From da8ceea39fdbe668740ff519aeb8675233994ac1 Mon Sep 17 00:00:00 2001 From: RajKhanke <137288727+RajKhanke@users.noreply.github.com> Date: Sat, 20 Jul 2024 18:59:05 +0530 Subject: [PATCH] Add files via upload --- .../IoT-Security-Dataset.csv | 13404 ++++++++++++++++ .../app.py | 48 + .../images/correlation_matrix.png | Bin 0 -> 33759 bytes .../images/distribution_sentence_length.png | Bin 0 -> 30829 bytes .../images/gradient_boosting.png | Bin 0 -> 20979 bytes .../images/logistic_regresssion.png | Bin 0 -> 21329 bytes .../images/model_cmp.png | Bin 0 -> 22507 bytes .../images/random_forest.png | Bin 0 -> 22047 bytes .../images/roc_curve.png | Bin 0 -> 55234 bytes .../images/svm.png | Bin 0 -> 19109 bytes .../images/tf-idf_score.png | Bin 0 -> 35628 bytes .../images/top_20_words.png | Bin 0 -> 38122 bytes .../images/wordcloud.png | Bin 0 -> 296055 bytes .../readme.md | 42 + .../stack_overflow_iot_security.ipynb | 1965 +++ .../webapp.mp4 | Bin 0 -> 204807 bytes 16 files changed, 15459 insertions(+) create mode 100644 stack_overflow_security_questions_analysis/IoT-Security-Dataset.csv create mode 100644 stack_overflow_security_questions_analysis/app.py create mode 100644 stack_overflow_security_questions_analysis/images/correlation_matrix.png create mode 100644 stack_overflow_security_questions_analysis/images/distribution_sentence_length.png create mode 100644 stack_overflow_security_questions_analysis/images/gradient_boosting.png create mode 100644 stack_overflow_security_questions_analysis/images/logistic_regresssion.png create mode 100644 stack_overflow_security_questions_analysis/images/model_cmp.png create mode 100644 stack_overflow_security_questions_analysis/images/random_forest.png create mode 100644 stack_overflow_security_questions_analysis/images/roc_curve.png create mode 100644 stack_overflow_security_questions_analysis/images/svm.png create mode 100644 stack_overflow_security_questions_analysis/images/tf-idf_score.png create mode 100644 stack_overflow_security_questions_analysis/images/top_20_words.png create mode 100644 stack_overflow_security_questions_analysis/images/wordcloud.png create mode 100644 stack_overflow_security_questions_analysis/readme.md create mode 100644 stack_overflow_security_questions_analysis/stack_overflow_iot_security.ipynb create mode 100644 stack_overflow_security_questions_analysis/webapp.mp4 diff --git a/stack_overflow_security_questions_analysis/IoT-Security-Dataset.csv b/stack_overflow_security_questions_analysis/IoT-Security-Dataset.csv new file mode 100644 index 0000000..00c8a2e --- /dev/null +++ b/stack_overflow_security_questions_analysis/IoT-Security-Dataset.csv @@ -0,0 +1,13404 @@ +Security,Cleaned Sentence +0,it seems that nothing that i do allows buildroot to see the gst.h file. +0,i've gone so far as to delete ~/.config/qtproject directory (thus erasing my entire qt creator configuration) and starting from scratch. +0,"so i'm following this custom module guide to do so and in the azure portal i confirm both the edge system modules and edge custom module are reported on the device, but i'm now running into some hard to debug runtime errors for both the edgehub and visionsample. " +0,how can i solve these problems? +0,"in all cases check out compiler availability (especially if c++ support is a requirement) and cost, and debugger hardware requirements, since often these will be the most expensive parts of your dev-kit, the boards and parts are often the least expensive part. " +0,"here is what i did: + +in my environment there are some other devices available but i filtered the result for hc.*. " +0,why does the following code not work in arduino? +0,you can directly read the arduino through the usb serial port. +0,the issues related with coco touch's uiprintpagerender should only use this tag. +0,did you try to just print the data? +0,"i want to change speeds of dc motors using seekbar, there is not any problem about communication, the problem is format i think, because while i am moving the bar, i check the results from arduino serial port screen, and see different symbols like ! "" " +0,"limma is a package for the analysis of expression or methylation data, especially the use of linear models for analysing designed experiments and the assessment of differential expression. " +0,"i changed ""adeept-picar-b"" to all lower case in the desktop entry code, folder directory name and corresponding codes but that didn't make any difference. " +0,"according to url you should be able to use: + +url also states: +the arduino language is based on c/c++. " +0,"xamarin official website +xamarin.ios books on amazon " +0,"also: +your declaration is incorrect and should be: + +i advise you to use a specific size for your array, or a pointer declartion of your struct type to make clear, that you will decide it's heap-size later, but the union on the stack will have a pointer-size for the member... +(although with empty brackets it still compiles and works in my quick testing... " +0,for android there was implemented a special ipc mechanism called binder. +0,"with esptool the command would be as follows: + +see url for details. " +0,"note: tasks which performed all +their iterations remain active. " +0,"eeglab is an interactive matlab toolbox for processing continuous and event-related eeg, meg and other electrophysiological data incorporating independent component analysis (ica), time/frequency analysis, artifact rejection, event-related statistics, and several useful modes of visualization of the averaged and single-trial data. " +0,"i found: +echo i > com1 //with i being the number to be sent over + +well i tried that and got a fairly interesting result half the time i would receive this message in the command line: +c:/users/xxxxx> echo 7 > com3 //im 100% sure im using com3 +access is denied + +the other half of the time i would see the data go through (the rx light would light up) but nothing would happen, the light connected to pin 7 wouldn't light up. " +0,"official microsoft kinect for windows sdk for building software, using c++, c# or visual basic, targetted at the kinect for windows hardware. " +0,iplimage is one of the basic data structures used in opencv to store information about the images. +0,"so to be able to add a function that returns something or has parameters, you need to wrap it in another function of void f(void) prototype. " +0,"alternatives +alternative java-to-json binding solutions with similar apis include jackson, fastjson, google gson, and svenson. " +0,i deploy changes through pycharm to raspi. +0,"i tried to send one character, it is appearing in serial monitor.. " +0,"this works: + +and this does not work: + +i want to initialize the array so that is the size specified by n. this way i don't waste memory by arbitrarily specifying float array[256] or something like that. " +0,"you can play basic sounds with pulse-width modulation (pwm), but for a real song you would need a dac. " +0,i have found this but it doesn't support arm processors. +0,i have also another problem with the pins. +0,"satis - package repository generator +simple static composer repository generator. " +0,"helpful links +unison homepage +user manual and reference guide +a good unison guide by philip guo " +0,how about it? +0,but i loose the functionality of the if statement. +0,"basically + +the second script is an infinite while do: + +i'm sure there are better ways to accomplish this, but this seems to work for us. " +1,"in package tag add + +in capabilities add + + +this enables restricted capabilities. " +0,"""); +} +void loop(){} + +on my arduino uno board, this only returns 2 (same size as short on my machine). " +0,"first, i am not tied to florence by any means so if there is another solution i am open to implementing it. " +0,this code worked but it never stopped and no video file had been saved. +0,"rendershader.setuniform2f(""mousepos"", mousex, mousey); +in glsl +vec2 pixpos position; +vec2 npos; +npos.x (pixpos.x + mousepos.x); +npos.y (pixpos.y + mousepos.y); +vertex_mouse_position //<-sccreen shot (i can't embed pictures directly yet. " +0,"this is the only way to actually control the module, instead of just letting it drone out the same 6 nmea messages every second. " +0,i have never worked with objc but probably the operators are exactly the same: +0,powershell retrieve the correct names. +0,"yes, you're missing the proper copy c'tor for volatile " +0,"here is what it said after i ran ./autogen.sh in case it is of any importance: + +i currently do not have the option to install it on another computer. " +0,ccscene is a subclass of ccnode that is used only as an abstract concept. +0,"when i registered my raspberry pi as a device and a gateway, i gave both connections the same device id. " +0,i couldn't use it to get the at mode i tried to follow many tutorials but using the en pin instead of the key pin but it doesn't work! +0,"notice above that you invoke your python program as + +i am going to bet you do not have a line at the top of this file that looks like + +which means that your program will be invoked by sh / bash. " +0,"they can enable extensions to the build process (such as add an ftp provider for the wagon transport mechanism), as well as make plugins active which make changes to the build lifecycle. " +0,(coded correctly of course!) +0,"web ime programming guide +describes how to program tizen web ime applications. " +0,i'm stuck trying to parse some bytes from an i2c device to a float value on ruby. +0,this error occurs every time like clock-work. +0,this command pre-compiles assets and places them under the public/assets directory in the rails application. +0,"this textbox is updated through bidding of stringbuilder variable; + +i tried, unsuccessfully, to polling the stringbuilder variable used to update the text of textbox using a regex to filter the text, but the stringbuilder variable grows up and this method becomes inefficient and don't work. " +0,"program.cs +iotexporter +consolewriter +public static class consolewriter +{ +public static void writeline(string line) +{ +var date datetime.now; +var towrite $""{date} : {line}""; +console.writeline(towrite); +} +} +is my code the problem, or is there something else brewing in the pot? " +0,i am writing something that could be used by others and want to make it the most portable i can. +0,"(2) maybe 20~30 images of shape [24,16,1] still very heavy for rpi3: no it wasn't. " +0,rust also aims to achieve zero-cost abstractions even though some of these abstractions feel like those of a high-level language. +0,"here is my stackup when i run just the [myprogram].jar file: + +i have very little knowledge of what happens behind the scenes of java, i mostly understand the code only. " +0,".net attributes are derived of the system.attribute class, and can be applied to , classes or assemblies. " +0,"the controller has 4 outputs (channels), one for each of the non-led light sets. " +0,when i try to read from a serial port (uart) in linux on an raspberrypi i always get a cpu load of 5-10% when in a loop. +0,i can successfully run the script from my pi directly to get the servo to work. +0,your infinite do-while loop doesn't look so good (why is it there?). +0,"use this tag for questions related to the unordered multiset, either it has to do with std::unordered_multiset of c++11, or with a custom implementation. " +0,now we are ready to start. +0,"the html is either coming from your php application because it is coded that way, or you are getting an error from the server, and the problem isn't with php. " +0,"this is very novice of me to ask but just so i do not catch the wrath of stack exchange, i am a mechanical engineer by degree but my current position is an embedded systems engineer. " +0,i appreciate your inputs. +0,it is the main format used on windows systems for raw and typically uncompressed audio. +0,(192.168.110 for example. +0,should i use other qml controls? +0,this can be solved by maintaining a copy columns in the table with an old address. +0,"i think this ""version"" should work for your chip (untested) +uint8_t shiftin2(uint8_t datapin, uint8_t clockpin) { +uint8_t value 0; +uint8_t i; +for (i 0; i < 8; ++i) { +digitalwrite(clockpin, high); +delaymicroseconds(4); +digitalwrite(clockpin, low); +value digitalread(datapin) << (7 - i); +delaymicroseconds(4); } +return value; +} " +0,"it is the simplest mode of operation, but is considered very weak. " +0,"using commonly known design patterns like mvc and orm +within the convention over configuration paradigm, cakephp reduces +development costs and helps developers write less code. " +0,here and here. +0,"it uses ffmpeg to read and write the video, so i installed ffmpeg using these instructions to the letter. " +0,"originally written for linux 2.4 and located behind the vfs layer, now it is usable on many other systems. " +0,bootstrap already has a javascript library that handles the modal. +0,"mozmill is a test tool and framework for writing automated tests for gecko based applications (firefox, thunderbird, songbird, etc). " +0,i'm new to c++. +0,"this tag is for questions concerning the function `unsafeperformio` in haskell and scala, which lets you do arbitrary io inside a pure expression. " +0,"as i understanded, the mount command line is to create a disk image and makes it readable by the system. " +1,windows xp sp3 involves only the client-side ssp implementation. +0,still not sure what your question is about... +0,"now, my mac doesn't see the serial port at all in the menu in arduino 1.0.5. " +0,this tag is not clearly aligned with a specific mulesoft product. +0,"for python 2.x you can use instead of input() because +in python 2.x, input() expects a python expression, which means that if you type red it interprets that as a variable named red. " +0,"did for me, at least. " +0,"the top new and enhanced jrun 4 features include: + + +certified j2ee 1.3 compatible +high-performance web container with jsp 1.2 and servlet 2.3 support +newly rearchitected ejb 2.0 container +additional java 2 apisjms 1.0.2, jta 1.0, jaas 1.0, jca 1.0, jaxp 1.1, javamail 1.1, jdbc 2.0, jndi 1.2, and rmi/iiop 1.0 +support for xml, soap, wsdl, and uddi for web services +built-in, production-quality http server +hot modification and auto deployment of applications +integrated xdoclet support for simplified component deployment +supports rich user interfaces with flash remoting +type iv jdbc drivers included for oracle, microsoft sql server, ibm db2, sybase, and informix +highly customizable and extensible jmx-based, service-based architecture +new and enhanced web-based management console +jini technology-based server clustering for load balancing and failover +support for all leading os platforms supported by unix, linux, and windows + + +please see the comprehensive list of new jrun 4 features. " +0,"when running inside an x terminal, these versions can update the name of the window in which midnight commander runs (if allowed by the terminal emulator). " +0,do you know what's the problem with my code ? +0,the problem is that it doesn't matter if i declare more than these 7 strips alltogether in one array or split them. +0,im trying read data from a smartmeter that has ftdi chip. +0,instead of try (result[i] < 0 ? +0,"with over 70 sdks for every platform, guaranteed 250ms worldwide data transfer times, and scalability for hundreds of millions of devices, pubnubs unique infrastructure gives you the ability to easily build and operate world-class real-time applications and iot devices. " +0,"# the default is off because it'd be overall better for the net if people +# had to knowingly turn this feature on, since enabling it means that +# each client request will result in at least one lookup request to the +# nameserver. " +0,"on it, i've found several files with the extension . " +1,"the visual studio addin can be downloaded/installed from the extension gallery, it only needs your raspberry with ssh service enabled. " +0,the problem was the solution was related to another lambda who was listening to the same topic and invoking the lambda i was working on. +0,the tft driver has two interfaces: spi and 8-bit parallel. +0,"combined with a new library type, std::initializer_list (see initializer-list), the new syntax also allows types such as containers to be initialized with a list of values which will be used to populate the container. " +0,"my question is: is there any 3-d software, or anything similar, that if i enter a sketch, it tells you what happened. " +0,managing environments is one of the difficult tasks many developers have to tackle when trying to create and deploy applications. +0,profile your code to identify where the bottleneck comes from. +0,how do i initialize *top so that it finds the currently instantiated version of each subclass? +0,"considering that i have a small motor running on a 12v dc source, i expect the angular velocity to be about 360 degrees/second (which is what one can observe by looking at the motor turning). " +0,i cannot seem to successfully build the string. +0,"currently works: + +what can i change here to make this function work? " +0,"this is my code: +the problem is that the causes a data abort. " +0,"therefore, in order to use the wifi shield, i would like to know where there is a documentation about the protocol used on the spi bus between the arduino and the shield, so that i do not need to use the wifi library. " +0,replace arm-linux-gnuabi-gcc with your cross compiler prefix. +0,you use image objects to change the current image being displayed and to start and stop the animation of a sequence of images. +0,"some laptops couldn't provide enough power to usb ports generating erratic behavior when connecting, wifi connections draws much more power than a typical arduino board. " +0,i will do everything with thread or asynctask. +0,the number without a decimal requires 31 bits. +0,it is written ltr. +0,"if your serial-port supports 16550a or similar, you can configure config_8250, config_dw, config_dma in your linux kernel and start using dma-capable uart. " +0,vexflow is an open-source online music notation rendering api. +0,"before exiting, +an interactive shell resends the sighup to all jobs, running or +stopped. " +0,this means that the 'out of memory' event is not a one thing. +1,"the only occurrences of are these: +global variable declaration and initialization: byte currentpasswordlength 0; +incrementation in processnumberkey: currentpasswordlength++; +compare and call activate in processnumberkey: if (currentpasswordlength maxpasswordlength) { +the third one also explains why the deactivation (second round) fails after the second key press as maxpasswordlength is 6 and after the activation the currentpasswordlength is 4. " +0,"[mp3 @ 0x343c7e0] before avformat_find_stream_info() pos: 656 bytes read:272000 seeks:0 +[mp3 @ 0x343c7e0] all info found +[mp3 @ 0x343c7e0] after avformat_find_stream_info() pos: 42640 bytes read:272000 seeks:0 frames:50 +input #0, mp3, from 'url': +metadata: +icy-br : 256 +icy-name : nfs one radio +icy-pub : 0 +streamtitle : x +duration: n/a, start: 0.000000, bitrate: 256 kb/s +stream #0:0, 50, 1/14112000: audio: mp3, 44100 hz, stereo, s16p, 256 kb/s +successfully opened the file. " +0,it implements a repository pattern on top of the official mongodb c# driver. +0,its good to keep a single partition in your sdcard. +0,"javascript decorators +find out more about the stage 2 proposal (as of july 2019) javascript decorators on github. " +0,what effect will not doing so have on my board? +0,main landing site is url +0,"the boost smart pointers library provides the class template , a smart pointer with non-transferable single-ownership semantics. " +0,a small hint: i recommend you to initialize the beaconmanager in oncreate method instead of onresume. +0,it might be to prevent infinite loop caused by an event firing another event. +0,you could use the raspberrypi unique serial number. +0,"we will get the 6 bytes of data + +now write to data register 0x43 to recieve the gyro values. " +0,also included is a platform for automating the execution of tests on multiple browsers and multiple machines running different oss. +0,"for example if i send from my computer 0xaa, i am receiving on the raspberry side some thing like 0x6fffffaa, ans so on. " +0,am i doing something completely stupid in here? +0,did you close the arduino serial monitor program while running your program? +0,any help much appreciated. +0,but i have to code in c#. +0,"you must override these methods: + +type +metadata +metadataforpersistentstorewithurl:error: +setmetadata:forpersistentstorewithurl:error: " +0,"test.cpp +// class_test.cpp +#include +#include ""../class.cpp"" +test(buildbin, member_function) { +class car; +car.member_function(1); +assert_eq(1, car.some_attribute); +} +again, any help with this would be greatly appreciated, thank you for your time. " +0,"tag for questions related to the apache abdera project, an implementation of the atom syndication format and atom publishing protocol specifications. " +0,you are using hardware serial pins for software serial. +0,attached are my sketch and a log of one of the tests. +0,"actually it works fine on my raspberry as well, but the problem is about the speed of it. " +0,unity project code is primarily written in c# compiled using the mono framework. +0,living - this project grows and changes. +0,a mediastreamsource delivers media samples directly to the media pipeline and is most often used to enable the mediaelement to use a container format not natively supported by silverlight. +0,you need to load and run the code from the raspberry-pi boot loader (berryboot?) +0,touchxml is a lightweight replacement for cocoa's nsxml* cluster of classes. +0,method to provide a callback when the checked state of a compound button changed in android. +0,"the library is com.android.future.usb, and i import com.android.future.usb.usbaccessory, and com.android.future.usb.usbmanager. " +0,"the trick i used is in +microphone_recognition.py +speech_recognition/__init__.py +self.device_index device_index +self.format self.pyaudio_module.paint32 +and it worked perfectly output +alsa lib pcm.c:2495:(snd_pcm_open_noupdate) unknown pcm bluealsa +connect(2) call to /tmp/jack-1000/default/jack_0 failed such +file or directory) attempt to connect to server failed say something! " +0,"it means, that you have not installed module . " +0,this is not compatible with traditional / posix cron. +0,"just complementing @avra answer from @avra comment + + +storing another boot loader over existing boot loader is not possible with a boot loader. " +0,now any one can suggest what we need to do? +0,"j4 is set to en +j3 is set to 3v3 +i am using ubuntu 14.04 as host pc. " +0,i do know that both markers (the image and the colour) have to be referenced in the same def find_marker() function but not entirely sure how. +0,it draws the text managed by the back-end components and handles user events to select and modify its text. +0,constraintkinds is an ghc haskell extension. +0,"as integers, 500/1000 0, 0/2 0, and so on. " +0,"it's also, as far as i'm aware, the most complete sms pdu encoding and decoding library available. " +0,"for that, you need to switch your loop / if statements around. " +0,"wildcards typically use the following characters: , *, or %. " +0,"in arduino ide make sure you are selecting the proper target ie, littlebits arduino board. " +0,"my matlab version is r2015a, and i am using an arduino uno. " +0,"for a simple example of a game written with glsurfaceview, see android breakout. " +0,"i got this error with: +link_flags to embedded's root dir} -l/{path to embedded's root dir}/lib/arm-linux-gnueabihf +(note that although i've set the ""chroot"" system root, i am specifying the include directory from the real root) +error disappeared with: +link_flags to embedded's root dir} -l/lib/arm-linux-gnueabihf " +0,"i added updatedeviceservicechannelcache() to the end of fetchremoteuuids(), and then it worked! " +0,often persistence is related to serialization. +0,make sure you are masquerading the vpn traffic (clients of local vpn server) before forwarding to remove vpn server. +0,why me? +0,code: +0,"if i delete from gattlib import gattrequester, the code can work well. " +0,which one is it? +0,still nothing. +0,"ruby +can be compiled, although some projects offer gems " +0,). +0,"use keyword spotting mode, you can configure threshold for each word and they will be properly detected. " +0,"hello ####, +i think analog video is a pretty high bandwidth signal with strict timing requirements. " +0,microsoft access is a rapid application database development and reporting tool. +0,"but, now i have tried the ""visualize real-time sensor data from your azure iot hub by using the web apps feature of azure app service"" tutorial, and all went perfectly fine except when i load the web page no data is being shown on the graph at all. " +0,i'm looking for a tcp socket communication. +0,i am struggling to understand the reason of this delay with no success. +0,i have it setup as a slave. +0,all having the same issue. +0,the water temp should stay between 24-27'c - if not prints to the lcd and sounds the buzzer. +0,same thing happens if i implement a manual refresh on a button or on the commandbar etc. +0,i am trying to write to an sd card using an sd card module. +0,"really need a good answer or at least some direction, i am completely lost. " +0,"zbar is an open source (gnu lgpl 2.1) software suite for reading bar codes from various sources, such as video streams, image files and raw intensity sensors. " +0,"by contrast, the simple parity code cannot correct errors, and can detect only an odd number of bits in error. " +0,there should be a serial api for opening the serial port at a specific baud rate and then reading/writing characters to it. +0,a) as a 'clock' signal and the other one (e.g. +0,"general features + +shader-based architecture with sm 2.0 compatible hardware as a +minimum requirement +cross-platform compatible by using opengl as rendering api +very few dependencies +strong modularity and high abstraction through flat c-style dll api +(also makes it possible to use horde3d from virtually any programming +language) +non-intrusive api design +suitable for augmented reality (ar) and stereo applications " +1,"i always encode the authentication header - +` +or, that token you have, is wrong. " +0,"unlike other tools, bazel operates on the concepts of libraries, binaries, scripts, and data sets, shielding you from the complexity of writing individual calls to tools such as compilers and linkers. " +0,"2) schema and electronic +this is an image of the schematic + and this is a picture of what i have on the breadboard + +i add a 10 micro farad capacitor between the gnd and vcc of the nrf24l01. " +0,preg_grep() is a function member of perl compatible regular expressions implementation of php. +0,i want to make an activity with a listview that plays different sound effects when list item is clicked. +0,tensorflow transform (tf.transform) is a library for data preprocessing with tensorflow. +0,clear the project. +0,"additionally, a large subset of vulkan is supported on the ios and macos platforms through moltenvk, part of the vulkan portability initiative. " +0,aliases were added in git version 1.4.0. +0,dont think you need my whole sketch but i put it up just in case. +0,rake-pipeline provides a tool for packaging front-end web applications (i.e. +0,the most likely reason is that sensors.cpp is unaware of #define ir_sensor_used. +0,revision graph capabilities (via integration with cvsgraph) (cvs only). +0,this is my first post in stackoverflow and i hope you can help me. +0,"it has many high and low level features used to build, distribute and install python projects. " +0,hotspot compiles and aggressively optimizes these hottest methods to highly platform-specific machine code which is specialized for the exact environment the code is running on. +0,"first, you need to parse your value. " +0,i want to mount the usb drive in of my launch activity. +0,"this is quite an ask, the microcontroller in the arduino uno, leo, etc is the atmega328p, which has 32k of flash for program storage, 2k of ram, and 2k of eeprom (for persistent storage). " +0,for example say i have a motion detector and want to configure it such that once a motion is detected it turns on a light. +1,"i found how to make a request with a certain certificate, my trouble is that i don't find the one used automatically by the os. " +0,source: url +0,remove the time.sleep(2). +0,code snippets below show parameter settings and also code that produce the error message. +0,"since there is an additional \r\n after the last line, you click send again, without typing anything. " +0,im building an arduino project and would like to build a reusable library. +0,"100 ms may work a bit better, depending on your application. " +0,i want either start my timer/count_up_down with the buttons in my gui or with gpios pressed. +0,when issuing avrdude commands in the console a series of output results will be displayed on the screen. +0,it works fine. +0,"an ejb container provides a runtime environment for enterprise +javabeans, which contain the business logic of application. " +0,i'm making a portable game with arduino and i need to play audio files. +0,i would like to send a response for the lambda function to return from the pi. +0,but sometime the sound is very choppy. +0,some first attempts to get hold of the latest images failed. +0,because ibmiotf is not getting available to window global object. +0,"then i use the amarino +senddatatoarduino method to send the data array to the arduino. " +0,as in that there is still bugs to be found since guizero is still in alpha version. +1,i have a pretty big apk file because i'm including dlib face recognition libraries. +0,"dancer is designed to be as effortless as possible for the developer, taking care of the boring bits as easily as possible, yet staying out of your way and letting you get on with writing your code. " +0,i followed the wiring from the data sheet (datasheet) and i am using the 2.0.1 sharp library. +0,jsunit github page +0,questions about using national instruments software packages should likely be directed to their support services. +0,"multilingualisation (or ""m17n"", where ""17"" stands for 17 omitted letters) of computer systems can be considered part of a continuum between internationalization and localization: + +a localised system has been adapted or converted for a particular locale (other than the one it was originally developed for), including the language of the user interface, input, and display, and features such as time/date display and currency; but each instance of the system only supports a single locale. " +0,"the web site is being served through a proxy server which caches pages - this is usually done to help performance, like in a content distribution network. " +0,"i can see several approaches, but i don't know what is the intended way to add own components resp. " +0,i am trying to send sensor data to a mysql server of mine but can't achieve that. +0,noaa has a public api that you can use to fetch climate data for your project. +0,the level shifter was messing with it and pulling it to ground. +0,"when i need to read a pot, i look at the historical 33 readings along with a 34th new one. " +0,lcov is a graphical front-end for gcc's coverage testing tool gcov +0,"the va api specification was originally designed by intel for its gma (graphics media accelerator) series of gpu hardware with the specific purpose of some day fully replacing the xvmc standard as the default unix multi-platform equivalent of microsoft windows directx video acceleration (dxva) api, but today the api is no longer limited to only gpus nor to intel specific hardware. " +0,"the manual for the evaluation board i am using is here: url +once againg, any help would be extremely helpful as i have never done any programming between devices using spi. " +0,or setting up the serial object incorrectly? +0,after that i have to display that data on python gui. +0,simply write the the details to disk and recall them later at any stage. +0,ng4-charts is a fork of charts for angular4 based on chart.js +0,"i had the meaning of this bit backwards, sorry ! " +0,it can be found at github and softpedia. +0,you can verify that you can read the message you are attempting to send from a pc terminal program. +0,the followng command will install the lastest version of python opencv for your current raspbian version. +0,"thanks in advance for your time, " +0,"(see picture) + +i have successfully connected my iot device to the bluemix iot platform +i can see all the events nicely flowing into the dashboard +i now enabled the extension in bluemix iot to store all data in ""historical data storage"" (refer to url) +i can see the data correctly being written in the database +when i put a line graph on the dashboard in bluemix iot it does show a graph but only for the realtime data, it seams its not using the historical data now stored in the database. " +0,"at90usb1287) +when you split a port and operate some bits as input and some bits as output, i recommend to take extra care when writing the whole output port. " +0,"for programming questions about 64-bit architecture that are platform and operating system independent (in other words, for linux, mac, windows, etc. " +0,kibana is an application for exploring and visualizing your data. +1,the code is encrypted (no one can see the source code of the program). +0,we currently have devices which are sending files to azure through an azure iothub using the file upload functionality. +0,"it shows - + +how to show window? " +0,any help will be very much appreciated. +0,is there any place where i can have a look at examples which perform pyserial operations in a multiprocessing environment in python? +0,"the program then tests that bit in order to know when the conversion is +finished. " +0,thank you and sorry for my bad english +0,"raspberry pi 2 pipeline: + +pc pipeline: " +0,"to give some details, i am printing the message as soon as it arrives to function, using the following code: + +what i am getting in the log console is: + +message { test: true } of type object + +where ""{ test: true }"" is the content of a message set by iot device. " +0,"basically the raspi sends a number like, 25. which means dispense alkaline for 5 seconds. " +0,node will be in at mode and co-ordinator in api mode.nodes go through few router xbee ( at mode). +0,can you connect to it from the rasppi3 built-in wireless options? +0,by specifying a number of concepts commonly used in web apis it enables the creation of generic api clients. +0,it is commonly used in javascript to dynamically change or read from a page. +0,but this is not hard. +0,i found the gpu_fft library of andrew holme that apparently allows exactly that. +0,for both python 2.7.12 and 3.6.2 i successfully received messages. +0,they scan the next character until they find this zero byte. +0,"it's open source (asl), pure java and enterprise ready. " +0,"i'm using pi4j library for gpio handling, because of that i can't run my code on my development machine. " +0,i am using a bread boarded arduino. +0,"i have about 100 raspberries, each of them installed in place without ethernet connection, so they have to transmit data to a main server with a 3g modem dongle. " +0,my php application runs the .jar program using the exec() command. +0,"now in the kivy version, i dumbed it down to a single button, moved the callback to many places in the code, etc but nothing seems to work. " +0,"the is implemented on several platforms and frameworks, though most typically associated with microsoft's .net framework. " +0,here's a detailed how-to i wrote that includes instructions for windows and a slightly more simple circuit for using the hc-05 with it's common breakout board (highly recommend getting the module on the breakout): url +0,cgpdf is an ios and mac os x api for reading and writing pdf documents. +0,"no muss, no fuss, no udev. " +0,quick question. +0,"i know how to display the data on the screen buy i dont know how to get the exchange rate to the pi ... i thought about getting it from a of a web site like: +url +or: where in both the of the web site are the refreshing exchange rate of bitcoin in usd. " +0,"cedet provides number of features: + +projects management system +smart completion +smart help/jump +symbol references +code generation +uml diagrams +advanced code browsing " +0,"would anyone have the solution to the problem that when calling showdigit (1,0) on the first digit, the number 1 is used? " +0,more info: project page +0,under the options for this app service (in the left hand pane) there should be a cors option. +0,please help me. +0,since i set the hardware pwm to expect 13bit audio at 41400hz there is a shift to convert the sample from 16bit to 13 bit so this isn't a mistake. +0,is that possible?? +0,bale is an iranian messenger service +0,i hope someone here can help me! +0,"wwsapi is designed to be used by components/applications which fall into one of the following categories: + +native code mandate +require minimal dependencies +require minimal start-up time +memory constrained environments + +msdn reference +it is mainly designed for performance and memory usage while provided wcf interop, so uses an order of magnitude less memory that a c# implementation of equivalent functionality while handling a request load two to three times higher. " +0,see 'systemctl status mysql.service' and 'journalctl -xn' for details. +0,"this usually requires [at least] knowledge of tool's: + + +data model and +user interface + +building your own data warehouse for specific usecases. " +0,"it is quite simple: + +write a shebang line on the top of your script in order to make it executable: +!/usr/bin/env python +make sure you can execute that script with chmod command: +$ chmod +x +programn a crontab task with contrab command: +$contrab -e " +0,"you are wrapping a lot of things in single quotes which shouldn't be: +these should both be (without the quotes), since you want the result of that expression. +} " +0,the esp8266 has an arduino serial converter. +0,"otherwise, you could stumble upon the following error +checking for glib... no +configure: error: glib 2.28 is required + +don't forget to update so the changes can take effect. " +0,"tensorflow version: 1.5.0 +on the raspberry pi i am running rasbian gnu/linux version 9. " +0,the pinctrl (pin control) driver is a lower-layer (i.e. +0,"using pyserial, you could have it read the strings you send across over the serial connection and scan for the word bat, or whatever it is you want really. " +0,"source: url + +advanced implementations rely on using the google tag manager api and/or the ""data layer"". " +0,"here it is: +void loop() +{ +if ( ble_connected() ) { +int a 223; +sendmyint(a); +delay(1000); +clearlabel(); +delay(1000); +} +ble_do_events(); +} +edit 2: +based on a suggestion by @duncan c , i have isolated the problem to the fact that the data is being sent as one packet to the iphone. " +0,"for example, changing /usr/local/bin/llvm-config to llvm-config-3.9 on raspbian. " +0,it should provide enough information to get you going. +0,"spark ada is a subset of the ada programming language, and a toolkit, that supports formal proof. " +0,this function would return the information that would have been posted. +0,pass no if you are setting up a navigation controller before its view is displayed. +0,"number of images (done) +take a picture (done) +execute some more code when camera is ready again aka image is captured +repeat from 2. until max. " +0,"in c++, the destructor () method is core to the implementation of raii since it is guaranteed to execute during both ""normal"" returns and when an exception is thrown (during stack unwinding). " +0,it is open source and offers geocoding as well as reverse geocoding. +0,"my problem is that i cannot read real values of temperature/humidity, because all i get from the sensor is only a boolean value indicating high/low state. " +0,"i need the thumb-1, i can't change the hard-float implementation of the whole os and there is no suitable compiler flag for armv6 to disable vfp. " +0,it is for initialize the serial connection with module at . +0,is it because of the public class within the backgroundtaskinstance? +0,the event that happens when a key on the keyboard gets lifted up after pressing it. +0,how would i optimize this to update as fast as possible without receiving old messages? +0,i am struggling to read a nfc tag (and then write on it) with an arduino uno and a pn532 module. +0,i tried making the variable volatile but i don't understand why it still don't work? +0,your first line is missing a terminating semicolon. +0,"however, i want to be able to change one or all of those items from a remote computer by pushing a file to my pi and without having to reload the page. " +0,describe <url> - a describe query gets the description of one/more resources from the data. +0,is it possible to use the dll in my application for the windows core iot? +0,"example 2 +void setup() { +serial.begin(9600); +t1 micros(); +int x 1 + 2; +t2 micros(); +serial.print(t2-t1); +} +the reason why int x 1 + 2; takes 0 microseconds to execute is that the compiler optimises code that you write. " +0,iot edge does run in a virtualized windows environment--that's how it gets tested in the team's internal build infrastructure. +0,"offers a consistent, readable api for registering success, failure, cancellation or progress callbacks. " +0,"c : -1; +} +int available() override { +return m_dev->bytesavailable(); +} +} serial; +we can now write the arduino code, exactly as it would appear on the real arduino. " +0,any help is greatly appreciated. +0,"i am trying to compile the simplest example code from url +because i started with this project. " +0,the first output that python shows is true but second and the other outputs looks like python read two parts of the distance value. +0,"here is part of my arduino code where i create the jsonarray object: +here is the jsonarray invalid function: +static jsonarray &invalid() { +static jsonarray instance(null); +return instance; +} +here is the jsonobject invalid function: +// returns a reference an invalid jsonobject. " +0,"i am trying to read the alarm that is set in my arduino real time clock (rtc), but for some reason rtc.getalarmhour() and rtc.getalarmminute() don't seem to work. " +0,"automake does constrain a project in certain ways; for instance, it assumes that the project uses autoconf (see introduction), and enforces certain restrictions on the configure.ac contents. " +0,code is written in python. +0,"yes, i believe so. " +0,i removed the format() part that was converting it into a string. +0,i guess ping and so on don't use the proxy settings of env +0,"note: +i am running this application in simulator not the actual device. " +0,released into the public domain. +0,"usually, such software programs simulate human exploration of the world wide web by either implementing low-level hypertext transfer protocol (http), or embedding a fully-fledged web browser, such as internet explorer or mozilla firefox. " +0,i added a simple interrupt which modifies the count no matter where your code pointer is currently in (this will enable you to store number of presses even if you are inside a loop). +0,it helps developing executable business processes on top of web services based soa. +0,. +0,"extensibility enable you to replace built-in cell editor with custom external component, present cell data as your customers' wish. " +0,"the methods involved on the loop may vary their execution time, and that's why i implemented millis. " +0,"i don't want the number to only increment once a new connection comes in, i want it to increment forever until a new connection comes in, then continue once the connection is closed. " +0,emma is an open-source toolkit that measures and reports the percentage of java code covered by unit tests. +0,the standard approach for efficient convolution is of course the fast fourier transform. +0,then i tried with freetds driver and that also didn't worked for me. +0,"according to the official website: +the wireless tools (wt) is a set of tools allowing to manipulate the wireless extensions. " +0,remote device - raspberry pi3 running windows 10. +0,yahoo! +0,"when displaying data from models in qt item views, e.g., a , the individual items are drawn by a delegate. " +0,"when i attempt to call onfortime within the subclass it won't compile giving the error: + +now i understand what the error is saying as the onfortime method is not static but my subclass constructor calls the base class constructor too. " +0,i made it without your transformations of the image but you could do it with them if you would like. +0,"rw-r--r-- "" +what's going on? " +0,audioconvert ! +0,it's recommended that you explicitly install libjnidispatch.so on your system where possible; the jna.jar bundling is mostly there to facilitate usage on the more common desktop platforms. +0,i'm trying to send some data from my sensors to a php script on my server which then writes the data to a mysql server. +0,"you can find info on sql server and the tds protocol here +this option will be a lot of work, and i am not sure that you will have enough room on the arduino to fit all of the code that would be required for even just a dirty, minimal implementation. " +0,i have problem understand the these statements +0,i'm developing a system that requires websockets establishment between the client and the server. +0,in your fprintf statement you tell the programm to print an integer (usually two bytes) but provide a char variable (one byte) to print from. +0,i'm using windows 10 and cannot speak to any other platform. +0,"assets (like memory, disk space, cpu power or alike) necessary for effective operation or physical files (like images, configuration files or other) to provide some externalized enrichment to an application. " +0,note that the procedures should be allowed to run in parallel (unless in those moments when they want to communicate with the device). +0," + + +state: running +started: tue, 29 aug 2017 19:09:10 +0000 +last state: terminated +reason: error +exit code: 137 +started: tue, 29 aug 2017 17:07:49 +0000 +finished: tue, 29 aug 2017 19:09:08 +0000 +ready: true +restart count: 18 +limits: +memory: 170mi +requests: +cpu: 100m +memory: 70mi +liveness: http-get url +readiness: http-get url +environment: +prometheus_port: 10055 +mounts: +/kube-dns-config from kube-dns-config (rw) +/var/run/secrets/url from kube-dns-token-rf19g (ro) +dnsmasq: +container id: docker://f8e17df36310bc3423a74e3f6989204abac9e83d4a8366561e54259418030a50 +image: url +image id: docker-pullable://url +ports: 53/udp, 53/tcp +args: + +-logtostderr + + +-- +-k + + + + + +state: running +started: tue, 29 aug 2017 19:09:52 +0000 +last state: terminated +reason: error +exit code: 137 +$ kubectl --namespace kube-system describe svc kube-dns +name: kube-dns +namespace: kube-system +labels: +url +url +annotations: <none> +selector: +type: clusterip +ip: 10.96.0.10 +port: dns 53/udp +endpoints: 10.32.0.2:53 +port: dns-tcp 53/tcp +endpoints: 10.32.0.2:53 +session affinity: none +events: <none> +i cannot figure out what is happening here, since i haven't done anything other than follow the instructions here. " +0,we are here to help keep everything nice and neat and make everyone feel welcome. +0,i'm new to c++ but i know how basic memory allocation works and i'm aware of the dangers what can happen even with proper memory management when creating and freeing many objects on a small sram. +0,"a fact type that consists of just one role represents a characteristic of its player, rather than a relationship. " +0,if we are getting version difference then only we need to get json object. +0,it strongly favors simplicity and convention over configuration. +0,this is primarily a tool for developers -- especially web developers and those who work on or with open source projects. +0,"once i reboot the computer, everything works fine. " +0,you will need one more thread on the background which keeps the timer for you. +0,iptc information interchange model +0,"resources: + +amazon transcribe +developer guide " +0,i am looking for any suggestions regarding optimizing this operation. +0,"see also: + +software quality assurance and testing (stackexchange) +software quality assurance (wikipedia) " +0,app services and other inter-app communications all seem to be at the transaction level and not appropriate here. +0,"it's possible that the xbee module doesn't power up before opening the serial port, and requires some time to boot up and reestablish a link to the other module. " +0,see this link for how to do it. +0,which would be nice for coding. +0,vanilla is a lightweight internet forum package written in the php scripting language using the garden framework. +0,"in websites, click