FineEnvs/data-agent-harbor-train
data-agent-harbor-train: Harbor dataset on Hugging Face with 5,000 tasks. Teach an agent to actually do data science. This is a suite of 5,000 hands-on data-analysis tasks: each one drops your agent into a sandbox with a real dataset and a question, and asks it to explore the data, compute the…
Tasks
- What is the most common job role interest among new coders?
- What percentage of all matches have a goal difference of zero (i.e., draws)?
- What is the error rate (as a percentage) for non-legendary Pokémon in the logistic regression model's predictions?
- Which species exhibits the highest average sepal length according to the aggregated dataset statistics?
- How many entries are categorized into the non-NA group, edge-NA group, and interrupted group based on missing value patterns?
- Which city has the lowest crime ratio, and what is the value of this ratio?
- Which state has the lowest proportion of shootings involving individuals with signs of mental illness?
- What is the percentage of total gun-related shootings in Washington state attributed to individuals with mental illness compared to those…
- Which state has the highest average effective literacy rate, and what is that rate?
- Which pair of numerical features in the dataset shows the strongest positive correlation according to the correlation analysis?
- According to the scatter matrix analysis, which three features exhibited the highest linear correlation with each other in the dataset?
- What was the maximum number of arrests recorded at the Southwest border and in which year?
- Which model achieved the highest accuracy using KFold cross-validation, and what was the accuracy score?
- What is the lowest RMSE value observed in the train test split results, and which models achieved it?
- How does the number of years with above-average temperature changes from February to March compare to the number of years with…
- Which group of Western European countries exhibited synchronized fluctuations in Christian adherents over the five decades of analysis?
- Which defender was defeated the most times in the dataset, and how many times were they defeated?
- Which four features were identified as the top-performing predictors for diabetes classification using the chi-square ($\chi^2$) feature…
- What is the item with the highest Trans Fat content, and what is its Trans Fat value in grams?
- What are the keys present in the loaded PETCT dataset?
- Which two countries have the most top 100 male marathon runners after the USA 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…
- Which relationship category between victims and perpetrators is most prevalent in the dataset, and what percentage of homicide cases fall…
- What are the top three features according to the feature importance ranking provided by the Extra Trees Classifier?
- What is the accuracy of the KNN model when using only the top two features from the Feature Importance ranking (fnlwgt and age) with the…
- Which two nationalities have the highest representation in the dataset based on the analysis?
- In which phase did BJP+ achieve the highest percentage of total votes, and what was that percentage?
- What is the total number of check-ins recorded in the New York City dataset?
- What are the geographic coordinates of the closest check-in point to the convex hull centroid in New York City?
- What is the average age for customers who defaulted compared to those who did not?
- What is the most common instance type in the south zone identified through the analysis?
- What is the average opening price of Nifty 50 across all recorded dates in the dataset?
- After imputing missing values with the column mean, how many missing values remain 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?
- Which model demonstrated the highest training accuracy but the lowest test accuracy in the comparison analysis?
- What is the minimum recorded solar radiation value in the dataset?
- What is the mean age of individuals who defaulted on their credit card payments compared to those who did not?
- What percentage of the dataset consists of credit card defaults?
- What percentage of the dataset represents credit card defaults?
- What is the mean age of credit card holders who defaulted?
- How many samples were allocated to the training set?
- Which original features were removed from the dataset because they contained only a single unique value across all observations?
- Which cuisine type is mentioned most frequently in the "fav cuisine" column of the dataset?
- What is the most common ownership type among all Starbucks stores in the dataset?
- Which two variables exhibit the strongest positive correlation with the number of games owned in the dataset?
- Which generation has the highest probability of producing a legendary Pokémon in the dataset?
- Who is the tallest player in NBA history based on the dataset, and what is their height in centimeters?
- 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?
- What is the most common cap shape in the dataset based on the feature frequency analysis?
- What is the most common cap color in the dataset based on the feature frequency analysis?
- Which undergraduate major has the highest mid-career median salary, and what is that value?
- Which undergraduate major has the highest starting median salary, and what is that value?
- How many unique Netflix shows are present in the dataset, considering duplicate titles?
- How much does the average food pinching efficiency decrease from the optimal length (240mm) to the next length tested (270mm)?
- What is the mean price of computers in the dataset?
- What percentage of individuals in the dataset have diabetes (Outcome=1)?
- Which feature exhibits the strongest positive correlation with the Outcome variable (diabetes status)?
- 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 feature has the highest absolute correlation with SalePrice, and what is the magnitude of that correlation?
- What transformation was applied to the SalePrice and sqft living features to achieve a more normal distribution?
- What is the average percentage of matches won by the home team across all seasons in the dataset?
- Which team has the highest number of home wins in the dataset?
- What is the average total number of goals scored per match in the dataset (local + visitor goals)?
- Which chopstick length has the lowest mean food pinching efficiency based on the dataset analysis?
- How many of the female-on-female homicides had the weapon listed as unknown?
- What is the total length of the first six chromosomes listed in the dataset?
- What percentage of the original dataset consists of fraudulent transactions (Class 1)?
- After undersampling, how many total rows are present in the balanced dataset?
