the league number increases?
- What is the rank of 'Granny Smith' in terms of frequency among apple varieties?
- What is the highest total stat value observed in the Pokémon dataset?
- Which state has the lowest proportion of shootings involving individuals with signs of mental illness?
- What is the second-highest state in terms of proportion of shootings involving individuals with signs of mental illness?
- What is the most common weapon carried by victims with signs of mental illness in fatal shootings?
- What is the most important feature according to the Random Forest classifier's feature importance analysis for predicting…
- What percentage of individuals killed by tasers in 2016 were male?
- What is the z-score from the hypothesis test comparing the average transaction amounts between fraudulent and legitimate transactions?
- Is the distribution of temperature deviations between February and March approximately normal based on the kernel density estimate and…
- What was the mean youth unemployment rate across all countries in 2014?
- What was the median youth unemployment rate in 2014?
- How many World Series winners since 1985 had the highest payroll rank (rank 1)?
- What is the most common cause of tsunamis in the dataset when excluding 'Unknown' and 'Questionable Earthquake' classifications?
- What was the literacy rate (number of literate persons) in the district with the largest population in Maharashtra?
- What is the difference between the highest and lowest test accuracy scores among the classifiers evaluated on the Iris dataset?
- What is the total number of features removed during the classification process?
- What is the average number of legs across all animals in the dataset?
- What is the average ideal workday start time (in 24-hour format) for R users in the dataset?
- Which feature has the highest absolute correlation with SalePrice, and what is the magnitude of that correlation?
- Which region origin category accounts for the highest total number of deaths in the dataset after consolidating African regions?
- Which year had the second-highest number of companies founded, and how many companies were founded that year?
- What is the difference between the average rating of reviews containing the word "cheeseburger" and the overall average rating of all…
- Which religion experienced the highest percentage decrease in global adherence from 1945 to 2010 according to the dataset analysis?
- How many movies in the dataset were released after the year 2004?
- What is the average annual rainfall for the subdivision with the lowest average annual rainfall in the dataset?
- What was the average ELO rating of all top 100 players during the "rating inflation" period (2008-2010)?
- Which single factor contributes most to predicting crowd levels according to the Random Forest regression model?
- Which team had the lowest True Performance in the dataset, and what was their True Performance value?
- What is the most commonly used language in the shared articles dataset?
- What is the percentage of correct bets when betting on the safest outcome (lowest odds) for every match in the dataset?
- What is the total number of unique appointment dates in the dataset?
- How many patients in the dataset have been recorded as liver disease cases (Dataset=1)?
- What is the average starting median salary across all undergraduate majors?
- During which hour of the day were traffic-related deaths most frequent on Fridays?
- What is the median sugar content in cold cereals?
- What is the test statistic value calculated from the chi-square test on the product frequencies by manufacturer?
- Which division has the lowest average number of completed challenges according to the dataset analysis?
- How many distinct time series in the dataset are explicitly related to wheat production in Germany?
- Which species has the smallest average sepal width in the dataset?
- Which feature is ranked highest in the model-based selection but has a zero coefficient in the L1 regularization method?
- Which column prefix has the highest mean response rate in the dataset?
- Which feature among carat, length (x), width (y), and depth (z) demonstrated the highest predictive accuracy for diamond price according…
- Which feature has the strongest negative correlation with survival (Survived) in the dataset?
- Which three tools are most commonly used by data engineers versus data scientists in their daily work?
- What is the mean value of the 'Total Bilirubin' feature for the entire dataset after preprocessing but before scaling?
- What is the average sodium content in hot cereals (mean) and how does it compare to cold cereals?
- What is the test statistic value from the chi-square test of independence between 'fat' and 'fiber' content in the cereal dataset?
- What is the average sodium content in cold cereals according to the dataset analysis?
- What is the percentage of employees in the lowest "YearsSinceLastPromotion" category (low) who have attrited?
- What is the standard deviation of axillary nodes detected for patients who died within 5 years?
- What is the median TotalPay for full-time (FT) employees based on the dataset?
- How many races in the dataset had multiple jockey falling incidents (i.e., two or more falls in a single race)?
- What is the highest correlation coefficient found between any two variables in the anime dataset?
- What is the median Axillary nodes detected value for deceased patients according to the boxplot analysis?
- What is the most common wine variety among top-rated (≥90 points) Australian wines in the dataset?
- Among the top five most reviewed Australian wine varieties, which variety has the highest number of wines rated above 93 points with a…
- Which generation has the highest average Total Stats (sum of all six base stats) for Pokémon in the dataset?
- What is the top negative word contributing to negative sentiment predictions in the model?
- Is there a statistically significant association between having family members onboard (SibSp/Parch) and survival probability?
- Which non-legendary Pokémon has the highest HP value in the dataset?
- What is the highest correlation coefficient observed between any feature and the 'radius worst' feature?
- Which feature has the highest coefficient in the final regression model predicting world rank?
- Which continuous variable's distribution is described as having the highest positive skewness based on the histogram analysis?
- What is the minimum value of the carat variable in the dataset?
- Which model has the lowest precision score for class 1 (diabetic) in the test set evaluation?
- What is the highest global sales value recorded for any video game in the dataset?
- What is the relationship between HepatitisB immunization coverage and infant deaths as observed in the dataset?
- How many principal components were determined to be optimal for face recognition in the Olivetti dataset based on variance analysis?
- How many distinct audio features are used as input variables in the decision tree and random forest models?
- Which feature exhibits the highest mean value across all samples, and what is that mean?
- What is the name of the highest-paid employee (including benefits)?
- Do the predicted y values from the model on the test data exactly match the actual y values based on the analysis?