the website that you want to remove. " +0,the app sends the notification uri to a 3rd party server. +0,"the problem is that, if i insert that line in my code: +my program is waiting only for first button to be pressed, so the second button doesn't work. " +0,"use this tag for questions specifically about git husky, not for questions about git hooks in general. " +0,"now comes the weird part - if we use an external terminal program to initialize the port (like putty), and then close the program, then everything works fine. " +0,"the problem with these functions is that they issue a cs active command (bring cs low), do the transaction and issue a cs release command (bring cs high). " +0,i didn't see what device you were trying to connect to your bus pirate jtag connector. +0,messages that are abandoned are added to the message queue again and the module will try to send it again as defined in the retrypolicy. +0,a library for creating custom backends in django. +1,i have found this url but it does not work with https. +0,"i need to take the raspberrypi to various locations for testing, and i often need to leave it at a location for extended periods of time (without my iphone hotspot there). " +0,an action sheet displays a set of choices related to a task the user initiates. +0,"still, when i access this file in my browser, the text file doesn't change. " +0,nsdate objects represent a single point in time. +0,"i have connected to a raspi2 for 3.5v (pin 1), ground (pin 6), sda (pin 3) and scl (pin 5). " +0,"we've put together a script below that does this, you can also do it yourself with these steps: + +start a background process that does a bluetooth le scan: + +with the setting the scan will not ignore multiple packets from the same ibeacon. " +0,for example to check if the connection is successful to the db(assuming you are using sqlite3 interface) you can check what sqlite3_open() returns with a nice description of all error codes. +0,nsis for windows plattforms. +0,but i think the array is the wrong size and that this is why i can't parse it in the loop() function. +0,"a type that describes an object but lacks information to determine their sizes, such as struct foo_tag; +the void type (which, unlike the other two, cannot be completed) + +resources: + +iso c11 standard: iso/iec 9899:2011: ""information technology programming languages c"" +freely available committee draft of the iso c11 standard (pdf) +oracle's sun studio documentation article about incomplete types +eetimes article that describes the use of incomplete types to achieve abstraction. " +0,see arduino-combine-sketches). +0,"you can do it like this: + +create .net core console app. " +0,but which protocol? +0,gddccontrol also didn't work. +0,"outbrain uses behavioral targeting with the help of over 40 algorithms to recommend interesting articles, slideshows, blog posts, photos or videos to a reader, rather than relying on a more basic 'related items' widget. " +0,"that, because their resources are so limited, most code has to be completely tailored to a specific function, and not generic or templatized? " +0,it sounds like driving a relay coil is causing the voltage to drop. +0,"if necessary, an + application can apply custom constraints based on the licensing status + obtained from google play. " +0,"person #2 also sees the incorrect line, but is unable to edit until person #1 has pushed their changes to the server. " +0,"as an info, i just did an apt-get upgrade " +0,"i don't know about databases that can run on windows iot core, maybe you could find an answer on google for that. " +0,so i was recruited to my school's baja racing team where we design build and compete with offroad dune-buggy type cars. +0,"certain parts of grit rely on the git binary, others are implemented in pure ruby. " +0,pi runs raspbian and has a bluetooth-serial thing attached to its gpio header. +0,don't use it for postgresql hosted on a azure virtual machine. +0,"if i comment it out, i can read the code one time. " +0,"i should be: +sensor -> micro-controller <- bluetooth/wifi module )))))))))))((((((((((( bluetooth/wifi module -> raspberry pi " +0,"if i try to do ldd: + +and if i do file: +openelec:~ # file /storage/fingi/usr/lib/autossh/autossh +/storage/fingi/usr/lib/autossh/autossh: elf 32-bit lsb executable, arm, eabi5 version 1 (sysv), dynamically linked (uses shared libs), for gnu/linux 2.6.26, stripped + +the file type is in correct format . " +0,i'm using the google assistant python library on my raspberry pi 3. +0,what is it exactly? +0,"for a comparison of other operating system virtualization techniques, see this link " +0,"i keep getting a reading of ""0"", which is not the reality. " +0,i had been using in arduino mega without problem. +0,"grapesjs is a free and open source web builder framework which helps building html templates, faster and easily, to be delivered in sites, newsletters or mobile apps. " +0,"data in the collection view is organized into individual items, which can then be grouped into sections for presentation. " +0,above is the code related to the socket server waiting for a client to connect. +0,but using that value i wasn't getting all the beep (it was shorter than it should have been). +0,"i tried writing it in python, but the code is running too slow (i need image processing with opencv too) so i switched to c++. " +0,please check the source for further information on include. +0,the connection between the firebase db and php seems to be fine since i can manually send data to it through my browser. +0,"as such, unsupervised learning includes such disciplines as mathematical clustering, whereby data is segmented into clusters based on the minimization or maximization of mathematical properties and not on an attempt to classify by understanding the right context. " +0,"apache cordova (formerly phonegap) is a framework that allows developers to create cross-platform mobile applications using web technologies like html, javascript, and css. " +0,"demos +cesium ships with several czml demos. " +0,"i believe that when you configure qt with , you are baking the platform plugin into the build and you won't be able to swap between plugins later on. " +0,"to read data from server i've made changes in the code in this 2 lines: + i've replace this: + +with this: + +does anyone know how to make this work? " +0,"testdroid enterprise is a server software for managing automated testing on multiple real android and ios powered devices, supporting gradle build system and jenkins continuous integration. " +0,"the printk() functions also only displayed the lines for irqnumber1on, while the lines for irqnumber2on and irqnumber3on did not appear. " +0,does there exist a dashboard tool that can show sensor data on a static image? +0,am i missing something important? +1,"is there anyway to ""restart"" the screen after using the rfid reader?" +0,just save a file and karma will run all the tests. +0,"important links: + +bzier curve wiki " +0,eisbach is the embedded tactics language developed for the interactive theorem prover isabelle. +0,if you can help me i would be really happy. +0,"usually, this class will do this by prompting the user for information. " +0,"bi technologies are capable of handling large amount of unstructured data to help identify, develop and create strategic opportunities. " +0,"it's an underscore.js extension inspired by prototype.js, right.js, underscore and ruby. " +0,"i followed these instructions to compile tensorflow: +url +i pulled the newest bazel (0.9.0)from github and compiled it successfully. " +0,"most development solutions do not support the creation of apps for mac, windows and windows tablets all from a single codebase. " +0,to prevent this you can divide the number by four first (by bit-shifting so: '>> 2') but that would lose the resolution of the lower two bits because they would be lost. +0,everything is retrieved from the application via events (or descendants via overridden methods). +0,"it is designed, developed, and supported by microsoft and the community. " +0,"these instructions are represented as mnemonics in the given assembly language and are converted into executable machine code by a utility program referred to as an assembler; the conversion process is referred to as assembly, or assembling the code. " +0,"you could send data from the rpi to an external server that hosts a ws-capable server which then forwards that data to your iphone, either thru a native app or a web browser. " +0,hibernate search is a hibernate sub-project providing synchronization between entities managed by hibernate orm and full-text indexing services like apache lucene and elasticsearch +0,"because you have , the arduino won't serial.println(""hello world""); unless there is something in the serial buffer. " +0,"pin of port gpio 32 is 117, so i type the command: + +echo 32 > /sys/class/gpio/export + +and + +echo 117 > /sys/class/gpio/export + +but both show the error ""bash - echo: write error: invalid argument"" +i don't have any idea for this, so i contect with manufacturer. " +0,i have audio data in uncompressed raw format as java arrays. +0,i'm trying to build gnuradio 3.7.9 on raspberry pi as the version provided by apt-get has some problems. +0,many computer operating systems have included speech synthesizers since the early 1990s. +0,an elegant hmvc php5 framework that provides a rich set of components for building web applications. +0,"for this, i need a non-blocking delay. " +0,the tag is to be used with the [android] tag. +0,"current code +sprite.h: + +arduinodemo.ino: " +0,"this is what i want to achieve: + +i would like to redirect the console logs to a usb file directly. " +0,"in other words, transforms my sockets into a serial communication. " +0,"sip can also invite participants to already existing sessions, such as multicast conferences. " +0,"baud rate:9600, no h/w & s/w flow control, xon/off-none. " +0,the most basic stay-out-of-trouble configuration is to turn dtr on when you open the port and to tell the device driver to take care of rts/cts handshaking. +0,"each version of chromedriver will support chrome with matching major, minor, and build version numbers. " +1,"haproxy is a tcp/http load balancer which provides cookie-based persistence, advanced traffic regulation with surge protection, automatic failover, run-time regex-based header control, web-based reporting, advanced logging to help trouble-shooting buggy applications and/or networks, and a few other features. " +1,"payment gateways are a way to securely communicate a transaction between a payee (the merchant, and their acquiring bank) and a payer (the customer, and their issuing bank). " +0,is there a concept i'm not grasping? +0,finally found a solution with the following line : +0,"elm is a functional programming language for writing web applications that can fully replace, or interoperate with, html/css/javascript. " +0,i tried to allocate 2 spi_transfer and modifying the argument number of spi_transfer of the spi_sync_transfer function to 2 but didnt work either. +0,"i am running a startup script from /etc/rc.local on my raspberry pi, designed to log its own ip address and execute a http request using that ip. " +0,compojure). +0,so what is it? +0,"exemple: 0x23 in 7 bits convention, become 0x46 for writing, and 0x47 for reading. " +0,in my case thats aws iot. +0,"to write data the basic idea is i send an instruction byte, then the starting address, then the data. " +0,type 2 dimension is a type of slowly changing dimension(scd) which retains all the history of the changed values and maintains both the valid time and transaction time of the data record in the database. +0,they ship with osgi meta data but dont require an osgi environment. +0,vesa is intended for questions related to programmatic access to video card bios settings. +0,does the arduino nano provide a interface like the arduino mega? +0,package management is an extension for visual studio team services that can host nuget and npm packages and organize them in feeds. +0,webtest helps you create tests by providing a convenient interface to run wsgi applications and verify the output. +0,i would appreciate if you can help me with some advice/code how to do that. +0,"if the client id that you are specifying really is: + +then your problem is that you need to specify the actual 6 character orgid, e.g. " +0,"android canvas +canvas an api for drawing into a bitmap +related tags: android-canvas, android +2. " +0,my rc.local: +0,"all relevant parameters should +be configured in the go source file using the #cgo tags. " +0,can any body tell how to change code for multiple pi camera integration board. +0,type sudo halt and wait for the pi to signal it is ready to be powered off by flashing the activity led. +0,many ip based systems advertise services by responding to udp requests. +0,the function could also be written to specify the filename when it is called (like roland's example does). +0,it aggregates an attribute from a set of source rows into a single array with a value for each of the attributes. +0,url +0,"this will be masked by the exception ioerror block, and the function will then return -1. " +0,"this only covers writing to a database, results of which can be seen when logged into firebase's console. " +0,this interrupt is triggered whenever a full byte has been received. +0,python does not have an equivalent type. +0,"however, after some experimenting i realized there was an easier way, which also has the benefit of being able to model the listener. " +0,i am following the guide url however something is not working ok with gcp pubsubhere is picture from gcp logs that i am getting messages to iot core however nothing reaches to vm via pubsub +0,"if you do not desire this behaviour, you can turn it off with the +actionwebservice::api::base +inflect_names+ option. " +0,"nsindexset is a foundation framework collection class that is similar to nsrange, with the notable exception of being able to support non-contiguous series. " +0,using a c++ reference (i.e. +0,"it is connected to an arduino printing ""hi"" over and over." +0,"for potential downsides of using di, see what are the downsides to using dependency injection? " +0,"got this shiny manifest ready to be granted all ze permissions + +and yet when i boot up the raspberry pi it fails with this in the logcat + +i searched high and low, stumbled upon multiple threads on stackoverflow +android things permission com.google.android.things.permission.manage_input_drivers not found +how to request permission on android things? " +0,sweave is a system for combining s (or r) code with latex in a single document. +0,"if it reverses it, it is ""contravariant"". " +0,is it supposed to be like that? +0,you would have answered yourself by reading the peripheral documentation. +0,programming environment for the lego mindstorms nxt. +0,you need to use a 3rd party library or extension. +0,is there a way to trick raspbian/the browser into thinking there is a display? +0,"ogr2ogr is used to convert simple features data between file formats performing various operations during the process such as spatial or attribute selections, reducing the set of attributes, setting the output coordinate system or even reprojecting the features during translation. " +0,"i don't know what the problem was, but all is fine now. " +0,"what is minimum requirements for microcontroller for alljoyn thin library (flash, sram size)? " +0,"i'm guessing you have windows 10 iot-core build 10586 on your pi, but you don't have visual studio 2015 update 1 installed. " +0,i created a user app that uses the syscall() function for testing. +0,"identify resources you've tried to use (include links) +identify the target platforms +provide a code example that describes the problem (as long as it does not reveal sensitive information.) " +0,"bass is also available for the win64, wince, ios, android, and arm linux platforms. " +0,"each byte is checked for parity before it is delivered to the application and, if the parity fails, it may not be delivered at all. " +0,"the play framework for scala contains its own json manipulation library, which provides utilities for parsing and manipulating json, as well as serialization from and deserialization to scala objects. " +0,i'm having trouble controlling an ad5270 10-bit digital potentiometer. +0,"by 2003 it was again subject to takeover by business objects and they subsequently released versions 10, 11 and 12. " +0,i don't think you're doing anything particularly wrong here. +0,use this tag for dnn (dotnetnuke) 9.x specific questions. +0,"from my point, the site is online. " +0,yes you can. +0,"i am using at atmega2560 chip on the arduino board and trying to do it on timer1, and this is the code that does the pwm: + +icr1 sets the frequency to about 533hz, and the ocr1a is the duty cycle; i vary that throughout the rest of my software, as it is meant to control a dc motor. " +0,"do_blink_on() and do_blink_off() would be similar - change what you need to change, then return. " +0,non-programming questions (e.g. +0,"if you want to further process that string, you have two options: +a) take the string and parse it in your own code or +b) take that string, make it valid json, e.g. " +0,it is installed in the ubuntu cloud images and also in the official ubuntu images available on ec2. +0,spi bus works. +0,"i realized that the code above is to be used for a mac and not for a windows computer, so i need to change my port to com (n) instead of just writing the port number for the mac. " +0,"so heres the link to the post: url +and here is the code: + +i hope any other people with also this problem, could solve it with my question and answer. " +0,"in contrast to zxjdbc from the jython project, jaydebeapi let's you access a database with jython and python with only minor code modifications. " +0,"not a string, not a format string with arguments, just a char. " +0,the py_setprogramname() function should be called before py_initialize() to inform the interpreter about paths to python run-time libraries. +0,"what +may be the root cause of this difference? " +0,"enter * for attribute, etc.) " +0,"it allows developers to synthesize artifacts such as aws cloudformation templates, deploy stacks to development aws accounts and diff against a deployed stack to understand the impact of a code change. " +0,"hyperapp: + +is a javascript micro-framework for building fast and feature-rich applications in the browser +combines state management with a virtual dom engine that supports keyed updates & lifecycle events all with no dependencies +holds firm on the functional programming front when managing your state, but takes a pragmatic approach to allowing for side effects, asynchronous actions, and dom manipulations + +its homepage is at url " +1,"in receiver (with same somenumbers and asmallnumber value), decode the number and check unixtime using receiver unixtime +example: if (unixtime - decodedunixtime < 5 && unixtime - decodedunixtime >0) then message is trusted " +1,it 'should' have a message in it regarding the registration failure. +0,i am encountering a problem with my arduino uno. +0,"if you expect to get many hits per minute (your specified update rate for the data), you'd want to generate the page once per minute when the data updates, then serve it out to each requester, rather than regenerate the page each time there's a request. " +0,"(this tag should be `android-proguard` not `android-progaurd`) the proguard tool shrinks, optimizes, and obfuscates your code by removing unused code and renaming classes, fields, and methods with semantically obscure names. " +0,if you have soldered the pins to the shield that should be fine but make sure you check they all have a connection and that they don't have solder running down the legs of the pins as this causes the shield to be temperamental. +0,i have followed the exact same steps i have for my pi 2b's with exception to the image. +1,"examples of items commonly provisioned include: + +virtualized servers +security certificates " +0,imposition is about how to glue pages of the document together in order to print them more effectively. +0,"this allows me to see the inside of the hive, without disturbing the bees. " +0,if i could combine guizero with my server i could make like a console for my simple server. +0,"this is because the subprocess is primarily doing i/o, which allows the gil to be released. " +0,"a full-blown feed aggregator like google reader, newsgator online, bloglines, and the like. " +0,what is pin 45? +0,the package might not be in your python path. +0,i think i will use these (url) to communicate as they are low cost and don't need much range. +0,after installing the right ftdi drivers from url i can upload to the board from a mac. +0,to model objects. +0,"tfs (team foundation server), is the name of microsoft's on-premises application lifecycle management server. " +0,so this just shows one write/read cycle which results in -128 being received from the register: +0,"my line of code : + +after debug show error . " +0,"dailymotion is a french video-sharing website on which users can upload, share and view videos. " +0,this was an april fool's joke that google pulled. +0,"wkinterfacecontroller is the main interface element use when building watchos apps, similar to the viewcontroller.swift file created in xcode when you create a new ios or macos project. " +0,clr stored procedure is built using microsoft sql server integration with the .net framework common language runtime (clr). +0,"i think the problem may be in the code, so i leave it to your more experienced hands: " +0,my code is here. +0,1.execute below. +0,"in short, i don't want to edit my program; i just want arduino to read the data into an array. " +0,every application must have an androidmanifest.xml file (with precisely that name) in its root directory. +0,use this tag if your question involves errors while programming using a dual monitor setup and not if it is concerned with the hardware prospects +0,"simple servo control arduino playground +so far i got it working with the built-in camera. " +0,"as you type, the text expands to the left of the cursor. " +0,"as described in the policy, this restriction will only work if the agent is working as the device-owner. " +0,"this is my debug result: + +so it seems pretty clear where the helper class breaks down at in.readline(). " +0,"benefits + +possibility to create nice transition between pages enhancing the user's experience. " +0,the variables start taking memory only during runtime. +0,it seems that string response client.readstring(); is the culprit. +0,nothing. +0,"a layout is made up of uiviews (like uibuttons and uitextfield) and uitableviews etc, all combined to make a view hierarchy: +designing a layout: +you design layouts as self-contained objects either programmatically or using interface builder(nibs, storyboards), and then you assemble them into view hierarchies for use. " +0,"much like jquery, it supports plugins and a ui layer called jqui. " +0,"sources are here: url +and when aforementioned code runs, my output is this: + +138 is a decimal representation of a hex 0x8a, which in turn is mapped to modem_status_response. " +1,"steps: + +login with username and password. " +0,then doing some arithmetic to calculate the position of each object in the output sequence. +0,some devices are silent until data is requested. +1,"to me, it looks like its getting hung up on tls for some reason, but other times it doesn't? " +0,"i have written a code in arduino which sends string of data + arduino code lines: + +i want to print the data in processing console like this + +rev [some value] w +fwd [some value] w + +this is my processing code " +0,thanks for your help! +0,is this the case? +0,"to send a notification, use nsnotificationcenter's postnotification: (a convenience function postnotificationname:object:userinfo: also exists which creates a notification and posts it with a single call). " +0,"the software in this repository is the open source version which consists of a sync server, clients/apps for mobile devices and computers, and connector software to interface with other systems. " +0,0050 0c943a02 0c943a02 0c943a02 0c943a02 ..:...:...:...:. +0,from linux-vm i routed the ax.25 ethernet packets to vm's host only adapter and so to windows pc. +0,"since one installation of ojs can host multiple journals, users can be enrolled in different roles for more than one journal. " +0,"only when the state change happens(if state changes from '1' to '0' or '0' to '1'), the stepper either moves forward or backward. " +0,"qualtrics is an enterprise-level commercial web-services provider specializing in online marketing, online surveys, and related metrics. " +0,i've been learning c/c++ via arduino by mashing together different examples. +0,a settings.bundle contains files that describe the structure and desired presentation style of your application preferences. +0,"mpi is the message passing interface, a library for distributed memory parallel programming and the de facto standard method for using distributed memory clusters for high-performance technical computing. " +0,"i have now installed mono on linux (debian on rpi), and am executing the application. " +0,try set a breakpoint in your startuptask.py file to see if it can actually hit. +0,and does anyone have any idea to resolve this xvoutput issue ? +0,"digitalwrite() is quite slow, on the order of 5s so the actual pulse may be longer than 2s. " +0,"flixel provides features common to many game engines, including collisions, simple physics, particle effects, tile maps, saved games, etc. " +0,"to my understanding, the only way to do this (while the sketch is running) would be to write to arduino's eeprom. " +0,i have my websites folder on mac where i have created a with user pi. +0,"introduction +google cloud logging collects and stores logs from applications and services on the google cloud platform: + +view your logs with the logs viewer. " +0,the post data is like this. +0,"t 000000 +adco 0218 > +oc.. < + +result with separators +all data are scrambled, why ? " +0,"the platform also includes a complete api for custom integrations as well as a suite of standard integrations with partners like magento, omniture, google, demandware, marketlive and other web analytics and e-commerce providers. " +0,"if multiple instances of the class should be used, multiple such global variables have to be used. " +0,wwwidgets is a professional set of useful widgets for qt 4 and qt 5. +0,"the whole question: +i need to write a java program, which calculates the md5- or sha-sum of a bunch of files, which have together the size of about 50gb. " +0,can you please provide a link to the documentation where you're seeing that a wifi connection is required? +0,"i've seen many similar threads, but most of them were pre-usb host. " +0,"use your favorite development tools on windows, macos, and linux. " +0,"this abbreviation has several interpretations, the most common one being ""mobile subscriber integrated services digital network number"" " +0,"update your jre, download the latest version from here " +0,if you transmit bytes instead of characters then you should use read() instead. +0,"contributing +all code is licensed under the apache 2.0 license and we triage actively on github. " +1,"security aspects related to access control, delegation of administration tasks and other network administration tasks can be fully centralized and managed via the web ui or the command line tool. " +0,this guy can either be run ad-hoc or periodically every x hours. +0,"the code that i have been trying to implement is as follows: (source) + +my full script reads: + +strangely, without print(sound, ""button pressed"") the sounds don't play over each other; the sounds will only play one at a time. " +1,"redbird.register('localhost', 'url', {ssl: true}); + +3) test it: +point your browser to localhost:8000 and you will see how it automatically redirects to your https server and proxies you to +your target server. " +0,the netdna rest api allows 3rd party consumers to interact to the system from their own applications. +0,"html code: + +arduino ide error message (occurs on compile after pasting code): " +1,"you can do it like this: +ssh -i ~/.ssh/blah.key -p 4444 userbackup@pibackup.fr it will load your key. " +1,it is being developed as a part of the opendnssec project. +0,"it is recommended to use the following tags appropriately: + +use the cocos2d tag on questions referring to the python based framework +use the cocos2d-iphone tag on questions referring to the objective-c based framework +use the cocos2d-x tag on questions referring to the c++ based cross-platform framework +use the cocos2d-javascript tag on questions referring to the javascript based framework +use the cocos2d-x-for-xna tag on questions referring to the c#-monogame framework. " +0,the serial port is connected by an xbee module. +0,"i am also trying to add a function that cancels the while loop by pressing one of the touch buttons (reference: url) +this is what i got so far: + +the while loop is running but it won't break when the button is pressed. " +0,it provides the ability the change of the controller via swipe gestures and also supports animated transitions. +0,"when you perform a read() on the stream, the appropriate data is read from the file and returned to the application. " +0,"please go to setup device to add number for alert""); + + }else{ + + // open the file for reading: + myfile sd.open(""config.dat""); + + if (myfile) { + + serial.println(""config.dat:""); + + // read from the file until there's nothing else in it: + while (myfile.available()) { + + number.concat(myfile.read()); + //number (myfile.read()); + //serial.write(myfile.read()); + + } + + //serial.println(myfile); + + // close the file: + myfile.close(); + + } else { + + // if the file didn't open, print an error: + serial.println(""error opening config.dat""); + + } + + } + + +// //set sms format to ascii +// +// delay(1000); +// +// //send new sms command and message number +// +// delay(1000); +// +// //send sms content +// serialsim800.write(""test sms noise detect""); +// delay(1000); +// +// //send ctrl+z / esc to denote sms message is complete +// serialsim800.write((char)26); +// delay(1000); +// +// serial.println(""sms sent! " +0,"the java persistence api (jpa) is a java specification for accessing, persisting, and managing data between java objects / classes and a relational database. " +0,"you can, for example, notify your application when there are some changes in the data on the server. " +0,create a global boolean variable called shutdownbutton or whatever. +0,"you probably want something like this: +if(val null){ + println(val); + int iv int(val.trim()); + //rest of your code +} +else{ + println(""val is null! " +0,paint the qimage on the qlabel. +0,the `ngclick` directive allows you to specify custom behavior when element is clicked. +0,"node::node(bool isbase, const std::array<int, _sz>& channellist) + : _isbase(isbase), _channellist(channellist) +{ + // initialisation list handles everything. +} " +0,if you want to program the arduino way then you don't need the nodemcu firmware. +0,"for anyone else like me finding this now, the techniques at url did work. " +0,"so, you should do something like: +* * * * * /usr/bin/python3 /home/pi/testcron.py > /home/my_output.txt +the last part > /home/my_output.txt will redirect the output of the print function to the file /home/my_output.txt. " +1,but only thing i get is 400 bad request error. +0,"for example, not only does cube report all possible combinations of color values combined with the item value chair (red, blue, and red + blue), it also reports all possible combinations of item values combined with the color value red (chair, table, and chair + table). " +0,"also in the library is a jsonrpchttpclient +which extends the jsonrpcclient to add http support. " +0,how can i remove homebridge from a raspberry pi 3. +0,it underlies nfs. +0,i do not want the way to download the source code. +0,"so let me answer my own question by concluding, after weeks of trial and error, that +it just doesn't work. " +0," + + + +i'm trying to export gpio 22 using write_once and having error.. " +0,all the parsing is implemented using regular clojure functions. +0,5.8.1 the operands shall be of integral or enumerated type and integral promotions are performed. +0,it could be that the decoder/renderer does something weird. +0,all of this is occurring right in the middle of your stream. +0,"i just want some ideas, if you want to write me the code you can do it so i have an idea about it. " +0,"void handlemessage(adafruitio_data *data) { + serial.printf(""\nreceived <- %s"", data->value()); + if (strcmp(data->value() ""open"")) { + serial.printf(""\nit worked! " +0,and will not be able to run your php file. +0,"here is my code + +does anybody have any ideas on how to troubleshoot this or what the problem is? " +0,"edit: its been 24 hrs that my application has been running without crashing, so i'l have to mark this as the answer. " +0,"thanks for some hints +p. " +0,"how to do this using java, can someone point me in the right direction, i know that i can use xuggle, i will appreciate if someone can give me instructions on what to do or follow ? " +0,one other thing you can do is to compare the result of serial.parseint() with 0 to check if you got a timeout. +0,"+ string(myip[2]) + "".""" +0,"these controls are: + +radcalendar: a highly configurable control for displaying and selecting date values from an interface laid out like a standard calendar. " +0,i have to make a program where a switch causes an led to change brightness each time the switch is clicked. +0,"i see some messages have some junk that would explain the overflow: +12-28 23:38:17.393 2366-2366/? " +0,you could try connecting them with a switching usb hub and turn them on in the same order with a few second delay between each. +0,"web browser) +identified by url +running an application means starting a component, navigating to an initial view in an initial window. " +0,using windows script files from msdn +0,this is what is causing the 280kib file. +0,this function just prints time in the serial monitor. +0,"what is meaning of ""rst cause:4"" in error log?" +0,".less (pronounced dot-less) is a .net port of the funky less javascript library +lovingly ported by christopher owen, erik van brakel, daniel hoelbling, james foster and luke page. " +0,"the way your code is now, if you hold the button long enough, loop will run any times and every time it will see that digitalread(buttonpin) returns high - this explains your '5 times' problem. " +0,"it includes radio frequency signal acquisition and generation technologies, fpga, digital signal processing and cpu processing. " +0,"came to exist since different browsers rendered basic html elements with their own styling, which - obviously - differed. " +1,snyk is a service that monitors your application dependencies and let you know when you're open to vulnerabilities. +0,"windows workflow foundation +provides a programming model, in-process workflow engine and rehostable designer to implement long-running processes as workflows within .net applications. " +1,binscope is a microsoft verification tool that analyzes binaries to ensure that they have been built in compliance with microsofts security development lifecycle (sdl) requirements and recommendations. +0,"the reason why i need this is that i get a error while running a java project in eclipse on my pi2, although the file is there and ld_library_path has been set. " +0,reading data from arduino works expected. +0,"in addition to its rdbms functionality, it is also equipped with a middleware layer that enables conceptual data integration and web services deployment. " +0,"*/ + istep l << 1; + for m<l; ++m) { + j m << k; + /* 0 j < n_wave/2 */ + wr pgm_read_word_near(sinewave + j+n_wave/4); + +/*serial.println(""asdfasdf""); +serial.println(wr); +serial.println(j+n_wave/4); +serial.println(sinewave[256]); + +serial.println("""");*/ + + + wi -pgm_read_word_near(sinewave + j); + if (inverse) + wi -wi; + if (shift) { + wr 1; + wi 1; + } + for i<n; { + j i + l; + tr fix_mpy(wr,fr[j]) - fix_mpy(wi,fi[j]); + ti fix_mpy(wr,fi[j]) + fix_mpy(wi,fr[j]); + qr fr[i]; + qi fi[i]; + if (shift) { + qr 1; + qi 1; + } + fr[j] qr - tr; + fi[j] qi - ti; + fr[i] qr + tr; + fi[i] qi + ti; + } + } + --k; + l istep; + } + return scale; +} + + + +there are other files in the audio conversion too. " +0,includes the response code that's received. +0,you must open url +0,version 5.4 of the qt c++ gui library. +0,"quoting my answer again here for completeness: + +in the code, while passing data to the teapot library(for processing,i.e, graphics emulation), whole fifobuffer is not passed. " +0,transactional: ravendb supports system.transaction with acid transactions. +0,"they are not appropriate for asking on stack overflow, *even if* linkedin appeared to direct you here. " +0,the orca msi editor is a table-editing tool that can be used to edit .msi files. +0,"there are you only 3 operators, so you'll need to add additional +code. " +0,if you know the problem plz let me know +0,developing with the library works perfectly fine. +0,"first, there is great opportunity for runtime performance boost by platform-specific optimization of the jpeg codec on assembler level, as is demonstrated here: + +snappycam iphone app +iphone king of speed + +by extreme software optimization for the particular arm platform this app achieves greater speed than even the dedicated hardware solution for this purpose on this device! " +0,"my idea was to create two threads, a producer, and a consumer. " +0,"it's long, but i decided to include it all just in case. " +0,"i am fair, level-headed, tolerant and patient with people who's first language (as in my case) is not english - ditto with people who's first language is english ;) i am critical and can receive constructive criticism. " +0,f# computation expressions: how to use `for` to return a `seq`? +0,a failover cluster is a group of independent computers that work together to increase the availability and scalability of clustered roles (formerly called clustered applications and services). +0,you can use recognizeasync just fine. +0,"in order to create a reference like this, you need both of them to be loaded by the same classloader. " +0,"these returns at the end are remnants of other things i tried (i wanted to do this better way, this is the most primitive solution and it still doesn't work). " +0,it supports also loop playing with omxplayer fork by pasky. +0,"""; +char *strings[10]; +char *ptr null;`enter code here` void setup() +{ +serial.begin(9600); +byte index 0; +ptr strtok(array, ""...""); // takes a list of delimiters +while(ptr null) +{ +strings[index] ptr; +index++; +ptr strtok(null, ""...""); // takes a list of delimiters +} +for(int n 0; n < index; n++) +{ +serial.println(strings[n]); +} +} " +0,since you're trying to kill the process you start in . +0,"anything that you print to 'stdout' should appear in the ""out/*"" files." +0,"if you are convinced you need another sbc, i've heard good things about asus's tinkerboard. " +0,charts often makes it easier to understand the data in a worksheet because users can easily pick out patterns and trends illustrated in the chart that are otherwise difficult to see. +0,i will need to explain what i am doing. +0,see the greasemonkey api. +0,i try to run universal windows platform which use smartcardreader. +0,i use this to backup both partitions of my sd card. +0,"the api offers common enterprise features out-of-the-box, such as data storage, real-time queries, user management and access control. " +0,"i have a dilemma: +i am trying to get a digispark to read a bh1750 i2c light sensor and then send the readout via usb. " +0,thread priorities specify the relative priority of one thread versus another. +0,"it returns a long result, which can be simplified. " +0,when i try to implement the subprocess stuff things start to go wonky. +0,the digital millennium copyright act (dmca) is a united states copyright law. +0,thank you for your help! +0,"however, i don't understand what it means by telling me to set a higher bracket nesting level using fbracket-depth. " +0,linux mint is an operating system based on the linux distribution ubuntu. +0,"i found one example but it is dnxbased, and i don't want to follow this way, as dnx is deprecated. " +0,use this tag for questions related to jdf files. +0,but when i press the button the paddle disappears how do i solve it. +0,"while this may make learning assembler easy, it does present come compromises when coding in c or c++. " +0,the traffic lights should work in normal mode for 2 minutes and 30 seconds. +0,i have upload code in arduino for a project but know i want to remove this code from arduino kit and want to upload new code which has different functionality than old one. +0,"examples: desktop, program files, control panel, favorites, ... + +as of windows vista, known folders replaces the special folders (csidl) functionality. " +0,"warning: long text ahead +let me explain my findings so far: +functions +advantages + +single solution approach - solving the scenario with a single service +built-in authorization +organization - saving user's files to separate folders inside adls +http endpoint - to send data only a post is required +cheap & pay-as-you-go - charged per request + +disadvantages + +bindings & dependencies - functions doesn't have adls bindings. " +0,i also had to use a setarch _target_ wrapper around the build command. +0,"(low ms) +thanks " +0,site url : neoload by neotys +0,"but again, not clear if it will work with rpi 3. " +0,i know how to save to a file using the code below (and timestamp the feed) and i know how to stream using uv4l but i am simply too bad to do it simultaneously. +0,"partitioning is a way of dividing a table into related parts based on the values of partitioned columns such as date, city, and department. " +0,just run sudo halt and wait until the green light turns off to power it off. +0,"ususaly, i.e. " +0,have a look at kannel. +0,"if want to use table as output, you can use the one under storage account. " +0,the only reason i wanted a self-contained c++ program is the arduino environment. +0,so what i can do to this problem? +0,it is the interface for most of the properties of a shape that effect the shape's apprearance and behavior. +0,how can i use internal memory in android? +0,i read that it is necessary to edit anti collision algorithm when cascade bit is 1. +1,"validating amp pages +there are three ways to validate an amp page: +add to the url, for example url, then check the browser console for validation errors. " +0,"oh ya using python-mysqldb +cheeers " +0,i am using arduino and accelerometer mma7341 to measure the acceleration in x direction of an oscillating metal table. +0,but i'd like to know if the performance would be the same on a raspberry pi running the same os. +0,fittext is a jquery plugin for scaling up text sizes. +0,to upload both the nodemcu firmware and lua files? +0,"stands for adobe flash media server version 3, a video streaming server. " +0,"this is the same as your third point, use this random number to set the position of the food in food_square (food_square[random_number] some_value). " +0,as gsm provide tcp connection via at commands. +0,i'm doing a project that requires me to write a little library with some definitions like the following for each character in my alphabet. +0,i have a function (shown below) that i need some advice on. +0,following snippet concats all signal-codes received in a short frame of time as one press on your remote sometimes results in more than one signal-code. +0,"essentially it provides, to the application, a new version of the functionality that is required to send and receive data through sockets. " +0,"if i chose execute, the script runs normally. " +0,"it can be expected that a library takes control of the cs_ pin, but it also should deassert it after the job is done. " +0,"do you think this project is possible to realize with the raspberry pi, with a resolution not less then 720x400px and a frame rate of at least 20fps or better 30fps? " +0,"also, i used to read four bytes together like this: + +... and try to to the same as before (try to get the next position (read[x+1])) but it tells me similar things... " +0,i use arduino uno (arduino 1.8.3). +0,"conversely (as showed in the code), if the number is even we need to put the if statement code with the lsbval and then use the result. " +0,"even so, it provides several benefits: + +no more separate create table or alter table statements for each database. " +0,"(in this case, try connecting an external power source to your board) +there is some problem in the circuit around maxim ic. " +0,we want to play a wav file somewhere in my headless uwp background application on windows 10 iot core. +0,please advice. +0,"the app will enable first the bluetooth, and connect on a bluetooth module before you can use the on and off button to control a led. " +0,this class should be used to either enable the adapter to bind data to views it doesn't support or to modify the way the adapter currently binds its data. +0,stefan +0,it is based on a diploma thesis around which an open source community was created. +0,but i couldn't find for c sdk. +0,"graphexp is a lightweight web interface to explore and display a graph stored in a gremlin graph database, via the gremlin server. " +1,"amazon zocalo is a fully managed, secure enterprise storage and sharing service with strong administrative controls and feedback capabilities that improve user productivity. " +0,"bits is exposed through component object model (com), making it possible to use with virtually any programming language. " +0,"the pe format is easily recognized by its ""mz dos header"" (0x4d 0x5a, ""mz"" for ""mark zbikowski""). " +0,thank you. +0,"typically, this tag can be seen together with tags like qstring, qobject, qt-signals, qfile, qiodevice, qvector, qlist, qtextstream, qthread, qsettings, et al. " +0,"if someone can suggest c# or c++ api, both are option for us. " +0,while you are at it you may want to use str.format for readability. +0,"improved performance working with large javascript files: think 70k+ +lines of code (even if its all on one line!) " +0,"it makes a difference if you are using the compiled c client or the java client, .net, cobol, etc. " +0,you should use the wifi antenna; you can get one from sparkfun or amazon and configure it via the gui. +0,"for questions about the book, use kernighan-and-ritchie instead. " +0,the ipa symbols that are ordinary lower-case letters have the same value in x-sampa as they do in the ipa. +0,modern open-source javascript library for mobile-friendly interactive maps. +0,"related tags : + +excel-2016 +excel-2013 +excel-2010 +excel-2007 +excel-2003 +vba + +links: + +getting started with vba in: + + +office +excel 2010 +101 vba samples + +vba oop basics +msdn + + +excel: how do i ..., concepts, object model referece +vba: how-to topics, conceptual topics, language reference + + +reference books + +mastering vba for office 2010 +power programming with vba in + + +excel 2003 +excel 2010 +excel 2013 +excel 2016 + +professional excel development: the definitive guide " +0,"so just keep it to later: + +and later: " +1,"* <p> + * instead of hard-coding a username/password in settings and passing + * it on each ajax request, this method is called whenever a request + * is challenged for credentials. " +0,is that correct? +0,"there's nothing you can do about losing pulses, that's a wreck. " +0,"support vector machines (svms, also support vector networks) are supervised learning models with associated learning algorithms that analyze data and recognize patterns, used for classification and regression analysis. " +0,"terracotta is an open source jvm-level clustering software for java developed by terracotta, inc. " +0,"[github page] +the cli takes syntactic cues from the twitter sms commands, but it +offers vastly more commands and capabilities than are available via sms. " +0,"website with examples: url +github: url " +1,"an interface, built into the d3dx9 library, capable of manipulating mesh objects. " +0,please check the link and go through the redirected website.you found the answer for serial communication tutorials go for here and here +0,"i tried changing the buffer type to an int instead of a char, but it returned an error saying: + +error c2664: 'readfile' : cannot convert parameter 2 from 'int' to 'lpvoid' + +is there a way to send integers instead of ascii values serially? " +0,the ngtouch module provides touch events and other helpers for touch-enabled devices. +0,this is a really handy way to setup and manage devices. +0,in my arduino code i have added a delay in line no 24. +0,"time-sensitive applications often use udp because dropping packets is preferable to waiting for delayed packets, which may not be an option in a real-time system. " +0,you can use an android adk or the android ioio connected to an xbee module as i did in this article. +0,"differences between the itext core library and the android/gae port, are: + +itextg uses spongycastle instead of bouncy castle. " +0,kind regards +0,"if a community moderator is needed, i'm ready to be one. " +0,"create the route: + +turn ""device messages which do not match any rules will be written to the 'events (messages/events)' endpoint."" " +0,"it features a microkernel based design, modular design, message passing based api, unix like environment and posix compliance. " +0,"so my question is +how to integrate weave to android things image in raspberry pi 3? " +0,"so something is getting through, but it's garbage (i checked). " +0,"the image mastering application programming interface, or imapi, is a component of microsoft windows operating system used for cd and dvd authoring and recording. " +1,security token service. +0,"with teechart it is possible to draw, manipulate, print and export various kinds of charts. " +0,it provides a simple api for making requests and mapping responses to model objects. +0,"instead receive ""h2llooo"" i receive ""hllooo""." +0,tomkeddie's answer looks right: you won't have any problems. +0,"can you try these for a basic test: + +you can then use the cli to create from a csr. " +0,documentation can be found here (qt4) and here (qt5). +0,and ideas to learn on. +0,you only need one file for this. +0,"of course that required changing the serial port number from arduino -> tools > serial port +my board is working perfectly now. " +0,is a haskell http client library using conduit for parsing the http protocol. +0,i know the second part of the code has worked before and fully tested this on the same hardware. +0,"i want to make a 1 or 2 octave down audio pitch shift, from a line input to an output. " +0,replication tasks. +0,"the problem is that even with these things, the simplest computer vision programs take a lot of time. " +0,it is most commonly used by applications written for the microsoft.net framework. +0,you could try scanning the bus to discover all the devices and their addresses. +0,i have only tried this using c++. +0,"i think i am almost there with the code... +update +so i have updated my code. " +0,this is a python library that wraps around the telegram bot http api. +0,metaphone is a phonetic algorithm published in 1990 for indexing words by their english pronunciation. +0,very easy to do +0,"the kalman filter is pretty much the standard method for this: + +kalman filtering, also known as linear quadratic estimation (lqe), is an algorithm that uses a series of measurements observed over time, containing noise (random variations) and other inaccuracies, and produces estimates of unknown variables that tend to be more precise than those based on a single measurement alone. " +0,"development of version 5, based on asp.net mvc, was retired at the umbraco developer conference 2012. " +0,"for questions about file operations, use [file-io]. " +0,when the dev-board gets powered it is in wps connection mode and waits for the router to accept the wps connection. +0,in particular i prefer raspberry but the main programming language is python. +0,rtlcss is a framework for converting ltr css to rtl. +0,"i create a program as below to execute a linux (raspbian) command: ""omxplayer""." +0,you can then write on this editor. +0,"its a lightweight web browser with an http api, implemented in python using twisted and qt. " +0,": +java : + +arduino : + +any optimisation in the snippets above would be much appreciated. " +0,"if you set it to 28, then it won't be able to install on device with android 27. " +0,a computer program is a passive collection of instructions; a process is the actual execution of those instructions. +0,"my arduino code is: + +my php code is: + +and my html code: +<!doctype html> +<html> +<head> +<title>arduino + + + +

