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Seven Python Tools All Data scientists should Know

: Powerful interactive shells (terminal and qt-based) A browser-based notebook with support for code, text, mathematical expressions, inline plots and other rich media Interactive data visualization and use of GUI toolkits Flexible, embeddable interpreters to load into one ' s own projects Performance tools for Parallel computing Contributed by Nir Kaldero, Director of the science, Head of galvanize expertsGraphlab Create

Machine Learning: Wine classification

Confusion_matrix # Confusion MatrixFrom sklearn.metrics import Classification_report #分类报告#导入数据filename = ' wine.csv 'data = read_csv (filename, header=none, delimiter= ', ')#数据理解Print (Data.shape)#print (Data.dtypes)#print (Data.corr (method= ' Pearson '))#print (Data.describe ())#print (data.groupby (0). Size ())#数据可视化: histograms, scatter plots, density plots, relational matrix graphs#直方图#data. hist ()#

Zero-basic development open-source RPG games lecture (IV)-game scripted & map jump-

example, when we develop an rpg Game, including its plots, events, and maps, if we write all these scripts into the program, yes, of course. However, if a problem occurs, even a few typos, we need to correct these typos and re-compile and release the entire program, this process is quite objectionable, because if the game program is constantly modified with the game content, it will only make your program more and more complex. However, if we define

Writing your first academic paper

are to start writing. If you don't have a good clock, this can really slow down your ability to get things published and promoted in academics.One good principle to keep on mind are "the perfect is the enemy of the very good" another one was that a published paper in A respectable journal beats a paper you just never submit because your want to get it into the ' best ' journal.How does you start writing? Once you has a set of results and is ready-to-start writing up the paper the first

Oil deposits (POJ 1241) search (depth first search)

Oil depositsTime limit:2000/1000 MS (java/others) Memory limit:65536/32768 K (java/others)Total submission (s): 8274 Accepted Submission (s): 4860 problem Description The Geosurvcomp Geologic Survey company is responsible For detecting underground oil deposits. Geosurvcomp works with one large rectangular region of land at a time, and creates a grid that divides the land into Numer OUs square plots. It then analyzes each plot separately, using a sen

SAS Simple Drawing

With the SAS Gplot/gchart module, simple charts can be drawn.1. Bar chart, doughnut chart, pie chart and so on;Proc Gchart data=xxxxx;Vbar varname;RunThis process contains several options, note that the difference between the subgroup and group options, subgroup is not listed, and group is drawn separately for different groups;2. Scatter plots, line charts, etc.Proc Gplot data=xxxxx;Plot y*x;RunWhen there are several different lines on the same table,

MATLAB (8) regularized Logistic regression: Effects of different λ (0,1,10,100) values on regularization, corresponding to different decision Boundary\ Predicting new values and calculating the accuracy of the model PREDICT.M

BoundaryPlotdecisionboundary (Theta, X, y); %x's been mapfeature.Hold on;The title (sprintf (' lambda =%g ', lambda)) % automatically selects a format in%e and%f, with no suffix 0. % Labels and LegendXlabel (' Microchip Test 1 ')Ylabel (' Microchip Test 2 ')Legend (' y = 1 ', ' y = 0 ', ' decision boundary ')Hold off;% Compute accuracy on our training setp = Predict (theta, X);fprintf (' Train accuracy:%f\n ', mean (double (p = = y)) * 100);PLOTDECISIONBOUNDARY.M filefunction Plotdecisionbounda

An overview of exploratory data analysis EDA

pairs can be discrete vs. discrete, continuous vs. continuous, discrete vs. continuous, specific analysis method determined by variable typeContinuous ContinuousAnalyzing the relationship between successive variables, we can directly observe the scatter plot between the variables. This is a neat way to look for continuous variable relationships, because the patterns shown in scatter plots can represent relationships between variables, which can be l

Image Detection Classic evaluation Method--PR curve, Roc curve

either positive or negative. The decisionMade by the classifier can is represented in a struc-Ture known as a confusion matrix or contingency ta-ble. The confusion matrix has four categories:truePositives (TP) is examples correctly labeled as posi-Tives. False Positives (FP) refer to negative examplesincorrectly labeled as positive. True Negatives (TN)correspond to negatives correctly labeled as negative.Finally, False negatives (FN) refer to positive examplesincorrectly labeled as negative.A c

Hello! 404

they are here when they are confused; Method②:Let the user go with you Provide useful links to users to avoid being too simple and technical. Use a wide range of designs to pull users back, report error causes or provide contact information to reduce frustration and information that is painful and unhelpful. It is recommended that users follow you and use the redirection to import users to the specified page; Method③:Easy hand-painted graffiti Style With easy hand-drawn, expres

