Basics of Pandas for Data Science
Pandas is a popular Python package for data science, and with good reason: it offers powerful, expressive and flexible data structures that make data manipulation and analysis easy, among many other things.
Import
import pandas as pd
import numpy as np
Create a DataFrame
DataFrames in Python are very similar: they come with the Pandas library, and they are defined as two-dimensional labeled data structures with columns of potentially different types.
In general, you could say that the Pandas DataFrame consists of three main components: the data, the index, and the columns.
df=pd.DataFrame(np.arange(0,20).reshape(5,4),index=["r1","r2","r3","r4","r5"],columns=["c1","c2","c3","c4"])
Print Head
print(df.head())
Output:
c1 c2 c3 c4
r1 0 1 2 3
r2 4 5 6 7
r3 8 9 10 11
r4 12 13 14 15
r5 16 17 18 19
Store as CSV
df.to_csv("testscv.csv")
Accessing Element and Printing its type
print(df.loc["r2"],"\n",type(df.loc["r2"]))
Output:
c1 4
c2 5
c3 6
c4 7
Name: r2, dtype: int64
<class 'pandas.core.series.Series'>
Slicing
print(df.iloc[:,:])
print(type(df.iloc[:,:]))
Output:
c1 c2 c3 c4
r1 0 1 2 3
r2 4 5 6 7
r3 8 9 10 11
r4 12 13 14 15
r5 16 17 18 19
<class 'pandas.core.frame.DataFrame'>
Convert To array
#converting to array
df.iloc[:,:].values
Output:
array([[ 0, 1, 2, 3],
[ 4, 5, 6, 7],
[ 8, 9, 10, 11],
[12, 13, 14, 15],
[16, 17, 18, 19]])
Find Unique Values
#unique values find
print(df['c1'].value_counts(),end="\n") #number of occurences in column
print(df["c1"].unique(),end="\n") #which values are unique
print(df.isnull().sum()) #check null values
Output:
12 1
4 1
16 1
8 1
0 1
Name: c1, dtype: int64
[ 0 4 8 12 16]
c1 0
c2 0
c3 0
c4 0
dtype: int64
Now We will move to little Advance
Read CSV
df=pd.read_csv("https://cdn.wsform.com/wp-content/uploads/2020/06/color_srgb.csv")
print(df.head())
Output:
Name HEX RGB
0 White #FFFFFF rgb(100,100,100)
1 Silver #C0C0C0 rgb(75,75,75)
2 Gray #808080 rgb(50,50,50)
3 Black #000000 rgb(0,0,0)
4 Red #FF0000 rgb(100,0,0)
Print Info
df.info()
Output:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 16 entries, 0 to 15
Data columns (total 3 columns):
# Column Non-Null Count Dtype
0 Name 16 non-null object
1 HEX 16 non-null object
2 RGB 16 non-null object
dtypes: object(3)
memory usage: 512.0+ bytes
Describe DataFrame
df.describe()
Output:
Name HEX RGB
count 16 16 16
unique 16 16 16
top Blue #000080 rgb(0,100,100)
freq 1 1 1
Read from Strings
#read data
from io import StringIO
data=('c1,c2,c3\n'
'x,y,1\n'
'a,b,2\n'
'c,d,3\n')
pd.read_csv(StringIO(data)
Output:
c1 c2 c3
0 x y 1
1 a b 2
2 c d 3
Read Specific column
df=pd.read_csv(StringIO(data),usecols=["c1","c3"])
print(df)
Output:
c1 c3
0 x 1
1 a 2
2 c 3
Save file again, yes you can :
df.to_csv("test.csv")
Save with Specific Data Type
dx=pd.read_csv(StringIO(data),dtype=object)
print(dx)
Output:
c1 c2 c3
0 x y 1
1 a b 2
2 c d 3
acces data u can check now it is string-Object
dx["c1"] [1] #acces data u can check now it is string-Object
Output:
'a'
Assign Different Datatype to different Columns
#assign diff datatype to diff columns
dy=pd.read_csv(StringIO(data),dtype={"c1":object,"c3":int})
print(dy)#show csv file
print(dy["c1"][1],type(dy["c1"][1]))
print(dy["c3"][1],type(dy["c3"][1]))
Output:
check data type In output:
c1 c2 c3
0 x y 1
1 a b 2
2 c d 3
a <class 'str'>
2 <class 'numpy.int64'>
check all dtypes at once
dy.dtypes
Output:
c1 object
c2 object
c3 int64
dtype: object
Give Index
#give index...
