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How to extract content keywords using python

This article describes how to extract content keywords from python. it is applicable to the extraction of English keywords and is very useful. For more information about how to extract content keywords from python, see the following example. Share it with you for your reference. The specific analysis is as follows: A very efficient python code that extracts content keywords. this code can only be used in English articles. Chinese characters cannot be used because of word segmentation. However,

[Language Processing and Python] 5.5N-gram Annotation

annotator Save the trained annotator and use it again. >>> cPickle >>>output= open(, >>>dump(t2,output,-1>>>>>> cPickle >>>input = open(, >>>tagger =>>>input.close() Cross-sentence boundary annotation (N-gram annotation at the sentence level) brown_tagged_sents= brown.tagged_sents(categories== brown.sents(categories== int(len(brown_tagged_sents) *0.9=== nltk.DefaultTagger(= nltk.UnigramTagger(train_sents,backoff== nltk.BigramTagger(train_sents, bac

[Language Processing and Python] 6.1 supervised classification

locate the most likely class tag for the first input, then, use the answer to this question to find the optimal tag for the next input. This process can be repeated until all input is tagged. The following is an example of continuous classification for part-of-speech tagging: = {: sentence[i][-1: sentence[i][-2: sentence[i][-3 i ==] = ] = ] = sentence[i-1] = history[i-1 features = tagged_sent == i, (word, tag) =====>>>tagged_sents = brown.tagged_sents(categories=>>>size = int(len(tagged

[Language Processing and Python] 7.3 develop and evaluate the Splitter

. tagger trained in the constructor to add the IOB block tag for the part of speech. 4. Extract the block tag and combine it with the original sentence. 5. combine them into a block tree. After completing the block annotator, use the block corpus library to train him. >>>test_sents = conll2000.chunked_sents(,chunk_types=[>>>train_sents = conll2000.chunked_sents(,chunk_types=[>>>unigram_chunker=>>>92.9%79.9%86.8%-Measure: 83.2% >>>postags= sorted(set

Python's 10 Natural language processing tools

OriginalMark First, try it later.1.NLTKNLTK is a leader in using Python to process natural language tools. It provides an excuse for WordNet to deal with lexical resources conveniently, as well as classification, word segmentation, stem, labeling, grammatical analysis, semantic inference and other class libraries.Websitehttp://www.nltk.org/InstallationInstall NLTK:sudo pip install-u nltkInstall Numpy (optional):sudo pip install-u numpyInstallation test:Nltk2.PatternThe Natural language Processin

Python Natural Language Processing tool summary

Python Natural Language Processing tool summaryBai NingsuNovember 21, 2016 21:45:26 1 Python's several natural language processing tools NLTK:NLTK is a leader in using Python to process natural language tools. It provides an excuse for WordNet to deal with lexical resources conveniently, as well as classification, word segmentation, stem, labeling, grammatical analysis, semantic inference and other class libraries. Pattern:pattern's natural language processing tools include the POS t

Common open-source/free NLP tools

Some common open-source/free tools for NLP tasks, * Computational linguistics toolbox CLT http://complingone.georgetown.edu /~ Linguist/compling.html Gate http://gate.ac.uk/ Natural Language Toolkit (nltk) http://nltk.org Mallet http://mallet.cs.umass.edu/index.php/Main_Page * English StemmerSnowball http://snowball.tartarus.org/ * English POS taggerStanford POS tagger http://nlp.stanford.edu/software/tagger.shtmlTreetagger http://www.ims.uni-st

Common NLP tools

Effective use of various Toolkit can help researchers get twice the result with half the effort.The following NLP research toolkit is provided by NLP moderators.At the same time, you are welcome to provide more useful toolkit to benefit NLP research in China.* NLP toolboxCLT http://complingone.georgetown.edu /~ Linguist/compling.htmlGate http://gate.ac.uk/Natural Language Toolkit (nltk) http://nltk.orgMallet http://mallet.cs.umass.edu/index.php/Main_PageOpennlp http://opennlp.sourceforge.net/* E

git internal principle-git references__svn

is a annotated tag): $ git tag-a v1.1 1a410efbd13591db07496601ebc7a059dd55cfe9-m ' Test tag ' This is the SHA-1 value of the object being created: $ cat. git/refs/tags/v1.1 9585191F37F7B0FB9444F35A9BF50DE191BEADC2 Now you can run the Cat-file command to check this SHA-1 value: $ git cat-file-p 9585191f37f7b0fb9444f35a9bf50de191beadc2 object 1a410efbd13591db07496601ebc7a059dd55cfe9 Type commit tag v1.1 tagger Scott Chacon It is worth noting that

