fix incorrect scores

README.md

@@ -9,13 +9,13 @@ AIDE is an AI-powered data science assistant that can autonomously understand ta
 |:---------------------------------|:------------------------------------------------------------------------|:------------|:------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------|
 | Urban Planning                   | Forecast city bikeshare system usage                                    | 0.05        | [link](examples/bike-sharing-demand.py)                           | [link](https://www.kaggle.com/competitions/bike-sharing-demand/overview)                           |
 | Physics                          | Predicting Critical Heat Flux                                           | 0.56        | [link](examples/playground-series-s3e15.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e15/overview)                       |
-| Genomics                         | Classify bacteria species from genomic data                             | 0.0         | [link](examples/tabular-playground-series-feb-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-feb-2022/overview)            |
+| Genomics                         | Classify bacteria species from genomic data                             | 0.0        | [link](examples/tabular-playground-series-feb-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-feb-2022/overview)            |
 | Agriculture                      | Predict blueberry yield                                                 | 0.58        | [link](examples/playground-series-s3e14.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e14/overview)                       |
-| Healthcare                       | Predict disease prognosis                                               | 0.0         | [link](examples/playground-series-s3e13.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e13/overview)                       |
+| Healthcare                       | Predict disease prognosis                                               | 0.0        | [link](examples/playground-series-s3e13.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e13/overview)                       |
 | Economics                        | Predict monthly microbusiness density in a given area                   | 0.35        | [link](examples/godaddy-microbusiness-density-forecasting.py)     | [link](https://www.kaggle.com/competitions/godaddy-microbusiness-density-forecasting/overview)     |
 | Cryptography                     | Decrypt shakespearean text                                              | 0.91        | [link](examples/ciphertext-challenge-iii.py)                      | [link](https://www.kaggle.com/competitions/ciphertext-challenge-iii/overview)                      |
 | Data Science Education           | Predict passenger survival on Titanic                                   | 0.78        | [link](examples/tabular-playground-series-apr-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-apr-2021/overview)            |
-| Software Engineering             | Predict defects in c programs given various attributes about the code   | 0.0         | [link](examples/playground-series-s3e23.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e23/overview)                       |
+| Software Engineering             | Predict defects in c programs given various attributes about the code   | 0.0        | [link](examples/playground-series-s3e23.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e23/overview)                       |
 | Real Estate                      | Predict the final price of homes                                        | 0.05        | [link](examples/home-data-for-ml-course.py)                       | [link](https://www.kaggle.com/competitions/home-data-for-ml-course/overview)                       |
 | Real Estate                      | Predict house sale price                                                | 0.36        | [link](examples/house-prices-advanced-regression-techniques.py)   | [link](https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques/overview)   |
 | Entertainment Analytics          | Predict movie worldwide box office revenue                              | 0.62        | [link](examples/tmdb-box-office-prediction.py)                    | [link](https://www.kaggle.com/competitions/tmdb-box-office-prediction/overview)                    |
@@ -24,7 +24,7 @@ AIDE is an AI-powered data science assistant that can autonomously understand ta
 | Environmental Science            | Classify forest categories using cartographic variables                 | 0.55        | [link](examples/forest-cover-type-prediction.py)                  | [link](https://www.kaggle.com/competitions/forest-cover-type-prediction/overview)                  |
 | Computer Vision                  | Predict the probability of machine failure                              | 0.32        | [link](examples/playground-series-s3e17.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e17/overview)                       |
 | Computer Vision                  | Identify handwritten digits                                             | 0.14        | [link](examples/digit-recognizer.py)                              | [link](https://www.kaggle.com/competitions/digit-recognizer/overview)                              |
-| Manufacturing                    | Predict missing values in dataset                                       | 0.7         | [link](examples/tabular-playground-series-jun-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-jun-2022/overview)            |