Learn one of OpenGL es from scratch – Basic concepts

-dimensional space can be represented by three values, the position of the object is usually represented in OpenGL by three glfloat variables using a three-dimensional array, the first item in the array (index 0) is the x position, the second item (index 1) is the Y position, and the third item (index 2) is the z position. Here is a simple example of creating OpenGL es vertices: Glfloat vertex[3]; VERTEX[0] = 10.0; X vertex[1] = 23.75; Y vertex[2] = -12.532; ZIn OpenGL

bzoj3876 "Ahoi2014" spur plot

3876: [Ahoi2014] Spur plot time limit: ten Sec Memory Limit: + MB Submit: 485 Solved: 297 [Submit] [Status] [Discuss] Description "Story Background" otaku jyy very much like to play RPG games, such as Paladin, Xuan Jian and so on. But jyy like not fighting scenes, but similar to the drama of the general hatred of the story. These games tend to have a lot of spur plots, and now jyy want to spend the least time watching all th

You're dead! Talk about the formation and defeat of "Beidou Matchless"

" (Beidou no double) saw Rao say this sentence, the swing out of the sky of a punch, I still deeply moved.Such an instant in the process of customs clearance continues to appear in the eyes, from the beginning of the story Ling (Rin) that from the heart of the cry, to the Righteous Star Ray (レイ) was Tochi (トキ) point "mind Taiwan" points after the pain, nail splitting, a night bald at the moment of anguish, and his alone to death when the kind of indifferent From the love of suicide rather than d

*flower Bed

/*suppose you has a long flowerbed in which some of the plots is planted and some is not. However, flowers cannot is planted in adjacent plots-they would compete for water and both would die. Given a flowerbed (represented as an array containing booleans), return if a Given number of new flowers can is planted in It without violating the no-adjacent-flowers ruleSample Inputsinput:1,0,0,0,0,0,1,0,03 = True4

Rstudio shortcut keys

Accept selected candidate Enter, Tab, or right Enter, Tab, or right Dismiss Completion Popup Esc Esc Views Description Windows Linux Mac Goto file/function CTRL +. CTRL +. Move cursor to Source Editor Ctrl+1 Ctrl+1 Move cursor to Console Ctrl+2 Ctrl+2 Move Focus to help Ctrl+3 Ctrl+3 Sh

Introduction to each band combination of TM imagery

. 453: The remote sensing information source is the Chinese Academy of Sciences satellite remote sensing ground receiving station in October 1995 received the United States MSS Satellite Remote Sensing TM Band 4 (red), Band 5 (green), Band 3 (blue) CCT tape data produced 1:100,000 and 1:50,000 false color synthetic satellite imagery. The landscape of karst landform, such as mountainous area, hilly area and plain platform, and different types of land-use images are distinct. During the imagin

I have compiled PHP 7.0 main new features, php7.0 new features _php tutorial

. Anonymous class 7. Added the integer division function intdiv Summary: PHP 7 's performance breakthroughs have become one of the hottest topics recently, and the official PHP 7.0.0 Beta 2 has been released New features Performance boost: PHP 7 is twice times faster than PHP 5.6 Comprehensive and consistent 64-bit support Removed some old sapi that are not supported (server-side application programming ports) and extensions Added an empty join operator (??) Articles you may be interested in:

Data mining--statistical analysis (I: Data collation and representation)

observation data distribution characteristicSingle-Variable value grouping: Applies to discrete variables with less variable values.Group distance Grouping: Applies to continuous variables with more variable values.Ex: grouping methods and their watchmaking processesStep1: Determines the number of groups. The determination of group number is mainly used for the observation of data characteristics, so it depends on its data characteristics.Step2: Determines the group spacing for each group. Grou

Report-scatter chart and bubble chart

between multiple variables can be quickly found, which is particularly important for multivariate linear regression. 3D scatter chart Although the relationship between multiple variables can be observed in the scatter chart matrix at the same time, some important information may be missed when we observe the scatter chart in two ways. A three-dimensional scatter chart is used to study the relationship between variables in a three-dimensional space determined by three variables, it

HTML5 game development-Zero-basic development RPG games-Open Source lecture (4)-game scripted & map jump

, including its plots, events, and maps, if we write all these scripts into the program, yes, of course. However, if a problem occurs, even a few typos, we need to correct these typos and re-compile and release the entire program, this process is quite objectionable, because if the game program is constantly modified with the game content, it will only make your program more and more complex. However, if we define this reusable data to files outside o

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