arduino and php communication

+ + + + +i've got two problems: + +arduino is getting only incomingbyte 0, so i can turn diode on, but i cannot turn it off. " +0,i have to send a sensor reading from a node to another node and then finally to the coordinator. +0,"problem: how to make & send a structure (from robot) like {sen1, sen2,sen3..,robot id} where sen1, sen2..are sensors values and robot id is to recognize particular robot. " +0,"plexe is an extension of the popular veins vehicular network simulator which permits the realistic simulation of platooning (i.e., automated car-following) systems. " +0,""".format(mac) +else: +print ""{0} services found for mac/uuid, ignored. " +0,so start your tests with small strings. +0,"what you want to compare is this: +45 < h_val && h_val < 65 " +0,"in it i've tried invoking node in two ways +first : + +second : +su -l ""pi"" -c ""/usr/local/bin/node /var/www/server.js"" + +in both cases my node app throws the same exception as when i try to run it from the command line without ""sudo"", so i'm assuming it's still not getting the right permissions it needs to run. " +0,"when the extension's startup() function is called, it must manually inject its user interface and other behavior into the application. " +0,i want something like this +0,"visit flowgear's website at url +for documentation on the platform check url +to signup for an account go to url " +0,"i tried replacing ""lps"" in the connect method call with the ip addresses (""169.254.128.185"" and ""192.168.0.102"")." +0,but i do not know where to download the usb-hid driver and how to load it. +0,the above is what shows in the logcat for the device. +0,"[...] the thingshadow class allows devices to update, be notified of changes to, get the current state of, or delete thing shadows from aws iot. " +0,(100ohm or not) you run the risk of killing the on-board eletronics. +0,i have just started using atom platformio and am trying to get a basic menu to run using a rotary encoder. +1,"note: i'm not too sure if it is just single, try the following if it doesn't work: + +singleuser + +switching to single user mode will allow you to login as root automatically and correct the issue on the pi. " +0,"the master node is running fine however when i issue the join command on one of the other pi 3 nodes it fails with the following error: + +i have tried these solutions and neither of them work, i get the same error on any of the other three pi nodes when running the join. " +0,how i can do that? +0,"ok, so i am using home assistant to automatically send myself a message at certain times of the day using the twilio api. " +0,"to implement this, i used an arduino uno (atmega328p microcontroller). " +0,the system was designed and written by dr. stu westin of the university of rhode island. +0,qsignalspy can connect to any signal of any object and records its emission. +0,"sometimes i get a series of timeouts using the arduino ide upload, which is usually fixed by removing and re-inserting the usb. " +0,sqlalchemy-continuum is a versioning and auditing extension for sqlalchemy. +0,"thanks user519274 for the tip, here's what i did for reference: +remove the sd card from the raspberry and put it in another computer + +put the sd card back in the raspberry, it should start up and uname -r should display 1034 +make sure you don't sudo apt upgrade or else you'll have the same issue again " +0,the vagrantfile is a ruby file used to configure vagrant on a per-project basis. +0,"if you did use the sdk, you could not ""sync"" commands over to your google home mini. " +0,it also gives some time to ctrl-c when connected by serial port and stop the reboot loop. +0,"the content-encoding header is always set, but some proxies will strip this out. " +0,"created #define __nr_helloworld (__nr_syscall_base+388) in arch/arm/include/uapi/asm/unistd.h +added definition in include/linux/syscalls.h +finally implemented the syscall in arch/arm/kernel/sys_arm.c with the name sys_helloworld +after cross-compiling, it says: +arch/arm/kernel/entry-common.s:108: error: __nr_syscalls is not equal to the size of the syscall table. " +0,i think that the server is working because everything works great with netcat. +0,the delaymicroseconds() function disables interrupts while it is running. +0,"this in practice worked perfectly on my laptop however when moving over to my raspberry pi the python program plotting the data returned this error: + +running python 2.7, bokeh 0.12.6 +file dataanlysis.py: + +i have searched the web as best i can, uninstalled bokeh and reinstalled it both using pip still with no luck. " +0,i am trying to fit a program i have written using tkinter onto a 3.5 inch raspberry pi lcd. +0,"?j +why? " +0,use esp8266httpclient http lib to post to thingspeak via esp8266. +0,"running the windows routine to detect problems with the network, i got the response ""npcap loopback adapter does not have a valid ip configuration. " +0,i use pip and easy install and the error is always the same. +0,"this way, you can automatically set up your network on software. " +0,"everything a raspberry pi 3 ""knows"" is on that little micro-sd card." +0,"the lines returned immediately, but the amount of delay increased over time. " +0,any suggestions? +0,this is my opencv code. +0,"isrecording variable never initiated or assigned any value, so it always false. " +0,let me know if it works for you. +0,"a liquid layout, sometimes also referred to as a fluid layout, is a css technique in which the majority of the page components have percentage widths, and thus adjust to the user's screen resolution. " +0,more details here: url +0,"it can be used for many things like remote controlling browsers in web testing, or background tasks running for creating screenshots of programs or web pages. " +0,"an implementation of the interpreter in the first chapter of the book ""modern compiler implementation in java""" +0,questions about the node.js passport-saml module. +0,so i'd be interested to understand how this wakes on bluetooth work.. are there other commands to be run (like the wol mechanisms ?) +0,"moa is (freely) available as a standalone product, or as an extension to weka, as far as i remember. " +0,i googled and found that a 10uf capacitor between ground and reset pins would prevent the reset from happening. +0,i guess the program can't find where video is. +0,the hardware is selected as it works if i were to use things like pinmode on the pin for an led works fine. +0,ok guys i figured it out. +0,"example: + +i should get something like this: + +below here, i put the code that i wrote for the project. " +0,looks like a bad intall of nodejs. +0,the cmd pin sends command from host to card and also a response from card to host. +0,"i believe that i could create a library with the font, but is that the best way to solve this problem? " +0,no two programs can grab the usb port at the same time. +0,use to enable cpython restricted mode. +0,"anyone knows what i have to do, to get the right values through bluetooth? " +0,"sleep 10 +end +to: +while true do sp.write(i.chr) # <-- this sends a single byte binary representation of the ""i"" value, not the ascii. " +0,the problem with solutions 1 and 2 is that you're using an initialiser ( i.e. +0,"created for apps that use +navigation and tab bars to transition between views, storyboards eases +the development by managing the view controllers for you. " +0,with 'gps' is an instance of softwareserial: +0,i'm trying to create a tkinter app that incorporates the use of a touchscreen keyboard and will be run off a raspberry pi. +0,i'm trying to have it play a sound when a button connected to the i/o pins is pressed. +0,"if you didn't need to convert into an integer, it would have been easier to tokenise the string yourself by using a for loop and checking if the character is equal to ':' since the string is so short. " +0,"nodemcu-pushbullet-notification +it seems very simple, but i'm experiencing unexpected difficulties. " +0,"there is also a jquery plugin with the same name that provides accordions, tabs, and fieldsets from simple container mark up. " +0,by the way the tag should be 'mpmoviecontroller' without that extra 'w'. +0,i want get json from my website. +0,"the event can be death, occurrence of a disease, +marriage, divorce, etc. " +0,oh well... but i came up with the idea of teaching serial com btw arduino and android with a usb otg adapter. +0,"revert generally refers to operations that put a system, environment, or application into a previous state. " +0,"documentation +github " +0,"kismet, is used to visually program certain features of a unreal development kit map. " +0,"(i get ""3"" on the console) +the arduino ide on the other hand gives me a compiler error: +error: expected constructor, destructor, or type conversion before '*' token +i wonder why these two compilers behave different in this case and if there is a way to get my code to work in the arduino ide. " +0,"you then configure pin 18 to function 1, so it works, but pin 24 to function 3, which does not. " +0,"a copy/paste is rarely sufficient, because this introduces several additional variables (we will need to correctly guess about your web browser's handling of the text, too, and the web server's, and the tool you used to obtain a copy of the text, and so forth). " +0,"i should mention that debouncing only matters if you care about sensitivity and timing, but i don't know the application requirements to recommend you otherwise. " +0,"""managed bean"" is a java ee specific term for javabean classes which are designed to act as a controller in some mvc application. " +0,"url +tls: __thread +sigsegv: normal +notifications: epoll +architecture: armel,vfp+hard +disabled: none +misc: softdebug +llvm: supported, not enabled. " +0,"assuming: + +i know the iphone mac address +ip may change over time +i can't access so dhcp logs +i can run a server on a raspberry pi to sniff (i don't like it) " +0,"if you must use it, squeeze tag should be used to identify a question specifically about debian squeeze (release 6.0, the old stable release as of 2014-05-09). " +0,"the problem is that i always get this error: +esptool.py v2.6 +2.6 +esptool.py v2.6 +serial port com4 +connecting.....______....._______....._______traceback(most recent call last): +file ""c:\arduinol5\packages\esp8266\hardware\esp8266\2.5.52\tools\upload.py"", line 25, in esptool.main(fakeargs) +file ""c:/arduinol5/packages/esp8266/hardware/esp8266/2.5.52/tools\esptool.py"", line 2653, in main esp.connect(args.before) +file ""c:/arduinol5/packages/esp8266/hardware/esp8266/2.5.52/tools\esptool.py"", line 468, in connect raise fatalerror('failed to connect to %s: %s' % (self.chip_name, last_error)) +esptool.fatalerro: failed to connect to esp266: timed out waiting for packed header +esptool.fatalerro: failed to connect to esp266: timed out waiting for packed header + +i've done several internet searches to find a solution but nowhere to find an answer. " +0,"they are reserved words accepted by a compiler or interpreter, and thus can't be used as a variable or function name. " +0,trying again. +0,xml and html reports can be generated as output. +0,every time i call the function with the report function it returns me 0 duty cycle and spin. +0,i am building a small robot based on a raspberry pi and a pic microcontroller (pic16f1937). +0,"you could just as well write +h dht22_dat[0] << 8 | dht22_dat[1]; + +if you preferred that notation; the point is to make from the two individual bytes the 16-bit integer value that they represent. " +0,"the code is from this example: +url +i'm now trying to dequeue the data from *rx_buffer and write it to another buffer. " +0,what could be causing this? +1,"features of ""php2html"": + +creates static html files from dynamic php urls +verifies links reference in php files +updates local web sites when updated html files are created +updates remote web sites via ftp when updated html files are created +sends custom e-mail alerts when php referenced links are invalid +supports smtp and username/password authentication +supports ftp and username/password authentication +custom monitor intervals can be configured for each domain " +0,does anyone have any idea how to make this work? +0,i had encountered same phenomenon. +0,react-motion is a react javascript package to provide physics based spring animations to react components. +0,"this allows important notifications to be noticed immediately by the user, and makes it convenient for the user to access the tray icon for a running application even if the application window is minimized or hidden. " +0,most operating systems have an option when browsing the filesystem to open a specific file with an application that the user chooses. +0,to pinpoint the problem i picked a case where serial.print() gives the expected result but client.print() does not. +0,then ws will connect to database and insert it. +0,i have received an arduino uno and some code for it as part of a project i am working on. +0,a simple enum e_state allow to define the list. +0,django evolution provides support for updating database table structure based on model changes. +0,elasticsearch marvel is a management and monitoring product for elasticsearch. +0,i am doing this on a raspberry pi model b and i am using python 3 and the latest version of pywws. +0,c extensions to accelerate the ruby bson serialization. +0,"even if i tried different buffer size from 128 up to 4096 the result is almost the same only about 5,7 kb is transferred in n loops ( where n 5744/buffer size) +then i understand that communication between m4 and esp32 via spi seems to be working fine, so i received real confirmation how much data was transferred to esp32, but it doesn't mean that esp32 have already sent it to the ftp server via tcp, am i right? " +0,what i know so far these functions are used both to set the digital pins as input or output. +0,"and a newline to the screen, its +length is 106 active command characters. " +0,"i have a gold tag badge in discussion, javascript, and jquery as a representation of some of my content contribution; and as far as outlook, the reason gold tag badges are significant to moderation is because of the increased close vote weight for gold tag badge holders, a feature request i authored which resulted in the dupehammer feature. " +0,"your main script body is using the global variable w. however, the two functions you defined have each their own local variable w. anything these functions do to w stays inside the respective function. " +0,"links: + +project site +github +documentation " +1,"let me quote: +memory is leaking (some 24 bytes, depending on hostname size) every +time i use esp8266httpclient to get data from a secure site. " +0,"there's only a warning in the eclipse logcat : +w/powerui(654): unknown intent: intent { } +nothing else. " +0,what do i have to add that the file get the original file extension that they are saved on the raspberry. +0,"and you are right, it's a bug. " +0,user-created plug-ins can extend almost any area of functionality and their development is the most likely reason for this tag appearing on stack overflow. +0,"e.g., and then becomes just #include ""ir_sensor.h"". " +0,"all i need is the algorithm, maybe a peek at a library, if one exists. " +0,mdc (*mapped diagnostic context*) is a way to attach thread-scoped named identifier that can be added to every log message from that thread. +0,so i bought myself an arducam esp8266 uno v2. +0,"here is the error message: photo +if you are wondering why i am not posting this on the page, it is because it is several years old and noone goes on there anymore. " +0,"the data is collected and stored in a database on an industrial pc; i've got the pi hooked up to it via a wired network, and i'm using php to pull data out of the database and display it. " +0,thx and any help is appreciated +0,"geometry shaders are the 3rd type of gpu shader programs after [fragment-shader] and [vertex-shader] and process whole primitives like points, lines or triangles. " +0,playcanvas is an html5/javascript/webgl game engine +0,i am wondering how i can make it so that the widgets will dynamically scale according to the window size. +0,they will use some caching techniques to boost speed of your data. +1,it can create a virtual encrypted disk within a file or encrypt a partition or (under ms windows except windows 2000) the entire storage device (pre-boot authentication). +0,"not for questions regarding documentation, licencing or other legal issues. " +0,echo. +0,nesper is a clr-based component for building cep and esp engines. +0,"there are several geoip services which have free plans: + +url +url +url + +and here's one which doesn't require an api key: url + +that will get you some json data with the location of the devices which made the api call. " +0,"i am working on a home automation project with my raspberry pi and i have this piece of code running in my php file: +after a day is selected the page refreshes, after the refresh the selection is returned to default. " +0,"therefore if you use maps that requires you will be granted the permission at install time and will not need to code anything for ""runtime permissions"" as they do not exist." +0,it was burninated during the last major cleanup. +0,a few days ago i started working with the arduino. +0,there you go! +0,for questions related to micro focus mobile center. +1,this tag should be used for any questions to do with programmatically pre-authorizing/authorizing/refunding transactions using datacash's api. +0,"my problem is that one: +i'm using deluge to download torrents, but sometimes it lost the connection with the localhost (127.0.0.1) and periodically i have to check if it still running, how can i improve the above code to automatically reconnect to the host? " +0,pspice is a spice analog circuit and digital logic simulation program for microsoft windows. +0,oracle recovery manager (rman) is available as a command-line tool and can be accessed from oracle enterprise manager. +0,just think about it. +0,the ending null character (\0) remains in place. +0,"when testing with dell venue 3830 (intel processor,kitkat os) its playing fine, but when testing using samsung gt-s7582 (armv7 processor, jellybean os) its producing weird loud noise. " +0,the apache documentation has further information about mod_rewrite as well as simpler solutions for many common use cases. +0,and separate each row with a new line. +0,"this tag can be used for questions specific to storing, retrieving, and viewing this kind of date information. " +0,i checked device manager and it showed the arduino under com/lpt ports. +0,"you want to provide a class library of products, and you want to reveal just their interfaces, not their implementations. " +0,please be advised that running scapy which perhaps depends on tcpdump on raspberry pi might be cpu exhaustive. +0,"my code: + +example output: + +i am quite sure the problem is the r pi since i am looping back from the arduino to my pc with no problems. " +0,"alas, now the response is the login page (to be expected). " +0,"it works like this: + +really hope if someone could guide me in the right direction! " +0,"it's use is intended for javascript and css compression, primarily inside the new yui bulder called shifter. " +0,"if no, get a wireles dongle for the pi, create a hotspot with it so you can connect to it via a phone +if you want to develop a native app for it (android or windows), i suggest you try to make the php a rest api. " +0,"i'm confused - why does one macro consider ip_address to be a single +argument, and the other macro sees it as 4 arguments, while the +function works correctly: it sees 4 arguments? " +0,existing arduino project uses arduino brand duemilanove and ethernet shield. +1,"update: +failed to connect to device '192.168.1.17' using universal +authentication. " +0,"master configuration: +i've written a small python script to test the cluster: +import dispy +cluster dispy.jobcluster( +""/bin/ls"", + + +) +cluster.stats() +where: +cluster will be a new jobcluster that have the following specs +""/bin/ls"" is the path of an executable, the job for the node +nodes contains the addresses of nodes that will receive the job (in this case just one, my rpi) +ip_addr is the address used by master for communication +cluster.stats() print out the stats about the cluster created +i expect just one node connected, but when i run this script i got this stats: +2015...12:22 - dispy - storing fault recovery information in ""_dispy_2015..."" +node | cpus | jobs | sec/job | node time sec +----------------------------------------------------------------------------- +total job time: 0.000 sec +as you can see there isn't rpi node connected to master... +also the fault recovery file created is empty. " +0,"//lets say _sample.data2 importantparam +} +void myclibdostuff(char anotherparam) +{ +//do stuff! " +0,a wrapper around jq that is meant to be sed for yaml files +0,"i'm getting this error: + +is there any ways to change the gpio setup and using the servo together with the simplemfrc522 lib? " +0,java and related technologies frequently use properties files. +0,"i've tried writing only one axis, which proved succesfull with 1000 datapoints pr second. " +0,"a named range is a defined area, typically in a spreadsheet or document, used for future reference. " +0,"for questions about the clojure library ""buffy""" +0,sketch.js is an easy-to-use jquery plugin that allows you to create canvases upon which visitors can draw. +0,"i'm pretty new to this, so i will appreciate any help. " +0,"you can get the path like this: + +and access these files like this: + +for more information you can reference ""file access permissions"" and ""create, write, and read a file"". " +0,protocol buffers version 3 - a new language design that is not backward compatible with previous versions. +0,"this can be done in a few lines of java code, or you can use one of several frameworks to integrate this with your application. " +0,but this is a special case. +0,try to configure the interface completly manual with corrected ip-address. +0,the service uses these models to process new data and generate predictions for applications. +0,you would not need to use the google assistant sdk. +0,what am i missing? +0,the problem i have is that the hardware is extremely sensitive to electrostatic discharges. +0,the arduino (specifically atmel 328 versions) only allow you to write to flash memory when the bootloader allows it. +0,thanks for the help +0,"regarding your confusion between using or * in the function signature, you can either +use & as described above or you could define foo as void foo(string *x). " +0,"the only problem is that it creates a new url everytime it is started, but it solves my problem. " +1,dosbox is cross platform as well. +1,"a twitter client can have different permissions, and sometimes needs user authentication in order to be able to do certain actions on their behalf. " +0,an embarrassingly parallel problem is one for which little or no effort is required to separate the problem into a number of parallel tasks. +0,"the total size of the virtual grid is determined by the largest row and column that items are positioned at, adjusted for spanning. " +0,thank you a lot. +0,ow forgot to post the answer. +1,"it includes a collection of functional application blocks addressing specific cross-cutting concerns such as data access, logging, or validation; and wiring blocks, unity and the interception/policy injection application block, designed to help implement more loosely coupled, testable, and maintainable software systems. " +0,atomic primitive proposed to support certain concurrent programming techniques. +0,windows fundamentals for legacy pcs (july 2006): a thin client version of windows xp embedded which targets older machines (as early as the original pentium). +0,"motion can be detected by: sound (acoustic sensors), opacity (optical and infrared sensors and video image processors), geomagnetism (magnetic sensors, magnetometers), reflection of transmitted energy (infrared laser radar, ultrasonic sensors, and microwave radar sensors), electromagnetic induction (inductive-loop detectors), and vibration (triboelectric, seismic, and inertia-switch sensors). " +0,can please someone explain why this function does not make sound on everytime it is encountered? +0,"if that is really true, you'd need to write your own native library conforming to the interface of the one of the above libraries to make them useful. " +0,just feed the sensor data out of the arduino on a given interval and have the other side do the smarts. +0,"note: in this case, a uri is not used, but the intent's data type is declared to specify the content carried by the extras. " +0,using okhttp is easy. +0,(3). +0,in this case the destination is split across the mes and load is distributed among the mes. +0,"i'll only be sending short messages of < 100 characters, but do some brokers limit the amount of data they receive/send? " +0,hello i am new to stackoverflow. +0,here's a blog that i wrote a while back. +0,"i just commented line + +and it's working without echo. " +1,issue: website will not login automatically. +0,"questions about .docx files can use this tag, but should use ""docx"" primarily. " +1,base32 is a notation for encoding arbitrary byte data using a restricted set of symbols which can be conveniently used by humans and processed by old computer systems which only recognize restricted character sets. +0,i tought this problem might be caused by serial print buffer error and arduino is reseted from time to time so i turned off serial print but the error is still persistant. +0,my function correctly writes the configuration there and seems identical to the configs aded through raspbian gui... +0,"by default, arduino boards will reset whenever a serial connection is established with them. " +0,"this function receives the data: + +print the buf variable. " +0,the program works when i use arduino's serial monitor to pass the string. +0,"sparkfun example code: url +most of it went pretty smoothly, until i tried to make the software serial communications a member variable -- i keep getting errors like: + +i found a stackoverflow post that seems to address this issue (creating a library for an arduino), but their solution doesn't seem to work for me. " +0,"we can also observe that you could choose a timer pace that makes your thresholds fit in the 8 bit value; for instance with timer1 running at 8mhz/64, your thresholds would be at 186 and 194, with an offset of 16-24s. " +0,enable all compiler warnings - they help faster than posting a question on stack overflow. +0,i intend to package v 7.6.3 and make it available. +0,typeahead has its roots in the age of typewriters. +0,see: getting started with windows powershell. +0,apparently you'll need to do two things to use on your arduino. +0,"in the former case, you're screwed, since when you assign it to the port, it gets truncated to an integer (ports hold integers, right?) " +0,"iostreams use locales to support internationalization and are implemented as a hierarchy of class templates to support different types of characters, so that std::istream is actually a typedef for the specialization std::basic_istream>. " +0,can anyone help please? +0,"s3 is the main object oriented system in r. +read more about it here +base r uses s3. " +0,"the devices successfully pair, however they will not connect and the following error message appears on the monitor connected to the pi: +connection failed - +gdbus.error:org.bluez.error.failed: no such file or directory. " +0,"the error goes like: + +and my code is a 'simple' setinterval (1500 ms) with a async / await in it: + +anyone else has ever had this problem? " +0,"can you turn on debugging information, or connect some port monitoring hardware/software to display the data going over the serial port to the local xbee? " +0,"since my voice assistant is written in python, i thought i could use the module to do a os.system('tmux kill-session -t radio'). " +0,edgent is previously named apache quarks. +0,only very details system information will differ (like co-processor 15 registers). +0,"the basic process was setting up an augraph, a sampler unit (audiounit()), a musicplayer and a music sequence: + +then i made a function to populate the music sequence: + +so...i cannot understand how to detect note events and animate the ui based upon them in real time--i understand that setting the user callback or midi endpoint have to do with this, but i am using swift and there seems to be little documentation that i'm able to understand out there on this subject. " +1,you can use an azure eventhubtrigger function for getting each event from this stream pipeline and based on the system property of the eventdata object such as an iothub-message-source can be the events filtered between the telemetry or twinchangeevents sources. +0,"i don't know your exact requirements, but is there any problem in making non-copyable, just movable? " +0,"""; +char *strings[10]; +char *ptr null;`enter code here` + +void setup() +{ + serial.begin(9600); + + byte index 0; + ptr strtok(array, ""...""); // takes a list of delimiters + while(ptr null) + { + strings[index] ptr; + index++; + ptr strtok(null, ""...""); // takes a list of delimiters + } + + for(int n 0; n < index; n++) + { + serial.println(strings[n]); + } + } " +1,"the most proper way is to use in the directory : /etc/apache2/sites-available/ +the default is pointing to /var/www/ +i'm always creating a user for a project and then i point the virtual host and i use suphp for the security. " +0,"check out url , im sure they can provide better help for you. " +0,org.apache.catalina.lifecycleexception is a general purpose exception that is thrown to indicate a lifecycle related problem. +0,the board controls some motor to move around. +0,"i can run video fine without running x with omxplayer but i would like to also display an image without having to load the desktop, either via c or something i can run from the shell " +0,"the model represents the business or database code, the view represents the page design code, and the controller represents the navigational code. " +0,the new library i used +0,"open vswitch supports standard management + interfaces (e.g. " +0,details are available on the esapi homepage. +0,i have azure function that is triggered from iot hub (azure event hub). +0,then i tried to look at mongodb's own logs in /var/log/mongodb and the last entry was at jan 15 17:51:54! +0,1) what has changed? +0,can anyone clarify the confusion? +0,"if your question applies to python 3.x but not to python 2, use the tag python-3.x. " +0,"depending on the computing service that it offers it could be a database server, file server, mail server, print server, web server, gaming server, or some other kind of server. " +0,usually this tag is relevant on questions involving conversion from the representation in a number system to another (e.g. +0,"function gets raw value as the first parameter and should return value which will be used in calculations of color, with which particular region will be painted. " +0,"buckminster allows development organizations to define fine-grained ""production lines"" for the various stages in software production - unit testing, integration testing, field deployment, staged migration, etc. " +0,"i've made a deep search in the service script and found the call to start-stop-daemon: +start-stop-daemon --stop --quiet --oknodo --retry 5 --pidfile ~/.mpd/pid --exec /usr/bin/mpd + +if i execute this command in a console (without the --quiet option) i get the following message: +no /usr/bin/mpd found running; none killed. " +0,i'm using an ssd1306 oled and have a question about it. +0,"the docs say to route messages within edge properly based on the content of the body of the message, you have to set the content-type and content-encoding system properties, as shown in the sample below that uses the sdk + +however, for a client that does not use the sdk, and instead uses straight mqtt such as the paho client (as in this example), how do you specify those system properties? " +0,code posted below. +0,unfortunately gstreamer does not have any inbuild signaling layer or protocol. +0,a 'system-on-chip' is just as the name says. +0,"after starting the timer, every 10 seconds method run() in class timeout will be called which then calls necessary methods. " +0,"you need to create an account on you team viewer application, and register your target station's team viewer to your account. " +0,strongloop arc: a graphical ui for the strongloop api platform that complements the slc command line tools for developing apis quickly and getting them connected to data. +0,"slimerjs allows you to interact with a web page through external javascript code: + +opening a webpage +clicking on links +modifying the content... " +0,build starts normally but then fails and shows downloading gradle but then throws error showing: connection reset +0,a lightweight pub/sub messaging system for app-wide or per- object loosely coupled events. +0,tcptrace is often used to debug http services and interactions. +0,i'm wondering how i can get rid of this error and what is causing it. +0,"in addition to the changes to the standard, a new community development model is being adopted to ensure the standard is developed, implemented, and adopted by the broad repository community. " +0,visit url +0,hope this help. +0,all operations are covered by calling public api functions. +0,i suggest running a background thread that blocks on reading the serial port and just writes the character to and flushes whenever it receives one. +0,only tag the question as css or html if you are asking about an issue that concerns the combination of one of those with javascript and could only be answered with information specifically regarding either of those subjects. +0,"there's an error in your code, it won't compile. " +0,"by that time, the buttons haven't been pushed and thus it seems like it's not working. " +1,oauth provides client applications a 'secure delegated access' to server resources on behalf of a resource owner. +0,123456!abcdef!qwerty! +0,"however this seems kinda overkill for this sort of thing and personally i would do this straight in php like: +$cursor $db->collection->find(array('datetime' array('$gte' time()-3600))); +$sumwatts 0; +foreach($cursor as $_id $row){ + $sumwatts $row['watts']; +} +$db->othercollection->insert(array('sum' $sumwatts, 'hour' mktime(date('h'), 0, 0)))); + +that will normalise the hour of all rows to the full hour of when it was processed. " +0,"in meteor, each template has a local dictionary of helpers that are made available to it: + +to define helpers available globally throughout your app, use . " +0,returns an error). +0,"then, on your android device, you can install an application called pushbullet. " +0,"pow(x,1) sometimes returns x regardless of what value x is +pow(x,0) and pow(x,infinity) can result in 0 or infinity based on mathematical result and the signs of the arguments. " +0,"it can be shown in two ways: + +deleting a filename using inode: +find -inum inodenumber -exec rm {} \; + +links +intro to inodes " +0,a camera is attached to the board. +0,use [sql-server] instead. +0," +should be + +incidentally this is an odd piece of code +std::string unexport_str ""/sys/class/gpio/unexport""; +ofstream unexportgpio(unexport_str.c_str()); + +why not do it the simpler way? " +0,"tools for rewriting history +changing history in a git repository means rewriting all of the subsequent commit history from that point. " +0,i want to develop a pyusb program which listens to data from usb. +0,yad depends on gtk+ only. +0,i also connected the rx fo the module to the serial tx to try to get the date from there just in case the softwareserial wasn't working. +0,"if you've developed your application for android 3.0 (api level 11) and higher, items from the options menu are available in the action bar. " +0," +this function will sort an array by its values using a user-supplied comparison function. " +0,i'd like to use aws iot to manage a grid of devices. +0,"i just started looking into serial data acquisition and was wondering if there is a way to check, if data is available at a given port and if so how much? " +0,there are valid applications. +0,"i try with pullup, pulldown setup but the problem is the same. " +0,offers a set of functions to manipulate the button's appearance and behavior. +0,the code runs fine but the loop does not break when an event detected. +0,"you can add new objects to maya using the api, and code executes approximately ten times faster than when you perform the same task using mel. " +0,i would expect my i7 macbook to be able to handle this without problem.... +1,"by using roles, workflows, and lifecycle rules, administrators can enforce security policies across all enterprise systems. " +0,"this is, in fact, a perfect duplicate of this question android - receive bluetooth data from arduino, but, unfortunately, this remains unanswered. " +0,"webkit/gtk+ is the new gtk+ port of the webkit, an open-source web content engine that powers numerous applications such as web browsers, email clients, feed readers, web and text editors. " +0,"sound, complete and non-redundant axiomatisation of functional dependencies is given by armstrong rules. " +0,do i need to enable a setting on pi anywhere..? +0,"various searches on google and here turned up nothing, any help would be greatly appreciated. " +0,the key advantage of an esb is that it allows different applications to communicate with each other by acting as a transit system for carrying data between applications within your enterprise or across the internet. +0,"just choosing my key from options, click ok, the connection window blinks and nothing happens +edit: +just for an experiment i generated a new key on raspberry and added it to bitbucket - that worked. " +0,"i would like to do something like so: + +but i just can't seem to get it to work, and get a multitude of errors. " +0,"to alleviate these concerns, log4cxx is designed to be reliable, fast and extensible. " +0,i expect your dac cannot drive a normal speaker load. +0,"unless the length of this file is explicitly aligned to block size, you may have audio artifacts when looping. " +0,the code compiles without error but generates a run time error. +0,after a week passes the rpi2 gets stuck again. +0,"error 1093 (hy000): you can't specify target table '%s' for update in from clause +explanation +the mysql update statement doesn't allow subqueries against the same table that is being updated. " +0,"so, i found this site: url +it confirms that my algorithm is ok. from the datasheet of the hih-5030 one can read: + +now to the math (how to actually get %rh) : + +then for temperature compensation: +//xt sensor rh% (0-100%) temperature compensated +//xt (x*1.0546)-(0.00216*getsensortemp) + +hope this helps someone more than me! " +0,i think you're options are to look for an alternative package or to convert your code to python 2. +0,"yes, you can search in the web for those, i have been playing with: +hiveqm: broker.mqttdashboard.com +and +eclipse: iot.eclipse.org +and they allow you more or lesss the same features you need for the test... +for the andoir part, paho is a pretty good way to go... +but fisrt step fisrt, pub things with arduino and check that the broker is understanding you + that another client(mqttfx) can get the info and send you something too :) " +0,"temp self._combine_bytes(data[4], data[5]) + if temp & 0x8000: + temp -(temp & 0x7fff) + temp 10.0 + humi self._combine_bytes(data[2], data[3]) / 10.0 + return (temp, humi) + +am2320 am2320(1) +(t,h) am2320.readsensor() +print t, h " +0,"pins 5-8 of the keypad are connected to portd, pin 4-7 on the nano. " +0,i need a clean audio. +0,dialogue represents any method of interaction between the application and the user in-which the user have to take decision to do some action. +0,"found the following in api - mmalobj +warning + this part of the api is still experimental and subject to change in future versions. " +0,"however, this is not possible with variables. " +0,so i think the best way (and probably only way on windows phone 7) would be to communcate over internet or local network with the arduino acting as a server which the windows phone 7 app connects too. +0,"i solved this as followed (with using apache instead of nginx): + +changed envvar files as followed: +sudo nano /etc/apache2/envvars + +change: + +to: + +created the symlink, and allowed apache to follow symlinks by editing conf file: +sudo nano /etc/apache2/sites-enabled/000-default.conf + +and added the following lines between virtualhost tags: + + options followsymlinks + allowoverride indexes + + +done. " +0,mega thank yous to anyone who has any idea! +0,this is terrible to debug but i managed to narrow down the problem to a function which uses analogwrite(). +0,after that i have set the permissions and now it should work. +0,"on this computer i'm currently using linux mint 18.1 +any help is greatly appreciated. " +0,"i want the 2 constants/defines to be ""defined"" so pin13 cause a compiler error, but pinled might be named different in many projects +i have tried this : +#define p(no_,name_) \ +if (true) { \ +pin##name_ no_; \ +pin##no_ no_; \ +}\ +else true + +this works but does only 1 define instead of 2 : +#define p(no_,name_) pin##name_ no_ + +this was suggested by many as the correct syntax. " +0,"version-specific tags include excel-2000, excel-2002, excel-2003, excel-2007, excel-2008, excel-2010, excel-2011, excel-2013, excel-2016 and excel-2019. " +0,i am doing a project smart cane companion for blind people to guide them to walk avoiding the obstacle in their path. +0,"i know when i am running my teensy, sometimes i have them switched and need to select the correct one. " +0,"it alerts them in a modal popup dialog, and also falls back to the browser's default onbeforeunload handler for events outside the scope of the document such as, but not limited to, page refreshes and browser navigation buttons. " +0,"i know that the rs-232 connection does not use ttl or 0 to 5v signals, and would question what signal levels are produced by an rs-485. " +0,so is there anyone know anything about this problem? +0,you can use the google translate api to programmatically translate text in your webpages or apps. +0,i saw many posts having same problem but without answer or real solution. +0,those files exists in our arduino az3166 package. +0,spray-client provides high-level http client functionality by adding another logic layer on top of the relatively basic spray-can http client apis. +0,make sure that all connections are correct. +0,the alternative is to code my arduino uno using the avr-gcc/g++ and avrdude toolchain. +0,i want to upload the value of 'age' every 60 seconds but the code to calculate the button press must be continuously running so that i don't miss any button presses. +0,"#if defined(__cplusplus) && ca_strict +public: + audiobufferliststereo() {} +private: + // copying and assigning a variable length struct is problematic so turn their use into a + // compile time error for eacy spotting. " +0,or how would data gathering be achieved? +0,what's the mistake? +0,below is my code. +0,what would you recommend? +0,various and powerful functions. +0,"ideally, the simplest way to achieve this is that the entire system design should strive to support all data changes through single insert/update/delete statements. " +0,"i am trying to build an application for my phone that receives data from raspberry pi (sensor states, etc). " +0,"some virtual machine software include: + +vmware +virtualbox +kvm +xen +dosbox " +0,"it includes features supporting screen display and user input, as well as an embedded interpreter that can be used to make a program extensible. " +0,virtualization - some systems use the mmu to implement virtualization (especially without virtualization extensions in the cpu) and others mmus provide assistance for the hypervisor. +0,this plugin was originally based on acts as taggable on steroids by jonathan viney. +0,"originally created by ali farhadi (url) and currently maintained by alexandru badiu (url), the html5 sortable jquery plugin is a lightweight alternative to other ""draggable"" jquery plug-ins, using native html5 wherever possible. " +0,"i'm not that experienced, so please don't take anything for granted :) " +0,the rendering speed of the examples is about as fast as native svg. +0,3) your code too complicated for simply scheduling data manipulation and writing it to file. +0,the form is often processed so that such files are stored onto the disk of the web server; this is why file input (or file submission) is often called file upload. +0,** +0,"i did it here +here +body 24262830 " +0,the arduino has an ultrasonic sensor and i want to send the distance detected by the sensor to java. +0,see wikipedia about magnetometers. +0,2.3 is the version name. +0,try running date or hwclock to make sure your clock is correct. +0,"i have changed baud-rate(115200 to 9600), and output was quite similar. " +0,represents zero or one. +0,"resources: + +waypoints home page +waypoints github " +0,your code has all of your > and < backwards. +0,"uc (uchar)pgm_read_byte( &mailbox[i][x][y][c] ); + +the compiler will insert pointer arithmetic for the [i]...