Natural language Processing NLP common open source/free tools

NLP Common open source/free tools (reproduced from the Water Wood Community NLP Edition) *computational Linguistics ToolboxCLT http://complingone.georgetown.edu/~linguist/compling.htmlGATE http://gate.ac.uk/Natural Language Toolkit (NLTK) http://nltk.orgMallet Http://mallet.cs.umass.edu/index.php/Main_Page *english StemmerSnowball http://snowball.tartarus.org/ *english POS TaggerStanford POS Tagger http://nlp.stanford.edu/software/tagger.shtmlTreetag

Android Common permissions

Community Permissions Android.permission.MTWEAK_FORUM, allowing the use of Mtweak community permissions Soft formatting Android.permission.MASTER_CLEAR, allows the program to perform soft formatting, remove system configuration information Modify Sound Settings Android.permission.MODIFY_AUDIO_SETTINGS, modify sound settings information Modify Phone status Android.permission.MODIFY_PHONE_STATE, modify phone status, such

Android version code and feature collection

2009.09.15 2.0 5 eclair muffins/Puffs many Account, Google Maps, browser support HTML5 2009.10.26 2.0.1 6 2009.12.03 2.1 7 Live wallpaper, lock screen enhancement, all text fields support Voice input 2010.01.12 2.2 " TD valign= "Top" colspan= "1" rowspan= "1" width= "74" > 8 Frozen Yogurt install app to extended storage, pin lock scre

Hce:host-based card emulation Android device-based Sim

HCE Technical Support provides a soft implementation of the SE path, the service is implemented in many ways, can use files, use the network, and even connect real se.Support for HCE's test phone: It is now possible to determine the use of NXP PN547 as a CLF NFC mobile phone has reached the HCE. Currently available on the market are Sony Xperia Z2 and Samsung Galaxy S5.A reference material: http://developer.android.com/guide/topics/connectivity/

Android Client Design Solution

open the file selector, click on the file to play. Clearly meet the user's this whole set, can say is a solution. Second, some features can continue to be subdivided, and the subdivision function helps to be more clear and the system environment evaluated. Listing these features, and sequencing, will facilitate the implementation of the business and the estimation of invoking the system interface. 2 Safeguard core functions: two aspects, whether the core function itself is robust, running smoot

Qualcomm ultrasound 3D fingerprint scanner: Finger replacement password just around the day

daily activities will not affect the extraction of perfect fingerprints. In fact, Qualcomm said that the crystallization of your daily activities can also improve the scanning results, making it a more reliable method than the existing capacitive pressing technology. Another advantage of acoustic fingerprint extraction technology is that it scans deep skin, which means that fake fingerprints made of wood glue or glued from other planes cannot cheat it. Another additional benefit is that sound w

0 basic understanding of the mobile phone parameters of the intelligent machine how to see

Network unicom 3G (WCDMA), Unicom 2g/mobile 2G (GSM) Support Bands 2g:gsm 850/900/1800/19003G:WCDMA 850/900/1900/2100mhz Network type is more important, and some businessmen will deceive you that the machine is 3G, or quasi 3G, in fact, only on WiFi. 4G 3G 2G, the big brand will not talk nonsense, to shop to buy verification, with the salesperson to a corresponding card, lay the phone to verify, of course, can also go online to see the speed of the network. WLAN Features

Adding a HAL module to Android

1. Each hardware abstraction Layer module corresponds to a driver in the kernel, and the Hardware Abstraction Layer module then accesses the hardware device through these drivers, which communicate by reading and writing device files.The module interface source files in the hardware abstraction layer are generally saved in the Hardware/libhardware directory, for convenience, we define the module name of the virtual hardware device Freg in the hardware abstraction layer as Freg, and the directory

5.android system cropping

) taggoogle.apk taggoogle.apk NFC tag (recommended not to delete, delete the NFC function is not available) talk.apk talk.apk Google Talk (can be deleted, no use, anyway I deleted) talkback.apk talkback.apk Blind assistance (can be deleted, in the auxiliary function, no use, anyway I deleted) teleph

Linux Security News: Linux 3.13, systemrescumcm 4, and BackBox 3.13

1) Linux 3.13 Linus Torvalds released Linux Kernel 3.13 some time ago as the opening ceremony in 2014. By convention, this version updates a large number of drivers. In addition, Linux Kernel 3.13 includes nftable, which is the successor of the famous iptables. From the submitted code, nftables continues to use the existing netfilter hooks, Connection Tracing System, NAT subsystem, transparent proxy engine, log infrastructure, and user space package arrangement facilities. "In short, nftables pr

IPhone6 The bottleneck of innovation apple "new" or "new"--iphone6 release date

the pace of rapid growth began to slow, Apple, the heyday, was under pressure to make changes.Apple Pay, meanwhile, has exposed its ambitions and trend in the mobile-payment world. The most notable highlight of the Apple conference this year is the mobile payment function based on NFC technology. While Apple's senior vice president, Schiller, has publicly denied the prospect of NFC technology, the small-sc

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