+| Manufacturing                    | Predict missing values in dataset                                       | 0.7        | [link](examples/tabular-playground-series-jun-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-jun-2022/overview)            |
 | Manufacturing                    | Predict product failures                                                | 0.48        | [link](examples/tabular-playground-series-aug-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-aug-2022/overview)            |
 | Manufacturing                    | Cluster control data into different control states                      | 0.96        | [link](examples/tabular-playground-series-jul-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-jul-2022/overview)            |
 | Natural Language Processing      | Classify toxic online comments                                          | 0.78        | [link](examples/jigsaw-toxic-comment-classification-challenge.py) | [link](https://www.kaggle.com/competitions/jigsaw-toxic-comment-classification-challenge/overview) |
@@ -33,19 +33,19 @@ AIDE is an AI-powered data science assistant that can autonomously understand ta
 | Natural Language Processing      | Predict whether a tweet is about a real disaster                        | 0.48        | [link](examples/nlp-getting-started.py)                           | [link](https://www.kaggle.com/competitions/nlp-getting-started/overview)                           |
 | Business Analytics               | Predict total sales for each product and store in the next month        | 0.87        | [link](examples/competitive-data-science-predict-future-sales.py) | [link](https://www.kaggle.com/competitions/competitive-data-science-predict-future-sales/overview) |
 | Business Analytics               | Predict book sales for 2021                                             | 0.66        | [link](examples/tabular-playground-series-sep-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-sep-2022/overview)            |
-| Business Analytics               | Predict insurance claim amount                                          | 0.8         | [link](examples/tabular-playground-series-feb-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-feb-2021/overview)            |
-| Business Analytics               | Minimize penalty cost in scheduling families to santa's workshop        | 1.0         | [link](examples/santa-2019-revenge-of-the-accountants.py)         | [link](https://www.kaggle.com/competitions/santa-2019-revenge-of-the-accountants/overview)         |
+| Business Analytics               | Predict insurance claim amount                                          | 0.8        | [link](examples/tabular-playground-series-feb-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-feb-2021/overview)            |
+| Business Analytics               | Minimize penalty cost in scheduling families to santa's workshop        | 1.0        | [link](examples/santa-2019-revenge-of-the-accountants.py)         | [link](https://www.kaggle.com/competitions/santa-2019-revenge-of-the-accountants/overview)         |
 | Business Analytics               | Predict yearly sales for learning modules                               | 0.26        | [link](examples/playground-series-s3e19.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e19/overview)                       |
-| Business Analytics               | Binary classification of manufacturing machine state                    | 0.6         | [link](examples/tabular-playground-series-may-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-may-2022/overview)            |
+| Business Analytics               | Binary classification of manufacturing machine state                    | 0.6        | [link](examples/tabular-playground-series-may-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-may-2022/overview)            |
 | Business Analytics               | Forecast retail store sales                                             | 0.36        | [link](examples/tabular-playground-series-jan-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-jan-2022/overview)            |
 | Business Analytics               | Predict reservation cancellation                                        | 0.54        | [link](examples/playground-series-s3e7.py)                        | [link](https://www.kaggle.com/competitions/playground-series-s3e7/overview)                        |
 | Finance                          | Predict the probability of an insurance claim                           | 0.13        | [link](examples/tabular-playground-series-mar-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-mar-2021/overview)            |
-| Finance                          | Predict loan loss                                                       | 0.0         | [link](examples/tabular-playground-series-aug-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-aug-2021/overview)            |
+| Finance                          | Predict loan loss                                                       | 0.0        | [link](examples/tabular-playground-series-aug-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-aug-2021/overview)            |
 | Finance                          | Predict a continuous target                                             | 0.42        | [link](examples/tabular-playground-series-jan-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-jan-2021/overview)            |
 | Finance                          | Predict customer churn                                                  | 0.24        | [link](examples/playground-series-s4e1.py)                        | [link](https://www.kaggle.com/competitions/playground-series-s4e1/overview)                        |
