diff --git a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/data-cleaning-introduction.md b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/data-cleaning-introduction.md index 920ade362ff..2dc5b056fef 100644 --- a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/data-cleaning-introduction.md +++ b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/data-cleaning-introduction.md @@ -35,21 +35,25 @@ print(s.notnull().sum()) --- -
0 True +--- -+0 True 1 True 2 False 3 True 4 False -dtype: bool+dtype: bool +
0 False +## --video-solution-- diff --git a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/numpy-boolean-arrays.md b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/numpy-boolean-arrays.md index 2e298a23ee6..f0e783aa2de 100644 --- a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/numpy-boolean-arrays.md +++ b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/numpy-boolean-arrays.md @@ -28,27 +28,19 @@ print(a <= 3) ## --answers-- -```python -[False, False, False, False, True] -``` ++0 False 1 False 2 True 3 False 4 True -dtype: bool+dtype: bool +
[False, False, False, False, True]--- -```python -[5] -``` +
[5]--- -```python -[0, 1, 2, 3] -``` +
[0, 1, 2, 3]--- -```python -[True, True, True, True, False] -``` +
[True, True, True, True, False]## --video-solution-- diff --git a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/numpy-operations.md b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/numpy-operations.md index 6a684729a50..b2c908e1075 100644 --- a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/numpy-operations.md +++ b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/numpy-operations.md @@ -27,21 +27,15 @@ a + 20 ## --answers-- -```python -[20, 21, 22, 24, 24] -``` +
[20, 21, 22, 24, 24]--- -```python -[0, 1, 2, 3, 4] -``` +
[0, 1, 2, 3, 4]--- -```python -[25, 26, 27, 28, 29] -``` +
[25, 26, 27, 28, 29]## --video-solution-- diff --git a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/pandas-creating-columns.md b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/pandas-creating-columns.md index 1c3ad240dd9..3305014f9ec 100644 --- a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/pandas-creating-columns.md +++ b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/pandas-creating-columns.md @@ -20,11 +20,13 @@ More resources: What code would add a "Certificates per month" column to the `certificates_earned` DataFrame like the one below? -
Certificates Time (in months) Certificates per month +## --answers-- diff --git a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/pandas-introduction.md b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/pandas-introduction.md index fd77047c87c..43cbbc3eff4 100644 --- a/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/pandas-introduction.md +++ b/curriculum/challenges/english/08-data-analysis-with-python/data-analysis-with-python-course/pandas-introduction.md @@ -33,33 +33,33 @@ print(certificates_earned) ## --answers-- -``` ++ Certificates Time (in months) Certificates per month Tom 8 16 0.50 Kris 2 5 0.40 Ahmad 5 9 0.56 -Beau 6 12 0.50+Beau 6 12 0.50 +
Tom 8 Kris 2 Ahmad 5 Beau 6 dtype: int64 -``` +--- -``` +
Kris 2 Ahmad 5 Beau 6 Tom 8 dtype: int64 -``` +--- -``` +
Tom 8 Kris 2 Ahmad 5 Beau 6 Name: certificates_earned dtype: int64 -``` +## --video-solution--