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"Data analysis using Python" notes---9th Chapter data aggregation and grouping operation __python

), group in Df.groupby ([' Key1 ', ' Key2 ']): Print k1,k2 print Group pieces = Dict (List df.groupby (' Key1 ')) pieces[' B '] df.dtypes grouped = df.groupby (Df.dtypes,axis = 1) dict (list (grouped)) df.groupby (' Key1 ') [' data1 '] df.g Roupby (' Key1 ') [[' Data1 ']] df.groupby ([' Key1 ', ' Key2 '])[[' Data2 ']].mean () s_grouped = Df.groupby ([' Key1 ', ' Key2 ']) [' data2 '] s_grouped s_grouped.mean () people = Dataframe ( Np.random.randn (5,5), columns = [' A ', ' B ', ' C ', ' d ', ' e

Application of JSON data parsing tool Gson

array into a Json string: Gson Gson = new Gson ();String[] Date {"Sun", "Mon", "Tus", "Wes", "Thes", "Fri", "Sat"};String Datejson = Gson.tojson (date);System.out.println (Datejson);Output results: ["Sun", "Mon", "Tus", "Wes", "Thes", "Fri", "Sat"] Converts a list collection to a Json string: Gson Gson = new Gson ();listStudents a = new Students ("Xiaoming", "Anhui", 18);Students B = new Students ("Aha

Use SQLServerCompactEdition to create a mobile application

');Insert into FlightData (MemberID, Destination, FlightStatus, ArrivalDate, FlownMiles)VALUES (1, 'Tokyo ', 'delayed fog', '2014/1/00', '123 ');Insert into FlightData (MemberID, Destination, FlightStatus, ArrivalDate, FlownMiles)VALUES (2, 'minapolis ', 'flight on time', '2014/1/00', '123 ');Insert into FlightData (MemberID, Destination, FlightStatus, ArrivalDate, FlownMiles)VALUES (3, 'memphis ', 'flight Gate closing', '2014/1/00', '123 ');GO

Standard for USB development steps

directly connects to the hub or the device connected to the host can be powered by a USB cable, battery or other power devices, or a combination of two power supply methods. it also supports power-saving host mounting and wake-up modes. USB provides a speed of 12 Mbps at full speed and a speed of Mbps at low speed to adapt to various types of peripherals. For devices that cannot handle sudden non-continuous transmission, such as audio and video devices, USB can ensure its fixed bandwidth. To me

TDD development based on Spring

should provide good support for database testing. This time I had to use spring-based TDD and Google it and found the article on Jiangnan white clothing. I couldn't think of it as the hot topic in the past two days, it seems that we are not far from the trend. This is the preparation for testing-driven development in spring. For more information, seeJiangnan white (http://blog.csdn.net/calvinxiu/) views to see spring reference manual, thenAnd got the mouse on the CAT (two instrument four eleph

Neo4j getting started (iv): Cypher Query Optimization

version issue or a parameter setting problem:4. Analyze and optimize queriesWe still use the example of Annie. As we can see, the original query is not efficient, because AllNodesScan needs to match all nodes one by one. However, do not forget that the tag system introduced by Cypher is not obvious. Try to add tags to the example just now: Profile match (n: FEMALE) Where n. name = 'Annie' Return n The result is as follows:As you can see, the optimizer is changed from AllNodesScan

Website works: 56 Excellent modern web design

Modern web design is often cool, alternative, unique, gorgeous, they often use some brush, and concise and perfect. This is why the Web-teaching network collects and collates 56 outstanding Modern website designs in this period. In this article, you will see a lot of excellent modern web design, believe that these sites will let everyone get inspiration and get some fresh ideas ... Outlaw Design Blog Wild about Gardening Deluge Studios-memphis

Bzoj 3209 the digital topic of the god of Flowers (Digital dp)

Bzoj 3209 the digital topic of the god of Flowers (Digital dp) 3209: Time Limit: 10 Sec Memory Limit: 128 MB Submit: 980 Solved: 460 [Submit] [Status] [Discuss] Description BackgroundAs we all know, for many years, huashen has abused various major OJ, OI, CF, TC ...... Of course, CH is also included.DescriptionIt's said that Hua Shen has come to give lectures again this day. As shown in the following example, there are super difficult questions ...... I am sorry again.The question of huash

BZOJ 3209)

[Submit] [Status] [Discuss]DescriptionBackgroundAs we all know, for many years, huashen has abused various major OJ, OI, CF, TC ...... Of course, CH is also included.DescriptionIt's said that Hua Shen has come to give lectures again this day. As shown in the following example, there are super difficult questions ...... I am sorry again.The question of huashen is:Set sum (I) to represent the number of 1 in the binary representation of I. A positive integer N is given.Sum (I), that is, the product