[c], which may be wasteful in a loop. " +0,see the sonarqube tag for general sonarqube questions. +0,i've been trying different port communication methods. +0,this is how i've done this before because i have always been wary of having interrupt routines take too long. +0,"i have used the following code snippet: +void setup() +{ + serial.begin(9600); +} +int custom() +{ + serial.println(""hello""); + return 0; +} +void loop() +{ + custom+(1000); + delay+(1000); +} + +it compiles well and outputs nothing. " +0,windows mobile 5 is the successor to windows mobile 2003. +0,you need to have some filtering circuit to remove the carrier before feeding the signal into your serial reader. +0,""""". " +0,"then from your android app use all the normal, standard java to call this web service and get a suitable response, e.g. " +0,"i found a book but it is in other language not in english + (link is :url) +i also don't know the exact term to look for in google, for tutorials. " +0,"in the integer firmware version, the rounded up of the decimal digit (tl) is not added to the units (th) when is 10. " +0,i'm trying to install sdk for esp8266 for working with kaa. +0,i didn't try to use that information for filename extraction and so on but it may be useful for that. +0,here's some of my code. +0,"i can add this directory to the list of include directories using -i flag, but then i get the following error: +/arm-unknown-linux-gnueabihf/bin/ld: cannot find -lm + +the problem is similar: the libm library is located in /usr/lib/arm-linux-gnueabihf, not in just /usr/lib/ directory. " +0,body. +0,"sometimes, as is the case with networking, individual i/o operations can take a long time to complete. " +0,"a new version is released approximately once a week, with more stable ""long-term support"" releases roughly every six months. " +0,"yes, as far as i know, it does not support shared project for edge module. " +0,"http is used by browsers to retrieve web content, but can also be used for data apis, for instance, as a soap or rest service. " +0,you could also make usage of the standard bumper button class of johnny-five for that. +0,"there is no official flag for this, but it is listed for some entries. " +0,on the 'local gui'. +0,"i'm developing a basic azure iot remote monitoring solution with the azure solution accelerator ""remote monitoring""." +0,all searches i have tried led me to using a windows form and a button on ui. +0,if you have questions about c language use c please. +0,"done +package libfst4 is not available, but is referred to by another package. " +0,i'm able to write an arduino program that says what button i've pressed in the console. +0,i have this strange problem with my code below. +0,"your callbacks then process the parsed datasuch as by playing it or writing it to disk.""" +0,i have programmed a socket in python. +0,i'm just a beginner in arduino world. +0,"when you open the serial port on the machine your scripts runs on, it should raise its dtr pin (or you should be able to convince it to do so: the documentation of the library you use to drive the com port should tell you how). " +0,"my attempt: i have tried to just exit node with process.exit(1);, but the command line process is still running afterwards. " +0,my raspberry pi receive sensor data from arduino via bluetooth. +0,let us assume that i need to send the temperature sensor data from the registered device in the tenant to a hono consumer as shown in the below snippet. +0,i'm using a raspberry pi3 with raspibian. +0,"2. the pin code changes, and i can't make it fixed. " +0,"at this time, you cannot add custom variable in the output structure when exporting data from asa to azure data lake. " +0,a uibarbuttonitem is an abstract object representing a button or custom view on a uitoolbar and uinavigationitem. +0,"but when i play the app, i've got an error message ""invalid uri"". " +0,"in console i get an error when i press the button that says ""document is not defined"" and references my variable that is supposed to change the css styling: + +not sure why that is giving an error. " +0,it also performs pos (part-of-speech) tagging. +0,decoding seems okay i think. +0,"more sophisticated build environments than arduino have better and more complicated ways to deal with this problem, but the arduino world doesn't give you a lot of tools to handle this. " +0,"i have a bash script that works as expected from both the shell and the php command line, but not when called from a php page in apache (raspbian). " +0,"the reason for using evdev rather than pygame's built-in input management (or pymouse, or any other high level stuff) is explained in the next section. " +0,my project is an arduino rc car controlled with android. +0,"editing my original answer: +problem solution: + +the npipe:// broken problem reported here applicable to windows machines and is a problem whether linux or windows containers are used in docker. " +0,"to do that you just have to use x-ctu application and read the configuration of the module, and change it to at device. " +0,"if you're targeting the latest stable release of engine, make sure to look at the file in the appropriate git branch/tag. " +0,can a pi on windows iot be set as ap ? +1,"if you send a generic user-agent header, the server could not distinguish between a your tool and an regular browser. " +0,"a toast notification is a transient message to the user that contains relevant, time-sensitive information and provides quick access to related content in an app. " +0,"i know that the arduino is sending the sine wave contiuously, its just that in matlab, i only get a portion of it. " +0,#ERROR! +0,"trouble installing adafruit's dht11 python library +i tried moving the file, but still doesn't work + +- gpio error on raspberry pi when following adafruit tutorial +pi@raspberrypi:~/downloads/sensor1/adafruit_python_dht/examples $ ls -altr + total 28 +-rw-r--r-- 1 pi pi 2035 jul 5 15:28 simpletest.py +-rwxr-xr-x 1 pi pi 5715 jul 5 15:28 google_spreadsheet.py +drwxr-xr-x 10 pi pi 4096 jul 5 15:28 .. +-rwxr-xr-x 1 pi pi 2340 jul 6 13:19 adafruitdht.py +drwxr-xr-x 2 pi pi 4096 jul 13 14:08 . " +0,"this tag is for programming-specific questions referring to version 3.5 (""elvin"")." +0,"i don't now if the problem is with my api or the curl... +any help would be appreciated. " +1,fakeweb is a helper for faking web requests in ruby. +0,"is it something i'm doing wrong in python, or should i look for the cause in one of my raspberry pi configurations? " +0,on my mac it runs great. +0,"flurry also provides ""yahoo app publishing""; a set of tools that provides a flexible ad-serving platform that is easy to set up and use, enabling developers to maximize ad revenue and engage actively with users. " +0,"when a boilerplate application is created, it is a snapshot of the application boilerplate at that time. " +0,i'm attempting to establish a connection with the intel edison as a central and a regular android phone as a peripheral. +0,uib have a borland compliant conversion api for interbase and firebird. +0,"it is one of the most widely used probability distributions in inferential statistics (for example, in hypothesis testing or in construction of confidence intervals). " +0,"this seems the right way to do things, anyway. " +0,"another basic type of a stochastic process is a random field, whose domain is a region of space, in other words, a random function whose arguments are drawn from a range of continuously changing values. " +0,this tag refer to the library ggbiplot on github for the r programming language. +0,"here's where i got it from: +url +the only thing i'm doing to set it up is going to manage bluetooth devices on my windows 10 pc and clicking pair. " +0,a notification sent by a gatt characteristic as an asynchronous message shall be referred to as a gatt notification. +0,"right now i'm looking into semaphores but either i'm not quite getting how they work or i need something else, but similar to a semaphore. " +0,when i get the error logs from raspberry device as below. +0,how can a while loop be implemented to get the s blinking twice? +0,"imdbpy is a python package useful to retrieve and manage the data of the imdb movie database about movies, people, characters and companies. " +0,"i would make _bt a std::unique_ptr, create it with _bt std::make_unique and pass it like that (with std::move) or use std::shared_ptr if it's needed elsewhere. " +0,thanks for any helpful information. +0,how do you interrupt the timer and change the active led? +0,use this tag if your question is related to the inner workings of firefox or if it relates to code that is not working on firefox which does work in other browsers. +1,"ingres database is now known as actian x hybrid analytics database, and combines ingres oltp with the x100 table and vector engines for operational analytics. " +0,i send some data from an arduino using pyserial. +0,ps. +0,you should add the listeners after is ready. +0,"interfaces +provides both a message-based and a real-time interface for handling input +can handle mouses with up to five buttons +can handle four joysticks with up to seven axes and 32 buttons + +graphics + +interfaces very easily with opengl (see opengl samples) +modern effects available and hardware-accelerated: alpha-blending, rotations, shaders, ... " +0,questions regarding chef zero server +0,#NAME? +0,"in add: + +and it'll work. " +0,it depends on what teensy module you are using and how you're doing the wiring. +0,the problem i'm facing is that when creating a mock class that inherits from registrymanager i'm able to override all the methods except for exportregistryasync. +0,the mail() function depends on correct server configuration. +0,i've connected a .1uf electrolytic cap across vcc and gnd and another across avcc and gnd with the cathode (-) connected to the gnd terminal. +0,i used this website to create my ecg: url. +0,a complete song like this is too large forsoundto handle. +0,"*/ + rc snd_pcm_open(&handle, ""default"", + snd_pcm_stream_capture, 0); + if (rc < 0) { + fprintf(stderr, + ""unable to open pcm device: %s\n"", + snd_strerror(rc)); + exit(1); + } + + + /* allocate a hardware parameters object. " +0,"i am attempting to send serial commands to an arduino uno through php using the php_serial class written by remy on an macosx machine, and for some reason, it only works when i have the serial monitor from the arduino program open. " +0,"java nio libraries +the nio package is a fairly low level api but several third party libraries have emerged that simplify the development of nio leveraging software: + +netty: netty is an asynchronous event-driven network application framework +for rapid development of maintainable high performance protocol servers & clients. " +0,"right now i just have a back-end that is responsible for taking all docs from cloudant, adding to each doc the whole device state, and sending it to a frontend which then visualizes them (see example above). " +0,"url +url +url " +0,print preview is a software function to display a document or page before it is produced in its final form - often a physically printed document. +0,"problem is that we cannot start script as scheduled task and also we cannot run it with powershell -file (we tried all the options with unrestricted, bypass and remotesigned, we also signed it). " +0,"they can be played (controlled) via a variety of different input devices (including keyboards, music sequencers and instrument controllers). " +0,"if you have a device such as a raspberry pi sending commands, have you tried connecting it as an application to publish the command and then have the other device connect as device to subscribe and receive the commmand? " +0,"preface: shared code +consider the following context to be part of both branches of this answer. " +0,is like gsub but can take a replacement function or certain other objects instead of the replacement string. +0,array_walk() will walk through the entire array regardless of pointer position. +0,"then i tried an older, supposedly broken, arduino mega 2560 r3 board, one that had shown some different errors. " +0,"on the arduino, set setup your code to output something on the serial line (""arduino_output"") when you want to send an e-mail. " +1,what i have done is just to add 1 more flag to keep checking the before checking if a rfid card comes near to the antenna. +0,"odata v4 is an oasis standard, with more than 20 companies participating on the technical committee. " +0,i have an arduino which is reading in a set of three bytes from a program which correspond to degrees in which an actuator must turn. +0,"you can also launch managed, samba-based directories in a matter of minutes, simplifying the deployment and management of linux and microsoft windows workloads in the aws cloud. " +0,"if you are going to use it from the gui thread, you will have to use the non-blocking api. " +0,cal is one of the most advanced and powerful library that any developer can envision. +0,"a lightweight, easy to use, side drawer navigation controller " +0,it just has to be added to the settings.bundle and it will appear both in-app and in settings.app. +0,this is perfectly normal and good. +0,"most implementations should not derive directly from this class, but instead inherit from . " +0,should i try with a virtual serial ports tool? +0,"i am having a problem with a serial port communication between arduino nano and c++, even though the problem is in c++ side. " +0,"architecture +the bloomreach architecture is highly modular. " +0,"i'm trying to set the music stream volume to max, but the volume doesn't increase. " +0,"also, take a look at how to receive notifications. " +0,textpattern is an open source content management system written in php and uses mysql as a database backend. +0,"using bluetoothctl i can view, pair, and trust my bluetooth device. " +0,"in general, i am able to compile using boost libraries on both platforms but when i try to compile on windows for linux using boost libraries, vs2017 can't somehow find my libraries. " +0,"resources + +release notes for version 4.5.2 +official website " +0,"i this situation the pi receives lots of data through it's serial port every second; +satellite off, the pi receives about 12 bytes each second through serial port. " +0,you need to check if you are already connected and registered to the network (creg status). +0,"target platforms are windows, linux, osx. " +0,"some special characters are not supported +there may be a difference in the way your text links appear (colored underlines) + +yahoo classic html 4.01 transitional + +mailchimp kb +slideshare +sixrevisions guideline " +0,"otherwise just run those commands from the crontab every hour or so, for instance. " +0,(android 4.0+) is it capable of doing this? +0,treat each custom zone as a single unit of data that is separate from every other zone in the database. +0,for that i need to connect arduino to internet and i am trying to do that with wifi module. +0,"what i have so far is: + + +i don't know if i should try to store the times that the button is pressed in an array or do something else. " +0,what can i do so that i gets the right class? +0,winrt-xaml is a subset of the general xaml specification and a superset of windows-phone-8 xaml. +0,the platform is based on cloud foundry. +0,code splitting allows to load parts for the application on demand. +0,it allows users to add google maps layers to their openlayers map. +0,please could you help me from where i can start? +0,"in this mode, the attached android usb accessory acts as the host, provides power to the usb bus, and enumerates connected devices. " +0,i have made a virtual keyboard for uwp application that will be used in windows 10 iot. +0,you are trying to draw a line between each and every couple of numbers received by the two encoders. +0,i tried this on simulation and it worked well. +0,i've got the arduino side of things all-but-working: i can send a string via the serial monitor in the arduino ide (complete with flag values to mark the start and end). +0,i am having trouble entering the extended function mode of the . +0,"since i'm new to arduino and programming them, i thought someone could help with this. " +0,"i have tried configuring my xbees in the following manner: + +xbee (coordinator) and xbee (end device) - both in at mode (api disabled) +xbee (coordinator) - api mode and xbee (end device) - at mode +but yielded no results. " +0,unfortunately none of my solution's worked. +0,"searching on google i get only entries on how to define constants and simple functions with #define +thanks! " +0,"on the raspberry pi open /etc/rc.local with a text editior, i use vim, with the sudo command. " +0,i'm trying to use the broadcom bcm2835 otg functionality to use the rpi as a ethernet gadget in order to establish a network connection with a host (i found this is used with rpi zero). +0,"code on nuc: +#include +#include + +using namespace serial; + +serial ser; +static const uint8_t motor_id 0; + +void writemotor(uint8_t byte) +{ + size_t size 4; + uint8_t buffer[size]; + buffer[0] 'g'; //pid + buffer[1] 'o'; + buffer[2] motor_id; //address + buffer[3] byte; //data byte + ser.write(buffer, size); +} + + +int main() { + +ros::init(argc, argv, ""servo_esc_driver""); + +std::string port ""/dev/ttyacm0""; + timeout timeout timeout(0, 0, 0, 0, 0); + bytesize_t bytesize eightbits; + parity_t parity parity_none; + stopbits_t stopbits stopbits_one; + flowcontrol_t flowcontrol flowcontrol_none; + + try{ + ser.setport(port); + ser.setbaudrate(115200); + ser.settimeout(timeout); + ser.setbytesize(bytesize); + ser.setparity(parity); + ser.setstopbits(stopbits); + ser.setflowcontrol(flowcontrol); + ser.open(); + } + catch (serialexception e) { + ros_fatal_named(""failed to connect to the arduino uno, %s. " +0,"if you are using linux , the easiest tool for serial communication is php. " +0,the creators(myself and aaron mccoy) have left academia to pursue other projects. +0,"avoid pointers +instead of a pointer, it is conventional in c++ to use a reference for an object or a container such as a vector for a collection of objects. " +0,there are 11 levels of the task. +0,"if i start the program manually on the raspberry (""sudo python myprogram.py""), it just works fine. " +0,"first of all, it requires the use the safeserialport, which allows you to dispose the serial port properly. " +0,"i've read articles with the arduino as the subscriber, or as the server, or the android as the publisher, but none for this specific implementation. " +0,questions concerning the chaining of command line calls where the output of one call is used as the input for another call should use this tag. +0,do you already have google assistant configured on a rpi or are you looking for how to do this ? +0,what is happening here? +0,what is difference between azure internet of things suites and internet of things hubs and its usage? +0,"also, i thought this was a matter of the operating system it's running on, since the project originally ran on a windows server and i use raspbian on the pi. " +0,"thanks, +ashok " +0,"sending text... +sms sent! " +0,"i really think this is a permissions issue, but what other permissions might i grant? " +0,phonegap weather app that shows the weather at your current location +0,this was a pain. +0,a mean that calculates the n-th root of the product of the numbers. +0,"if users have your app already, when they search for related content, theyll be given the option to launch your app directly from the search results. " +0,"this is the loop that i have + +this is just a hobby and i put together things from mostly searching but can't crack this so would appreciate any help with it " +0,"there are versions for java, .net, and c, in both open source and commercial editions. " +0,this tag has previously been removed at it has too many possible meanings and is not useful. +0,so my question is: is it possible to gain some kind of access to the arduino library i have used for my led strips from java? +0,i have used the demo app to manually write a hex value to the device and it works. +0,"badges: 5x steward, marshal, copy editor. " +1,it cannot have network access and ideally should be encrypted by veracrypt. +0,i have search everywhere to solve my problem even tough needs alternative ways i will at least doesn't required new hardware. +0,earlgreys synchronization features help ensure that the ui is in a steady state before actions are performed. +0,"javascriptools is a set o javascript components, functions and classes " +0,controllerarea network (can or can-bus) is a vehicle bus standard designed to allow microcontrollers and devices to communicate with each other within a vehicle without a host computer. +0,then i created a boolean 'tapped' flag which was set in the interrupt handler. +0,"int is indeed 16 bit on mega 2560 +ppps. " +0,thanks. +0,running jessie on a raspberry pi v2. +0,sandstorm is an open source platform for personal servers +0,templates are simply functions that can call each other. +0,elasticsearch-sql is a sql-like syntax for elasticsearch introduced in version 6.3 of the elastic stack via the x-pack plugin. +0,"when i put my scripts on the same computer, they behave appropriately; that is they can send and receive data between each other. " +0,"however, it has the result that represent +i want to represent {""d"":{""temp"":""45.5""}} +did i miss something? " +0,another widely-available debugger is gdb. +0,right now i'm just trying to do something very basic and hope to expand from it. +0,here the link to the official binary and source code of the official wifi shield firmware! +0,[microsoft.ace.oledb.12.0 data provider]: used by microsoft access and as an integrated and improved ace engine whose development started by taking a code snapshot of the original jet code base and upgraded to support 64-bit version and to enhance the integration with sharepoint related technologies and web services generally. +0,i am unable to find information on how to save from a client to my tcp server and was wondering what the best method would be. +0,"as a programming platform, it features a limited assembly language with 32 commands. " +0,or could i get some documents or pictures for it? +0,"in constructor, use array new float[a]; +in constructor, initialize preferably using memset rather than a loop. " +1,"you must configure a digital certificate on your application server with the following characteristics: + +installed in the user (""my"") certificate store +rsa-based +has a friendly name of ""securentity"" +private key is archived for disaster recovery purposes " +0,now the part i am struggling with is getting the output x to appear in a tkinter gui. +0,then plot the diagrams and see how they differ. +0,running the python program (server) on the raspberry pi and try to access it using its url doesn't work. +0,"you simply upload your application or docker container and elastic beanstalk automatically handles the deployment details of capacity provisioning, load balancing, auto-scaling and application health monitoring. " +0,but somehow it got stuck. +0,feel free to ask any questions! +0,"this is a common problem with the bluetooth modules because for some reason, when rx and tx are connected it interferes with the programs ability to upload. " +0,"ember easyform + +easyform for ember +development on this library will be on-going until . " +1,the main difference from software development standpoint of ios private api that such apis aren't declared in header files. +0,"loglevel debug +customlog ${apache_log_dir}/access.log combined + +/etc/apache2/sites-available/custom-config: + +documentroot /var/www/html/me +servername url +serveralias mydomain.se + +options indexes followsymlinks multiviews +allowoverride all +order allow,deny +allow from all + +errorlog /var/www/log/me/error.log +# possible values include: debug, info, notice, warn, error, crit, +# alert, emerg. " +0,"vendor specific values +2.1 internet explorer 5.5+ + +2.2 webkit + +2.3 gecko (moz) +it's worth noting that the attribute which controls whether or not scrollbars are displayed in firefox is: (reference link) +attribute: scrollbars +type: nsidombarprop +description: the object that controls whether or not scrollbars are shown in the window. " +0,"the modular architecture of yandex.tank allows the usage of various load generators, mainly: + +phantom, a high-performance asynchronous hit-based http request generator; +jmeter, a scenario-based utility that can be used for load testing of different types of protocols. " +0,i'm having trouble using audioservicesplaysystemsound. +0,featuretools is a python library for automated feature engineering on relational datasets using a technique called deep feature synthesis. +0,it simply forwards the characters from one port to another. +0,"so, is there a way to reboot only the driver and more important, detect when it fails ? " +0,"in that only the timer interrupt is stopped, allowing the serial interrupt and others to continue on. " +0,"api specification +url +requirejs uses the amd api +url " +0,i also referenced anything called print and renamed it to msg as well - still will not being able to get it working. +0,i am using arduino and sim900 module to send my sensor data by sms. +0,"you need to loop over the recorder input, not just do a one-time read! " +0,"a mode that allows the developer to manage a full screen state of the app, while allowing the user to swipe and view system and nav bars. " +0,unfortunately lightning access seems not to offer the same features of the default driver model or maybe is more sensitive to race conditions. +0,for more information visit the project website at url +0,"species abundance models: fisher and preston models, species abundance distributions. " +0,error 1146 - table 'dbname.tablename' doesn't exist +0,you can use the module to convert between integers and representation as bytes. +0,"it can be synthesized for xilinx fpga devices from coolrunner 2, virtex-ii, spartan-3 up to the newest virtex-7 fpga. " +0,"this tag is not meant to be used alone: use with android-activity, android-fragments, android-service, or android-broadcastreceiver +android activity lifecycle +activity and fragment lifecycle diagram " +0,you send it a pulse to the line. +1,trying to setup tls on esp8266 and found a tutorial that said i must first convert the pem certificates to der. +0,everything of the program works when i ask pycharm to run it. +0,i learned about fauxmo script that can trick and have the pins of the raspberry pi to be interpreted as individual devices. +0,the better way is to use interrupt driven transmit. +0,see here how to build it. +0,"for those wondering what i have opted for; i have decoupled the two part: +the arduino daemon +i am using python with a micro web framework called [bottle][1] which handles the api calls and i have used pyserial to communicate with the arduino's. " +0,the camera is supposed to only be connected over the internet. +0,java api provides way of using java sdk tools to build java applications. +0,you can't change the port you connect to other mail servers on. +0,i want to ask how can i get the distance like shown in wayneholder's video: url ? +0,"a list of details provided by developers upon a new release of their software, such as bugs fixed, and new features. " +0,"however, when i run docker run -i -t resin/rpi-raspbian to get raspbian nothing happens and docker ps shows no containers running. " +0,"i would say try and make a demo project for websockets / actioncable (just a simple chat room, there are tons of tutorials for this), then afterwards try and adapt the code for the arduino project " +0,in this way i hope the code will be easier to understand later on. +0,"when scenekit prepares to render a new frame, it performs physics calculations on physics bodies attached to nodes in the scene. " +0,"iot core supports certain traditional win32 app types such as win32 console apps and nt services, but only c++ is supported for developing win32 apps on iot core. " +0,a chatterbot is a realtively small sized compter application which is able to participate in a coversation via text-based or auditory channels. +0,"when you have a zero-byte stream, it means that system.in.read() is not going to wait. " +0,i'm pretty new to linux / raspberry pi. +0,the tag should be used for questions on the genesys framework and all associated interaction management systems and tools. +0,this can be concluded without any doubt from the following calculations. +0,"thanks to the tip from @stovfl, i rewrote the first part of my code: + +and it works just like i wanted " +1,"in my case worked combination ""alt"" + ""f4"", it stops the current session and opens the login screen " +0,i've tried to solve it for half a day... without success... +0,you're confusing yourself by using pointer arithmetic to access arrays -- don't do it; use array accesses instead. +0,if the address is e.g. +0,"microsoft page on the code review feature + +for the first time, visual studio 2012 includes a code review process out of the box by leveraging the team foundation server work item tracking system along with the use of shelvesets. " +0,thank you in advance. +0,"for more advance work and certainly when working on industrial applications, or your own planning engine implementation, it is convenient to use vs code with pddl extension. " +0,b. +0,"this is another useful option to control +the write/read performance in azure cosmos db. " +0,html elements is a java (actually there are .net and php implementations) framework providing easy-to-use way of interaction with web-page elements in web-page tests. +0,"please give me solution for ""how to communicate raspberry pi 3 with dslr using nodejs ?""" +0,2] i can use it with android devices. +0,"when using the aws java sdk () it is possible to publish messages to an aws iot topic from a backend system, but it doesn't seem possible to subscribe to a topic? " +1,graphics interchange format java archives (gifar) is malware that allows a hacker to piggy back off the victims http cookies +0,tilde expansion is a feature of posix shells providing shortcuts for the users' home directories: +0,(source: wikipedia) +0,"i expect it runs without freezing +actual result is ethernet shield freezes after a while " +0,thanks all. +0,below some information about dealing with gprs and at commands (aka gsm stuff). +0,"multi-threading is a common model to implement sm in multi-cored machines, where threads share memory through shared variables. " +0,image.show() calls an external viewer program. +0,"does the gpio event get stored somewhere so it is eventually serviced, or does it just get lost? " +0,"after a seemingly random number of calls to navagator::update(), the line gps.parse(gps.lastnmea()) will overwrite the navagator what object's waypoint variable points to. " +0,the arduino compiler doesn't seem to like including libraries from within libraries... +0,how do i reference focallength in the script so that its value gets updated properly in the loop? +0,i know it's simply duplicating a line that was included in cmake before and i have no clue why it works after using this command again. +0,"with the java server running on the pi, i can connect to the server with a java client from another machine and i can also connect to the java server via php running on my laptop (note the client php code i ran was the same on both machines). " +0,"android os uses opengl es, which is a subset of opengl and is designed for mobile phones, tablets and vodei game consoles. " +0,the language used in the arduino environment is really just an unenforced subset of c++ with the function hidden inside the framework code supplied by the ide. +0,"for laravel 5.6 this link will help to integrate third party platforms like facebook, twitter, linkedin, google, github or bitbucket +to integrate other platforms like instagram, linkedin , medium , this link is very beneficial. " +0,set to an integer value from url. +0,qt quick is a modern user interface technology that separates the declarative ui design and the imperative programming logic. +0,tmxtiledmapextension : allows reading of files generated in the tmx map format. +0,"beware, though: there is just enough documentation for the templating system, the documentation for the php part is really scarce. " +0,the compiler simply doesn't understand it. +0,you can also use figwheel like a repl if you are ok with using print to output the evaluation results to the browser console. +0,"c# sample + +arduino code " +0,those functions are exposed to applications via itfriendly apis. +0,please help. +0,"in below example i will use standard frame rates and sampling, but you should really sample far far less if you for example only want to display bars as an indications +ok so you don't need to play sound to analyze it. " +0,for lower level access to the fields refer to the java.time.temporal package. +0,i would imagine this would require a for loop. +0,on top of that you need to be sure to have a carriage-return line-feed (crlf) at the end of each line. +0,this functionality is also found in similar data processing tools such as pandas. +0,select2 is a jquery based replacement for select boxes. +0,"in fact, most of resharper's features are implemented using this same api that is available in resharper plugins. " +0,"as far as using c#, it looks like the gpiocontroller class is only supported on windows iot. " +0,"the script is currently too dependent on network connection and due to infrastructure limitations, the connectivity is unreliable and often causes the script to die/abort often. " +0,apartment) and wherever outside the local. +0,"delphis rapid prototyping lets you create a visual prototype that runs directly on the target device so you can incorporate feedback, and get your app to market fast. " +0,"prior to ios8, it had no public api and can therefore could not be used by third-party developers. " +0,"on 64-bit systems, ncover takes advantage of the increased processing power and memory utilization to provide a best-in-class code coverage experience. " +0,however these are all based on the webserver being connected to the arduino board. +0,"please find below error that i am facing + +can someone help me to resolve this issue? " +0,"it is available for python 2.7 and python 3. +nltk nltk +the natural language toolkit, or nltk, is a platform for building python applications to work with human language data and the processing of sentences. " +0,2 +0,i have installed windows 10 on my raspberry pi. +0,"linux select), and invoke ocprocess only when data is available. " +0,does the f1 scale hub only support the microsoft sdk? +0,the gkmatchmaker class is used to programmatically create matches to other players and to receive match invitations sent by other players. +0,typo: is not the same as rxdata (which is what you declared the array as). +0,"the maximum flow (max-flow) problem is a problem in computer science, studied in the theory of algorithms, involving finding the maximum flow over a given flow network. " +0,"julia is based on llvm and compares in speed with c and fortran, while having syntax similar to matlab and r. although it is still in its infancy, it is maturing quickly. " +0,"someone recommended to me that i should write the device in arm assembly, but i don't know how i would go about doing that and am unsure if the performance gain will be that great or worth it. " +0,the netstream class opens a one-way streaming channel over a netconnection. +0,this may be a bit late for you but... +0,the system is a raspberry pi 3 running raspbian stretch. +0,"blazemeter is a commercial, self-service load testing platform-as-a-service (paas), which is fully compatible with open-source apache jmeter. " +0,"you can solve this inside loop() alone, too. " +0,it's all about serial communication from nextion display. +0,dart editor uses dart2js behind the scenes whenever dart editor compiles to javascript. +0,same problem as here. +0,this means python is never going to be running all the time and any processing times are going to be depend on what the other processes are doing. +0,"most often, this means removing some frequencies and not others in order to suppress interfering signals and reduce background noise. " +0,"in unix, a link is a file that points to another file. " +0,"version 17 brings enhanced file explorer views, tighter integration with the sister application ultracompare, customized tabs, and search expression highlighting. " +0,it will include additional information that may help. +0,"it is possible that this issue +is resolved by uninstalling an existing version of the apk if it is +present, and then re-installing. " +0,the servos don't all have the same degree of freedom and setting all of them to one value will cause some servos to not reach their limit. +0,if not a rasberry pi. +0,"problem is, that even if i just include the sd library, program crashes. " +0,"quoting the solution here: +i had the exact same problem and this is what i did to solve it: $ +sudo apt-get install libatlas3-base $ sudo update-alternatives +--config libblas.so.3 choose the libatlas option $ sudo update-alternatives --config liblapack.so.3 choose the libatlas option +$ sudo aptitude purge libopenblas-{base,dev} " +0,in the first there are sensor tmperature dht22 and transmitter 433 mhz. +0,"the arduino uno, on its end, prints the data out by running serial.println((float)dht11.temperature, 2); +the python code that performs all this: +import serial +import psycopg2 +import datetime +from time import sleep +attached is a picture of the most recent postgresql table. " +0,use control-specific apis (i.e. +0,"its home page desribes it as follows: + +qunit is a powerful, easy-to-use javascript unit testing framework. " +0,does f# inherit every type from object? +0,"for questions about urls and html anchors, use the fragment-identifier tag. " +0,i want to transfer data from my iot hub to a azure sql database and a storage table using stream analytics. +0,"solarwinds log & event manager - siem made simple & affordable automated log collection, analysis, & real-time event correlation. " +0,enter image description here +0,i am doing some bare bones programming for the raspberry pi and i have run into a weird problem. +0,"like said, just put the command in the script so it would look something like this: +after you write the script either do or run it with sh nameofbashscripthere. " +0,a web interface is provided to view the details of the current and previous builds. +0,"(or use from the docker toolbox) +setup your vm +now you are on your debian linux vm, setup the docker host +sudo su - +apt-get install qemu-user-static +curl url | sh +run a raspbian environment +docker run -ti \ +--volume /usr/bin/qemu-arm-static:/usr/bin/qemu-arm-static \ +philipz/rpi-raspbian \ +bash +and do what you need to. " +0,glassfish is a java ee open source application server. +0,"the expression is returning a value of out_x_l_g with a bit number 7 set: +the logic behind the whole function call should be determined by the context you are not providing. " +0,ndatabase is a new generation object database: a real native and transparent persistence layer for .net. +0,i have a requirement where i need to switch between being connected to the icsp headers of an arduino's 328p and 16u2 chips. +0,"try it like this: + + is a reserved keyword in sql, so you should avoid naming your table table. " +0,"the program should be able to send and receive the information.when the other party receive it, it will send back a letter back to the processor telling the processor that it has receive it. " +0,"it looks like you're either missing a shared library, or there's a version mismatch between the versions of opencv and qt installed. " +0,those who do not know plc's or only know plc's will steer you in the wrong direction. +0,"as an example: +/* set the color of

elements to a light blue */ +p { +color: #c0ffee; +} +/* set the color of #sidebar to a light red */ +#sidebar { +color: #c55; +} +/*

elements inside #sidebar inherit their parent's color (#c55) */ +#sidebar p { +color: inherit; +} +/* you may also override inherited styles using the !important annotation */ +#sidebar p:first-of-type { +color: orange !important; +} +important notice: +for questions related to css, try to demonstrate your code in a reproducible manner using either stack exchange's stack snippets or alternatively any online editor that allows running and sharing code such as js bin, jsfiddle or codepen (though be sure to always include relevant code in the question). " +0,"this tag is for questions relating to development on a local server, and generally also involves deployment to a remote server. " +0,did you come right with this function? +0,i checked the /usr/lib/mono/gac/system.xml.linq directory and only the directory 3.5.0.0__b77a5c561934e089 was present. +0,"i am developing metro style app which should read data from external device using serial communication but unfortunately metro apps does not support ""serial and parallel port api ""." +0,opentk will automaticaly detect linux console environment if program is launched from a console. +0,i am new to python so please forgive me in advance ;-) i am trying parse a log file for a name that always occurs after a known word and print that name to an lcd using the gpio library. +0,"useful links + +wikipedia reference +native javascript equivalents of jquery methods +mdn javascript reference +w3c dom core, html, events and css compatibility tables from url +jslint code quality tool by douglas crockford (and jshint, a community-driven branch of the original) +code minifiers/obfuscators: /packer/, yui compressor, google closure compiler, uglifyjs +code formatter/deobfuscator: jsbeautifier +idioms and gotchas: rounding, date object, number object, scope chain +javascript garden +comp.lang.javascript faq: very extensive guide on javascript quirks created by usenet's comp.lang.javascript +ecma 262-5 online: html version of the ecmascript 5 specification. " +0,"to assign values to an array: + + +or + + + + + +to assign values to an associativearray or ""aa"": + smith"",address:""1023 west alameda"",telephone:""415-555-1212""} + +or + + smith"" + west alameda"" + + +a mode which allows almost any ascii character to be used as a key, or, using dot notation: + + smith"" + west alameda"" + + +aside from the usual text and numeric manipulation functions, brightscript also has specialized objects that can be created, such as ""roaudioplayer"", ""rovideoplayer"" and many different display screen types, the most commonly used are ""roposterscreen"" and ""rogridscreen"". " +0,"it may also work on windows 2000, but this is not supported. " +0,"i am trying to install google assistant on my pi 3. follwing the instructions on the assistant sdk page i had this error: +""google_assistant_library-0.0.2-py2.py3-none-linux_armv71.whl"" not a supported wheel on this platform"" +on cmd: python -m pip install --upgrade url +please help. " +0,eddie +0,"any type of help is very appreciated, thank you in advanced for the effort placed to answer these questions! " +0,"if this was your project, how would you program your drone to fly by a quadrant photodiode sensor's data? " +0,given just a single image this is off course impossible without knowing the size of the objects i want to know the distance too and defining what this means in pixels.. +0,media->open network stream. +0,the settings for the mac and linux machine are identical. +0,"use this tag for any programming-related question concerning the creation of pdf files, be it with a 3rd-party library or tools like pdf printers or pdf converters, or pdf authoring applications. " +0,"i've also tried to change the command to espconn_sendto instead of espconn_send, but it makes no difference and somewhere else in this forum someone said espconn_sendto has a bug. " +0,"this allows us to control different routes, data and the components that render the data (as well as many additional features). " +0,"meaning one clap turns led1, then a second one the second one and so on. " +0,"i propose you have a look at this code which should be placed in your loop() function: + +i am using your parameters[0] field to keep track of the time in your syste, in milliseconds units. " +0,"just because you are using this version, doesn't mean you need this tag. " +0,i will be back with actual script. +0,but you can use python to make a graphical user interface that receive all the information from the arduino using pyserial library. +0,"searching for a number of questions/answers, i could not find a solution for my application: +i wrote a web application (html/javascript and some php) to read and control an apparatus through rs232. " +0,rmi/iiop is an implementation of java rmi over the corba iiop protocol. +1,telegram open network (ton) is a blockchain platform of telegram instant messaging system from the team of pavel durov. +0,"the following example use a floatlayout without reducing the size of the labels (""2"" - size_hint: 1, 0.83) and (""1"" - size_hint: 1, 0.17). " +0,this package provides dynamic (i.e. +0,i assume the file type isn't right although it's .raw. +0,"if the librdkafka is not light enough for using in your microcontroller, another way is using an intermediate server which handles received data from microcontrollers (e.g. " +0,"yes, i know it is a trivial query, but if i can't get that simple one to work on the rpi, how can i get my complex queries to work? " +0,does using this motor shield restrict arduino's pin usage? +0,"importerror no module named video + +the error is on this line + +is there any solution or alternative? " +0,"i am using this shift register, in order to control 32 individual leds. " +0,call its generated shared objects with a python caller script. +0,"in the easiest case you have a few sensors right near your ""central unit"" which have an i2c interface or something similar (easy because you don't need to design an analog circuit)." +0,thanks in advance. +0,"this data is usually presented in a consistent format, allowing for easy comparison of two different records and tracking progress over time; the practice of recording timestamps in a consistent manner along with the actual data is called timestamping. " +0,"i get the following error: +> http.get(""url"", nil, function(code, data) +>> if (code < 0) then +>> print(""http request failed"") +>> else +>> print(code, data) +>> end +>> end) +> client handshake start. " +0,this bundle allows you to schedule symfony2 console commands as server-side jobs. +0,sizzle is a javascript css selector engine. +0,ubuntu 13.04 was released on schedule on 25 april 2013. +0,"in arduino: +string a; + +void setup() { + +serial.begin(9600); // opens serial port, sets data rate to 9600 bps + +} + +void loop() { + +while(serial.available()) { + + serial.readstringuntil('\n'); //read until new line +x serial.parseint(); //this is your integer value + +} + +} " +0,documentation & repo +0,"google apis client library for javascript +description +written by google, this compact and efficient client library provides access to any of google's restful apis. " +0,"so i got a program, that must turn on/off the light by a press of a button, but it just doesn't work. " +0,"arduino code: + +processing code: + +the accelerometer values print perfectly, but temperature just returns a 0. " +0,"the (current) documentation +url +states + +4.2.14. " +1,"features: + +execution of ssh command using both synchronous and asynchronous methods +return command execution exit status and other information +provide sftp functionality for both synchronous and asynchronous operations. " +0,the ttl argument represents the number of seconds before the function can be called again. +0,"new apis for iot devices +turnkey hardware solutions +low barrier to entry +build products at scale +build connected devices for a wide variety of consumer, retail, and industrial applications. " +0,"you create figures explicitly with the figure function, and implicitly whenever you plot graphics and no figure is active."" " +0,"the wifi and eithernet shields are more expensive than the esp8266, but the esp8266 is not comparable with existing arduino boards. " +1,"the eic has the format of a regular bankcard, with printed identity information on the surface (such as personal details and a photograph) as well as an embedded microchip. " +0,gnu-efi is a set of libraries and scripts used to build uefi applications in a linux environment. +0,i need to figure out how to