data = ('index,a,b,c\n'
'4,apple,bat,5.7\n'
'8,orange,cow,10')
pd.read_csv(StringIO(data),index_col=0)
Output:
a b c
index
4 apple bat 5.7
8 orange cow 10.0
In:
data = ('a,b,c\n'
'4,apple,bat,\n'
'8,orange,cow,')
pd.read_csv(StringIO(data)) #see this
Output:
a b c
4 apple bat NaN
8 orange cow NaN
Solution for this
pd.read_csv(StringIO(data),index_col=False)
Output:
a b c
0 4 apple bat
1 8 orange cow
Quoting and Escape Characters¶. Very useful in NLP
## Quoting and Escape Characters¶. Very useful in NLP
data = 'a,b\n"hello, \\"Bob\\", nice to see you",5'
pd.read_csv(StringIO(data),escapechar='\\')
Output:
a b
0 hello, "Bob", nice to see you 5
URL to CSV
df=pd.read_csv('https://download.bls.gov/pub/time.series/cu/cu.item',
sep='\t')
df.head()
Output:
item_code item_name display_level selectable sort_sequence
0 AA0 All items - old base 0 T 2
1 AA0R Purchasing power of the consumer dollar - old ... 0 T 399
2 SA0 All items 0 T 1
3 SA0E Energy 1 T 374
4 SA0L1 All items less food 1 T 358
Convert Json to csv
df1.to_csv('wine.csv')
print(df.to_json(orient="index"))
print(df.to_json(orient="records"))#see differnce how json key-value pair is there
Output:
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Note: The output is big printing half here.........
check This link for full Output
Reading HTML content
url = 'https://www.fdic.gov/bank/individual/failed/banklist.html'
dfs = pd.read_html(url)
dfs[0]
Output:
Bank Name City ST CERT Acquiring Institution Closing Date
0 The First State Bank Barboursville WV 14361 MVB Bank, Inc. April 3, 2020
1 Ericson State Bank Ericson NE 18265 Farmers and Merchants Bank February 14, 2020
2 City National Bank of New Jersey Newark NJ 21111 Industrial Bank November 1, 2019
3 Resolute Bank Maumee OH 58317 Buckeye State Bank October 25, 2019
4 Louisa Community Bank Louisa KY 58112 Kentucky Farmers Bank Corporation October 25, 2019
... ... ... ... ... ... ...
556 Superior Bank, FSB Hinsdale IL 32646 Superior Federal, FSB July 27, 2001
557 Malta National Bank Malta OH 6629 North Valley Bank May 3, 2001
558 First Alliance Bank & Trust Co. Manchester NH 34264 Southern New Hampshire Bank & Trust February 2, 2001
559 National State Bank of Metropolis Metropolis IL 3815 Banterra Bank of Marion December 14, 2000
560 Bank of Honolulu Honolulu HI 21029 Bank of the Orient October 13, 2000
561 rows × 6 columns
Input:
url_mcc = 'https://en.wikipedia.org/wiki/Mobile_country_code'
dfs = pd.read_html(url_mcc, match='Country', header=0)
type(dfs)#list
dfs[0] #type of dfs[0] is dataframe
Output:
Mobile Country Code Country ISO 3166 Mobile Network Codes National MNC authority Remarks
0 289 A Abkhazia GE-AB List of Mobile Network Codes in Abkhasia NaN MCC is not listed by ITU
1 412 Afghanistan AF List of Mobile Network Codes in Afghanistan NaN NaN
2 276 Albania AL List of Mobile Network Codes in Albania NaN NaN
3 603 Algeria DZ List of Mobile Network Codes in Algeria NaN NaN
4 544 American Samoa (United States of America) AS List of Mobile Network Codes in American Samoa NaN NaN
... ... ... ... ... ... ...
247 452 Vietnam VN List of Mobile Network Codes in the Vietnam NaN NaN
248 543 W Wallis and Futuna WF List of Mobile Network Codes in Wallis and Futuna NaN NaN
249 421 Y Yemen YE List of Mobile Network Codes in the Yemen NaN NaN
250 645 Z Zambia ZM List of Mobile Network Codes in Zambia NaN NaN
251 648 Zimbabwe ZW List of Mobile Network Codes in Zimbabwe NaN NaN
252 rows × 6 columns
Reading Excel files
df_excel=pd.read_excel('https://file-examples.com/wp-content/uploads/2017/02/file_example_XLS_10.xls')
df_excel.head()
Output:
0 First Name Last Name Gender Country Age Date Id
0 1 Dulce Abril Female United States 32 15/10/2017 1562
1 2 Mara Hashimoto Female Great Britain 25 16/08/2016 1582
2 3 Philip Gent Male France 36 21/05/2015 2587
3 4 Kathleen Hanner Female United States 25 15/10/2017 3549
4 5 Nereida Magwood Female United States 58 16/08/2016 2468
Pickling
df_excel.to_pickle('df_excel')
df=pd.read_pickle('df_excel')
df.head()
Output:
0 First Name Last Name Gender Country Age Date Id
0 1 Dulce Abril Female United States 32 15/10/2017 1562
1 2 Mara Hashimoto Female Great Britain 25 16/08/2016 1582
2 3 Philip Gent Male France 36 21/05/2015 2587
3 4 Kathleen Hanner Female United States 25 15/10/2017 3549
4 5 Nereida Magwood Female United States 58 16/08/2016 2468
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