[Abstract] multi-display mode development diary in Windows

support in Memphis and Windows NT 5.0.(4) The component design for multi-screen programming references many materials on the Internet. I would like to express my gratitude to those selfless colleagues here, I just organized their results systematically ...... the component design process is as follows: (1 ). initialization program Syntax: mscreeninfo (); Description: Part constructor. initialize the part, obtain the System screen information, and set

Windows Multi-display development Diary

). Finally, check the validity of these window coordinates Before restoring the originally stored windows. These can be found on Microsoft's msdn. You need to take a closer look and try each API. For details, refer to msnd's article "how to exploit multiple monitor support in Memphis and Windows NT 5.0. (4) The component design for multi-screen programming references many materials on the Internet. I would like to express my gratitude to those selfle

Microsoft internal Development Code complete [reprinted from "Programmer"]

Development Code Name Software Thunder Visual Basic Boston Visual Studio 97 Blackbird Internet Studio, later renamed to Visual InterDev Aspen Visual Studio 98/6.0 Jakarta Visual J + + 6.0 Cool C #, full name c-based Object oriented Language Rainier Visual Studio.NET Everett Visual Studio 2003 Whidbey Visual Studio 2005 Whitehorse Visual Studio 2005 Design Tools Burton Visual Studio the team System Orcas the successor version of Visual Studio.NET 2005 Janus Windows 3.1 Sparta Windows for Workgrou

The complete learning Path of data science

a good foundation for the learning journey below.• Learn the SciPy tutorial next. After reading scipy introduction and basic knowledge, you can learn the remaining content according to your own needs.• There is no need to learn matplotlib tutorials here. Matplotlib's content is too broad for our needs here. Instead, you can learn the first 68 lines of this note.• Finally learn pandas. Pandas provides Dataframe functionality (similar to r) for Python. This is where you should spend more time pra

Read "Using Python for data analysis" Pdf__python

This article does not record anything of value, just lists the directories. Haven't had much time to focus on Python lately. 2013.9 Wes McKinney 2014.1 Chinese first edition, 463 pages, O ' Reilly 3rd Chapter, IPython Development Environment 4th chapter, NumPy Foundation 5th Chapter, Pandas Introduction 6th chapter, data loading, storage and file format 7th chapter, Data normalization: cleaning, Conversion, merging, reshaping 8th chapter, Drawing an

Day29-countdown Timer

This article originates from: Chun elder brother personal blog: http://www.liyuechun.orgAuthor: © Li Yue Chun-the person chasing timeSynopsis: JavaScript30 is a 30 day challenge from Wes Bos. The project offers 30 video tutorials, 30 challenge starter documents, and 30 Challenge solution source code free of charge. The goal is to help people write with pure JavaScript, without using frames and libraries, and without compilers and references. Now you s

Day24-sticky Nav

This article originates from: Chun elder brother personal blog: http://www.liyuechun.orgAuthor: © Li Yue Chun-the person chasing timeSynopsis: JavaScript30 is a 30 day challenge from Wes Bos. The project offers 30 video tutorials, 30 challenge starter documents, and 30 Challenge solution source code free of charge. The goal is to help people write with pure JavaScript, without using frames and libraries, and without compilers and references. Now you s

Win7 boot up

(); } }View CodeCode two:http://www.cnblogs.com/MaxIE/archive/2013/04/17/3027229.html (Get administrator privileges at startup)2. Using the Window serviceOriginally this should be no problem, but the work environment using embedded Wes, do not know which place was deleted by themselves, resulting in all services can not be viewed on the interface above, so I wrote a bunch of code that could be run on the machine, deployed in the test machine when

Clever use of CSS files April Fool's Day spoof (turn)

Tomorrow is the April 1 April Fool's Day, that is, the moderate joke, the whole tricky days. If you want to make a geek joke with a friend or colleague who wants to surf the internet, try this foreign netizen Wes Bos shared CSS file.First, open the browser's custom.css fileThis article takes Chrome as an example (effective immediately after CSS modification), enters a colleague or friend's computer and opens the Custom.css file as follows Mac

Big Data Engineering Personnel knowledge map

Architecture, memory management, storage/B + tree, query parse/optimization/execution, hash join/sort-merge join Distributed and parallel database Sharding, database proxy Data warehouse/OLAP Materialized views, ETL, column-oriented storage, reporting, BI tools Basic programming Programming language Java, Python (Pandas/NumPy/SciPy/scikit-learn), SQL, Functional programming, R/SAS/SPSS Wes McKinney. Python

NumPy Basic Notes

in place by the Sort method (modifying the array itself).[Python]View PlainCopy ARR=RANDN (8) Arr.sort () Arr=randn (5,3) Arr.sort (0) #二维数组按列排序;Arr.sort (1) #二维数组按行排序; Uniqueness of[Python]View PlainCopy Ints=np.array ([3,3,3,2,2,1,1,4,4]) Np.unique (names) #找出数组中的唯一值并返回已排序的结果 file input and output for arraysNumPy can read or write text data or binary data on disk.[Python]View PlainCopy Arr=np.arange (Ten) Np.save (' Some_array ', ar

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