set better tolerances. +0,i'm trying to get data from current sensor 'ina219' with raspberry pi. +0,"the output is available through stdout,stderr variables in the callback. " +0,this problem is really a spot the difference. +0,i want to calculate rpm of a spinning object from nodemcu with the help of hall effect sensor. +0,"if the code object has been compiled with 'exec' +as the mode argument, eval()s return value will be none. " +1,"the steps given in the official github readme file are correct but you need to consider some options below in case you encounter errors: + +don't use the default value of keystore credentials as written in the readme file. " +0,e.g. +0,v8.net is a free open-source c# .net wrapper for google's v8 engine. +0,latent semantic indexing is an indexing and retrieval method. +0,"for authoring, testing, and debugging aws sambased serverless applications, you can use the aws cloud9 ide. " +0,i use one transistor to enable interrupt to reset after esp wakeup from deepsleep. +0,"what is the alternative of innerhtml in riotjs +like + +asdfghjkl + +in js +we write +var +but for the same html tag we have to get that value in riotjs +like +riot.id will return value ""one"" +what function will retun value ""asdfghjkl"" instead of . " +0,"url +the messages that i am sending from my device to my iot hub are being received by stream analytics, is it possible that stream analytics is stopping the messages from being fed to the service bus? " +0,"url +the sample uses a shell script, not python to control bluez to do the detecting. " +0,when i mount the sd card and check if user-data is copied and valid yaml - then indeed it is. +0,well.. not sure i understand your problem exactly but i try to give you the best possible answer i can. +0,if i close and open the file again then i get new data but this is a very slow process (i only get about 10-12 samples/sec). +0,"bluetooth connection from android to raspberry pi (python & android code) +dealing with starting such a service on a raspberry pi can be found using this python example: url. " +0,learn more about square's offerings for developers at url +0,in java the keyword final is roughly equivalent to const in c++. +0,if that's an excuse). +0,"my goal is to activate an electric lock that works with 10-24v ac and dc, for this i have placed a transistor 2n2222 and a resistance of 330 ohms. " +0,"whenever we want to shift color over the spectrum and trasition the colors in a circular and smooth motion, what we are really doing is shifting light using hue in the hsi/hsv (hue, saturation, intensity/value) color space. " +1,sending downstream messages (messages to devices) requires that you specify the fcm server key. +0,"when i pushed the button, called btn_up_pushed(). " +0,tinyxml is designed to be easy and fast to learn. +0,can someone help and share with me how to do that ? +1,"when the pi boots, it looks for +this file; if it finds it, it enables ssh and then deletes the file. " +0,do not use this tag if d code simply instantiates a template but where that usage isn't relevant to the problem or question. +0,am i doing something wrong? +0,this is most likely a serial communication reset issue as eran w pointed out. +0,i've decided to use an external interrupt to trigger the proper behavior for the latch pulse and each clock pulse. +0,it simplifies the use of common interprocess communication and synchronization mechanisms. +0,the gateway uses raspberry pi units to do the communication. +0,the iterator variable occurs three times in each loop: that is two chances to get it wrong. +0,makes arduino write through its serial ports (i.e. +0,"it is designed to be fast, simple, and memory efficient. " +0,"(with a arduino bluetooth module) but i also don't know if bluetooth is capable of this multiple connections, i don't want the need of a router or a domestic wifi network to do these communications. " +0,"the array indexing operator never does bit-level access, c doesn't work like that. " +0,"i am currently trying read files from a teensy 3.5 using the standard arduino sd card library, and the file fails to open whenever i use longer file names. " +0,"if there were more, your code would always get the last row of the table, because it doesn't check the identifier of the row and so will repeatedly assign values to the same variables until it runs out of data. " +0,"whenever i compile it, there's this error ""expected primary-expression before '.' " +0,a class encapsulates data for the object. +0,"a minion might send one (or a handful) of broadcasts upon power-on, to encourage an immediate reply from master. " +0,the code for both master and slave are below. +0,it was issue in url. +0,"a compiler allows us to take programs written in a special programming language, called oampl, and transform them into oam assembly. " +0,"the gpio module spins up a single polling thread to monitor gpio events, and will wait for one callback to return before calling another, regardless of the number of gpio events you are watching. " +0,use this tag to ask any nemesis platform related questions. +0,its telling you the truth. +0,"in python, this function produces a value between 0 and 1023 (when adjusting a potentiometer). " +0,the select2-rails gem integrates the select2 jquery plugin with the rails asset pipeline. +0,made by akveo. +0,created by telerik. +0,i'm trying to display text in a file stored in a sd card. +0,"i have successfully implemented the following solutions +solution 1 : +using google messaging service +using cloud based server : +by sending data through api to a cloud based server which will send the data using pushy but that is also similar process as above. " +0,a well known protocol is the smb/cfs stack. +0,sometimes you find that both readings (tempser and doser) are completed and that's why you find two readings in a line in your file. +0,"both have been used for behavior recognition, and certain conditional independence properties between different levels of abstraction in the model allow for faster learning and inference. " +0,all i am doing in my arduino program is check for 1 or 0 from the serial port and transferring this over the serial port. +0,it is a good starting point for your problem. +0,using +0,"i don't know the accelstepper library, so i can be wrong, but this should do what you requested: + + is the ""almost"" in your sentence: when it is nearer than this value it will start moving the other motor. " +0,but can't translate any of them to code. +0,you need to tell qemu to emulate a 64-bit capable board that matches what your bare-metal code is expecting to run on. +0,"this may be because you are using the built in dns resolver in go, rather than delegating to the system name resolver. " +0,please be descriptive because i'm new to coding. +0,eventprocessorhost - here you will have to write your own implementation of getting data and storing it. +0,chose python and pycrypto because the os comes with python 3.2.3 pre-installed. +0,you just have to read it and the idea was that the serialevent function would be called every loop but it doesn't seem to work that way. +0,i have an 32gb raspberry pi image. +0,pipes). +0,general apt-get support is off-topic. +0,i want sample python code to make two xbees to communicate with each other in windows. +0,i am trying to implement my code on a raspberry pi and performance is an issue for me. +1,jdks provide a utility named keytool to manipulate the keystore and the cryptographic assets that it contains. +0,the emftext getting started screencast demonstrates how to create a small example language with emftext. +0,i recently bought an arduino with an lcd screen. +0,"i have raspberry pi 2 model b , windows 10 iot core and programming in c#. " +1,"enroll call to rest api works fine but register call fails with error + +""""authorization required, resend request using supplied key"""" + + +gives me keyname and authenticationkey in error response. " +0,applications are usually developed in html/css/javascript and are following the trend of internet services integration with traditional broadcast (dvb). +0,"the server will close the connection, if you don't send anything in more than one minute. " +0,this was the consensus of a meta question. +0,"on simple low-cost processors, typically, bitwise operations are substantially faster than division, several times faster than multiplication, and sometimes significantly faster than addition. " +0,decision has to be taken at runtime . +0,see documentation. +0,"history +the twitter gem previously contained a command-line interface, up until +version 0.5.0, when it was removed. " +0,(i think different types of beacons send packets in different formats. +0,"use this tag if your question is specific to ada 95, and you can't use a more recent version of the ada standard. " +0,"formats: dynamically load amd, commonjs and global scripts (as well as es6 modules) - detecting the format automatically, or with format hints. " +0,"when a heap has multiple partitions, each partition has a heap structure that contains the data for that specific partition. " +0,"an invoice or bill is a commercial document issued by a seller to the buyer, indicating the products, quantities, and agreed prices for products or services the seller has provided the buyer. " +0,colly provides an api for performing network requests and for handling the received content (e.g. +0,and hw answers with all you need to know. +0,"the first time i installed opencv, openmp wasn't enabled. " +0,is there any special trick to make the code run every minute on the raspberry pi? +0,why is this needed? +0,--i'm using the raspbian wheezy debian distro and i don't think that comes with a firewall. +0,"also you should get v4l2_streamparm structure: +struct v4l2_streamparm streamparm; +memset(&streamparm, 0, sizeof(streamparm)); +streamparm.type v4l2_buf_type_video_capture; +if (v4l2_ioctl(m_fd, vidioc_g_parm, &streamparm) 0) +{ +// error +} +streamparm.parm.capture.capturemode v4l2_cap_timeperframe; +streamparm.timeperframe.numerator x; +streamparm.timeperframe.denominator y; +if(v4l2_ioctl(descriptor,video_s_parm, &s) { +cout<< ""failed to set frame rate ""<getmessage(); + } + +$conn null; +?> " +0,represents a class that is used to send json-formatted content to the response. +0,i have some raspberry pi's from previous projects/learning and i would like to pool their resources to make adifferential drive robot. +1,when implemented with iclientvalidatable and unobtrusive-validation also adds client side validation logic. +0,"by default the protobufdata is datatypes are: int64, float, bool. " +0,"tasks can be schedualed with usage of ""crontab"" command." +0,this is the code i am attempting to use now: +0,you need to connect the dots: +0,"the exception that is thrown when an android application attempts to perform a networking operation on its main thread, i.e ui thread. " +0,"a professional & principled disambiguation between and [concurrent] is needed, as true parallel code-execution requires much more than just having a few cores and a fan-out of a hord of (uncoordinated) threads, hunting for time-sharing access to a pool of system-reserved resources. " +0,i have a microcontroller (arduino uno) running nanopb that is sending protobuf messages over the wire. +0,"url + +perhaps there is in future driver updates in windows updates and we no longer have such problems. " +0,i just got a dragino yun shield. +0,"but when i initialize the rfid and lcd shield, the lcd is not working. " +0,you might be interested reading this question and aswers. +0,here is an example of how to do error checking in cuda programs. +0,thanks for the responses! +0,"an optional argument is an argument which can be omitted, eventually being replaced by a default value, where an argument is an actual value passed to a function, procedure, or command line program. " +0,"usually on debian systems this is done using the update-rc.d tool: +update-rc.d name_of_init_script remove + +you should also have a look at the file /etc/rc.local " +0,it enables you to add globalization support to your javascript applications. +1,"you can use direct method invocation from the cloud (ms tutorial) - calling a method on your simulated device and waiting for a response, but this will only work for small payloads (up to 8kb, i think) +for larger payloads, i'd suggest sending a cloud to device message containing a guid that identifies the message, then sending a file back to blob storage (see this microsoft tutorial), using the guid as a filename, and then having the iot hub send a notification event to your cloud code when the file is delivered. " +0,here is a working configuration which allows pi3 to use wireless connection automatically if a wired one is not available: +0,wysihtml5 is an inline html5 editor which creates semantic code. +0,can someone kindly tell me how to get query id on click using the module chip and not wifishield? +0,but intel edison has an integrated wifi module and i really can't understand why it is not able to establish an internet connection anymore without the help of the usb connection with my laptop. +0,"since i can send a string from android app to arduino, i am trying to send a video file like that. " +0,i picked charts.js as chart drawing library. +0,is there anyway i can reduce the time taken to perform serial read? +0,"so far there have been three iterations of the tegra family, named numerically. " +0,onsubmit is the html event called when a submit button is pressed on a html form. +0,documentation: url +1,"it should not be used for general-purpose email validation; instead, use [email-validation]. " +0,i am running c# application that sends telemetry messages from devices to iot-hub account in azure portal. +0,javafx application icon +0,there will be documented ways to do so in any reasonable crypto library. +0,"on many platforms ""the default charset"" means utf-8, and in utf-8 most bytes of the ""extended ascii"", i.e. " +0,each item's flags can be changed by calling setflags(). +0,the tool includes both script editors and graphical tools which work with objects and features of the server. +0,i have also checked the wiring. +0,"the issue here is that i don't know how to pass video data from socket into mplayer via c#, because i guess it is not done via stdin (already tried that). " +0,this calibration is needed to understand how to interprete imu measurements and camera features and translate them into translation and rotation +0,"you will not get a - sign, if you did expect one. " +0,"for y in range(-10, 12, 2): + glvertex3f(-2, y/10., 1) + glvertex3f( 2, y/10., 1) + + for y in range(-10, 12, 2): + glvertex3f(-2, y/10., 1) + glvertex3f(-2, y/10., -1) + + for y in range(-10, 12, 2): + glvertex3f(2, y/10., 1) + glvertex3f(2, y/10., -1) + + glend() + glpushmatrix() + glrotate(float(x_angle), 1, 0, 0) + glrotate(-float(y_angle), 0, 0, 1) + cube.render() + glpopmatrix() + pygame.display.flip() + +class cube(object): + + def __init__(self, position, color): + self.position position + self.color color + + # cube information + num_faces 6 + + vertices [ (-1.0, -0.05, 0.5), + (1.0, -0.05, 0.5), + (1.0, 0.05, 0.5), + (-1.0, 0.05, 0.5), + (-1.0, -0.05, -0.5), + (1.0, -0.05, -0.5), + (1.0, 0.05, -0.5), + (-1.0, 0.05, -0.5) ] + + normals [ (0.0, 0.0, +1.0), # front + (0.0, 0.0, -1.0), # back + (+1.0, 0.0, 0.0), # right + (-1.0, 0.0, 0.0), # left + (0.0, +1.0, 0.0), # top + (0.0, -1.0, 0.0) ] # bottom + + vertex_indices [ (0, 1, 2, 3), # front + (4, 5, 6, 7), # back + (1, 5, 6, 2), # right + (0, 4, 7, 3), # left + (3, 2, 6, 7), # top + (0, 1, 5, 4) ] # bottom + + def render(self): + then pygame.time.get_ticks() + glcolor(self.color) + + vertices self.vertices + + # draw all 6 faces of the cube + glbegin(gl_quads) + + for face_no in xrange(self.num_faces): + glnormal3dv(self.normals[face_no]) + v1, v2, v3, v4 self.vertex_indices[face_no] + glvertex(vertices[v1]) + glvertex(vertices[v2]) + glvertex(vertices[v3]) + glvertex(vertices[v4]) + glend() + +if __name__ ""__main__"": + run() + +this is the code i modified to display only the gyro readings (run from the raspberry pi) which gives me the error in the windows command prompt: +#!/usr/bin/python +import web +import smbus +import math + +urls ( + '/', 'index' +) + +# power management registers +power_mgmt_1 0x6b +power_mgmt_2 0x6c + +bus smbus.smbus(1) # or bus smbus.smbus(1) for revision 2 boards +address 0x68 # this is the address value read via the i2cdetect command + + +def read_byte(adr): + return bus.read_byte_data(address, adr) + +def read_word(adr): + high bus.read_byte_data(address, adr) + low bus.read_byte_data(address, adr+1) + val (high << 8) + low + return val + +def read_word_2c(adr): + val read_word(adr) + if (val 0x8000): + return -((65535 - val) + 1) + else: + return val + +class index: + def get(self): + + gyro_xout read_word_2c(0x43) + gyro_yout read_word_2c(0x45) + gyro_zout read_word_2c(0x47) + + gyro_xout_scaled gyro_xout / 131 + gyro_yout_scaled gyro_yout / 131 + gyro_zout_scaled gyro_zout / 131 + + return gyro_xout_scaled, gyro_yout_scaled, gyro_zout_scaled + + +if __name__ ""__main__"": + + # now wake the 6050 up as it starts in sleep mode + bus.write_byte_data(address, power_mgmt_1, 0) + + app web.application(urls, globals()) + app.run() + +i haven't changed anything in the code i run on the laptop, just the script i run on the pi. " +0,but i have to enter this command everytime i restart my rpi. +0,i'll leave that as an exercise for you. +0,"there are two free apps and one is the ""pro"" version of one of the free ones; search slick usb in google play." +0,bunch of weather sensors like wind/air/hum/temp) and this device needs to report it's state to aws iot. +0,"use this tag only for rspec 2-specific questions, and tag those questions with [rspec] too. " +0,each model contains all the data required to render it and is responsible for declaring itself valid or invalid. +0,must include the javascript file with the name of the map you want. +0,i can not test it out. +0,try as specified here +0,this is termed a logical view of the call because it ignores the details provided by the terminal and terminalconnection objects which are also associated with a call. +0,stopped node-red graphical event wiring tool.. +0,i expect to be able to move the bird using the ultrasonic sensor as a controller. +0,thanks for your help. +0,"for fixed-point arithmetic, use [fixed-point] instead. " +0,"so i attempted this method: + +but the above results in the following: + +note that the latter two print out wrong; i'm guessing this is due to floating point precision issues. " +0,i was using node-red in my raspberry pi normally until get the brillant idea to install new nodes. +0,"use this tag specifically for questions related to ssms version 18 + +microsoft sql server management studio 18 is a graphical tool for configuring, managing, and administering all components within microsoft sql server. " +0,"external links + +official website +community site " +0,this tag relates to the 2.2.x branch of the cakephp mvc framework. +0,"questions about primeng's turbotable for displaying data in a table, and how to use turbotable's api. " +0,you could also use a max7219 chip... +1,i want to send commands to my raspberry pi via ssh from iphone app. +0,can someone please explain this? +0,"depending on the actual shields and their revision, it might indeed be possible to hack a pin here and there to map ss to a different pin on the arduino. " +0,"the microsoft azure portal is a central place where you can create, manage, and monitor your azure resources. " +0,i have an imx7 board from technexion. +0,url +0,i want when i run the program that the camera fix a area on the floor and stay on this area. +0,the source code of the library is distributed under very permissive mit license. +0,in this link it explains you examples on how tu use the frame and where should you redirect the output. +0,i cant setup a custom keyboard layout to do what i want without having a scancode coming in for the tablet to see. +0,you also may need to increase the time interval on your timer. +0,many character encodings are based on ucs. +0,"i invoked the crontab manager using sudo crontab -e. + +for the moment, i can execute the gui by invoking it directly via the pi's command line. " +0,hi i am trying to write a systemd service to launch a simple hello world program at bootup. +0,"ideally i'd want to keep lag low, but i'll sacrifice low lag for an easy solution. " +0,citrix netscaler is an all-in-one web application delivery controller +0,"in theoretical computer science, correctness of an algorithm is asserted when it is said that the algorithm is correct with respect to a specification. " +0,"in the arduino ide try: +tools | board | arduino uno " +0,"if you see this message again, go to the ibm cloud status page to check whether a service or component has an issue. " +0,each entry consists of one object that represents the key and a second object that is that keys value. +0,error compiling. +0,my os has two users - admin and standard user. +0,objectmapper is a library for simple json object mapping in swift. +0,i really hope to learn something useful from this project. +0,in the setup routine i load the credentials and try to connect to wifi. +0,i got some problem about reading from mpu6050 and then write to sd card. +0,"i re-read the tutorial and realised that i didn't do the first step, because the drive is already hfs+. " +0,here is my python code. +0,this is what i need to accomplish. +0,the comprehensive camera module for react native. +0,frege is a haskell for the jvm. +0,if you start playing it at 96000 it will be speeded up and higher pitched. +0,"im new to stackoverflow, writing questions that is) " +0,so clearly my android code is doing something weird. +0,hopefully one of you can help me with this problem. +0,"and in certain situations, it is. " +0,vs2017 has default linux include files in c:\program files (x86)\microsoft visual studio\2017\community\common7\ide\vc\linux\include. +0,"note: this tag should not, as a rule, be used for virtual machines (vms). " +0,"i, i'm programming an attiny85. " +0,its purpose is to provide a more traditional way to perform logging in an erlang application that plays nicely with traditional unix logging tools like logrotate and syslog. +0,any idea? +0,"| california west 23,667,902 210,864 | + +---------------------------------------------+ + +alternatively, you can directly download an online example dataset with the use command: +clear +use url + +list district votea expenda sharea in 1 / 5 + + +-------------------------------------+ + | district votea expenda sharea | + |-------------------------------------| +1. " +0,"when i compile it using the gcc and g++ compilers for linux, everything works perfectly. " +0,"the streaming of the image is not working, and also when obtaining the bitmap from the camera using method, as in the example, the resulting bitmap is a corrupted version on the original map, with wrong size and colors. " +0,"yes you need the arm port of java8, where fx renders directly into the framebuffer. " +0,is a program used to control the creation and termination of linux system-level processes (daemons). +0,two usb devices can't communicate this way. +0,please let me know from where does qt get the path of odbc drivers? +0,i set below code in my service. +0,"if you are on 1000s of guilds but there is never more than one guild using the music command at a time, then you should still be fine with any of them. " +0,the script works fine on laptops. +0,this will fix your problem and make your brown-out voltage correct! +0,when it sees i portd; is loads the value from the portd register and stored it in the variable i. +0,reference: url +0,so you need to remember that using hardware serial always is a better choice. +0,"not sure that examples for any arm processor would help, since the bcm2837 does not seem to be using a standard arm gic acording to bcm2837.dtsi. " +0,questions related to gdb's python api. +0,"the question: +would the application performance optimisations on a raspberry pi allow me to achieve better results on a multi-code multi-socket xeon server later? " +0,"it should display the actual time for example, " +0,"on most devices it works fine, but on the samsung galaxy s3 and samsung galaxy tab, some users report extremely slow audio playback. " +0,it's the continuation of **the little schemer** +0,"however, by having this much user-defined data in progmem, some internal arduino functionality is also pushed past the 64k mark, and those do not use 4-byte pointers. " +0,"zookeeper is a centralized service for maintaining configuration information, naming, providing distributed synchronization, and providing group services. " +0,"to download this plugin you can go here: url + +this project development has been suspended. " +0,ssis is a platform for data integration and workflow applications. +0,good morning everyone! +0,try committing your changes: +0,later i want to get data from a database but that's another story to tell. +0,"for example, if 1 arduino has to communicate with pi, it sends interrupt and then pi asks the arduino to send data. " +0,i have been using esp32 and writing code in arduino. +0,"however if i run this as service i get the following output in /var/log/syslog: + +jul 30 16:21:10 raspberrypi2 index.js[11406]: child process exited with error code errorcommand failed: iwgetid + jul 30 16:21:10 raspberrypi2 index.js[11406]: /bin/sh: 1: iwgetid: not found " +0,as the slave devices are of the same kind creating a 'class device' is an obvious solution. +0,"they're all synced to the exact same time (as i've had each device reply with their current time and they're identical, to the second) and they're all on identical hardware so any latency due to hardware should be identical. " +0,"currently, im struggling with capturing multiple images quickly and i've tried software such as fswebcam, motion , pygame.camera and all have a delay of roughly 1 sec resulting in " +0,"jspon is convention for using json for persistent object storage, as opposed to transient object transmission. " +0,"i don't have the correct answer for your questions, but imho it should be possible. " +0,"so it turned out, that the php version used by apache is different from the one i got from the console. " +0,i was hoping someone could help explain this better to me and also hopefully help walk me through my bigger issue which is to write data to the bluetooth device. +0,asp.net is a server-side web application framework designed for web development to produce dynamic web pages. +0,"sorry if i sound ""noobish"" i'm a mechanical engineer student who took one java class." +0,"i want to send a broadcast message from my computer and then reply it from the esp32 +i'm managing to receive the broadcast message but i can't send the reply message (i don't see it in the computer's wireshark) +i used a popular version from the internet so the code should be fine but i don't understand what's wrong. " +0,then the computer can find this 0xdeadbeef and know where the next message is going to start. +0,"where the practicality of not knowing what is in the client buffer and what its length is as to read it, may be the preventative reason i don't see any examples of it being used on tcp. " +0,"what's puzzling me is that over the course of many, many hours of debugging, i feel i've managed to code out any bug that the script would ever encounter. " +0,"pega prpc(pega rules process commander) also known as bpm(business process management) tool is a proprietary bpms suite, a market leader for many years, according to gartner. " +0,i'd say this code works 50% of the time right now. +1,"tizen sdk for wearable (gear widget development kit) +samsung accessory sdk + +certification guide +secure your app to upload to samsung gear apps + +getting the gear certificate + +testing +if you have no gear device, use gear emulator & rtl + +gear emulator +rtl service + +technical resources + +gear app development - technical documentation, sample applications, video " +0,"if so, how? " +0,line 78: the indentation is incorrect. +0,thanks for all the advice guys! +0,is there a way to get the sounds to work from the command line? +0,productbuild is a utility to build a product archive (pkg file). +0,"but after, if the server is in discovery mode (if the server is an android phone), the connection succeeds every time! " +0,"in programming, a needle in a haystack is also something that could be difficult to find (manually), that's why you can find functions that can do the dirty work for you simply by taking as argument a needle, and a haystack " +0,"i've resolved the problem - the print() function casts all the values as their ascii numbers, so it would make sense that all numbers are preceded by 3s, because ascii numbers are in the 30s range. " +0,"javaquery is a port of jquery to java that is designed to provide the same functionality, and an as-close-to-possible syntax. " +0,consider using serial.parseint() instead of that bulky construction in waitformn() function of arduino sketch. +0,an official derivative of ubuntu linux that uses kde as the default desktop environment. +0,"disassembly of section .reset: + +0000000000080000 : + 80000: d53800a1 mrs x1, mpidr_el1 + 80004: 92400421 and x1, x1, #0x3 + 80008: f100003f cmp x1, #0x0 + 8000c: 54001481 b.ne 8029c // b.any + 80010: b26d03ff mov sp, #0x80000 // #524288 + 80014: 1400008d b 80248 + 80018: d65f03c0 ret + 8001c: 00000000 .inst 0x00000000 ; undefined " +0,"also, this program does not work correctly in the python idle (selecting random devices on the multiplexer). " +0,"write sketch which do: + +read t (temperature). " +0,some background: i am using an arduino uno with a pn532 shield to send commands to an android phone running an hce app. +0,"this is the following command i want to execute: + +i get the following output when i run the command directly on the raspberry pi terminal : +model name : armv7 processor rev 4 (v7l) +hardware : bcm2835 +serial : 0000000083a747d7 + +which is what i expect as well. " +0,this seems to be another way i will test. +0,see c++builder for more information. +0,from man xxd +0,"to debug failed tests, you can go to the build directory and run the test with the harness, or without for more details. " +0,how is the ftdi-chip called which is on the arduino uno? +0,"the counter of function starts from the start of your program, that means from the start of void setup() function. " +0,using only information known at compile-time and not performing a run-time check. +0,i focusing in arduino platform (xbee modules). +0,"if your application is tolerant of low-timing resolution and high + jitter then you could use a software or dma assisted timing loop. " +0,it is available in ios 3.1 and later. +0,"it works very well, for now i am testing my code using proteus. " +0,you need to decode that to if you want string. +0,"i've done some research but have a few questions i can't seem to find answers to, and wonder if people here might know. " +0,but i'm not sure. +0,"1: + +prog. " +1,"assuming that your rfid reader interfaces with raspberry-pi via serial port, the best approach would be to write a simple c program that received data from rfid reader via serial port and send it to your windows server via tcp/udp connection. " +0,is there an easy way to playback video data stored in a stream-object (url) (e.g. +0,"url +here is something i found about the commands but still not what i am looking for. " +0,"resources + +svk documentation +svk eol announcement " +0,mysql fabric is a system for managing a farm of mysql servers. +0,"as a result of that, i see a 'new factory' as one of the factories and i can see the values of the nodes configured on the opc publisher (on the edge). " +0,how can i execute it when raspberry start? +0,"it currently supports the following chart types: + +line chart +interpolated line chart +area chart +scatter chart +time chart +bar chart +pie chart +bubble chart +doughnut chart +range (high-low) bar chart, including support for gradient colored bars +dial chart / gauge + +all the above supported chart types can contain multiple series, can be displayed with the x-axis horizontally (default) or vertically and support many other custom features (labeling, colors, zoom & pan, pinch zoom,...). " +0,performs a principal components analysis on the given data matrix and returns the results as an object of class prcomp. +0,"however, 2.8.0 hangs on boot after the message: +console: switching to colour frame buffer device 100x30 + +this goes to show how unstable -m raspi2 still is. " +0,the viewholder pattern is often used in android applications to improve performances of view access. +0,"you can use: + +rxtx url +jarduino url +ardulink url " +0,"what is the right way to do this, and why isn't the above working? " +0,express gateway is a microservices api gateway built on express.js. +0,so using ef.core in uwp will cause you lot of headache; but it is possible. +0,to achieve this and learn something new i am trying to configure an apache server running on my raspberry pi. +0,"outside of stack overflow, i am active on dba.se + +while i don't spend as much time in the review queues as i used to (i flag more), i still actively work to improve the site by editing, voting and commenting to get users to improve their questions and answers. " +0,"this includes networking functions, support for distributed and multicore processing, and bayesian statistics. " +0,"if you need this file too, comment and i will provide it, but i am sure it is not the problem here. " +0,(or written correctly). +0,all the information you can find in the linked manual. +0,"but now, i can't directly connect thermocouples to 74hc4067. " +0,it is intended for os x and linux but it will give you a good idea of what you need to do. +0,usually an arduino does not receive any integers or floats at all. +0,i though that there '<' was used for sending commands and '>' was use for requesting data. +0,use scala in addition to or instead of this tag. +0,"some docs on device twins that can help make all this clearer: +device twin description +iot hub endpoints " +0,"they behaved like this: + +are there equivalent c functions? " +0,so is it because i use picture too large ? +0,"net, register the asp.net version that is coupled with the tool, create client-script directories, and perform other configuration operations. " +0,other than that i just changed my board to uno and then changed it back to 2560 mega and compiled the sketch and it works now. +0,"as shown above, yes. " +0,": flash hw ver:00.01.00.00, bm ver:00.01.05.04 [y/n] n +update aborted : update was aborted upon user request ++++++++++++++++++++++ +time elapsed : 10 ms for downloading and starting eci firmware +controller count : 0 +opening board 1 of type ""usb-to-can v2"" failed with error code 0xe0fe000e +devadminrun -> exited with error code 0xe0fe001a + +the second option still not works. " +0,it currently supports the windows and android platforms. +0,"are you in the ""audio"" group?" +1,a cross-site scripting vulnerability may be used by attackers to bypass access controls such as the same origin policy. +0,"you need to be patient for a while and consider compiling/building every module and helper by yourself from the source codes, especially for the arm side. " +0,"there is no need to understand complex consistency models, with poorly articulated edge-cases. " +0,"error when trying to run on iot core: +c:\program files\docker\docker.exe: error response from daemon: container +e9da3baa806f161153fdb7f60a9401a5ff46c32a959499cbe0bd822b1fc0dda3 encountered an error during start: failure in a +windows system call: the compute system exited unexpectedly. " +0,"i edited the code called ""cordova-plugin-ble-central made by don coleman on github) to reach this goal." +0,"now i want to be able to get an email reporting the actual status at the moment whenever i am interested, triggering this by an email from my mobile. " +0,a user role is a group of users that share the same privileges or permissions on a system. +0,"a) for running the script continuously, you can use tools like forever or pm2, otherwise you can also make the app a debian daemon on raspian you can run with (if you're running arch linux, this is handled differently i guess). " +0,"so i have a beaglebone black board, and i want to be able to set some pin from a low value to a high value. " +0,"i've already paired the device with my computer and am currently following this tutorial: +url +i am able to add a serial port with: + +but when i run rfcomm to watch to port using: + +i receive this: +rfcomm tty layer initialized +rfcomm socket layer initialized +rfcomm ver 1.11 +waiting for connection on channel 1 + +from there i return to my pc's bluetooth settings and traverse to com ports (none show up). " +0,"this is true for any node.js program controlling an arduino, whether with cylon.js or johnny-five. " +0,"depending on the current time, it will also upload the temperature to 3 different web services (at 5, 10 ,15 mins past the hour etc) and tweets it (on the hour) +a long running ruby script which runs at reboot and watches for files being created by the motion detection software, then uploads them to dropbox +motion - the motion detection software + +the scripts are launched in the root users crontab like so: + +what i have noticed recently is that within seconds of motion being detected the pi becomes unresponsive and after reboot the cron_shed_watcher.log log file contains entries such as: + +to recover from whatever is happening during the killed phase, i need to reboot. " +0,time and attendance systems are those that keep track of people's comings and goings. +0,furthermore its opensource and therefore free to use +0,thanks in advance for your cooperation +0,"in this link, another user has the same problem as you and he has been suggested to use delegate. " +0,"once you disrupt connection(incorrect disconnection), which is very easy to do, you will block your port and you will end up with infamous 'address already in use' error. " +0,if you want to do real complicated things i suggest that you take a look at firmata +0,"per a suggestion posted, i read on github the following: +no pre-processing is done to files in a sketch with any extension other than .ino. " +0,"in general it would look like: + +so i thought of using fork(), but this creates zombies when the main process exit. " +0,as of today you can't install the official package provided for debian for its mismatching the hardware platform. +0,"i searched a lot for troubles with character set (ascii vs utf), but without any results. " +0,"inner classes are another, more general way to handle events from user interfaces. " +0,"the command should be + +if you don't know the ip address and you're on the same network, you can use its host name. " +0,esp8266wifi.h is part of the esp8266 core for arduino. +0,workers can include other scripts using the method. +0,"the project aims to provide a consistent and complete set of interactions with openstack's many services, along with complete documentation, examples, and tools. " +0,"post body +the post body should provide as much background information as possible to help the other contributors answer your questions. " +0,you have chip-select conflicts with all of the spi devices you're using. +0,"var riot require('riot'), +blogview require('./views/blog.tag'); +riot.mount(blogview); +i'm just confused with the error and what is going wrong. " +0,primarily used for creating microsoft windows installer (msi installer). +0,i flashed 17763 build using dashboard. +0,"update +as discussed in comments, there seems to be a problem with the event handling. " +0,"i really do not understand what you mean: +""i want to stop the distance sensor measurement when e.g. " +0,"not +with npm itself. " +0,", -classpath, ...) +options that begin with -x which are non-standard (not guaranteed to be supported on all vm implementations) and are subject to change without notice in subsequent releases of the jdk (e.g. " +0,i have tried checking whether the 1883 port is open or if there is any issues on rpi mqtt broker. +0,i would like to develop a python opencv script to duplicate/improve on a gimp procedure i have developed. +0,"from: url + +the jack toolchain is deprecated, as per this announcement. " +0,whenever i try this both the app i use as remote (flex remote - ios) and the mouse connected to the raspberry won't work. +0,"in my setup i put that pin as input_analog, do i need to do something else in order to get the reading? " +0,"i have a digital display connected to my arduino and its supposed to show the number 5 and once i click on the button the number should increment by 5, but when i click it keeps adding 5 until i let go, so a single click goes from 5 to 155 instead of 10. " +0,"besides the ""helpful flags"" count i try to flag cases i spot where flags are clearly wrong." +0,"it has a config file that can adjust the period as to be more lossy, but be more tolerant of delayed interrupts. " +0,i just need to somehow get the times into that. +0,"on your mobile app, you should initiate a service discovery phase when your ble device is connected. " +0,"the simulink model contains a constant the is set to 0, and this constant value is displayed in the display block on the right. " +0,"if i request data from an api using a raspberry pi in a while/for loop in python and append data to csv and one iteration fails due to something like faulty wifi connection that comes and goes, what is a foolproof method of having an indication that an error occurred and have it keep trying again either immediately or after some rest period? " +0,"for windows, i tried doing this + +in powershell, run . " +0,"include tags to mention if the question relates to format conversion, processing, etc. " +0,it is highly possible about sample rate. +0,"worked pretty fine by the normal setup instructions if i recall correctly though it took ages to build (like, half a week). " +0,i just setup a raspberry pi machine and tried reverse engineering the following piece of code. +0,"if that doesn't work, /var/log/apache2/error.log can tell you more about the error. " +0,a driver typically communicates with the device through the computer bus or communications subsystem to which the hardware connects. +1,"the most proper way is to use in the directory : /etc/apache2/sites-available/ +the default is pointing to /var/www/ +i'm always creating a user for a project and then i point the virtual host and i use suphp for the security. " +0,the appmaker tag should be used for questions about [google app maker](url). +0,essentially what i need to learn how to do is have the pi listen for this request and run a script (setting gpio pin 17 to high for a half second). +1,you could buy antenna which meets requirement of your gateway and lorawan specification. +0,"if you need that, use mono.data.sqlite or csharp-sqlite. " +0,source: url +0,"i am developing a thermostat firmware that handles different states, an oled, and reacts to some push buttons, among other tasks. " +0,"then you would swap the buffers, and repeat. " +0,can someone please help me out? +0,"in software engineering, multi-tier architecture (often referred to as n-tier architecture) is a clientserver architecture in which presentation, application processing and data management functions are physically separated " +0,sfml (simple fast multimedia library) is a portable and easy to use multimedia api written in c++. +0,i bought a uno r3 and i don't have this problem anymore. +0,i am using +0,use for azure oms\log analytics questions +0,"if you have a raspberry pi with a revision 2.0 board, you need to use ic bus 1, not bus 0, so you will need to change the bus number used. " +0,"additionally, all of this is heavily hardware dependent, both on the central and the peripheral, so it's difficult to even ballpark expected performance. " +0,onreceive callback will define what kind of data should be send back to the raspberry. +0,arduinos serial monitor is very simple and very limited in functionality. +0,"as a sanity check i have tried the code against a different mqtt service (adafruit io) and the results are as to be expected (here the message is 'on' or 'off'): + +the azure mqtt service must be doing something different when it sends the messages to the device, what i needs to know is what it does differently. " +0,the community has made available a tools to simplify the creation. +0,this is not the best solution. +0,"the one saved in the xml file is actually a kind of hash and if you don't set the correct value you'll have an error like + + +add profile failure: invalid profile xml. " +0,ilink64 is the linker for c++ 64-bit windows applications. +0,"in follow up to the loopback test, you can do this with a few tricks from the command line. " +0,"i need it to count down starting at 45 minutes and 00 seconds +i don't see you set this anywhere. " +1,"it is not intended to replace proper security measures, and should never be used in place of proper encryption. " +0,".net core is compatible with .net framework, xamarin and mono, via the .net standard library. " +0,"installation +the imputets package can be found on cran. " +0,"here is the same, unrolled: + +this code too works great, and produces the desired results. " +0,i have made the dio following the instructions on the oracle page and copied the build folder onto by development pc. +0,i tried to have the start button trigger a flag that starts a timer. +0,inside an organisation's firewall as opposed to on the internet. +0,"therefore, if this is a raspberry pi 3 model b or b+, then it has bluetooth v4.1 or v4.2 (respectively) built-in and it should be capable of acting as both central and peripheral. " +0,"other patterns that might appear during a failed boot mean: + +firmware before 20th october 2012 required loader.bin, and the meaning of the flashes was slightly different: " +0,"i have a serial com gui and i need to have text displayed in a box based on what the serial port's existing data is, but not exactly what the serial port data is. " +0,you create subclasses for any custom protocols or url schemes that your app supports. +0,making the scene brighter will shorten exposure and so improve the sharpness - although in the end you are using a cheap camera with a small sensor so it isn't exactly ideal for this application. +0,"""arab standard time"", ""arabian standard time"", and ""arabic standard time"" are three completely different time zones with similar names. " +0,"for more information, see the apple documentation for the uiappfonts key. " +0,is jtag the normal method (i think that is what my research has indicated ...)