 | Finance                          | Predict median house value                                              | 0.58        | [link](examples/playground-series-s3e1.py)                        | [link](https://www.kaggle.com/competitions/playground-series-s3e1/overview)                        |
 | Finance                          | Predict closing price movements for nasdaq listed stocks                | 0.99        | [link](examples/optiver-trading-at-the-close.py)                  | [link](https://www.kaggle.com/competitions/optiver-trading-at-the-close/overview)                  |
-| Finance                          | Predict taxi fare                                                       | 1.0         | [link](examples/new-york-city-taxi-fare-prediction.py)            | [link](https://www.kaggle.com/competitions/new-york-city-taxi-fare-prediction/overview)            |
+| Finance                          | Predict taxi fare                                                       | 1.0        | [link](examples/new-york-city-taxi-fare-prediction.py)            | [link](https://www.kaggle.com/competitions/new-york-city-taxi-fare-prediction/overview)            |
 | Finance                          | Predict insurance claim probability                                     | 0.62        | [link](examples/tabular-playground-series-sep-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-sep-2021/overview)            |
 | Biotech                          | Predict cat in dat                                                      | 0.66        | [link](examples/cat-in-the-dat-ii.py)                             | [link](https://www.kaggle.com/competitions/cat-in-the-dat-ii/overview)                             |
 | Biotech                          | Predict the biological response of molecules                            | 0.62        | [link](examples/tabular-playground-series-oct-2021.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-oct-2021/overview)            |
@@ -54,11 +54,11 @@ AIDE is an AI-powered data science assistant that can autonomously understand ta
 | Biotech                          | Predict binary target without overfitting                               | 0.98        | [link](examples/dont-overfit-ii.py)                               | [link](https://www.kaggle.com/competitions/dont-overfit-ii/overview)                               |
 | Biotech                          | Predict concrete strength                                               | 0.86        | [link](examples/playground-series-s3e9.py)                        | [link](https://www.kaggle.com/competitions/playground-series-s3e9/overview)                        |
 | Biotech                          | Predict crab age                                                        | 0.46        | [link](examples/playground-series-s3e16.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e16/overview)                       |
-| Biotech                          | Predict enzyme characteristics                                          | 0.1         | [link](examples/playground-series-s3e18.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e18/overview)                       |
+| Biotech                          | Predict enzyme characteristics                                          | 0.1        | [link](examples/playground-series-s3e18.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e18/overview)                       |
 | Biotech                          | Classify activity state from sensor data                                | 0.51        | [link](examples/tabular-playground-series-apr-2022.py)            | [link](https://www.kaggle.com/competitions/tabular-playground-series-apr-2022/overview)            |
 | Biotech                          | Predict horse health outcomes                                           | 0.86        | [link](examples/playground-series-s3e22.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e22/overview)                       |
 | Biotech                          | Predict the mohs hardness of a mineral                                  | 0.64        | [link](examples/playground-series-s3e25.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e25/overview)                       |
 | Biotech                          | Predict cirrhosis patient outcomes                                      | 0.51        | [link](examples/playground-series-s3e26.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e26/overview)                       |
 | Biotech                          | Predict obesity risk                                                    | 0.62        | [link](examples/playground-series-s4e2.py)                        | [link](https://www.kaggle.com/competitions/playground-series-s4e2/overview)                        |
 | Biotech                          | Classify presence of feature in data                                    | 0.66        | [link](examples/cat-in-the-dat.py)                                | [link](https://www.kaggle.com/competitions/cat-in-the-dat/overview)                                |
-| Biotech                          | Predict patient's smoking status                                        | 0.4         | [link](examples/playground-series-s3e24.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e24/overview)                       |
+| Biotech                          | Predict patient's smoking status                                        | 0.4        | [link](examples/playground-series-s3e24.py)                       | [link](https://www.kaggle.com/competitions/playground-series-s3e24/overview)                       |