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Python pandas
liberary by:Rohit malav
Pandas
2
o Pyton Data analysis library
o Built on top of Numpy
o Used in production in many companies
T h e I d e a l t oo l f o r
d at a S c i e n t i s t s
3
oManaging data
oCleaning data
oAnalyzing
oModeling data
oOrganizing the data in a form suitable for plotting or tabular
display
SETUP PANDAS LIBERARY
YOU can add pandas liberary in following way
1. first of all open terminal and type command pip install pandas In python module.
2. You can simple add pandas liberary in pycharm pc setup by adding liberary.
3. Or you can use virtual enviroment to setup python files or all these liberary.
5
A d d i n g i n d e x t o t he
s e r i e s
6
C o n v e r t P y t h o n D ic t t o
P a n d a s S e r i e s
7
C h a n g i n g S e r i e s ’
I n d e x
8
oPython DataFrame is a data structure containing and
ordered collecetions of columns.
oEach column may hold numeric, string, boolean etc.
Values
oDataFrame has both row and column index
D a t a F r a m e
9
oA pandas DataFrame can be created using various inputs
like
--Lists
--Dict
--Series
--Numpy ndarrays
--Another DataFrame
C r e a t i n g a D a t a F r a m e
10
11
12
Thanks
!
Anyquestions?
13
14
24
26
P y t h o n P a n d a s
I n p u t / O u t p u t T O O L S
oThe Pandas I/O API is a set of top level reader functions accessed like
pd.read_csv() that generally return a Pandas object.
oThe two functions for reading text files are read_csv() and
read_table(). They both intelligently convert tabular data into a
DataFrame object
17
18

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Python pandas liberary

  • 2. Pandas 2 o Pyton Data analysis library o Built on top of Numpy o Used in production in many companies
  • 3. T h e I d e a l t oo l f o r d at a S c i e n t i s t s 3 oManaging data oCleaning data oAnalyzing oModeling data oOrganizing the data in a form suitable for plotting or tabular display
  • 4. SETUP PANDAS LIBERARY YOU can add pandas liberary in following way 1. first of all open terminal and type command pip install pandas In python module. 2. You can simple add pandas liberary in pycharm pc setup by adding liberary. 3. Or you can use virtual enviroment to setup python files or all these liberary.
  • 5. 5
  • 6. A d d i n g i n d e x t o t he s e r i e s 6
  • 7. C o n v e r t P y t h o n D ic t t o P a n d a s S e r i e s 7
  • 8. C h a n g i n g S e r i e s ’ I n d e x 8
  • 9. oPython DataFrame is a data structure containing and ordered collecetions of columns. oEach column may hold numeric, string, boolean etc. Values oDataFrame has both row and column index D a t a F r a m e 9
  • 10. oA pandas DataFrame can be created using various inputs like --Lists --Dict --Series --Numpy ndarrays --Another DataFrame C r e a t i n g a D a t a F r a m e 10
  • 11. 11
  • 12. 12
  • 14. 14
  • 15. 24
  • 16. 26 P y t h o n P a n d a s I n p u t / O u t p u t T O O L S oThe Pandas I/O API is a set of top level reader functions accessed like pd.read_csv() that generally return a Pandas object. oThe two functions for reading text files are read_csv() and read_table(). They both intelligently convert tabular data into a DataFrame object
  • 17. 17
  • 18. 18