? +0,related to html/css/javascript code created by adobe edge applications. +0,however it doesn't seem to work with the esp. +0,"err: you must give at least one requirement to install (see ""pip help install"") +you need to run this on the raspberry pi: +sudo pip install twilio +if you don't have pip installed then run: +sudo apt-get install python3-pip +and then again: sudo pip install twilio +for 2. " +0,"here are my questions: + +where are the requests saved? " +0,"when not to normalize your sql database +maybe normalizing isn't normal +the mother of all database normalization debates on coding horror + +the trouble with following advice to ""denormalize"" is that it doesn't tell you what to do. " +0,"the first statement: +sets the pointer variable equal to the value of gpio_base, and also casts the latter to a pointer type. " +0,qttest is a qt module for unit testing qt applications and libraries. +0,the softwareserial library of arduino don't work with clones made of atmega32 as this do not have pcint feature. +0,"an yes, i'm new to python. " +0,"on other systems, it is available through libbsd. " +0,yes. +0,it has a synonym with more questions. +0,good luck. +0,"here is my solution of wiring: + +and: +you need to choose the right settings in the arduino ide. " +0,"when i insert it to raspberry pi, it is displaying ""digital input - cannot display this video mode"" on the monitor. " +0,then you replace your pointer with the pointer to the data of opencv. +0,"opencart supports multi-channel ecommerce with availability for multi currecy, language, template, domain and device (tablet, web and mobile). " +0,both cases involve disturbing noise. +0,"before changing the include path, if you haven't already, first set the ""compiler path"" to point at your c/c++ compiler, and set ""intellisense mode"" to match the compiler as closely as possible. " +0,when running in a non gui mode? +0,so after fixing one light blinks and one light continuously stays on but i need both to blink i shall look further. +0,"you can use its native compilers for raspberry pi(can be used along with old & slow 6.3.0 gcc), or use the cross-compiler in any linux machine(tested on latest ubuntu/bionic x64) to compile programs for your raspberry pi. " +0,the interpolated surface is smoother than corresponding surfaces obtained by bilinear interpolation or nearest-neighbor interpolation. +0,"written in php and mysql, virtuemart is an extension that allows administrators running the joomla! " +0,just use the .toint() function. +0,the windows client is automatically attempt to enrich the minwinpc:8080 to become minwinpc.local:8080. +0,and it definitely isn't what you want. +0,valve ! +0,occasionally scanning will hang on storing a bit and i'll have to fob the reader a second time to get it to finish. +0,fastmm is the default memory manager for delphi win32 and win64 bit applications. +0,the following image is showing the memory usage of my raspberry pi. +1,"this procedure is very well documented in authorizing from a companion app check ""procedure for obtaining refresh and access tokens"" section." +0,you can also add custom include search paths for your compiler. +0,it is written in php and primarily uses mysql as a database management system. +0,this is the place to ask questions about the angular-tree-component npm package. +0,"that way you can create an array with elements of type sensor and call this method on each element, which then calls the implemented method of the child classes. " +0,servicenow uses several unique indexes out-of-box to protect certain tables from duplicate record confusion. +0,"some tool uses this specification to generate code to cover basic crud (cread read, update, delete) functionality, effectively treating the template as a scaffold on which to build a more powerful application. " +0,"note: i'm already familiar with some programming languages like c and python3, 3d programs like blender and 3dsmax(just the basics),and i have experience with robotics, single board computers(rpi) and microcontrollers(arduino). " +0,"you usually want this as you don't want +any of the special terminal handling options. " +0,ok one approach is to use the function for this. +0,so each time after certificate created i need to manually attach policy with certificate. +0,"until today, the access point worked. " +0,"which solution is the best, we can't say but it works now... " +0,old question but it came up first in a google search so here is my understanding. +0,"(simple alsa example have failed because capturing audio buffer is already used by hotword detection engine) +i am new to linux and some methods like jackaudio, ladspa seem so sophisticated to me. " +0,thanks +0,intercom.getinstance(): returns an instance of intercom. +0,"this is quite an interesting problem, in the normal world of computers we would solve this via threading. " +0,and some hints for this project. +0,"open tools > serial monitor, set the serial monitor to the correct serial port and set the baud rate to 38400. " +0,"serialgps.begin returns the error + +if remove * when setting the variable +softwareserial serialgps(10,11); // rx, tx + +result error on the variable +arduino_sketch:21: error: expected identifier before numeric constant +arduino_sketch:21: error: expected ',' or '...' before numeric constant + +this issue is on all kind of classes that needs values as initialisations. " +0,now jtidy is maintained by a group of volunteers. +0,"installing the software you are really going to use into a raspberry pi compatible distro seems far more effective to me, and probably it would also help you better use the available resources. " +0,"when i put things 1.0 back on the card, it doesn't boot again. " +0,i am doing some attendance related project. +0,i want to save settings between two sessions. +1,libssh is a c library that enables you to write a program that uses the ssh protocol. +0,"i tried blink led sample it's working fine on board, as led blinking but no ui visible(add ui in code). " +1,"if the server is configured to use ltpa, the server first checks for a valid ltpa token for the sso domain the server has been configured for. " +0,this is my code. +0,"also know that your process may be put to sleep anyhow once the os ""ticks"" in to schedule work." +0,i've tried doing so with and .exit() but neither seem to work. +1,"130|shell@test_ref:/sys/class/gpio/gpio218 $ ll +-rw-r--r-- root root 4096 2009-09-01 01:56 active_low lrwxrwxrwx root root 2009-09-01 01:56 device -> +../../../0-0022 +-rw-r--r-- root root 4096 2009-09-01 01:56 direction +-rw-r--r-- root root 4096 2009-09-01 00:30 edge drwxr-xr-x root root 2009-09-01 00:00 power lrwxrwxrwx root root 2009-09-01 01:56 subsystem -> +../../../../../../../class/gpio +-rw-r--r-- root root 4096 2009-09-01 00:00 uevent +-rw-r--r-- root root 4096 2009-09-01 00:00 value +as above, the write permission of gpio/edge has been denied... +how can i permit the write authority of gpio/edge, in the linux kernel? " +0,"to update the web page contents, the same method applies than the previous possibility. " +0,the 2.0 version of the .net framework. +0,iotivity which is in the docker hub is the iotivity cloud. +0,i had the same issue and removing the lock file /var/lib/mongodb/mongod.lock worked for me +0,to instantiate deviceclient. +0,forgive my ignorance as i am a complete novice in lua and the nodemcu api. +0,there is also many points of analytic data that can be acquired via the plan including things such as estimated and actual number of rows. +0,sharp.xmpp is a multiplatform .net assembly for communicating with an xmpp server. +0,click on menu tools --> board and check if the correct board is select. +0,i thank you for and advice you can add towards this project i am doing. +0,use a different max31855 library that does not bit bang it. +0,"update: working code for main: +def connect_socket(): +socketio socketio('10.0.0.4',8080,namespace) +socketio.wait() +if __name__ '__main__': +mykeyboardlistener() #keyboard listener, works fine +socketthread threading.thread(target connect_socket) #creat thread for socket +socketthread.daemon true #set daemon flag +socketthread.start() +snakeapp().run " +0,it needs to issue a 'params' key pair if it is to work with the wrapper. +0,"to support traditional settings.app panes, the app must include a settings.bundle with at least a root.plist to specify the connection of settings ui elements with nsuserdefaults keys. " +0,"resources: +jaws - url +wordnet - url " +0,i want to print the frequency. +0,i want 5v voltage from any of the digital pins of arduino uno board but i am getting less than 2v. +0,"one of the problems is here: +you are not binding your handler to the event. " +0,"height, width & depth). " +0,"however, serieshelper not working for some reason. " +0,"if you don't want your program to be killed, handle or block sigpipe yourself. " +0,a nested type is a type that is defined inside another type and is typically accessed by dot notation on the parent type. +0,i'am dealing exactly with the same issue right now. +0,some things to ask.. do you continue to print debug messages? +0,"project homepage +url " +0,ember model (em) is a simple and lightweight model library for ember. +0,i don't want to use another ftdi chip while arduino already have it. +0,"for example, on the arduino: + +and then in the python code: + + + + + +ser serial.serial(port_name, + +also, if you can send data from the arduino to the python host, then you know that your communication set up is correct. " +0,so basically my bell program has to work on a mac computer now. +0,but the summoners names i get are different from other running sites like url and url (both these sites have the same data but mine is different). +0,zoneedit provides both free and paid dns services including dynamic dns and dns load balancing as well as web and mail forwarding and parking services. +0,emf.edit - the emf.edit framework includes generic reusable classes for building editors for emf models. +0,i restarted my computer and then opened the ide again and it worked while none of the above did. +0,were i am going wrong? +0,some of the unit tests require a sql database. +0,the compiler says it: you cannot use to concatenate c strings (i.e. +0,i then looked again at the original log and saw that it said it was an 8m (512k+512k) and then dumped a 2nd chip again as 8m. +0,can anyone assist? +0,"i hope that someone here can help me, i want to control my arduino uno by sending it commands from a c++ program that performs some basic face recognition. " +0,"lapply is a function in r that returns a list of the same length as given argument x, each element of which is the result of applying given function to the corresponding element of x " +1,"the intuit customer account data api provides developers access to end-user financial account and transactional information from nearly 19,000 financial institutions, giving developers the ability to create custom financial applications that can range from analyzing consumer behavior to credit checks to innovative new small business solutions. " +0,it might be the case that you can look at how they set up their ap and web server as it is all open source. +0,"radio.stoplistening() +# take the time, and send it. " +0,see copy-elision. +0,"facebook's graph api allows websites to draw information about more objects than simply people, including photos, events, and pages, and their relationships between each other. " +0,"see here for an example: url +other providers may also offer such services. " +0,framework for creating command-line interfaces from docstrings. +0,i want to understand whole architecture to proceed on this. +0,"heres what it looks like now: +char pieces[27][6] +{ +{""n"", ""n"", ""n"", ""n"", ""n"", ""n""}, +{""n"", ""n"", ""n"", ""n"", ""n"", ""n""}, +... +{""t"", ""t"", ""t"", ""t"", ""t"", ""t""} +}; +and heres the error its giving me: +error: too many initializers for 'char [6]' +could someone help me to initialize it properly? " +0,"so valgrind will still have +decoding failures from time to time. " +0,i am using a raspberry pi 3 that's running windows 10 iot core. +0,when i try to import flask i get more syntax errors. +0,idls offer a bridge between the two different systems. +0,`context-param` tag is used in the web application configuration file `web.xml` to set a context parameter to the application context. +0,"that would normally work just nice, if your machines clocks are in sync and the file modification timestamps are ok. " +0,available in ios 7.0 and later. +0,"my budget is not large, and would prefer to keep this cheaper than $1000-$1500 excluding the mounted tool on top. " +0,"im trying to get any version of android running on my raspberry pie 3 b. ive followed the instructions here and used these build settings + +oem partition size: 512mb +using google play services +empty bundle +os build: oir1.170720.017 + +im able to successfully flash the image onto a 64gb micro sd (with etcher) card but when i insert it into the pi and power it on i see a rainbow screen flash a couple times and then it goes completely black. " +0,how to send alerts from iot hub back to devices only the messages filtered by stream analytic job? +0,"similar to cilk, hopac runs parallel jobs using a work distributing scheduler in a non-preemptive fashion. " +0,"the zope.interface module provides an implementation of ""object interfaces"" for python." +0,keil (my flavor of cortex-m3) mentions that the exti (external interrupt controller) handles gpio pin interrupts. +0,just because you are using 4.2.1 doesn't mean you need to use this tag. +0,i have a raspberry pi v2 running windows 10 iot and am trying to run a dotnet 2.0 console application on it. +0,"i can open the .jar-file with a program like winrar and see that in directory foo/bar/ there is the file main.class and in directory meta-inf/ there is a file called manifest.mf with content: + +i am using some libraries in the application, for example com.google.gson, but in the .jar there is the directory com/google/gson/ with the corresponding .class-files. " +0,programmatically controlled http protocol listener for use in the .net framework. +0,does anyone have any suggestions on how i can turn this data into a jpeg? +0,"since it uses canvas, you have to include a polyfill to support older browsers. " +0,"i want to do this: +if i type this at the .h file everything are almost perfect but i can not make a method that will return a gsensitivity type.it does not recognize it. " +0,although standard specifies minimal connection interval of 7.5ms apple documentation says recommendation is 30ms :-d what i have experienced using bunch of different chips and ios devices is that you will be capable to transmit 20bytes every 20-30ms. +0,"the aws sdk for php enables php developers to easily work with amazon web services and build scalable solutions with amazon s3, amazon dynamodb, amazon glacier, and more. " +0,replace with pip3. +0,that's because the test condition your while loop will never become false. +1,"products include: + +iar embedded workbench: c/c++ compiler and debugger tool suite for applications based on 8-, 16-, and 32-bit mcus +c-run: runtime analysis tool for detecting data type casting, integer overflow and memory management errors +c-stat: static analysis tool with support for misra-c, cwe and cert rules +iar visualstate: tools for designing, testing and implementing embedded applications based on state machines. " +0,"links +google code link +github fork link " +0,i'm trying to send a variable to . +0,"links + +github " +0,"you can find a fairly easy to follow example on the arm site (but your hardware may differ from the controller discussed here): url +the setup in the example is discussed in the readme in the .zip archive. " +0,could you just return a 404 header when you want the server disabled? +0,would this even be possible? +0,update: i plugged it into my main home router instead of a switch and it worked immediately there. +0,using recursion is making it more complicated than necessary. +0,it scans your cloudant database and intuits the implicit structures in your data. +0,"i have this function and i need to close the file before exiting the function say(""some text"")." +0,kill {process number}) but if i send the shutdown command (i.e. +0,i am writing code that will let arduino sent http posts to a iot cloud service (thethings.io). +0,"for generic use, just use signalr " +0,"the ethernet shield does not use the rx and tx pins (0,1) and i have personally used serial communication with the shield before. " +0,"i'm new to python and i'm trying to produce sound after pushing a button on a raspberry pi 3 using offline tts, my push button is connected to pin 16 (bcm). " +0,"common causes of unexpected behavior + +check your whitespace. " +0,"i can tell that the problem is in this script because i have tried other scripts with infinite loops, and the ctrl-c works for those. " +0,just install it in your pcl project and you are good to go. +0,"however, microsoft, being a major player in the software development tools space, has introduced the term ""assembly"" to mean ""any set of files that are described by manifest file"", where ""manifest"" is also a microsoft term. " +0,the certificates created are for testing purposes only. +0,indicative is a simple yet powerful data validator for node.js and browsers. +0,surfaceflinger is android's window compositor. +0,we're trying to make something that'll continuously take pictures when its thrown off a building. +0,"i'm aware i could use system.management and wmi queries, but +these are not available on linux and macos, which is why i'm using +libusbdotnet instead. " +0,"since were are talking about an open source software, i believe there should be people who got wine (installed from jessie-backports) working on rpi3 without buying some extra patch. " +0,at the very least you will need to install i2c tools and ensure your kernel has i2c support in it. +0,"healthshare includes health information exchange, data aggregation, +workflow, text analysis, and analytics technology. " +0,"ucsr2c (1 << umsel21) | (1 << umsel20); // |(0 << ucpha2) | (0 << ucpol2); +// enable receiver and transmitter. " +0,"if it's incorrectly installed, remove it: +apt-get remove --purge nodejs +then install it again + +if it's correctly installed you should have the binaries for node and npm. " +1,"i want to install open jdk 8 on my rarpberry pi 3 running ubuntu mate 16.04 +i've an internet connection using corporate proxy that requires a certificate for https connection. " +0,"description +remedy refers to the bmc remedy action request system (ars) which was orignally designed to be a platform to build help desk systems on. " +0,"update: +for deleting a existing device identity, please see the rest api reference and see the code below. " +0,"the problem is when i try to run the output: +/home/pi/spi_slave# ./build/output.elf +segmentation fault +/home/pi/spi_slave# ./build/kernel.img +bash: ./build/kernel.img: cannot execute binary file +tried to download the arm-none-eabi compiler from cambridge but it wont run: +/home/pi/spi_slave# ../arm-2008q3/bin/arm-none-eabi-gcc +bash: ../arm-2008q3/bin/arm-none-eabi-gcc: cannot execute binary file +sourcecode +the code we are trying to compile is: url +the only change we did was in the makefile, added a # in front of the armgnu var + +environement + +what am i doing wrong? " +0,"for questions about user-mode linux, use the [user-mode-linux] tag. " +0,db2 is a family of database servers developed by ibm. +0,and you'll have whole and thorough control of your code. +0,#pragmas are often nonportable. +0,"related links: + +home page +tutorial +blog link +download page " +0,webassembly aims to execute at native speed by taking advantage of common hardware capabilities available on a wide range of platforms. +0,pdf can contain interactive forms that allow users to enter information to be stored in the pdf. +0,"heroku-toolbelt install: + +heroku command fails with " +0,requirejs is a javascript file and module loader. +0,deploying applications native to the system for which they are developed +0,you need to ensure that your frame rate is fast enough to get a decent still of the moving car. +0,maybe some one can point me in the right direction. +0,"while accessing the devicemgt i just keep getting below errors + + + +please any one help me on this, i have been working on this for about a week. " +0,however i am having trouble running thermostat.py from my local machine (mac). +0,this function never returns. +0,"you need to grab the armv6 tar.gz here: url +and do: + +and then: +rm your-tar-file.tar.gz + +when you get to the part about setting up nginx make sure that you do not use port 8080 because unicorn uses it and gitlab will throw an error page when you try to access it. " +0,here is a link to an in depth look at boot time optimizations. +0,also refer write and print on manual. +0,here is an example of the code on the arduino side +0,the code doesn't measure the distance. +0,"watch out for the first case its fine, but for the second one you would have to change the second filter sting to ""#."" " +0,itemalias - item alias (form name redefenition) formatdatafunction - function to modify the request body. +0,"if you are looking to configure rpi, you need to go google assistant's sdk site - url +if it's the latter, you may want to check the google actions +url " +0,you can actually to it all with the raspberry pi. +0,this code runs on an atmega328p using the arduino bootloader. +0,"visualization features + +useful default settings make it easy to inspect data, with minimal code. " +0,"organizations + + +are group of users that share resources of an application (roles and permissions). " +0,i guess you miss setting the for the page to bind the model. +0,"this eliminates the need to use the xna 4 content pipeline, which is not available for all platforms. " +0,you can't access from a constructor of a static object because there's no guarantee that serial will be set up. +0,as this doesn't seem to be a commonly available library it's probably a custom module in your system. +0,"based on the concept of a project object model: builds, dependency management, documentation creation, site publication, and distribution publication are all controlled from the declarative file. " +0,more here. +0,because after 30 seconds i want to repeat the same thing and change the image in the window. +0,roles represent groupings of users for the purposes of granting permissions (e.g. +0,"here is my qt code: + +my source code consists of two parts, +1- serialportinfolist .... which works just fine +2- opening and writing data... " +0,how to solve this? +0,"i considered the ds2401 approach; however, i couldn't justify the extra hardware. " +0,same i have another xbee as coordinator which is accepting values from xbee sensing node. +0,"i am developing a remote desktop application, rendering video and audio and sending data separately trying to sync using audio queue services, achieved the result too, but it gave glitches in sound, used audioqueuereset for syncing sound with video but getting glitches. " +0,this question has been asked before but the solution did not solve my problem. +0,"if you've already developed your firmware, switching to 30-pin may introduce problems. " +0,start multiple server processes and spread the load with a load-balancer. +0,i am doing a simple tcp communication from an arduino to raspberry-pi wirelessly with an esp8266 wifi module on arduino uno.the tcp server is running on the raspberry-pi.i am able to do tcp communication with the following at commands in arduino serial monitor at a baudrate of 9600. +0,you can take your existing c knowledge when using arduino. +1,i have configured a mastercard debit card in passbook. +0,i think this and this issues are worth looking at. +0,videos (of slides + audio) are archived. +0,"@lxpanel --profile lxde-pi +@pcmanfm --desktop --profile lxde-pi +@lxterminal +@xscreensaver -no-splash +point-rpi + +note: in some places, it is suggested to use the -e flag instead of --command parameter in lxterminal, however that did not work for me. " +0,"for example, querying 5tb on a 100-node system will take the same time as querying 50tb on a 1000-node system. " +0,"you can use raw sockets, or some high level library such as zmq. " +0,and prints out the data. +0,"when i compile,the receiver led on arduino blinks.however i want to cross check if the integer is received by arduino. " +0,heterogeneous multi-processing +0,here's my code. +0,"jquery also has capabilities to manage things like sending a request for a data update to the server, and updating based on the response when it comes back. " +0,"it will look like this (i imagine): +arduino (post) --> django server (localhost) --> postgresql database +so i have 2 questions: +1) in order to successfully send a post to my local django server, should my host be my public router ip and the port be the same as that which i am running my server on? " +0,shake is a haskell library for writing build systems - designed as a replacement for make. +0,spin is a multitasking high-level computer programming language created by parallax for their line of propeller microcontrollers. +1,"tried adding the cert (in all formats .cer, .pem, .crt) using the certutil command as below. " +0,maybe you should have a look at samsung artik cloud. +0,very powerful. +0,"when i send ""hello arduino!" +0,"features + +fine-grained selection of synchronization operations to perform +synchronizes single mailboxes or entire mailbox collections +partial mirrors possible: keep only the latest messages locally +trash functionality: backup messages before removing them +imap features: + + +links + +website " +0,"edit: here's part of the cmakelist.txt file i updated on the rpi + +edit 2: +proj a rtl-sdr +proj b gpu_fft " +0,"print 2 values separating them with ("","") or any other symbol. " +0,"thus, the first 9 characters must be the digits 0 through 9, and the 10th must be either one of those digits or an x. " +0,drawimage is often optimized with hardware operations while the single fill and stroke may not. +0,i'm a new programmer for devices +0,i'm currently running the followin in terminal to send a command over usb serial. +0,"`numberformat` refers to formatting numbers by specifying decimal precision, decimal and thousand separator characters, currency sign, etc. " +0,with that said i believe you want to move the contents of ser serial.serial() into the main() function just before the while loop. +0,"the term was coined by manfred von thun to describe his language joy, but some consider forth as the first concatenative language. " +0,team foundation server 11 was the codename for the product that is now known as visual studio team foundation server 2012. +0,the power() function would return this respose back to salesforce. +0,hinstance is a name given to a handler instance in window application +0,i want this to be built in as a widget within the gui. +0,more information can be found in the user guide. +0,"it is commonly used to automate system maintenance or administration, though its general-purpose nature means that it can be used for other purposes, such as connecting to the internet and downloading emails. " +0,you can easily check it with this code: +0,javascript intersectionobserver is an api for finding intersections of dom elements. +0,eventmachine based websocket server +0,it all really depends on what you want to measure. +0,"i am having similar issue with wso2 iot 3.3.0: +1. " +0,"wrought with the possibility of failure, but is definitely a learn by example approach. " +0,"when i place an rfid tag in front of the rfid, the arduino board does receive data. " +0,"here is my code in arduino +server side code + +client side code + +can any one suggest me how to transfer data from client to server " +0,i've tried running visual studio 2017 with administrative privileges. +0,"i'm running the following command in /home/pi/.config/lxsession/lxde-pi/autostart: +the midori browser is starting up automatically and going to the website i want it to go, but it won't show any popups. " +0,"thanks to @dirk, who correctly diagnosed this as a problem of running r headless on the pi, i found a solution by mixing answers from previous posts: + +i start r by calling +i installed the cairo package in r and save plots using code i adapted from this blog post + +i also found this site helpful. " +0,it is able to establish relationships between items based on similarity and usage patterns. +0,any idea why it returns before the full response is received (well within the timeout period)? +0,this issue maybe can be solved by software but then i would recommend to bit-bang the whole i2c interface so you do not have to mix existing twi hardware handling with additional software components but have everything under control by software. +0,"i do seem to recall, however, that there was a __int128_t def before that. " +0,but it seems i am unable to retrieve the bytes on the arduino. +0,i'm just learning to program gui's with pyqt. +0,"because the pia is signed by its +publisher and labeled with the primaryinteropassembly attribute, it +can be differentiated from other interop assemblies that define the +same types. " +0,"performs application-defined tasks associated with freeing, releasing, or resetting unmanaged resources " +0,it could be a good idea to look into that. +0,"in order to program a cpld device (xc2c32a) when the file (.jed) is located on a raspberry pi 3b+ (raspbian lite) and the connection between the raspberry and the cpld device is with a jtag hs3 cable, the software adept 2 can be used. " +0,"spatial operators for determining geospatial measurements like area, distance, length and perimeter. " +0,"i pretty quickly see the following errors on console after starting chromium: + +after asking on the raspberrypi.org forum, it was suggested that i wait for the next version of chromium. " +0,is there an option that i have put it in some mode that it can't respond anymore ? +0,"it was a powerful high-level-language-based, processor-independent, multiprocessing, multiuser operating system with features comparable to unix. " +0,i built from source on raspbian stretch. +0,robert-orr has already answered your question but i think you are confused about the naming. +0,then i tried with the nodemcu-flasher - windows. +0,"i am able to connect an android device and windows os and read data, but for some reason linux is giving me a problem +thank you " +1,promela is a verification modeling language. +0,i'm getting a compiler error when i try and compile the hellokeypad demo sketch. +0,check your power supply (external power is most suitable) and send an close-command. +0,openexr is used by ilm on all motion pictures currently in production. +0,"2) i also ran all the combinations with/without and and these are the errors + +3) i also copied the sysroot from the raspberry-gcc8.3.0.exe install on win10 over to rpi-4 and passed that to gcc as its --sysroot location - which also fails with the ~basic_string() unresolver error. " +0,"colour sensor code +movement code in an other file i have these functions def listen(): +print(""listening to commands"") +while true: +msg socket.receive() +print(""received: "" + msg) +try: if(msg something): +movement.forward() #ect +except: +print(msg) +listening +listening.start() +i let the code for the color sensor run in the main thread +i expect that everything works as it should and the car drives forward and the colour sensor reads the right values " +0,thanks in advance for all help and suggestions. +0,hopefully this will help you. +0,"sybase was acquired by sap, inc. in august of 2011, as of version 3.0, the name has changed to sap mobile platform. " +0,try changing the minimum api to 18. +0,i truly believe that you can just install python3.5 from the source repos. +0,"so basically i've been struggling with the issue that i can send a message to the leonardo with qt c++ however when i try to send another message it just doesn't arrives for some reason, while it worked with autoit (so i'm 100% confident that the code i used on the leonardo works flawless, and i'm still a big noob at c++) + +is there anyone who can point me out where i'd made the mistake and/or how to solve this? " +0,an easier way might be to keep a buffer of that last 20 characters or so. +0,"i am trying to boot my raspberry pi and the first light is green, the second red and the other ones are not on. " +0,"instructions and data are stored in memory together, both of which are sent along the same bus. " +0,i do not understand why this doesn't work. +0,i want to send a grayscale image file from server to nodemcu as a response to an http request. +0,"a component-based, event-driven programming and asp.net syntax similar framework for developing web applications in php 5. " +0,"now engine temperature sensor, sends data to engine twin, and i want this data to be automatically updated in vehicle twin. " +1,"here is my code right now: +while searching for a solution i tried eliminating the part of the code that says: +from google.cloud import speech +from google.cloud.speech import enums +from google.cloud.speech import types +to what i get: +traceback (most recent call last): +file ""/home/pi/documents/pythonprograms/googlespeech.py"", line 12, in +client speech.speechclient() +nameerror: name 'speech' is not defined +thus, i suppose the problem is within the way that i imported that, and not in the credential itself. " +0,this is what i get in the terminal window. +1,usb raw hid with hacked 8khz poll rate (125us poll interval) combined with teensy 3.2 (or above). +0,"however on desktop, both nvidia and ati support opengl and opengles. " +0,"* connection #0 to host github.com left intact | 2.47 mib/s remote: total 2610 (delta 245), reused 1412 (delta 149), pack-reused 0 +receiving objects: 100% (2610/2610), 14.26 mib | 2.34 mib/s, done. " +0,is that statement true or false? +0,i also have no idea on how can i do the android coding in eclipse that can make the arduino read/recognise the button click on the android device. +0,"in response to a user command, commands and responses are effectively independent. " +0,"mathjax is an open-source javascript engine that makes it easy to embed mathematical equations, symbols, and formulae on a web page. " +0,"it has a difference by 1,7pa or 0,85%. " +0,"here is my code: + +does anyone know something about this issue? " +0,"my code for sms alerting, + +this code works for the very first outage but after power up also it send power down. " +0,"you just need to connect the arduino's gnd to the controller's gnd, choose an arduino pin to be the tx line, and connect that pin to the controller's rx line. " +0,i am very confused. +1,"list of features: + +works out of the box, with full multimedia support and is extremely easy to use; +both free of cost and open-source; +community-driven; +based on debian and ubuntu, it provides about 30,000 packages and one of the best software managers; +safe and reliable. " +0,you could take places as an integer parameter if you wanted to vary the precision. +0,starting with version 2.3 this plugin uses the maven filtering shared component for filtering resources. +0,"firefly also includes several filtering, graphic effects, and compositing tools to manipulate live image data. " +0,"you will find the config.txt file in efiesp drive like this: + + +reference: ""r-pi configuration file"" and ""config.txt"" +update: building iot core image with the modified config.txt file. " +0,is there a standard way of unit testing code for architectures other than the development machine? +0,i found the problem. +0,the system needs to be able to pass data from one device to another. +0,here is described an implementation of the [chap] (url) for arduino/avr devices. +0,"let's suppose we have a riot spa like this: +index.html: + +my-tag.riot: + +i would like to call myfunction() from index.html. " +0,is an r package providing bindings to the geospatial data abstraction library (gdal) and access to projection/transformation operations from the proj library. +0,you should handle data to meet this target. +0,"look at the muxing bits: + +you were entering echo 7 which is --> 0 0 0111 and it means: bit 0,1 and 2 is 1, so the mode is set. " +0,workers can include other scripts using the method. +0,"note: tasks which performed all + their iterations remain active. " +1,"response to http: is + +and https is: + * rebuilt url to: url. " +0,i've looked into whether to use a simple loop or a deamon for this but i don't understand how to both run a script continuously and receive the new commands. +0,"it is commonly used for weather forecast broadcasts, wherein a news presenter is usually seen standing in front of a large cgi map during live television newscasts, though in actuality it is a large blue or green background. " +0,the webpages work except for the php portion of my code on my php page. +0,"in an hyper threaded environment, for each processor core that is physically present, the operating system addresses two virtual or logical cores, and shares the workload between them when possible. " +0,"the 9th edition or es9, officially known as ecmascript 2018, was finalized in june 2018. " +0,phrets open source php library for using rets. +0,i fail to do so. +0,"as far as i can tell, they should be equivalent. " +0,i'm writing this code for arduino. +0,i have a sensor that has 3.3v output. +0,"it is looking for concatcpu defined here: +url + +so there may be something wrong with your bazelrc. " +0,for timer0 set bit wgm01 of tccr0a port: +0,i feel i am very close to the answer but can't see what i am missing. +0,this will give you a sampling rate of ~3khz (depending on alot of factors)... +0,"when x arrives, it's converted into fixed-point and you then you calculate its deviation from the current running average. " +0,if someone has a microphone that works with speechrecognizer and windows iot 10.0.10586 please post it. +0,"for whatever reason, esplorer is not designed to read nodemcu version. " +0,but i know that's the way to do it. +0,"can be assigned to a variable like light1on gpio.output(18,high) in python? " +0,i've followed this guide to install/configure scanbd. +0,"i cannot seem to find it in the bluetooth specifications, even though i imagined it would be under environmental sensing? " +0,you can also set it to inherit or none to set all three properties to inherit or none. +0,maybe this is the issue you're facing? +0,or you could just not call the decode on line and keep it as bytes. +0,the issue we currently face is that we cannot interface the spectroscopy unit and the raspberry pi in order to collect data. +0,twig is a modern template engine for php. +0,"here's my python code: + +my settings are: + +and i've updated the arduino code to reflect that. " +0,"by default, the split bars between the views are horizontal, so the views are one on top of the other. " +0,"is there a way to reverse the situation, like in asp or asp.net, where the file is expecting html, and i can escape using to write c# code. " +0,is it possible to have multiple writers and readers if they are coordinated not to act at the same time? +0,~/.bashrc) will no longer be valid or will point to a different file with the same filename if it exists. +0,software collections (or scl) is a packaging technology to install multiple versions of software on the same system. +0,"set up a cron job to call the php script: +url +alternatively you can use kermit to automate ftp as well: +url " +0,make this the most extensible version yet. +0,the eeprom library for esp8266 only stores one byte. +0,"this works well for the first connection i make, the second request to the streamsocketlistener destroys the wifi-direct session and it disconnects. " +0,"traceur allows you to try out new and proposed language features today, helping you say what you mean in your code while informing the standards process. " +0,"mobility: if you need you arduino to be on the move, buy the wifi shield. " +0,"i'm trying to send a dm from a raspberry pi connected to the internet to a specific user, but i also want to attach a photo to said dm. " +0,google cloud messaging for android (gcm) is a service that allows you to send data from your server to your users' android-powered devices. +0,"this is the following code i used: + +i tested the code first with only 2 boards and it worked fine no problems no errors and it printed the printf statement in the code. " +0,the 'trick' is getting your galileo exposed to the internet in such a way that it works like a proper http server. +0,i want a completely black screen. +0,"approach using pseudoterminals and good-old select to read file descriptors + +each of the approaches is bundled in a try_[some approach] function. " +0,please comment if you need more information. +0,"also known as 'tvs', template varaibles are customisable fields that can be associated to a template. " +0," +the cmake-gui executable is the cmake gui. " +0,"in haskell, ""bind"" often refers to the operator. " +0,i am able to connect by . +0,im trying to do an application to communicate with a microcontroller using the serial com port of my pc. +0,"it keeps as close as possible to the semantics of the original javascript code, but its design is more in line with cocoa and objective-c conventions (although it is perfectly usable from swift). " +0,i couldn't tell from any of the documentation that i saw which is better in this case. +0,i am using build 16299 at the moment. +0,"on iphone and ipod touch, the presented view is always full screen. " +0,"now i just started playing around with arduino, and made a simple button class. " +0,"in my file at url +the first few two labels work, but not the latitude label. " +1,"how can i make openvpn connect first, then send the notification after that? " +0,"before jsf 2.2, the namespace url should be used instead. " +0,i will up load the project on git when done +0,the jquery ui droppable plugin makes selected elements droppable so they accept being dropped on by draggables. +0,"i wrote some arduino code to write data to itself and echo it back, and that is correct. " +0,"now, the reason i am doing this is to have a trigger-system to synchronize two different data streams (the arduino creates a 5v signal that is converted into a digital value and sent to the pc. " +0,"but due to unavailability of resources in my country, i had to use this sensor. " +0,the playground lets you experiment with how content is displayed on glass. +0,wndproc is a .net method that process windows messages. +0,i was wondering if it's possible to configure monoremotedebugger to place the app in a specified folder. +0,checking if the location isvalid() always returns not to be true. +1,"basically, you just need to include these lines: + +all x10 devices have two identifying attributes: a house code and unit code. " +0,"official website: url +useful links: + +source code repository on github +google groups discussion forum " +0,"i can connect to the internet just fine and also receive text messages (sms) +however when i try connecting it to my raspberry pi (with raspbian os) then it doesn't work. " +0,does anyone know how i may resolve my uploading issue? +0,the use of multiple event threads increases the risk of deadlock. +0,use this tag only for questions related to the universal transversal mercator coordinates system. +0,code butchered a bit to get the appropriate bits here. +0,"they are reliable, very well tested and mostly lightweight and sometimes just a wrapper around kernel or other modules function. " +0,i am trying to implement a simple code to read the data from the ultrasonic and send it to a server by using californium. +0,still i am getting this error. +0,"to help with the time, i read the pot every pass through the main loop and save each value in a circular buffer. " +0,"mainly from wikipedia: +in computer science, the boolean satisfiability problem (sometimes called propositional satisfiability problem and abbreviated as satisfiability or sat) is the problem of determining if there exists an interpretation that satisfies a given boolean formula. " +0,4.results will be displayed in the bottom panel. +0,"if i've done something wrong, i'll be the first to admit to it, but please do provide helpful feedback. " +0,"dhcp: start + dhcp in 1234ms, + + + + + + listen on 2000 +you are now connected to your network. " +0,"for doing self testing of the device, you can use the sample and do the following two tests : + +first, shorten tx and rx of the usb-to-ttl cable to test it on pc. " +0,the third major release of the jquery library ([jquery]) has been worked on for a long time and contains some major changes. +0,"can not make arbitrary instance or static method calls - only the +public static methods of com.sun.btrace.btraceutils class or methods +declared in the same program may be called from a btrace program. " +0,"virtual filesystems +lucee supports multiple virtual file systems -- built-in abstractions of various local and remote resources -- including zip, http, ftp, s3, and ram. " +0,"see also: + +data migration wikipedia article " +0,it looks to me that you should be cross compiling the python sdk for your target machine. +0,"however, i noticed that after writing 20-30 times i get the following exception: + +here is the thread which is called from the main activity to send data over tcp: + +any help with this will be highly appreciated. " +0,"a key-value pair is a set of two linked data items: a key which uniquely identifies some item of data, and the value, which is either the data that is identified or a pointer to the location of that data. " +0,"since stx does not require the construction of an in-memory tree, it is suitable for use in resource constrained scenarios. " +0,"rename it to supervisord and copy it to your /etc/init.d/ then run: + +i believe that init script has supervisord run as root as default. " +0,"otherwise if you execute it at each iteration, it will delete the pin configuration and your scrip will not work properly. " +0,really happy for any ideas. +0,"after googling i found that this issue had actually been solved quite sometime ago, but the official version of mono installed using is too old. " +0,"just 4 line +enter image description here " +0,"i'm not talking about a try/finally, or an unhandled exception handler. " +0,this step might not be necessary. +0,"we have automation cmdlets like select-window, select-control, send-keys, send-click, get-windowposition, set-windowposition, set-windowactive, remove-window ... etc. " +0,"using hyperterminal on the com port associated with the hc-05 and the arduino serial console, i can send messages bidirectionally. " +0,i'm trying to learn how to get an arduino to talk to an xbee pro s3b module via spi. +0,nhapi was ported from the original hapi java project. +0,"links + +introduction at beckhoff site + +related tags + +twincat-ads +twincat " +0,common containers are arrays or array-based objects. +0,"to get your ip you could use something like this + +this outputs following in my case + +ethernet is what you want simply extract the ip part of the string +now you need this part of ip 192.168.0. +var ping require (""net-ping""); +var ipstring '192.168.0. " +0,i am able to communicate between 2 of them. +0,cpuid is an intel x86 and x86_64 processor instruction that returns the processor type and the presence of particular features. +0,you should not perform the earlier xor operation and instead should just and it with the complement. +0,"if you want to play two square wave tones simultaneously, or even to control the volume of a single square wave tone, you need to be able to output more values than just ""on"" and ""off"". " +0,basically serialport package in johnny five need to rebuild itself for the operating system so it needs the run the nodegyp package which will look for msbuild +0,thanks for your time! +0," +for primitives zero-initialization creates them with a value-initialization of 0 +for objects all of the primitives they are made up of are zero-initialized followed by default intialization +for arrays zero-initialization occurs using the rules above, based on whether the array elements are primitives or objects + +for more information see: url " +0,"first you should not use a0, a1, a2 but digital pins. " +0,"millis() will drift against the gps interval, depending on how accurate your crystal is. " +0,i have created a test enivornment for test automation in canoe by using vector software and for most of test cases i need to transmit continuous messages. +0,"for instance, it can be used as a disassembler to view executable in assembly form. " +1,in the typical case the operating system tries to handle the page fault by making the required page accessible at a location in physical memory or terminates the program in the case of an illegal access. +0,the grouping type for the media query determines the arrangement of the media items you obtain. +0,"i have tried the pexpect module for python, but i think it is not so good for me because i do not expect any particular output; i just want to get anything the shell gives me. " +0,"in c++, the standard std::string class interoperates with c strings via the .c_str() method, though beware that std::strings can contain embedded 0-bytes. " +0,globalize3 is the successor of globalize for rails and is targeted at activerecord version 3.x. +0,translates most data types and indexes. +0,templatepower offers you the ability to separate your php code and your (html) layoutfile. +0,"i'm not clear on why i can declare and use a variable of that structure, however i can use the structure as a parameter type. " +0,"it would appear that on your particular embedded system, a call to corresponds to a transmitted packet, with the beginpacket / endpacket merely establishing and nullifying the context necessary to transmit one, rather than actually delineating boundaries. " +0,"once installed, i tried with g++-4.9 -wall -pthread -o ""main"" ""main.cpp"" and i got the following result: + +in file included from /usr/include/c++/4.9/thread:39:0, + from main.cpp:2: /usr/include/c++/4.9/functional: in instantiation of 'struct std::_bind_simple': + /usr/include/c++/4.9/thread:140:47: required from + 'std::thread::thread(_callable&&, _args&& ...) [with _callable int; + _args {}]' main.cpp:79:29: required from here /usr/include/c++/4.9/functional:1665:61: error: no type named 'type' + in 'class std::result_of' + typedef typename result_of<_callable(_args...)>::type result_type; + ^ /usr/include/c++/4.9/functional:1695:9: error: no type named 'type' in + 'class std::result_of' + _m_invoke(_index_tuple<_indices...