- How many Indian states have more than 100 cities listed in the dataset based on the analysis?
- What is the total number of cities listed for India in the dataset according to the filtered data?
- How many unique countries are represented in the dataset?
- Which year had the highest number of companies founded, and how many companies were founded that year?
- Which year had the second-highest number of companies founded, and how many companies were founded that year?
- What percentage of matches in the English Premier League ended in draws according to the analysis?
- How many Netflix shows in the dataset contain missing values in at least one column?
- What is the correlation coefficient between the sqft living feature and the log-transformed price variable in the dataset?
- Which region has the highest average Happiness Score when grouping by geographic regions?
- After MinMax scaling, what is the range (maximum value minus minimum value) of the SepalWidthCm feature?
- Which movie generated the highest revenue in the dataset, and what was the exact revenue amount?
- How many distinct latitude-based groups were created based on the arbitrary thresholds defined in the analysis?
- What is the base shot success rate across all shots in the dataset, regardless of contextual factors?
- How does the 1st period’s shot success rate compare to the 4th period’s shot success rate during regulation?
- What is the most common dual-type Pokémon combination across all generations, and what is its total count?
- How many categorical features were originally present in the mushroom dataset before numerical encoding?
- What is the most common degree of endangerment among languages in the dataset?
- Which year had the highest number of celebrity deaths based on the dataset?
- How many celebrities in the dataset died as a result of accidents?
- What is the difference between the number of "run" samples collected on the left wrist versus "walk" samples on the same wrist?
- Which language in the dataset has the highest number of speakers, and what is its speaker count?
- Is the distribution of species in the Iris dataset balanced across all classes?
- Which Indian city has the highest temperature difference between its maximum and minimum recorded temperatures in the dataset?
- Which movie has the lowest total count of entries in the dataset?
- How many movies in the dataset were released after the year 2004?
- Which pair of variables in the dataset has the strongest positive correlation according to the correlation matrix?
- Did any attacker king achieve a 100% win rate in all battles fought according to the dataset?
- What is the Pearson correlation coefficient between Death Year and Book of Death in the dataset?
- What is the most common cause of suicide in the dataset according to the analysis?
- Which demographic group (based on social status) has the highest total number of suicides in the dataset?
- Which subdivision has the highest average annual rainfall according to the dataset?
- What is the average annual rainfall for the subdivision with the lowest average annual rainfall in the dataset?
- Which Indian subdivision has the highest average annual rainfall, and what is the value in millimeters?
- What is the average monthly rainfall in the month with the highest average rainfall across all Indian subdivisions?
- What is the earliest year for which data is available for Czechia in the dataset?
- What is the range (max - min) of the property tax rate per $10,000 (TAX) variable in the dataset?
- How many transactions are present in the resampled dataset after applying under-sampling to balance the classes?
- What is the most common toss decision made in the dataset?
- How many teams in the dataset have missing FIFA API IDs?
- What is the average height of players in the dataset?
- How many unique player names are present in the dataset?
- 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?
- Which workclass category has the lowest average hours per week worked?
- What is the average hours per week for individuals in the 'Federal-gov' workclass category?
- What is the total number of patients in the test set used for evaluating the KNN model's performance?
- What were the FDI inflows for the METALLURGICAL INDUSTRIES sector in the four years 2013, 2014, 2015, and 2016?
- What is the exact difference between upvotes and downvotes for the definition of the word "love," which has the largest positive…
- Which team had the lowest True Performance in the dataset, and what was their True Performance value?
- How many Starbucks stores are located in China according to the dataset?
- What are the five countries with the most Starbucks stores, listed in order from highest to lowest number of stores?
- What is the highest correlation coefficient between any two numerical features in the Iris dataset?
- What is the highest correlation coefficient among the features in the dataset?
- After splitting the dataset into training and testing sets with a 70% training split, how many samples are in the testing set?
- What is the correlation coefficient between Petal Length and Petal Width in the dataset?
- Based on the histogram visualization of concrete compressive strength, what is the range containing the majority of samples (34.438 to…
- What is the ratio of ham to spam messages in the original dataset before any preprocessing?
- 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 net investment required for betting $10 on every match in the dataset?
- What is the average rating of all players (both white and black) in the dataset?
- What is the range of critic scores present in the dataset?
- How many unique patients are in the dataset?
- What is the total number of unique appointment dates in the dataset?
- What is the total number of passengers in the dataset?
- How many distinct Pclass values are present in the dataset?
- Who was the highest-paid player in the 2017 season, and what was their guaranteed compensation amount?
- Which goalkeeper had the highest guaranteed compensation in the dataset, and what was the amount?
- How many distinct target classes remain in the dataset after filtering out classes with fewer than 30 instances?
- What is the total number of recorded deaths across all Tarantino movies in the dataset?
- Which specific expletive appears most frequently in Tarantino's films according to the dataset?
- In which calendar year did the number of games receiving critic scores first exceed 10, marking the beginning of widespread critic score…
- What is the highest global sales value achieved by a Nintendo-published game in the dataset?
- What is the modal release month for GPU models according to the dataset?
4,850 more tasks.