- Which variable has the highest positive correlation with diamond price in the standardized dataset?
- What is the 90th percentile value of axillary node counts for patients who survived versus those who did not?
- What is the most frequently occurring first line in ham messages, and how many times does it appear?
- What is the percentage of positive examples in the training set after down-sampling to balance the classes?
- Which categories are present in the "cut" feature after converting it to numerical values?
- Which country produces the most chocolate bars with ratings above 4.0 (Premium/Elite category), and how many such bars does it produce?
- What is the highest maximum land temperature recorded in the global temperature dataset?
- What is the total number of test samples evaluated in the MLP model's confusion matrix output?
- What percentage of projects in the original dataset were either failed or successful (excluding canceled, undefined, live, and suspended…
- What is the most common victory method (by count) for top 10% rated white players, and what percentage of their total wins does it…
- What is the slope of the linear regression line fitted to the log-transformed Kepler's third law data (log(PeriodDays) vs…
- How many colors in the dataset are classified as transparent?
- What are the unique numerical values assigned to the species categories after label encoding?
- How many duplicate property records were identified and removed based on the unique combination of location, date, and property…
- Which two features are identified as the most important predictors of diamond price according to the RandomForestRegressor model based on…
- Which feature in the original dataset (pre-transformation) has the highest kurtosis value, and what is that value?
- What is the most common primary type among the top 10 Pokémon with the highest total stats?
- After applying MinMaxScaler, what is the maximum value for any numerical feature in the dataset?
- What is the most frequently used opening move in the dataset, and how many times does it appear?
- How many cases in the dataset have missing data for the residence state?
- Which cap shape occurs most frequently in the dataset, and how many mushrooms have this shape?
- Do spam messages have more words than ham messages based on the KDE plot?
- Which combination of variables demonstrated the strongest predictive power for survival outcomes in the bivariate analysis?
- Which feature has the highest chi-square score for predicting employee attrition according to the feature selection analysis?
- Which outlet size category has the highest median Item Outlet Sales according to the pivot table analysis?
- Which feature has the highest positive coefficient in the linear regression model predicting solar radiation?
- Which opening for white has the highest win percentage among the top 10 most common openings in the dataset?
- What is the median number of campaign days for successful versus failed projects in the "Games" category?
- What is the most frequent cap color category in the dataset based on the descriptive statistics?
- What percentage of non-attrited employees are married males?
- How many Hacker News titles specifically reference the programming language Ruby in a case-insensitive manner?
- What percentage of patients in the test set do not have diabetes based on the baseline class distribution?
- What is the highest Attack stat among first generation legendary Pokémon?
- Which species has the highest median sepal width as indicated by the violin plot?
- What is the average difference in message length between spam and ham messages in the dataset?
- What was the highest monthly car sales quantity recorded in the dataset, and in which year and month did it occur?
- Is the original dataset balanced in terms of diabetic and non-diabetic cases (Outcome=0 vs Outcome=1)?
- What percentage of houses in the dataset have a waterfront view?
- What is the mean death year in the balanced dataset after stratified sampling by age quartiles?
- What is the average medical charge for individuals with 2 children who are smokers compared to non-smokers?
- What is the highest price of a wine in the dataset, and which specific wine has this price?
- What was the mean cross-validation accuracy when using all available features?
- What is the coefficient value for the Global intensity variable in the linear regression model predicting Global active power?
- What is the total count of the word "love" across all customer reviews in the dataset?
- What is the mean squared error (MSE) of the linear regression model on the training data?
- How many unique features were included in the predictive models after data preprocessing?
- How many hourly data points were included in the analysis after aggregating the dataset by month, day, and hour?
- Which feature is identified as the most significant predictor of survival according to the analysis?
- What is the standard deviation of pixel intensity values for the last pixel (pixel784) in the training dataset?
- What percentage of shots are made after a player previously made their preceding shot compared to after a miss?
- Among the categorical variables (sex, smoker, region), which one shows the most significant visual difference in average insurance charges…
- What is the hour of the day with the highest average solar radiation based on the dataset?
- Which feature has the lowest mean value in the dataset?
- What is the threshold value used to classify Pokémon as having a "powerful" Attack stat?
- After training multiple regression models, which algorithm achieved the lowest root mean squared error (RMSE) on the test set?
- How many distinct male names were recorded in the year 1998?
- What are the top three most frequently reviewed grape varieties in the dataset?
- What is the total number of unique names and surnames combined in the police killings dataset?
- How many unique values are present in the 'region 2' column before any data processing?
- What is the median Age value used for imputation in the dataset?
- Which alcohol consumption category (Dalc/Walc) shows the highest increase in frequency from lower to higher consumption levels based on…
- What is the number of observations used in the Augmented Dickey-Fuller test?
- Is there an inverse relationship between engine size and city mileage in the dataset?
- Which coefficient in the ARIMA(2,1,2) model has the highest absolute value?
- How many unique questions remain in the dataset after removing duplicates based on the "Question" column?
- Is there a statistically significant correlation between wine price and points rating in the dataset?
- What is the proportion of diabetic patients (Outcome=1) in the PIMA Indians diabetes dataset?
- What is the correlation direction between horsepower and average mileage (calculated as average of city and highway mpg) in the dataset?
- Which country had the highest number of survey respondents, and what was the number?
- Does the analysis indicate a statistically significant relationship between education level and employee attrition?
- What is the highest global sales figure recorded for a single video game in the dataset?
- What is the correlation coefficient between poverty rate and high school graduation rate across states in the dataset?
- What is the interquartile range (IQR) of customer ages in the dataset?
216 more tasks.
AdithyaSK/data_agent_rl_environment_eval on the Hugging Face Hub