>) + ^ compilation failed. " +0,"for many developers, this is desirable because it allows developers to build their applications and trust that the proper amount of memory will be allocated when needed and released when not. " +0,"now i want to choose the number of spins, but i haven't been able to. " +0,"i guess i could trip the task + even more but i haven't tried further. " +1,"cannot authenticate card +void loop() { + // look for new cards + if ( ! " +0,i also don't think that comparing a cpu-bound application with your perl script which is more likely bound by memory or disk overheads exhibits anything very much. +0,i was able to do a workaround for this issue while there's no beautiful way. +0,"using the http protocol, is it possible to leverage of http compression (i.e. ) " +1,credentials in cryptography establish the identity of a party to communication. +0,the standard linux command line tool will do this for you. +0,"here is the arduino code: + +no matter which button i press on or off, the value of int data will remain same (255). " +0,"easier to develop applications saves development costs and time because the developers can use a tested api for communications rather than have to design, develop, implement, test, and maintain their own infrastructure code. " +0,"i want to add support for nextion displays in marlin firmware, but i get an error while compiling. " +0,"in my main app.js, in the callback function of $(document).ready, i execute the current route and also register a route change handler function. " +0,i found another. +0,the output buffer can only be drained if the other end (i.e. +0,"developer resources + +official website +getting started documentation +api reference guide +libraries +developer tools +code samples +stripe on github +support + +products +stripe payments: advanced processing capabilities and support for over 135 currencies. " +1,since may 2018 both the endpoint and the certificates for aws's iot core has changed. +0,"they're not defined because they're in the esp32 sdk, which is completely separate (different cpu, different instruction set, different os) from the esp8266. " +0,in general controls are interactive elements of the user interface. +0,i've a rspi 3 with stretch. +0,it was burninated during last year's cleanup. +0,"but if your software is not able to read from a serial com port, there are many other applications such as teraterm to store received data to a file. " +0,"i was added permission +in manifest file. " +0,"furthermore, the code from the official webiopi from raspberrypi doesn't work either for me. " +0,"found another post on here which was very helpful + +there are a whole slew of arduino simulators out there, many free, and + some paid products as well. " +0,"code: +serialcomm.h: + +serialcomm.cpp + +main.ccp +int main(int argc, char* argv[]) +{ + + serialcomm serial; + + serial.begin(""/dev/ttyacm0"", b115200); + + for(auto i 0; i < 100; ++i) + { + cout << serial.read_data() << endl; + } +} + +serial.ino: +double sinal 0; + +void setup() +{ + serial.begin( 115200 ); +} + +void loop() +{ + sinal analogread( a0 ) * ( 5.0 / 1024.0 ); + serial.print( ""$"" ); + serial.print( sinal, 5 ); + serial.print( "","" ); + serial.print( sinal, 5 ); + serial.print( "","" ); + serial.print( sinal, 5 ); + serial.print( ""#\n"" ); +} + +arduino ide output: +$2.24121,2.24121,2.24121# +$2.24609,2.24609,2.24609# +$2.24121,2.24121,2.24121# +$2.24121,2.24121,2.24121# +$2.24609,2.24609,2.24609# + +computer output: +$2.24609,2.24?m# +$2. " +0,"so i would re-write your python code with some calls: + + +as for the arduino side, i think you have a mis-understanding of how the digitalwrite function works. " +0,"organizational units are generaly the immediate superior of entries of object class user, inetorgperson, group or groupofnames. " +0,i have a small device that operates using the smartphones audio jack. +0,"archived documentation for prior versions (only available to licensed users) + +informative links that show up quite often in answers + +release notes for all versions. " +0,"official release statement +release date : 28 june 2016 +the main component of zend framework 3 remains the mvc components, which now is composed of many separeted components. " +0,"the latest released version is sql server 2017 which was released on october 2nd, 2017. " +0,"resources: + +bonecp home page, +bonecp github repository. " +0,"utf-8 is a variable-length encoding, so some characters take only one byte while others take several. " +0,sanctuary makes it possible to write safe code without null checks. +0,"r news, 1/2, 811. " +0," +spoon is the graphical transformation and job designer associated with the pentaho data integration suite also known as the kettle project. " +0,i suspect that can be a problem of definition order: you first use and then you define it; you first use pulsedown() and then you define it. +0,lets create a sample a mvce. +0,"processing events +you are making two somewhat common mistakes: you shouldn't do , and you shouldn't call sleep. " +0,the fact is that after a few minutes there is a delay between the joystick and circle. +0,"by following these naming conventions, you will make it easier for others to understand your code and help you. " +0,struts provides its own controller component and integrates with other technologies to provide the model and the view. +0,livereload applies css/js changes to safari or chrome w/o reloading the page (and autoreloads the page when html changes) +0,i went back to compile src/tacho.c which uses the function analogread and that compiled fine every time i tried (the preprocessor didn't see the need to complain about my include). +0,i am very curious to find a workaround! +0,you can easily modify the decisions without having code changes in the iot application. +0,armory is an open source wallet management platform for the bitcoin network. +0,"this worked, but it's more of a very quiet click rather than a loud beep. " +0,since you act as a device you can power your board directly from the usb cable (the android device will power itself and your baord). +0,i am stuck in a logical decision. +0,"anyway, everything seems to be working fine now on the pi. " +0,i'm using the latest and raspberry pi 1 model b (512 mb). +0,then you attach the newly created function to the interrupt pin. +0,what's the solution for the above problem? +0,my battery is lifepo4 3.32v currently. +0,"this is the error that i get: + +when i run this script i get the error message: +var ardrone require('ar-drone'); +var gpio require('rpi-gpio'); + +// pin setup - start +gpio.setup(29, gpio.dir_in, readinput_flightfront); +gpio.setup(31, gpio.dir_in, readinput_flightback); // typical setup +gpio.setup(33, gpio.dir_in, readinput_flightleft); +gpio.setup(35, gpio.dir_in, readinput_flightright); +gpio.setup(36, gpio.dir_in, readinput_flightdown); +gpio.setup(37, gpio.dir_in, readinput_flightup); +gpio.setup(38, gpio.dir_in, readinput_flighttakeoff); +gpio.setup(40, gpio.dir_in, readinput_flightland); +// pin setup - stop + + +// function setup - start +function flightfunctakeoff(){ +// function that makes the drone take off + var client ardrone.createclient(); + client.disableemergency(); + + client.takeoff(); + client.stop(); +} + +function flightfuncland(){ +// function that makes the drone stop it's movement and land + var client ardrone.createclient(); + client.disableemergency(); + + client.stop(); + client.land(); +} + +function flightfuncfront(){ +// function that makes the drone fly forwards + var client ardrone.createclient(); + client.disableemergency(); + + client + .after(500, function() { + this.front(0.5); + }) + .after(1000, function() { + this.stop(); + }) +} + +function flightfuncback(){ +// function that makes the drone fly backwards + var client ardrone.createclient(); + client.disableemergency(); + + client + .after(500, function() { + this.back(0.5); + }) + .after(1000, function() { + this.stop(); + }) +} + +function flightfuncleft(){ +// function that makes the drone fly to the left + var client ardrone.createclient(); + client.disableemergency(); + + client + .after(500, function() { + this.left(0.5); + }) + .after(1000, function() { + this.stop(); + }) +} + +function flightfuncright(){ +// function that makes the drone fly to the right + var client ardrone.createclient(); + client.disableemergency(); + + client + .after(500, function() { + this.right(0.5); + }) + .after(1000, function() { + this.stop(); + }) +} + +function flightfuncup(){ +// function that makes the drone fly upwards + var client ardrone.createclient(); + client.disableemergency(); + + client + .after(500, function() { + this.up(0.5); + }) + .after(1000, function() { + this.stop(); + }) +} + +function flightfuncdown(){ +// function that makes the drone fly downwards + var client ardrone.createclient(); + client.disableemergency(); + + client + .after(500, function() { + this.down(0.5); + }) + .after(1000, function() { + this.stop(); + }) +} +// function setup - stop + + + +// special function - start +function readinput_flighttakeoff() { +// readinput from pin 38 + gpio.read(38, function(err, value) { + if(value false){ + flightfunctakeoff(); // run the function + } else { + process.stdout.write(""""); // will print out an error message. + } " +0,"there are 3 ways to handle this, 2 with a timer, one without, it also depends on the api you are using: +1) add a variable to store when the event was last fired. " +0,"typically, the user knows regular expressions, but is not really aware of the limitations, so it asks the so community. " +0,"so suppose pin 5 gets an analog value of 256 which as i am using a particle photon board comes in a 12bit format text as 000100000000. so does payload[0] get the last eight bits ie 00000000, or does it get value after shifting ie, 00000001? " +0,"extract, transform and load data. " +0,"this is relative to the root directory of the jail environment, and may vary a lot, depending on the type of the specific jail environment. " +0,see also the git man page for git gc. +0,"however, bash doesn't do word splitting and globbing on quoted variables: + +results in: +quoted: /etc/*tab +unquoted: /etc/crontab /etc/fstab /etc/inittab /etc/mtab + +you don't normally want bash to mess around with your variables, which is why quoting is so important and kudos for doing it. " +0,"since then, it encouraged students and enthusiasts from backgrounds other than sciences and mathematics to create their own programs and many microcomputers of the 1980s came pre-loaded with basic. " +0,android adapter method notifies observers attached to the adapter that the underlying data has changed and any views reflecting the data should be refreshed. +0,"your issue is not that the button is not changing the value, but rather your code has no exit point if it does; the button will change the value, but nothing in tells it to stop. " +0,this is very useful during development but can also be used in server based applications. +0,"i have installed tesseract 3,opencv3 and openalpr. " +0,"you use one timer, the chip wakes up and does work when the time is reached. " +0,the current production release series of mongodb 4.0. +0,so i need a command that would do the same as cd /home/pi/pi_video_looper so i can execute install.sh directly. +0,"1) i get a direct method request: + +2) for some reasons i do not send the response in + +3) instead i send at once a twin update. " +0,"answered my own question in perhaps the most noobiest way: + +came out looking like: " +0,my name is eric (aka rocket hazmat). +0,"you can read more about wxpython and threading at the following: + +url +url + +if you do attempt to call a wxpython method from a thread, the behavior will be undefined and you may or may not have immediate issues. " +0,"we have replicated a project that was on hackster.io: +url +it's working great but every night at 03:26gmt +2 we get a amqp error and loose connection and the sensor stops sending data. " +0,github page: url +0,"just imagine your program running: the instructions are being executed one after the other in the order in which they are written, according to the execution flow that they define with the exception of which is asynchronously executed (maybe). " +0,send the data as json. +0,i would like to save a lua program on nodemcu memory. +0,why can't i access the 'hex' string outside the while loop? +0,miva script is often described as 'xml-like' although this is something of a misnomer. +0,"all versions of the archicad contain their own default libraries, also objects like furniture, windows, doors, trees, people, cars, construction elements, etc. " +0,a proper way to this problem is to receive the whole message inside a buffer first and then process it only when a end-of-message marker is received. +0,spidermonkey is also the first javascript engine ever made. +0,"for instance with turbopower async, you could setup tapddatapacket component this way: + +and in its onstringpacket event process the received text somehow: " +0,"here is the python script to change my wallpaper on raspberry pi: + +here is the crontab line i added: + +when the script runs as sudo or called by cron every minute it gives me a weird error in terminal: +** message: 08:41:35.152: x-terminal-emulator has very limited support, consider choose another terminal + +what could be the problem is it the path of the program ""pcmanfm"" (the default file/window manager of raspberry pi) cant be found when run as sudo/cron? " +0,this is the c# code. +0,"modern web development architecture based on client-side javascript, reusable apis, and prebuilt markup. " +0,"webstorm is a commercial ide built by jetbrains for editing javascript, html, and css. " +0,i need help with parsing the hours and minutes from both the current time and alarm time and converting them to seconds so that i can subtract current time from alarm time. +0,"// file node.h +class node { + public: + node(boolean isbase, int *channellist); + ~node(); // destructor (called at object destruction) + boolean isbase(); + int* getchannellist(); + + private: + int *_channellist; +}; + +// file node.cpp +include ""arduino.h"" +#include ""node.h"" +#include +#include + +node::node(boolean isbase, int *channellist) +{ + _isbase isbase; + int channellistlength; + // get channel list lenght + for (channellistlength 0; channellist[channellistlength] 0; channellistlength++); + + _channellist (int*)malloc((channellistlength+1)*sizeof(int)); + if (_channellist null) + { + int i; + for (i 0; i channellistlength; i++) + _channellist[i] channellist[i]; + // no need to enforce the last one to be a 0 + } +} + +~node() +{ + free(_channellist); +} + +boolean node::isbase(){ + return _isbase; +} + +int* node::getchannellist(){ + return _channellist; +} + +note, however, that if the malloc fails you will have a null pointer. " +0,i've been working on a simple xbee/arduino/python transfer system. +0,i designed an app for ios 7 but the xcode showed the 'isconnected' in the tableviewcontroller.h is deprecated. +0,"if not, please do and reply. " +0,"now i'm getting the following error when i try to compile - does anyone have any suggestions, please? " +0,many projects support interaction with a relational database. +0,i am using my mobile as hotspot to connect to both my pc and raspberry pi. +0,i use the first option above so that i can terminal (bluetooth) from my phone to the hc05 and switch on a led/relay etc (ie bring up pin 2 to high) on the hc05. +0,fully modularized sound drivers. +0,int. +0,all lan ports on a port channel must be the same speed and must all be configured as either layer 2 or layer 3 lan ports. +0,"however, when the board is powered by the computer via usb cable (usb-to-serial to be exact), rx0 receives data from the computer instead of the bluetooth even when it's connected. " +0,"i don't need this, but i don't know how to disable it. " +0,i am passing this string to a function i wrote which requires const char str[] as an input parameter. +0,"but when it's linking, they show me the following error. " +0,"0x40234d6d: udp_bind at +/users/igrokhotkov/espressif/arduino/tools/sdk/lwip/src/core/udp.c line 787 +0x401060f4: igmp_timer at +/users/igrokhotkov/espressif/arduino/tools/sdk/lwip/src/core/timers.c line 217 +0x4021fdb4: system_get_os_print at ?? " +0,"check type and id""} + +i checked the log and it says: starting transaction to url; +is this url even valid??? " +0,"use your delegate to provide appropriate + behavior when these transitions occur. " +0,did i mix up my pointers somewhere? +0,"the python script that i want to use: + +every time i want to run this, i just get the error: + +what should i do to solve this? " +0," +ejabberd provides an event mechanism. " +0,i used the sketch from url +0,"this is the error when i compiled my program + +that all thank you for your concern " +0,"in computing, signedness is a property of data types representing numbers in computer programs. " +0,"ibm mobile test workbench for worklight automates the creation, execution, and analysis of functional tests for ibm worklight native and hybrid applications on android and ios devices. " +0,i would like to be able to parse a string separated by commas on my arduino. +0,"i'm attempting this with this line: + +the problem is that adjusting 0 adjusts every input coming into the mixer, not just the one bus like i'm expecting it to. " +0,"with the servo and sensor using the same power source, the voltage would drop below 5 v when the servo was running. " +1,"run ; +scroll down to boot options and press enter; +select desktop/cli; +you should see the options for desktop autologin or console autologin. " +0,how can i take the pixels of the penny only and average those? +0,"delay(100); + digitalwrite(13,high);//turn on led. + } " +0,network getaddrinfo enotfound npm err! +0,"it provides tools for teams to manage data, automate infrastructure, orchestrate workflows, and collaborate with others in a unified workspace. " +0,"root is the base framework for the roofit and roostat projects, devoted to statistical analysis, and for tmva for multivariate analysis (machine learning). " +0,"this preserves the same navigation left, actions right structure present in the action bar and elsewhere. " +0," +make sure your file has execution permission +instead you could call /usr/bin/python /var/www/photoburst.py and see if that works + +what linux are you running? " +0,"when i want to implement a simple driver module on my raspberry pi, however, that i found in this example the request of ports is implemented by gpio_request() function. " +0,i have done the same setup in my laptop it is working fine and i am able to see the view using chrome vnc viewer. +0,see url +0,"python code + +node code +var serialport require('serialport'); // npm i serialport + +var port new serialport('com6', { + baudrate: 9600 +}); + +setinterval(function() { + port.write('0 0 0 0'); + if (port) { + let s port.read(); + if(s) { + console.log(s.tostring()); + } + } + console.log(""sent""); +}, 100); // this number works if it's >0.8 + +arduino code +void setup() { + serial.begin(9600); +} + +void loop() { + serial.read(); + serial.println(""blah""); +} " +0,avdec_h264 ! +0,this will also then exist in other/updated ides that you can run. +0,i'm trying to make a contraption where you press a button on one board and it moves the servo either to 90 degrees or 180 degrees on the other board. +0,"unsigned long prevmillis 0; +unsigned long progcycles 0; +int serialbyte 0; +int lastserial 0; +int smallblink 0; +bool dostatus false; // determine whether to send sys status. " +0,"if your question applies to onset detection of audio more generally, use this tag only. " +0,"maybe you can use a postdelay handler + +the handler is not blocking, but maybe it can help +excuse me for my bad english, good luck! " +0,my http.get() using the esp8266httpclient.h header is returning -1 which means that it fails to connect at some point (httpc_error_connection_refused). +0,"i have written a simple program, that outputs 0-9 to the uart. " +0,"compiler doesnt even ""care"" about progmem type, in .h file? " +0,it is using microsoft.azure.devices.client to create device messages and send them to the iothub which then routes them to an event hub where azure stream analytics has it as an input. +0,best-first search is a graph search which orders all partial solutions (states) according to some heuristic which attempts to predict how close a partial solution is to a complete solution (goal state). +0,see the license here. +0,not sure about this. +0,it is similar in functionality to bsd editline and gnu readline. +0,it indicates whether the audio chip should be enabled (true) or disabled (false). +0,"these differences are articulated above in the meet couchdb section, and other portions of this wiki. " +0," + +# enable skip-init on the uart interfaces, so u-boot doesn't attempt to +# re-initialize them. " +0,i can probably do a lot better by reusing objects but i'm putting this attempt in hold for now. +0,i have connected my arduino code serially to processing. +0,"for that purpose punbb supports mysql, postgresql and sqlite. " +0,"but if i leave the function as is, and only changing this: + + +to this: + // skip the 2 stop bits + tuneddelay(_rx_delay_stopbit*2); + debugpulse(_debug_pin2, 1); + +i can upload the sketch and even start receiving true and correct data on my serial. " +0,it is also because my security camera is hooked up to a battery and i am trying to lower the pi's usage hence why i am dedicating a main hub for the heavy operations. +0,"with clients written in python, ruby, node.js, elixir, java, nginx, c, and c#, and more. " +0," +website +github repository " +0,i successfully run my app for two days. +0,since your lora::message function returns nothing (void) you'll get another error here. +0,"this m3-model is the language used by mof to build metamodels, called m2-models. " +0,"the software consists of three components: + +a server +a client +a deployer agent + +using the client, you connect to your release management server and configure what applications you're deploying, how they should be deployed, and what servers they should be deployed to. " +0,"libmemcache is the c api for memcached, a high-performance, distributed memory object caching system. " +0,what do you mean by that? +0,source: url +0,"javascript is client-side, phyton is server side, so you need to send a form every time you want to communicate the data. " +0,note that a port to javascript is also available in the yui compressor repository. +0,so is impossible auto detect arduino using serial port technology. +0,"the official raspberry pi 7"" touchscreen display (url) works really well with windows 10 iot core running on my raspberry pi 2 b since support was added back in an insider preview (display and touch are functional)." +0,"3) i am trying to create ml datasource from the s3 bucket, but get the error below when amazon ml tries to create schema: + +""amazon ml can't retrieve the schema. " +0,"i dont really like the way it uses globes, but it still looks pretty clean. " +0,"at a glance + +server side - extremely fast c# implementation (typically 15x faster than markdownsharp). " +0,i'm hoping that you can give me direction on this one. +0,"i used ""status"" because it is in the topic: ""iot-2/cmd/status/fmt/json"" is that correct?)" +1,"overall my question would be, is the certificate i was using for trying to connect (the baltimore cybertrust root) the right certificate to use, and is there any obvious settings in mbedtls that i didn't set? " +0,i don't understand a thing about makefile or why it even exists. +0,"the repetitions allow minimum distances to accurately propagate throughout the graph, since, in the absence of negative cycles, the shortest path can only visit each node at most once. " +0,the tex.se website has a [sagetex] tag for sagetex questions. +0,not sure what i might be doing wrong. +0,bit has changed. +0,general linux questions should be tagged linux. +0,the engine uses a custom programming language called gdscript. +0,"in several languages, the keyword is used to identify methods which will be used in operator-overloading. " +0,a collection containing unique entries - a treeset sorts its entries either by their natural order if they are comparable or by an explicit comparator provided as a constructor parameter. +0,i'm trying to make a brainfuck interpreter for an arduino. +0,what am i overlooking? +0,"on pin 3 works, but not on pin 5. " +0,"this could occur as a result of many different actions, such as... + +you are calling a method that accepts a low-level object type for an argument (such as ) but you're passing an object that is not one of the types expected by the method. " +0,"i ran ./change-ip.sh with exemple.com +2. " +0,"in fact, there are no arithmetic instructions that perform on more than one register at once, so i'm really not sure what the compiler is doing! " +0,"electron builder provides these services: + +management of npm packages: + + +native application dependencies compilation +development dependencies are never excluded + +management of build versions +code signing (ci server, development machine) +auto update support +multiple target platforms and distribution formats: + + +all platforms: 7z, zip, tar.gz, tar.xz, tar.lz, tar.bz2 +macos: dmg, mas +linux: appimage, deb, rpm, apk, freebsd, pacman, p5p +windows: nsis, squirrel.windows + +github releases integration for artifacts + +electron-packager and appdmg are used under the hood. " +0,thank you! +0,"the implementations declared by hook_theme() have two purposes: either they specify how a particular render array is to be rendered as html (this is usually the case if the theme function is assigned to the render array's #theme property), or they return the html that should be returned by an invocation of theme(). " +1,so in otherwords i can manually open the file on my mac so its not an access issue. +0,"but now, i am not getting any error message. " +0,what i'd like to do is to create a simple gui on windows forms and control a arduino. +0,"by taking care of the infrastructure, it helps clients focus on building the core of their product's end-user value. " +0,"or use some other tricks, or rearange this procedure somewhat, or ensure that tty1 runs everything in jobs with nohup, then logs out etc, etc. " +1,"whmcs features automated signups for web hosting customers, automatic invoicing and payment processing in multiple currencies, account provisioning, domain registration and management, as well as a fully featured web ticketing and support system for end users. " +0,my idea is to try to multiplex these sensors to the rpi via arduino mega. +0,sometimes it gets called very early and sometimes too late. +0,"mobile sdk for reading id cards, payment slips, invoices, iban, receipts and more. " +0,this variable holds the amount of milliseconds since the device is running (it's an arduino). +0,in my case i want to know for which pin the interrupt came. +1,"the documentation about run_command states that: + +function will return after connection and authentication establishment and after commands have been sent to successfully established ssh channels. " +0,the gdb makefile settings have pthread pocofoundation pocodata pocodatad pocodatasqlite pocodatasqlited libraries listed. +0,is implemented in libemqtt and you could try to maintain the connection with a regular ping and try to reconnect if it fails. +0,"in your case, it would look like this: + +now you can use the function in this way: lib_aci_send_data(pipe_air_quality_sensor_relative_humidity_tx, q.s, 4); +i cannot test this as of now since i'm on a different machine, please let me know if this was successful, i'm willing to add edits if necessary. " +0,"in my current scenario, i'm using netlight pin (pin no. " +0,"more info + +gwt maven plugin official site +list of goals supplied by the gwt maven plugin " +0,"i am wondering why this code + +works, but when written like this + +it fails with the message +unable to send the email. " +0,"would it be possible to + +and then + +and use a central (admin-type node) soc / computer on wifi to: +$ curl $esp8266_ip " +0,i'm struggling making the right piece of code with jquery. +0,"what i'm noticing is that while i debug the code and step through it, if i trigger the external interrupt manually then it doesn't jump to the isr straight away. " +0,this led to decent accuracy in my moderator actions in the past. +0,"in object-oriented programming, a constructor (sometimes shortened to ctor) in a class is a special type of subroutine called at the creation of an object. " +0,the result is a real-time tracking that typically improves over time. +0,"you can use the cool new web technologies like web components, model driven views and dart today. " +0,send this number to the receiver. +0,"a query that is nested inside a select, insert, etc. " +0,"it seems to loose functionality to control the gpio pins, and crashes silently without any error. " +0,"(cla/ins/p1/p2/len) +with regard to the error: it seams that your messages are routed to the uicc. " +0,thanks! +0,"i am decoding audio using , mediacodec, and audiotrack. " +0,"i've already been messing around with the frequencies with the pygame.mixer.pre_init(), and pygame.mixer.init()commands. " +0,i had this great idea to turn it into a visual equalizer and lo and behold there were people already doing it here. +0,why would i use one over the other? +0,i'm in doubt between: mysystem/slaveid/res/masterid or simply mysystem/slaveid/res. +0,here's what i have so far as it's just displaying the rfid tag once swiped. +0,typically a hyperlink is a anchor tag in html and is followed by clicking on it. +0,i am searching for why this doesn't work on docker for windows running on nano server for windows 2016 and your findings match mine. +0,i have an arduino connected over usb with a raspberry pi. +0,"list commits that are reachable by following the parent links from the given commit(s), but exclude commits that are reachable from the one(s) given with a ^ in front of them. " +0,"now i want to test this, therefore i have to run + +my idea was to write a program in c to make this test automatic, and use fork to run access concurrently. " +0,time information is discarded. +0,other linkers (e.g. +0,"all assume headers missing, but none specifically point to how to get headers - only advise installing dev package to get them, which i have done. " +0,a recording of the announcement presentation can be viewed on infoq and the slides (pdf) have been published. +0,"a world class user experience the most robust, comprehensive ppm tool available. " +0,i have been searching for the answer but i'm not really sure what to look for. +0,but it seems to require that you define your callbacks as non-anonymous functions so that you can refer to them for removal. +0,win32com is a python module to interact with windows com components. +0,"the asyncio package provides asynchronous i/o, event loop, coroutines and tasks beginning with python 3.4. " +0,"my cameras are unknown brands but exposes ""video capture"" as device caps." +0,"java gridlayout supports cell padding and may have unspecified number of rows (there are enough rows to place all elements using the specified number of columns, new rows are added as required). " +0,`managementeventwatcher` class is from `system.management` namespace. +0,i study a project about controlling a robot with visual studio c#. +0,you are reading the state of the button by calling . +0,"in addition, you have access to all of the information in the help documentation even if youre working without an internet connection. " +0,"definition: +match is a microsoft excel function which searches for the from the lookup_array (a range of cells) based on the match_type. " +0,"the problem wasn't with the binder, i had forgotten to instantiate esp8266webserver. " +0,sandcastle helpfilebuilder +0,"related questions: + +where is visual web editor for javaserver faces on netbeans + +related tag info pages + +jsf tag info page " +0,"object files in this format usually have the extension "".obj""." +0,i have been able to access the raw serial data but am at odds with an effective means of parsing the data into a usable format. +0,"then, on your arduino, you can check its dsr pin (assuming null-modem wiring with handshaking, where the pc dtr pin is wired to dsr+cd on the arduino) at regular intervals, and handle the 'nobody connected' scenario in any way you see fit. " +0,git-remote is a command used to manage the set of tracked remote repositories for a git repository. +0,"a light +web server will be running on the module. " +0,"hebrew is a language of the semitic branch of the afro-asiatic languages that, in modern and ancient forms, is an official language of israel and a language in which much of the scriptures of jews and christians are written in. " +0,the .net framework also supports custom formatting. +0,it was burninated during the 2012 cleanup. +0,use this tag for a question specifically for version 2.2. +0,windows xp does not support directx 10 and above. +0,it should do this with a timeout. +0,"it can be solved with few patterns in place, depending upon code complexity, outer dependencies, number of use cases and many other factors. " +0,"for example, gagawa is perfect when a developer needs to return a small chunk of well-formed html in an ajax response. " +0,"so before the javascript the page source looks empty: + +for reference, the site i am referring to is: url " +0,you should review this article (url) to determine which option is most appropriate for your scenario. +0,so that you know which part is causing the issue. +0,here is how i am attempting to receive the list from the api. +0,could anyone please guide me to send the data. +0,is there something i might have missed with how nvm behaves that might affect this? +0,"references +msdn - wcf test client " +0,"hy community, i'm writing a program with arduino. " +0,"also, kognitio can be reconfigured in size to help respond to the requirements of a data analytics project +ultra-high performance get fast results. " +0,computer graphics uses blending concept to achieve transparency with image. +0,you cannot convert int implicitly to anonymous enum. +0,!pycmd in windbg starts an interactive console and !py + 0 0 0111 and it means: bit 0,1 and 2 is 1, so the mode is set. " +0,"google+ hangouts also offers a ""hangouts on air"" feature for broadcasting live video conversations that are accessible to anyone with a web browser." +0,i am using 1.6.5 of the ide. +0,"i installed python 3.5 to raspberry pi 3 +what i want to know is how to use raspberry pi and iot hub to tutn on led and turn off already on led.please if you have any idea,tell me " +0,network framework in the core services for ios & mac os x +0,"for more info, see : url " +0,"i have had some experience replacing arduino ide with just a makefile, but it gets hairy when you need to use different boards and perhaps several connected at the same time. " +0,"i am trying to program some software for my arduino to read data from an ir fire detector module, i know the module works but i just cannot get the arduino to read from it and carry out a function correctly. " +0,i have two embedded machines(same manufacture). +0,"amazon marketplace web service (amazon mws) is an integrated web service api that helps amazon sellers to programmatically exchange data on listings, orders, payments, reports, and more. " +0,the code you processing code you posted seems to do mostly what you intended it to do. +0,"if the web application uses servlets, then the servlet container uses web.xml to ascertain to which servlet a url request will be routed to. " +0,"a monoid is a set that is closed under an associative binary operation and has an identity element i such that for all a s, ia ai a. " +0,halp? +0,"the project: url +some system / ide specs in case that is relevant: + +microsoft visual studio community 2015 version 14.0.23107.0 d14rel +microsoft .net framework version 4.6.00079 +installed version: community +visual basic 2015 00322-20000-00000-aa366 +visual c# 2015 00322-20000-00000-aa366 +visual c++ 2015 00322-20000-00000-aa366 +windows phone sdk 8.0 - enu 00322-20000-00000-aa366 +application insights tools for visual studio package 1.0 +jetbrains resharper ultimate 2015.2 build 103.0.20150818.200216 +microsoft azure mobile services tools 1.4 +nuget package manager 3.2.0 +preemptive analytics visualizer 1.2 +sql server compact &sqlite toolbox 4.3.0 +visual studio tools for universal windows apps 14.0.23309.00 d14oob " +0,"mixins +interfaces but with implementation. " +0,"silverlight is microsoft's cross-browser, cross platform plug-in for media experiences and rich interactive applications. " +0,an online demo for mathics can be found on mathics.net. +0,you should switch the container to linux container(right click the docker icon in task bar -> switch to linux containers). +0,i am trying to communicate with a cbc autoanaylyser machine which sends data across rs232 serial port. +0,"microsoft sql server 2008 r2 reporting services provides a complete, server-based platform designed to support a wide variety of reporting needs enabling organizations to deliver relevant information where needed across the entire enterprise. " +0,"if, for some reasons, you want to exclude some pins (e.g. " +0,"take a simple case: +void foo() +{ +} + +int (*fp)(int x) foo; + +should result in the same compiler error because you are trying to initialize a variable of type int (*)(int) using foo, whose type is void (*)(). " +0,cakephp is a web framework written in php. +0,i want to send commands to an arduino and i want to get the answers with serial readline(). +0,it is currently running raspbian. +0,ok. +0,"but before i can actually connect it to an app, i need my code to work with just the serial monitor. " +0,any pointers would be appreciated. +0,"if you want a really simple multi-node container cluster, i'd say that docker swarm is a reasonable choice. " +0,"i have created a data logger using a microcontroller and 3 potentiometers (x,y,z). " +0,"questions specific to ehcache version 2, for general question about ehcache use ehcache tag " +0,i do not know how i would store the result. +0,"this paper describes a simple yet novel method for constructing sets of 50-best parses based on a coarse-to-fine generative parser (charniak, 2000). " +0,the string given is one of the services listed in the jtapipeer.getservices(). +1,"this is the result on my linux(ip address is 135.251.247.21): +sdn@sdn-kvm:~$ docker ps -a container id image +command created status +ports +names +be8c8289fe20 135.249.45.113:9005/onos:1.7.004 +""./bin/onos-service"" 3 weeks ago up 7 hours +0.0.0.0:6633->6633/tcp, 6653/tcp, 0.0.0.0:8101->8101/tcp, 9876/tcp, 0.0.0.0:9191->8181/tcp onos-docker +i can access this container from remote machine via ssh: ""ssh -p 8101 karaf@135.251.247.21"" +if you can not access from remote, you can try to access on your local machine, ""docker exec -it xxx bash"", xxx is the container name. " +1,"the topic is not valid: use-token-auth the topic does not match an allowed rule 07.02.2017 11:58:16 +closed connection from 93.231.145.115. " +0,it's new life of bootstrap-editable plugin that was strongly refactored and improved. +0,please use backbone.js instead of this tag. +0,"otherwise, you'll get a warning next time toy +# configure the pins. " +0,thank you very much +0,"quoting the overview from the jpa 2.0 specification: +6.1 overview +the java persistence criteria api, +like the java persistence query +language is based on the abstract +persistence schema of entities, their +embedded objects, and their +relationships as its data model. " +0,google query language allow developers to perform various data manipulations using a syntax very similar to the sql syntax. +0,"a lot of modbus programs let you specify if you want to do a write, or a write with a readback. " +0,"supports traceur, babel and typescript for compiling es6 modules and syntax into es5 in the browser with source map support. " +0,ql used for my purpose: +0,"if ubuntu is offline, rpi itself can handle the request as well. " +0,i use mfrc522 library for raspberry pi 3 b+ and i have a problem with readblock method. +0,learn more about quotas and limits in the official docs +0,"(however the esp could send more with multiple sockets) +however, i am finding it hard to get something reliable. " +0,"it will create archive files in the directory ($home/.unison in unix, $userprofile\.unison in windows) to store the structure of the sync directories and make future syncs much quicker. " +0,"yes, windows.devices.gpio is able to used in unity app running on a raspberry pi. " +0,"can i install pygame 1.9.1 in my raspberry, running jessie? " +0,"my lua code + +here it is easy for me to send parameters, but when i want to send a request body i cant, i tried to add this code to send the request body + +but it is not working and i get this message: + + + +so can any one provide any help for me please? " +0,"if ""temporarily allow"" is selected, then scripts are enabled for that site until the browser session is closed. " +0,"why there is a difference between ubuntu and raspi, i can only guess that the version is not exactly the same. " +0,"see also: + bitwiseoperators " +0,"documentation: + +tutorial - begin with a background of the project, go through installation and start by writing a simple hello, world! " +0,"), i.e. " +0,from: url +0,"there's good documentation on timers you might want to read (beware the headaches, though): + +url + +here's how to put the arduino to sleep for long delays: + +url + +hth " +0,i presume that main of the bootloader is the entry point into software after a reset of the chip. +0,this is a bug in the ide that happens in connection with the prototype generation. +0,try a database) +0,thanks in advance! +0,but if i try to fetch json data from my web api i am getting errors. +1,authorization determines whether an identity should be granted access to a specific resource. +0,a detailed readme is also available on the sourceforge page. +0,"aesthetically, windows mobile 6 was meant to be similar in design to the then newly released windows vista. " +0,what do you thing would be the best approach to skip re-doing everything before calling sdl_gl_swapwindow() ? +1,"the internet content adaptation protocol (icap) is a lightweight http-like protocol used to extend transparent proxy servers that are focused on a specific function (ad insertion, virus scanning, content translation, content filtering, etc.). " +0,serious problems with this interface are unlikely. +0,pebl (psychology experiment building language is an open source software program that allows researchers to design and run psychological experiments. +0,update: based on the feedback i'm posting some code that i've used but is not returning what i need. +0,"even the above still has a variation on ""the most common novice error i've seen in any context"": while it does use the return value from the read operation, it does not do everything with it that it should. " +0,"as processors, graphics cards, ram and other components in computers have increased in speed and power consumption, the amount of heat produced by these components as a side-effect of normal operation has also increased. " +0,"i think you need some c ported modules to control the hardware, but i don't know +if there is any. " +0,"quite often, we are more concerned by a change in state of an input than it's value. " +0,provides a hash table / dictionary implementation that contains wpf resources(e.g. +0,geofire is a library for storing and querying geographic locations and receiving realtime updates when location data changes. +0,"for a full analysis of this topic, check out this techrepublic article, this huffington post article, or one of the many other articles comparing the two approaches " +0,"(also, the spi object was created with parameter.) " +0,"do not forget to select ""remote machine"" as the debug target to let visual studio deploy and start the application on the iot board." +0,"you would certainly be making my life easier, and may help others who are getting started with android/bluetooth development. " +0,the nstextfindbarcontainer protocol provides a container in which the find bar is displayed. +0,i asked another similar question here but i dont think i asked the correct question. +0,"if you use the eeprom library, make sure you call or eeprom.end() after you write your data to make sure it's actually stored in the flash. " +0,butterknife is open sourced under apache 2.0 license. +0,for questions about azure functions that do operations in an asynchronous manner. +0,"the font-weight css property, and the font-weight attribute on svg objects specifies the weight (or boldness) of the font being displayed. " +0,sensu is an open source monitoring framework written in ruby. +0,"you can actually vote this feature up on uservoice here, as we are using this to help prioritize the upcoming features of the service. " +0,"some examples are: + + - vba +exec() - php +system() - c, ruby + + +related topics +for other topics related to ""calling"", please use a more specific tag: + +phone-call - for making and managing real-time two-way voice communication " +0,"then you still have things nicely tied together and not just all loosely floating around in global space, but you aren't wasting memory. " +0,"update 2: +this is what a problem area looks like up close. " +0,what i want to do is basically showcase the patterns and colors that i have without having to send the commands individually. +0,something like the following. +0,"references: + +git hug repository +q-io " +0,"like this: + +for systems that require an even higher degree of fault tolerance, for instance aerospace applications, triple redundant or triple modular redundant architectures are used. " +0,there is full guidance available here. +0,then you can do whatever you want with it. +0,this maven 2 plugin wraps the jaxb 2.x xjc compiler and provides the capability to generate java sources from schemas. +0,"textwrangler 4.0 system requirements + +mac os x 10.6 or later (10.6.8, 10.7.3 or later recommended) +intel macs only + +what about bbedit lite? " +0,"toasts are added to an application's windowmanager and are not bound to an activity's ui; therefore, a toast can remain visible after an activity is navigated away from. " +0,"i have tried executing this node script on an x64 computer, and it appears to work fine. " +0,consider the tags 'slider' and 'thumbnails' for other meanings of 'thumb'. +0,also led 13 doesnt light up. +0,"moreover, the developers can easily manipulate the appearance of the generated barcodes such as background color, bar color, image quality, rotation angle, x-dimension, captions, size, resolution and much more. " +0,"the execution result is segmentation fault, can you help me please? " +0,"however, typical android device (virtually every mobile phone) is only equipped with usb device interface, for connecting to pc or another usb host. " +0,also connect your arduino gnd to the sim800 gnd unless you are sure they share their ground through the power supply. +0,download and unzip the latest version of control center. +0,"cordova version 3 introduces: +light weight core +cordova 3 introduces a new unified project structure and ships with a very limited api surface. " +0,"but transitions on x and y axes give a few degrees of difference, depending on the direction. " +0,"you got several options, for example a bjt is a current amplifier but it complicates the design and needs some background in electrical engineering. " +0,can this be achieved without having to manually cast everything? +0,"i have number of deluge packages on my raspberry pi 3 + +however my torrent server accept only deluge client form version 1.3.12. " +0,"add the libxml2.2.dylib framework to your project and search paths as described at cocoa with love +more documentation and short screencast coming soon... +usage +see tfhpplehtmltest.m in the hpple project for samples. " +0,"(169.254.55.233) at a1:cf:c8:c0:a8:a5 on en0 [ethernet] +? " +0,i am trying to send some data by an xbee from pc to arduino. +0,hope it helps you! +0,thanks in advance +1,"best to literally say namenode, data{1,2,3}, yarn-rm, and so on +regarding permissions issues, you could run everything as root, but that's insecure outside a homelab, so you'd want to run a few adduser commands for at least hduser (as documented elsewhere, but can be anything else), and yarn, then run commands as those users, after chown -r the data and log directories to be owned by these users and unix groups they belong to " +0,the entire project is based on java for high accessibility. +0,"use + +to get the payload printed as hexadecimal characters. " +0,i get the following warning message which cause the application to crash. +0,all permissions are still the same. +0,this way the change only concerns the respective parts of the xml files. +0,the uisegmentedcontrol object automatically resizes segments to fit proportionally within their superview unless they have a specific width set. +0,"in order to accept a tcp connection, send ""hello, client! " +0,"this is what worked for me (vs2017): +mainpage.xaml + +mainpage.xaml.cs + +url " +0,"it works fine if i connect the fan to vcc +5v (64ma) or +3.3v(46ma) but if i connect my fan to a random gpio set as an output, i got just a twitch. " +0,does however go from preparing to ready state. +0,edit i gave my computer and pi to my cousin to fix. +0,i have