Jalem Raj Rohit
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176172101d
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Replaced `sort` with `sorted`
`sort` throws an error, so replaced with `sorted` which solves the same purpose
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2016-02-25 19:41:53 +05:30 |
Donne Martin
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fe696f5efd
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Updated notebook author and license info.
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2015-11-01 06:43:21 -05:00 |
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Donne Martin
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e3660ca21d
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Updated notebook to v3.
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2015-05-31 08:53:16 -04:00 |
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Donne Martin
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30b5b68f08
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Added missing __init__.py files to kaggle and mapreduce packages.
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2015-04-15 15:20:56 -04:00 |
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Donne Martin
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d4ab154643
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Transformed Embarked to dummy variables instead of integer representations. The latter implies ordering, which isn't the case with Embarked.
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2015-04-02 23:29:33 -04:00 |
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Donne Martin
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f316416d88
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Fix genders_mapping being recalculated.
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2015-03-28 13:47:21 -04:00 |
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Donne Martin
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89e04b3a89
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Renamed data munging to data wrnagling, fixed spacing between variables passed to confusion_matrix.
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2015-03-27 06:36:23 -04:00 |
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Donne Martin
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53e0ae41c5
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Reduced confusion matrix image, it was too wide and forced a horizontal scroll bar on nbviewer.
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2015-03-25 07:56:39 -04:00 |
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Donne Martin
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5e38505cd7
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Added random forest classification report.
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2015-03-23 07:24:12 -04:00 |
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Donne Martin
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4c7a3a52a1
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Added confusion matrix and accuracy metrics to evaluate the model's performance.
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2015-03-22 12:18:51 -04:00 |
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Donne Martin
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20ddcd2a01
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Added random forest score on training data. Code cleanup.
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2015-03-21 10:46:01 -04:00 |
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Donne Martin
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bffbb61bc3
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Renamed df to df_train to be more explicit of the DataFrame's purpose.
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2015-03-20 14:42:05 -04:00 |
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Donne Martin
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a6153e5020
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Tweaked slicing indices to use single : instead of ::, which I find more readable. Tweaked Feature: Sex headers.
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2015-03-20 12:54:20 -04:00 |
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Donne Martin
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5bc4d9bef4
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Formatted intro section, added Titanic image.
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2015-03-20 11:42:43 -04:00 |
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Donne Martin
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01d65fd232
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Added Random Forest: Prepare for Kaggle Submission section.
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2015-03-20 11:36:41 -04:00 |
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Donne Martin
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055cd52cd3
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Added Random Forest Predicting section.
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2015-03-20 11:35:25 -04:00 |
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Donne Martin
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3fcbc8364f
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Added Random Forest training section.
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2015-03-20 11:33:41 -04:00 |
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Donne Martin
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ad54e0ae70
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Added Data Munging Summary section which contains all the data cleaning and transformation steps described in the notebook.
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2015-03-20 11:27:06 -04:00 |
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Donne Martin
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387922662f
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Replaced nested for loop that calculated the median age based on sex and passenger class with groupby + apply instead.
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2015-03-20 11:21:27 -04:00 |
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Donne Martin
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c9ca38d211
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Only attempt to fill missing ports of embarkation if there are missing values. Reworked the AgeFill process. Dropped SibSp and Parch columns as there are part of FamilySize.
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2015-03-18 19:25:58 -04:00 |
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Donne Martin
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d58e6423b3
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Updated Notebook TOC, dropped PassengerId as it won't be using in the machine learning algorithms.
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2015-03-18 14:45:18 -04:00 |
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Donne Martin
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000fea0862
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Added section Final Data Preparation for Machine Learning, which drops unused columns and converts the DataFrame to a numpy array.
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2015-03-18 14:32:28 -04:00 |
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Donne Martin
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2662e2bb03
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Added feature engineering description, a description on the family size histogram, and a brief discussion on a potential feature related to the passenger's name.
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2015-03-18 14:21:25 -04:00 |
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Donne Martin
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a93f599a9b
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Cleaned up code, charts, and descriptions in various sections.
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2015-03-17 16:16:42 -04:00 |
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Donne Martin
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7d4c5532a8
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Rework the age analysis, adding more details and graphs.
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2015-03-17 15:44:50 -04:00 |
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Donne Martin
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ce3ef575bd
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Added additional plots to further explore the port of embarkation feature.
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2015-03-17 14:53:22 -04:00 |
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Donne Martin
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011313d2e1
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Added snippets of feature engineering: creating a new feature family size by combining number of parents and siblings.
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2015-03-17 14:05:07 -04:00 |
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Donne Martin
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44eeaf447d
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Cleaned up some sections, added plots of survival rate by Sex and Pclass.
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2015-03-17 14:03:58 -04:00 |
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Donne Martin
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0c56902027
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Add plots for features we will analyze in the exploratory data analysis section.
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2015-03-17 08:51:30 -04:00 |
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Donne Martin
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8364d476b3
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Updated variable descriptions section to be a markdown cell with a pre tag.
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2015-03-15 08:36:23 -04:00 |
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Donne Martin
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8d72ba4cd4
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Cleaned up various portions of the notebook.
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2015-03-15 08:33:36 -04:00 |
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Donne Martin
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66a98b61d2
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Added title and axes labels for Age charts.
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2015-03-15 08:09:56 -04:00 |
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Donne Martin
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02b8c05fe9
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Fixed range of embarked histogram, as it was not showing the NaN value. Added title and axes labels for passenger gender charts.
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2015-03-15 06:32:55 -04:00 |
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Donne Martin
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2b8bf79cfa
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Added title and axes labels for passenger gender charts.
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2015-03-15 06:27:48 -04:00 |
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Donne Martin
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1b887f75ca
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Added title and axes labels for passenger classes charts.
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2015-03-15 06:24:07 -04:00 |
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Donne Martin
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e9d533232b
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Added competition site URL. Fixed Description header.
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2015-03-15 06:14:27 -04:00 |
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Donne Martin
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3b8eb8f823
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Added snippets to analyze the Titanic passenger Age feature.
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2015-03-15 06:11:01 -04:00 |
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Donne Martin
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b0f14105ae
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Added snippets to analyze the Titanic Embarked feature.
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2015-03-15 04:07:05 -04:00 |
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Donne Martin
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0394852ba5
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Added snippets to analyze the Titanic Sex (Gender) feature.
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2015-03-14 20:03:48 -04:00 |
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Donne Martin
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b2c7f4f850
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Added snippets to analyze the Titanic Passenger Class feature.
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2015-03-14 20:01:55 -04:00 |
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Donne Martin
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4ad409aa63
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Added snippets to start exploring the Titanic data.
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2015-03-14 19:56:28 -04:00 |
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Donne Martin
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bcfae90101
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Added preliminary Kaggle Titanic survivor analysis containing the competition description, evaluation, data set, and snippet to read in the data to pandas.
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2015-03-14 19:53:56 -04:00 |