"Python for Data analysis" sort sort_index ()
To sort rows or column indexes
In [1]: Import pandas as PD
in [2]: From pandas import Dataframe, Series in
[3]: obj = Series (range (4), index=[' d ' , ' A ', ' B ', ' C '] in
[4]: obj
out[4]:
d 0
a 1
b 2
c 3
Dtype:int64 In
[5]: Obj.sort_index ()
OUT[5]:
a 1
b 2
c 3
d 0
Dtype:int64 in
[6]: Import NumPy as NP In
[8]: frame = Datafram
American Group Shop Evaluation Language Processing and classification (NLP)
The First Data Analysis section
The second visualization section,
This article is the third of the series, text classification
The main use of the package has Jieba,sklearn,pandas, this post mainly uses the word bag model (bag of words), the text in the form of a numerical feature vector (each document constructs a eigenvector, there are a lot of 0, the value ap
TurnThe same lesson is reproduced from the great God. The sample code will be incrementally added in the future.PandasPandas is a numpy-based tool that was created to solve the data analysis task. Pandas incorporates a number of libraries and a number of standard data models, providing the tools needed to efficiently manipulate large datasets. Pandas provides a number of functions and methods that enable us
example of "machine learning Combat" is cited:
Open Python.exe;Enter command line: Random.rand (4,4)Returns a 4*4 random array, because it is the random number that is produced, and the random numbers generated by the computer vary completely. 2.pandas Installation if Python and Pip are already installed, continue with the following steps:step1: Download
Address: Https://pypi.python.org/pypi/pandas Downloa
Let me briefly introduce the two commonly used data structures, series and daraframe in Python, which are defined by the Pandas module. The series is similar to dict in Python, but is structured, and dataframe is similar to a table in a database.1.pandas basic data Structure-pandas. Seriespandas. DataFramethe second method of defining Dataframe cannot set index m
About Python data analysis in the Pandas module in the output, the middle of each line will have ellipses appear, and lines and lines in the middle of the ellipsis .... Problem, most of the other sites (Baidu) are written blindly, is simply copy paste the previous version, you want to know the answer to other questions you have to read the official documents.1 #!/usr/bin/python2 #-*-coding:utf-8-*-3 ImportNumPy as NP4 ImportPandas as PD5 ImportMySQLdb
about installing the configuration Numpy,scipy,matplotlibm,pandas and Sklearn under Ubuntu
The most recent learning machine in Python is the need to configure related components. Also checked on the Internet some, summed up a bit. By the way, if there is any mistake, please point out, thank you.Recommended links to configuration and corresponding installation packages in Windows environment you can take a look.
My system environment is ubuntu14.04lts
First you have to install a variety of libraries ....Like Mysql,pandas,numpy or something like that.I am using the pandas version of Pandas (0.16.2)Where Openpyxls version is OPENPYXL (1.8.6)In fact, everywhere MySQL query results export, of course, you can use a client such as Sqllog,navicat direct export, simple and fast, the following code is only in a time-bo
Hierarchical Indexes Hierarchical indexing means you can have multiple indexes on an array, for example: a bit like a merged cell in Excel, right?Select a subset of the data based on the index to select a subset of the data from the other layer:Select data in the same way as the index in the layer:Multi-index series conversion to Dataframe hierarchical indexes play an important role in data reshaping and grouping, for example, the hierarchical index data above can be converted to a dataframe:For
Use Python for data analysis _ Pandas _ basic _ 2, _ pandas_2Reindex method of Series reindex
In [15]: obj = Series([3,2,5,7,6,9,0,1,4,8],index=['a','b','c','d','e','f','g', ...: 'h','i','j'])In [16]: obj1 = obj.reindex(['a','b','c','d','e','f','g','h','i','j','k'])In [17]: obj1Out[17]:a 3.0b 2.0c 5.0d 7.0e 6.0f 9.0g 0.0h 1.0i 4.0j 8.0k NaNdtype: float64
If the current value of the new index is missing, interpolatio
Use easy_install to install numpy, pandas, matplotlib, and various third-party modules
After one night, I finally set the environment in the question. The following is a brief description, which is reserved for information and shared.
1. Install python. In cmd, you can enter the python environment by adding the python path to the system path.
2. install easy-install (installtools ). Download the appropriate version of the compressed package on
The difference between resample and GroupBy:Resample: Resampling within a given time unitGroupBy: Statistics on a given data entryFunction Prototypes:Dataframe.resample (rule, How=none, axis=0, Fill_method=none, Closed=none, Label=none, convention= ' start ', Kind=None, Loffset=none, Limit=none, base=0)Where the parameters are deprecated.Let's start practicing.Import NumPy as NP import Pandas as PDStart by creating a series with 9 one minute timestamp
Perform:df.shift(-1)Will get:
Index
value1
A
1
B
2
C
3
D
NaN
Freq:dateoffset, Timedelta, or time rule string, optional parameter, the default value is None, applies only to time series, if this parameter exists, it will be moved by the parameter value, and the data value has not changed. For example now there are df1 as follows:
Index
Series: A one-dimensional array, similar to a one-dimensional array in NumPy. The two are similar to the Python basic data Structure list, the difference is that the elements in the list can be different data types, and the array and series only allow the same data types to be stored, so that more efficient use of memory, improve the efficiency of operations. Time-series: A Series that is indexed in time. DataFrame: A two-dimensional tabular data structure. Many functions are similar to the Data
already has column name, use data [' col1 '] to choose to take out an entire column of data. If you know column names and index, you can choose. loc simultaneously row and column selection: Data.loc[index, ' colum_names '] iloc functionUse the method with the LOC function, but no longer enter the column name, but the index:data.iloc[row_index,col_index of the input column]The functions of the IX function IX are more powerful, and the parameters can be either an index or a name, equivalent to th
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