pi's deployed around the city that i live in. +0,"you can check this for yourself by altering the code as follows: + +you will observe, that, while the data is indeed only printed up to the first zero byte (by the -function), the whole data is present in the lua-string data and you can process it properly with 8-bit-safe (and zerobyte-safe) methods. " +0,"my /home/pi/kiosk.sh + +the service i configured for daemonization (/lib/systemd/system/kiosk.service) + +and lastly my /home/pi/.xinitrc +. " +0,you would be advised to find the kernel tree into which your soc's changes are integrated and get a tagged version such as 3.2 rather than head. +0,many other constraints float elsewhere in the diagram and are joined by dotted lines to the roles they apply to. +0,the site will be deployed on a local computer +0,"please set a utf-8 locale (e.g., en_us.utf-8) or set pythonioencoding to utf-8. " +0,same results on both. +0,or you can add url into additional board manager and update the board. +0,please read more at: url +0,you can access these introductory manuals by typing from stata's command prompt. +0,note that i'm not using digitalwrite because it disables interrupts which might throw the timing off. +0,openwebkitsharp is a .net wrapper for the webkit browser engine. +0,"sorry about all these answers, i'm thinking hard about your problem. " +0,benchmarking is the process of comparing two or more systems or processes under controlled circumstances in order to have a quantitative measure with which to compare or rank them. +0,"simple datasets can be entered with the edit command, which opens the +variables editor and allows the user to manually type or paste data. " +0,or might it be better to learn c? +0,"if its 1 i a 1, else 0. " +0,"it should be possible to achieve latencies on the order of a few hundred micro seconds, although obviously the kernel can interrupt your process mid-way if it needs to serve something with a higher priority. " +0,i try to control two motors via website. +0,"assuming you can do a non-blocking read on the serial port, you can write a function that reads the serial port, and then schedules itself to be called again after a delay. " +0,the solution for the producer is to either go to sleep or discard data if the buffer is full. +0,no problem! +0,"i wanted to be able to activate the script from a web browser through the site hosted by my pi, so i have /var/wwww/test/lights.php containing this code: + +simple, no? " +0,"the popupextender is part of the ajax control toolkit for asp.net + +popupcontrol is an asp.net ajax extender that can be attached to any control in order to open a popup window that displays additional content. " +0,"if the data is stored or synchronized with a remote database, this can also slow the app and waste the user's data plan while existing android apis allowed for paging in content, they came with significant constraints and drawbacks: +cursoradapter makes it easier to map database query results to listview items. " +0,do not use if you're already using a servlet to process the model. +0,"it can be used as a standalone script, as a plugin for blosxom or movable type, or as a text filter for bbedit. " +0,you want to execute some offloaded work and you don't need to get result back. +0,asking for software recommendation is off-topic on stack overflow. +0,maybe sender address? +0,"android provides a straightforward xml vocabulary that corresponds to the view classes and subclasses, such as those for widgets and layouts. " +0,what is paytrail? +0,"if the database does not exist on the server, the publish operation will create it. " +0,any changes required in python code to record right channel mono audio? +0,this means i need to support to ability to plug/unplug the usb connector while the application on the tablet is running. +0,"that doesn't get into the requirements of the internal logic of alexa/siri/cortana, which i imagine are similarly astronomical. " +0,"here is the details: +url +end of update +i hope this would help other people that might have the same problem " +0,but first of all you have to know timers ability and capacity. +0,maybe i'm doing something wrong? +0,"it was first released when c++11 was still called c++0x, so it supports switch rather than " +0,found the bug! +0,"as a novice coder myself, i'm not sure what i could try next. " +0,in my system i got an arduino that sends data via i2c to my raspberrypi. +0,"when i search online for emg sensors, i often see these sensors are just made of a few transistors, resistors and sometimes diodes. " +1,see the hid usage tables v1.12 document for more information about hid usage values. +0,is this a memory limitation? +0,lean more at url +0,"the current release, pyx 0.14, is available at the download section of the sourceforge project page. " +0,i wanted to make a system in which we give something to be search onto the terminal of a raspberry pi and the pi gives a voice output. +0,"i have seen references to using mingw-w64 and/or cmake but before i just start throwing installs at my machine, i'd like some idea of what i should be doing, and why. " +0,gcsfuse is a user-space file system for interacting with google cloud storage. +1,"running this jar on the raspy do not cause any problems, it opens the browser and let me authentificate. " +0,"i've already searched through this site and on google, but i couldn't find anything helping me. " +0,"i want all files associated to adm/root, so that i can add a read-only samba user to the group adm, so that the logfiles may be copied on a windows system. " +0,"if you want to follow an in-depth tutorial on how to use another hardware device such as a raspberry pi or intel edison with azure iot hub, then take a look at the collection of iot hub tutorials in the get started folder here. " +0,this tag is for questions related to the heuristic search algorithm beam search. +0,etsy is an e-commerce website focused on handmade or vintage items as well as art and craft supplies. +0,"this is great if you need a quick reaction, but it uses quite a bit of the computers processing power. " +0,"however, downloads and issue tracking are still handled on drupal.org through the drupal commerce project page. " +0,"asp.net core is a cross-platform, high-performance, open-source framework for building modern, cloud-based, internet-connected applications. " +0,doesn't matter if you build large enterprise apps or small restful apis. +0,"cloud sdk also contains tools and libraries to create and manage app engine, compute engine, cloud storage, cloud sql, and bigquery resources. " +0,can i send a text in my phone? +0,"i typed this command suggested by someone: +ps -ax | grep 'remote_function.py' + +and got this response: +875 ? " +0,don't even think of using this tag! +0,"if a period of 100 is required 99 +should be written to the systick reload value register. " +0,here is the traceback. +0,the library is simple in design and is meant to take make certain low level tasks that students encounter easier to handle. +0,bastyen's idea of using a timer is quite good and makes the code much easier. +0,excitedly i did a port forward on my adsl router and asked friends to connect to see my hello world response. +0,now i'm using spi full-duplex mode and 2 dma channels for both the transmitter and the receiver. +0,i am trying to build azure iot sdk for arduino yun on ubuntu 14.04 and getting the following error while running .\build.sh script. +0,"nobackend is an approach to decouple apps from backends, by abstracting backend tasks with frontend code (dreamcode). " +0,"im not sure if this takes the load off your pi, but you might as well give it a try. " +0,"you could, for example, put your sets of widgets in different tkinter frames and show/hide them on demand as you select different radio buttons. " +0,"now that i think of it, i have built a new version of g++ recently, but i am not using it, continuting to use 4.6.3. " +0,"but the problem is , how can i debug the program by setting break-points, do i need to use any debugger like stk500 to debug +any thoughts? " +0,"html5 +if you can, use html5. " +0,"cran documentation +main website " +0,zen grids is a responsive grid system built with sass. +0,what makes this pro micro so different from the other micro-controllers i've used? +0,i have to record my audio in mp3 format because i need it for third-party server that it just accepts mp3 formats. +0,not sure what the . +0,"also after my first encounter i started over completely doing fresh install of raspbian, update, upgrade, and installed apache, php and sql because i wasnt sure what was happening behind the scenes. " +0,"apollo server is a graphql server for express, connect, hapi and koa, written in typescript " +0,the request is badly formed. +0,"the visual output from the editor is sent to the devices screen, and the live inputs are sent back to the running project in unity. " +0,"from the osc home page at the cnmat, uc berkeley +bringing the benefits of modern networking technology to the world of electronic musical instruments, osc's advantages include interoperability, accuracy, flexibility, and enhanced organization and documentation. " +0,that opened up the finder inside the arduino application. +0,"all the how_to's i found regarding that topic suggest the following approach: + +but regardless which way i follow, when i get to the make part, i get: + +what's the matter? " +0,one is for transmitting and other recieving. +0,installation procedure (x86_64 linux): +0,"i have question in the following link +url +a partial text from above link + +as expected i got error in this step. " +0,"i have an arduino which collects temperature data using dht11, the data must be read on an android app using a wifi module (esp8266). " +0,it appears that i only need to ask the question before i finally find the answer on my own after days of searching. +0,no need to join mfi program. +0,any help would be very much appreciated. +0,"you don't have to use ""actions on google"" stuff described by @ayoub above." +0,ibm containers helps you build and deploy containers where you can package your apps and services. +0,"first of all here is arduino sketch: + +ok. " +0,"also, i can run curl fine from the command line on my raspberry pi. " +0,"here is my code executed when you click the button: +my decode()-function (based on this tutorial) with jlayer 1.0.1: +public static byte[] decode(string path, int startms, int maxms) +throws ioexception { +bytearrayoutputstream outstream new bytearrayoutputstream(1024); +float totalms 0; +boolean seeking true; +file file new file(path); +inputstream inputstream new bufferedinputstream(new fileinputstream(file), 8 * 1024); +try { +bitstream bitstream new bitstream(inputstream); +decoder decoder new decoder(); +boolean done false; +while (! " +0,the data i want to get from database are configuration parameters for the sensors. +0,a poset is just a set with a partial order. +0,"i have a sample sketch like the following, but i can't figure out how to compare the ""readstring"" to process something on the arduino. " +0,do you have an idea how i can reset this pins for spi usage without restart? +0,hp business service management is a suite of service management software tools developed and marketed by the hp software division for end-to-end monitoring of services in the data center and the underlying infrastructure. +0,vb.net can be viewed as an evolution of microsoft's visual basic 6 (vb6) but implemented on the microsoft .net framework. +0,"so xbee output for i 4 though 11 should look like this: + +0,19,162,0,64,121,230,206 (this is the xbee address converted from hex). " +0,"however, if you have a problem with something else and just happen to be using intellij, please don't use this tag. " +0,it is a mathematical concept. +0,"you can use (if you expect text): + +or you can work on bytes (look at b before "". " +0,i am using windows insider build 14342 windows 10 os. +0,"the code you see is this switch as gui + + + +main program works +gpio works +switch from hw to sw doesn't work well " +0,"when i run it now, i get a different error. " +0,in case it is powered just with a battery the servos just rotates ccw or cw very fast and never stop. +1,"executing pybeacon -i 321654987654321a321654a456b54699 command, for example, and using the google app called ""beacon tools"" to register the eddystone-uid beacon (ok detected into unregistered layer), when i try to register, the app tell me ""failed to connect"". " +0,"thanks in advance +i can get the data to print, but i do not know how to tell it to stop. " +0,"applications created with lightswitch can be deployed as windows desktop applications, in a 3-tiered lan configuration, as web applications hosted on iis 7, or using the microsoft azure platform. " +0,"resources: + +hpcc systems official website. " +0,precompiles your server-side webpack bundles before running mocha. +0,the weaveworks/weave-kube image on dockerhub is only built for x64. +0,the product was originally developed by metrowerks. +0,"use, e.g. " +0,"to +ensure the coordinator starts on a +good channel and unused pan id, the +coordinator performs a series of scans +to discover any rf activity on +different channels (energy scan) and +to discover any nearby operating pans +(pan scan). " +0,"htmlspecialchars($_post[""data""]) ." +0,"but i can't get gui +arduino code give output as 'e' and 'd'. " +0,one option is to use a soft serial library. +0,an ajax request is an asynchronous call initiated by the browser that does not directly result in a page transition. +0,after that i can read it in trigger. +0,upgrade firefox version to firefox v59.0.2 levels. +0,"it provides a single data type: the promise, which is a value that will become determined in the future. " +0,do not confuse this tag with 'pdf': adobe's file format. +0,10-15 minutes. +0,i don't see this as much with the raspi b3+ as with the zero h. the last was plug in both monitor and mouse and that for sure fixes the vnc issues but defeats the headless connection. +0,an is an abstract object that is triggered when a particular event occurs in the application or system. +0,if you can't connect to the sinkservice from doubletwist after building see this page. +0,"if you insist, you could go to launchpad and find the package you need, download it and istall it through: " +0,"conceptually, i have a camera and encoder component. " +0,"i am trying to execute the at commands in java, i have done it in matlab, but i found it a bit difficult in java. " +0,"in your web page: + +demo +check the demo here " +0,finalbuilder is a build and distribution automation product by vsoft technologies. +0,"this is evident, both with the ""boinccmd --get_tasks"" command which returns two current tasks, and the ""top"" command also shows two boinc threads processes 100%. " +0,jackson is a java library for handling tasks like reading and writing (parsing / generating) and data binding to/from java objects. +0,"currently coding the gui, and when i call the countdown, the program takes three pictures before running the countdown, despite me calling countdown() before capturing the pictures. " +1,"instead of running as a separate service and configuring security, one can just start up an instance of a new localdb runtime as needed. " +0,try to use your script with php-cli and put this line at the beginning to see what is happening. +0,"so, if the parameter is a local variable, you shouldn't free the memory. " +0,"what way is better, or is it just a matter of taste? " +0,"there is only ever one of these threads, no matter how many callbacks are registered: + +[t]he callback functions are run sequentially, not concurrently. " +0,"this seems consistent with the description in the /boot/overlays/readme file which states: +name: uart1 +info: enable uart1 in place of uart0 + +i did find a limited driver for the mini-uart which is fixed at 115200 baud, which seems like a driver to use the mini-uart instead of the full uart. " +0,serial.read() can be defined anywhere in your loop() function. +0,"update +after digging deeper into the problem, it seems like the executables link for some reason against two different versions of qt. " +0,in order to play 3d sounds you also need to have an audiolistener. +0,look-up table of a sine wave where the pointer moves according to the phase modulation? +0,"please note that the use of just /10 to find the tens and %10 to find the ones assumes that number is in [0..99], (which it should be since you asked about [0..64]) " +0,finally assign the annotation to the annotationview. +0,"i don't have an username/password kind of thing, nor a ip address and a port. " +0,here is a code to exemplify the context. +0,"you tell it what to read or write, and it handles everything for you. " +0,their updates will appear in your home tab. +0,"in maven, xcode, gradle, etc. " +0,i would have to come to each raspberry again and re enter these strings if i am to reinstall it completely. +0,this solution is tested and working with versions indicated below. +0,"haml (html abstraction markup language) is an indentation based, terse page description markup. " +1,"apps have expanded scaling head-room with new compute resources and gain secure, direct access over virtual networks to corporate resources connected via site-to-site or expressroute connections. " +0,knowing the amount of steps for the wheel to make a full turn gives you a math formula to calculate the distance. +0,pure is ridiculously tiny. +0,rsa purchased archer technologies in early 2010 for an undisclosed amount. +0,i was wondering if someone could help me out? +0,"my raspberry pi 2 is configured as access point, working with the following settings: +i'm using the python binding of the libnetfilter_queue library. " +0,this extremely old qa is rater out of date now. +0,the question is: is there a way to debug such a giant library fast knowing it's a realtime application ? +0,you may solve the problem using a capturing group: +0,"the reason it is not working could be many, i would do the following: + +set the execution bit? " +0,"what i'd like is for the entire buffer captured from my recording callback to be encoded, decoded, and sent back to the playback loop. " +0,trigonometry is a branch of mathematics that studies triangles and the relationships between their sides and the angles between sides +0,treeset implements interface navigableset which is a sub-interface of sortedset. +0,"e/zygote: iswhitelistprocess - +process is whitelisted 2019-02-07 19:03:46.036 18008-18008/? " +0,therefore you will have to find an alternative. +0,"resources + +github +documetation +npm modules " +0,thanks. +0,it then returns the results to your browser. +0,com1). +0,too high baud rates will require very exact timing to not miss a single bit and the hardware is not powerful enough to do serial traffic in software without problems. +1,he goes beyond ssl to establishing trust. +0,i connected the ble modules to my ftdi cable and set them as master and slave. +0,"i'd like to be a janitor for the site, and be able to do more to help. " +0,i believe something like this addresses your 10 second delay issue. +0,"can not assign to static or instance fields of target program's +classes and objects. " +0,klv is an abbreviation for key-length-value. +0,"where the names of the variables you use are not self-explanatory, please provide comments. " +0,"i am having trouble sending data with termios libary + +on reciving side i get complete garbage. " +0,"anyway, it seems like i need a bluetooth expert (which i am not) to explain what's going on and why my connection's not working. " +0,"this is my code: + +can anybody tell me why this isn't working? " +0,asgard has now been deprecated in favor of spinnaker. +0,"so for example, whenever a button is pressed (that is connected to an arduino for example) the paired cell phone calls a certain person. " +0,is it possible to read qr code using windows 10 iot? +0,how can i solve this but nevertheless calculate the difference after that? +0,any help is appreciated and i'm sure it's something small. +0,new to esp8266 and nodemcu. +0,73246 in ns ns-fr.1and1-dns.fr. +0,"for debug script, first stop asterisk +after that start it in your console +and call " +0,"i wrote aplication based on: +usb serial for android +my main application is here: url +android project is here: url +if i connect arduino to my computer, and monitor serial port (by arduino ide), it's working (i receive data, and tx led blinks), but when i connect arduino to my phone, only rx led blinks when i open the connection. " +0,i don't necessarily have access to a router since i'm working of my apartment building's wifi. +0,"i have a feeling that the section of code in the arduino bit in run_loop(): with the return, in order to have the function not run if it does not hold all of the data. " +0,"in the same way, we keep any local images that was created in that corresponding fiware lab node. " +0,there is no justification for it here; it's considered bad programming practice and shouldn't be used unless you know exactly what you're doing. +0,"or, refer the following changes in linux kernel and device tree. " +0,"frankly, i haven't the foggiest idea what could suddenly be wrong (the pi is in headed mode, if you were wondering), so i suppose my best course of action would be to publish my code and see if anyone else can replicate the issues. " +0,i found a library (named: fauxmoesp). +0,"make an account, copy the example code, and get started with the blynk app! " +0,if anyone could help me with this that would be much appreciated. +0,"use or but not ) +tag and attribute names must be all in lowercase (e.g. " +0,i get the impression you're mostly looking for confirmation and am happy to help with that if i can. +0,i haven't added the verification part yet but that will be somewhere in the code eventually and it will change the pin value to 0 or 1 if pin is entered. +0,am i missing something here? +0,it is a first certified application server that fully supports java ee 7. +1,i have been able to successfully authenticate and make a connection after not much work. +0,"documentation for the command is available here: url +questions related to usage of the command, command options, or errors obtained when using it are welcome. " +0,"generally, if you want to connect any application (mobile, web,...) to any aws services, you should consider two things. " +0,"here is the image capture code + +i assume my problem is that the details of the existing socket connection are not being retreved correctly in the second script...how can i use the existing socket connection :) thanks! " +0,"nodes with children are parent nodes, and child nodes may contain references to their parents. " +0,"this can be done like so: + +step 2: detecting the color (i'll give an example of red) +for this you will need to define some boundaries in the rgb colorspace. " +0,on doing a bit of searching found that this might be because of the fbi.but since it isn't causing any problem in shutting down i just wanted this junk to be redirected to log file and not to appear on the screen. +0,more information can be found in licensing. +0,bundler is a system that attempts to manage a ruby application's gem dependencies across multiple developers and environments. +0,this is a simplified example but i hope you get the idea. +0,"elsaticsearch setup was not that much of a burden, as the official package is compatible, so it was just a matter of tweaking the settings. " +0,it is my first time using this type of hardware so please bear with me. +0,for ubuntu it's /usr/share/cmake-2.x/modules. +0,"if you change some routes, you'll see the corresponding edge hub twin traffic. " +0,you need to read the python docs about the built-in range() function - it doesn't do what you are trying to do. +0,"another general idea is to have the device polling a web server periodically looking for a signal to initiate a connection, but i'm not sure how much traffic (and data usage costs) this would generate as the device would have to poll every 10 seconds or so in order to make sure it initiates it's connection within a reasonable time frame of the request being set on the web server that it polls. " +0,"is a command on npm cli, which publishes the specified package to the npmjs repository. " +0,when i saw the problem the problem seem to be in closing the port. +0,"i've extracted a code sample from the microsoft's iot sample (iotcoredefaultapp) that might helpful to you to extract device information (unfortunately, processor serial number never exposed for programming). " +0,do not force partition keys. +0,"is there any way to either: + +select which input device the audioqueues use. " +0,i am getting an import error in python when importing pyimgur. +0,the most actual version for manual installation from the downloads is go 1.9.3. +0,"i am developing my c# application on my arch linux machine with monodevelop and scp-ing everything in the bin/debug/ directory to my raspberry pi and then running ""mono my.exe""." +0,i included both the dictionary access version (using event.dict) as well as the property-access version (using just event.whatever_the_property_name_is). +0,"really, two things are necessary. " +0,"resources +msdn " +0,urchin is used to analyze web server log file content and display the traffic information on that website based upon the log data. +0,"ui controls +in addition to client side logic dojo can also be used for rich user interface widgets and charts. " +0,"here is the code snippet: + +where am i going wrong? " +0,the bluetooth fragment is working and connecting perfectly . +0,"its possible i am already running the higher amp power supply as we have quite a few devices plugged into the alarm (zone extenders, 2 wireless receivers for the outside sensors, the siren, etc). " +0,"when you actually need to journey into your running source code, the debugger is your best companion. " +1,"whenever i try to execute the followin command, i get the sqlite error 5: database is locked! " +0,mjml is built using the react.js framework to generate responsive html emails for multiple mail clients. +0,"when rc 0, it is the dma channel +returned. " +0,"from what i can tell, this has no problem finding com.android.future.usb.manager to compile and install the program, but once it tries to run it can find it. " +0,you only have to define the required activerecord scopes and style your filter form and record lists. +1,some taglibs also contain tags that can be used for logging or for security (authentication). +0,each .gyp file generates one or more output files appropriate to the platform. +0,cocotron is an open-source cross-compiler for objective-c. its goal is to help compile obj-c source code and apple frameworks on windows 2000 - 7. +0,"rouge aims for the highest quality lexing in all its supported languages, even with strange features and odd corner cases. " +0,here's some code which i'm working with. +0,any thoughts on what i am missing? +0,this is logical not - so the code in the brackets only gets executed when the statement is false. +0,how can i solve these problems? +0,"i can read by typing in the terminal control : + +i'd like to see these details in the same way, but with a program written in c. here's what i do : +#include +#include +#include +#include +#include +#include ""serial_port.h"" + +void read_serial_port(const char* device_port) +{ + int file; + struct termios options; + char message[100]; + unsigned int ncountmax 60; + bool b; + + file open(device_port, o_rdonly | o_noctty | o_ndelay); + + if(file -1){perror(""unable to open the serial port\n"");} + printf(""serial port open successful\n""); + + tcgetattr(file, &options); + cfsetispeed(&options, b9600); + cfsetospeed(&options, b9600); + options.c_cflag (clocal | cread); + options.c_cflag parenb; //no parity + options.c_cflag parodd; + options.c_cflag ~cstopb; + options.c_cflag ~csize; + options.c_cflag cs8; //8 bits + options.c_iflag (inpck | istrip); + tcsetattr(file, tcsanow, &options); + fcntl(file, f_setfl, fndelay); + + printf(""reading serial port ...\n\n""); + b readmessage(file, message, ncountmax); + if (b 0){printf(""error while reading serial port\n"");} + else printf(""serial port read successful\n""); + close(file); + printf(""serial port closed\n""); +}; + +bool readmessage(int file, char *message, unsigned int ncountmax) +{ + int nbchartoread; + char data[100]; + int i; + + if (file 0) + { + i 0; + while (i + +/etc/apache2/sites-available/custom-config: + + documentroot /var/www/html/me + servername url + serveralias mydomain.se + + + options indexes followsymlinks multiviews + allowoverride all + order allow,deny + allow from all + + + errorlog /var/www/log/me/error.log + + # possible values include: debug, info, notice, warn, error, crit, + # alert, emerg. " +0,"useful links + +unity manual for unet " +0,"if you aren't using the wireless interface, disable it. " +0,"xamarin workbooks provide a blend of documentation and code that is perfect for experimentation, learning, and creating guides and teaching aids. " +0,is a plugin for tox that can be installed from pypi using pip. +0,"any suggestions, please? " +0,"the major constraint is that there is only one pwm pin on the raspberry pi, we're thinking about using servo motors to rotate the cube. " +0,i have tried this with the curl command all goes well. +0,"build process +sketches are compiled by avr-gcc. " +0,what you need is event detection try something like this. +0,"pymite can also be compiled, tested and executed on a desktop computer. " +0,"i assume that you're using esp-12 module that has 2 leds, +the problem you're facing may be from a corrupted firmware. " +0,hope you guys can help me. +0,i am firm but fair. +0,"calculate the checksum of this frame, and compare it to the first nibble. " +0,is there a way to enable simplink on the tv from the pi or any methods to enable simplink from the pi side. +0,c++ mock object library for boost +0,i'm pretty fair and good at adjudicating - i've got kids so that is a well polished skill. +0,"this function returns a string with one or more access method specifications that cause the user agent to use a particular proxy server, or to connect directly. " +0,"i ran the following code to find out if a software reset would reset the clock and therefore the function: + +as explained in the code, to make a software reboot simply create a function pointer to address 0 and call it. " +0,eglcreateimagekhr() is an egl extension egl_khr_image. +0,"however, these are just my thoughts. " +0,"i have been researching this for hours today, making and testing various sketches, and have found (as you've already found) changing them to is a workaround, but if you want to specifically create a c file, you must wrap the prototypes in the header to get it to compile. " +0,(i could skip parts of frames if previously there were no blobs found in the vicinity). +0,"gwt, otto, etc. " +0,"uno is an open-source uwp bridge for ios, android and webassembly. " +0,"thus, i assume you are using the api mode, so from your coordinator api (software side) you can send a remote at command request, in broadcast, which set the cb (commission button) to 1. " +0,"lastly, it could definitely deal with the arduino auto resetting everytime a serial connection has been made (eg. " +0,"okay for any user, you can write " +0,"i have a program that checks to see if an rfid tag has been read, if it has, it runs some code. " +0,"in the 0.4.1 version, i was able to connect to wifi as described here (url), while in 0.5.1 i am not able. " +0,but the script echos me that at least one client is offline. +1,the card verification value (cv2) is a very important security feature that is made for credit card transactions on the internet and over the phone. +0,"for further information see: + +discussion boards on sourceforge +documentation: guides, including programmer's guide, faq and how-to (html and pdfs) +project space at savannah +download page + +the preferred ide and the most convenient way to set up gnucobol is the cross-plattform ocide. " +0,it is very much not built for that. +0,i'm running nmap -ss -o localhost to test. +0,"when 8-bit data set d0..d7 is transferred into the output buffer to be transmitted, usually it is still in parallel form. " +0,hi everyone thanks for reading this. +0,questions about testing react components with the react-testing-library utility. +0,"after doing all the config and code, when trying to deploy the app i've got this error message: + +severity code description project file line suppression state + error dep6956 : failed to establish connection to the device due to protocol incompatibility. " +0,"from what i've been able to determine the entries that need to be setup in the sg_list[] are: + +the problem i am having is with the .page_link member. " +0,rajawali is a 3d engine for android based on opengl es 2.0/3.0 +0,in ultisnips' snippet files you can use the extends statement that does exactly what you asked for. +0,i tried setting both ss pins to output from the arduino code just to be sure but that didn't change anything. +0,"the kernels are optimized for photo-realistic rendering on the latest intel processors with support for sse, avx, avx2, and the 16-wide xeon phi vector instructions. " +0,"holding 5 chunks of data for the first time, when it receives the 5 audio data starts playing immediately one after the other, as shown in code above. " +0,can anyone help? +0,the message you mention could be sent as /channel/1 /value/1023 +0,envoy is a python package providing simple api for running external processes. +0,it is impossible to make it work correctly! +0,yes the whole project can be done without breadboard using connecting wires. +1,"the client name i'm using is + +where orgid is my orgid from bluemix and the device type and id are from the device i created and registered in the iotf. " +0,zigfu is the easiest way to make and play kinect apps. +0,"on other hand, the second arduino is connected to rf receiver with led on pin 12. " +0,the most common use of mockups in software development is to create user interfaces that shows the end user what the software will look like without having to build the software or the underlying functionality. +0,so a script in cron probably would not make much sense. +0,"the management of a nswindowcontroller entails: + +loading and displaying the window +closing the window when appropriate +customizing the windows title +storing the windows frame (size and location) in the defaults database +cascading the window in relation to other document windows of the application + +a window controller can manage a window by itself or as a role player in the application kits document-based architecture, which also includes nsdocument and nsdocumentcontroller objects. " +0,"focus - (internet explorer 4.0+) +the focus method can be used to force the users focus onto the referenced . " +0,"here is the python code i am using + +here is the arduino code i used " +0,"first of all sorry for the long title, i hope it is descriptive enough. " +0,"it is statically-typed, with a syntax loosely derived from c, adding automatic memory management, type safety, some dynamic typing capabilities, additional built-in types such as variable-length arrays and key-value maps, and a large standard library. " +0,"obviously if notepad was opened with a file, it would have a different title such as test.txt - notepad. " +0,"when running the script, the loop prints ""now heating..."" and ""now cooling..."" in accordance to temperature changes but the gpio pins don't seem to be following their assigned true/false configurations. " +0,"i am active mainly in drupal (and related tags) questions, but my activity is not limited to answering; i review low quality posts, and flag posts that need moderation attention. " +0,"this tag was previously used for the google documents list api, which was sunset in 2015. " +0,"i'm trying to install the johnny five library for node.js on windows 7 but keep getting an error: + +i had the same problem on mac, but solved it by installing xcode command line components as suggested in a previous post, but don't know how to solve this for windows. " +0,"new to c and arduino programming, my issue, how to split char c into two separate integer variables? " +0,part of the reason for this is that we dont have a shell like explorer that is there helping control what app is running or providing other services such as sip / osk as is handled on the desktop. +0,tortoisegit is an open-source windows-based application that allows the git distributed revision control system to be used directly from windows explorer (using context menus). +0,"google cloud dataproc is a managed hadoop mapreduce, spark, pig and hive service on google cloud platform. " +0,i was not able to find any way around this sleep issue. +0,the stackoverflow use of this tag is for questions related to any dialect or superset implementation of modula-2. +0,an affine transformation is a special type of mapping that preserves parallel lines in a path but does not necessarily preserve lengths or angles. +0,"with that information i would also like to find the corners of the shape and crop it, but i get an error related to the convexhull function which i have not used in the code. " +0,"gyro in degrees per seconds, and accelerometer in range 2g " +1,a guid (globally unique identifier) is a unique reference number used as an identifier in computer software. +0,"i am trying to get the following basic python script to work on my raspberry pi: + +this is, of course, the basic pyaudio example script. " +0,"i have something like this: + +this code is placed in my custom player created as asynctask. " +0,please help guys...... +0,"the following is what i've been working with thus far: + +edit: +i've added the output from the arduino serial port + +adafruit bluefruit at command example + ------------------------------------- initialising the bluefruit le module: ok! " +0,mezzanine is an open source content management platform built using the django framework. +0,this will cause the calling block to stop and wait for the thread to terminate. +0," +worked for me. " +0,your client requests and reads it from the server. +0,"supported browsers: + +internet explorer 8+ [1] +chrome 4+ +safari 4+ +firefox 4+ +opera 9+ [2] " +0,i have found what seems like a thousand dead ends searching the web. +0,"this is simply a function created using javascript, css and html so provide the rich ui to user. " +0,"i basically just want to know how to ""call"" the state of an led." +0,but pi3 it is not transmitting data on serial port. +0,"one minor point, in you're removing an event listener from the stage which you never registered for. " +0,this error message kept coming even when i changed the code. +0,"here is my code, simplified: + +my cursor will not move past the: + +line. " +0,"the arduino accepts strings in the format :data; like: + +2,250; +5,800; + +i'm trying to use a python script to send that message when an ""info"" message is received (i.e. " +0,you can specify the point to use for the center of scaling. +0,"some important peps are: + +pep 0 index of python enhancement proposals +pep 1 pep purpose and guidelines +pep 8 style guide for python code +pep 20 the zen of python +pep 404 python 2.8 un-release schedule + +at a given moment, the status of a pep can be any one of draft, deferred, accepted, rejected, withdrawn, accepted, final or replaced. " +0,i am currently attempting to use a raspi 3 to connect to a mysql server and send data. +0,"that is only when the program is ran by cron, not when i call it from the commandline. " +0,it can also yield the derivatives of any expression. +0,our modules are currently written in python 2.7 and ds18b20 is written in python 3.3. +0,for a project i am making a program controlled completely by the number pad. +0,"zerobrane studio is a lightweight lua ide with code completion, syntax highlighting, remote debugger, code analyzer, live coding, and debugging support for several lua engines. " +0,i'm newbie for raspberry pi and python coding. +0,"zbar is an open source software suite for reading bar codes from various sources, such as video streams, image files and raw intensity sensors. " +0,"do it twice using strtoul(), once for the lower four bytes, once for the rest and add the two results, multiplying the latter by 0x100000000llu beforehand. " +0,url +0,"written by siemens, exificient is a java library for for reading and writing exi (efficient xml interchange) files which are binary representations of xml. " +0,"i am getting them both to execute at the same time but the communication is only happening if i change the state of virtual pin ""v0""." +1,"the valgrind team doesn't support freebsd at all, and the people who maintain the freebsd port have restricted it to i386 and amd64 because these are the current tier 1 architectures. " +0,many thanks. +0,i been working on a project where i had to make a gui that can control cooling modules base off temperature that is set from the user and sensors that are all being controlled by a raspberry pi. +0,why does buffer have a fill method? +0,"my only thought now is to scrap mqtt and create a rest server, which i don't want to do as mqtt is a lot faster in my experience.. " +0,"here's an example: +both of the devices are now paired, both bluetooth device and arduino. " +0,so how can i change the tx power of my ble? +0,"espresso tests state expectations, interactions, and assertions clearly without the distraction of boilerplate content, custom infrastructure, or messy implementation details getting in the way. " +0,"cool tip +if you want to shift the pitch of your voice, or make a voice changer app, all you got to do is increase/decrease the value of writeint(output, 44100); // sample rate in your code. " +0,"example if i say vs esp8266.ping(""google.ca/"") there is a problem." +0,it was originally developed by altsys but is now owned by fontlab ltd. +0,is it possible? +0,"so i recommend creating a own thread for reading the serial port and filling an internal buffer, that get's rendered by the gtk mainthread, if you send an update request: +url " +0,gulp-shell is a handy command line interface for gulp developed by sun zheng'an. +0,"i want to ask about i beacon advertising, especially tx power. " +0,agatha is a request/response service layer for .net. +0,i have an arduino sketch that will be working on an arduino uno and i am trying to get uno to communicate over the i2c connection with a raspberry pi. +0,"after that all i have tested every command with the phantomjs absolute path: +/usr/local/bin/phantomjs /home/pi/desktop/testjs.js > /home/pi/desktop/testjs.txt + +but nothing works... " +0,outside you can use gps and inside you will have a hard time figuring out the position. +0,the filetable feature builds on top of sql server filestream technology. +1,both are configured with samba and both share just fine on my windows 10 machine with the correct user/password combinations. +0,"you can also try implementing another ibeacon raspberry pi scanning script, written in python, that can be found here. " +0,"the servo is brand new, i followed this tutorial and set duty cycle values between 0 and 100. " +0,"i have set up cross-compilation for the rpi, and everything works great. " +0,another way to do this is with a pointer-to-function based state machine. +0,"also, pin setup was changed from out as 22 to 4 for the 4th button to solve the continuous on situation. " +0,"in the client code in the if statement i used + +and + +as far as i know it must have been due to a variable type thing and they didn't match. " +0,that made the server timeout while waiting for a second message ... +0,2.) +0,it also includes enhancements to the cdi programming model under trial for cdi 1.1. +0,"but when sending it to my pi, nothing gets sent over the socket. " +0,you can access this setting by running . +0,your timing after power-on might be too fast. +0,two possible mechanisms are as follows. +0,"so, just for testing i used two led one for temperate( it will stay on for 10 min) sms and another for motion (it will blink once) and commented function call statement i.e. " +0,the okhttp3 based app still sends no data. +0,at-least i been able to start working reading this when i started first time. +0,how can this problem be solved? +0,object lifetimes are handled by the container instead of by the consuming object. +0,"windows script files have the extension "".wsf""." +0,"see wikipedia on: + +convex and concave shapes; +convex sets. " +0,"note: this guide is only one potential solution, and there are many ways to configure a highly available cluster. " +0,"roxy can then remotely create, update, and remove those settings from the command line. " +0,"because the connection is made to the ip, the server does not know what domain name was looked up by the client. " +0,i've figured out the problem. +0,i have made a java gui application with netbeans. +0,but after some time it gives me following error. +0,"with createml module developers are able to train a model to recognize people's faces, for example, by feeding it lots of images of different faces. " +0,the latest version of ios 4 is 4.3.5. +0,"when you call in python, it converts the numpy array to an array of bytes. " +0,"i know this is an old thread, but i just came by it having my own problems. " +0,after that i check it manually to see if everything is correct. +0,however this approach always led to a core panic and reset of the chip. +0,i am stucked. +0,problem is controling by keyboard letter. +0,any help is much appreciated. +0,"with the new resource manager, you can click on the ""automation script"" and it will build out the arm template that can be used to recreate the resources / settings as needed. " +1,the google drive api allows you to develop applications that access google drive accounts. +0,"ical.net is an icalendar (rfc 5545) class library for .net, formerly known as dday.ical and originally developed by douglas day. " +0,"here is my code: +main.c: + +gpio.h: + +gpio.c: +#include ""gpio.h"" +/* docs: the pi has 54 gpio pins and 6 function selec registers (fsr). " +0,"personally, i was never able to get it working, as i was trying to send video out the transmitter, and couldn't get the initialization right. " +0,"if so, the other solution is to read from the sd card 512 bytes each and store them into a buf array with the help of a struct according to that. " +0,"but when i remove the usb and connect external power to the arduino , the tx and rx on arduino does not work and it just uses the previous distance . " +0,audit4j is more focussed on business audit events however it also can be used to capture system audit events through extensions. +0,to further clarify this only seems to affect an instance of visual studio that was previously connected to the device or previously involved in a remote deployment. +0,"ps: i started learning to program recently, so i hope this might excuse to a degree possible stupid mistakes or missing stuff. " +0,w/serialinputoutputmanager( 3010): run ending due to exception: error queueing request. +0,the apache server is running on port 80. +0,"in a class i have the following enum ad operator overloads, as show in how to use enums as flags in c++?. " +0,i have a board with an esp8266 chip running micropython firmware v1.8.7. +0,"i had pretty much the same problem, and i have fixed it by changing the auto-mount settings for my flash drive and that line of code looks something like this: + +i'm not shure about that fat because i can't access my raspberry at the moment, but i guess that since you're already using a flash drive you know the right file system to use in your case. " +0,"however, all instruction sets have some obscure, rarely + used instructions. " +0,"for further references, see the sourceforge site. " +0,anything i can do to make it work remotely? +0,webcal was initiated for use with the apple ical application and has become a common de facto standard for accessing icalendar formatted files via webdav. +0,""", """"); + } else if (temp 34 && temp < 35) + { + displaymessage("" room warm! " +0,"you can install and compile ffmpeg by following the instructions given in this link: +url +once it is installed, you can change your code like so: + +no need to change any other thing on the raspberry pi side script. " +0,then do i really have to have three different gprsmodule||mqttclients so i can send three different topics? +0,"instead, please use [opencv] and [.net] or [c#] tags, and mention the opencv .net/c# wrapper you're working with (e.g. " +0,"if i try to upload sketch directly i get a timout error, +if i try to upload sketch via arduino as isp it is the same error. " +0,wso2 governance registry is an enterprise-ready open-source product for governing soa deployments. +0,i have been fiddling with the constructor and trying to use references instead of pointers but i couldn't get it to work properly. +0,for some reason the connection to the icecast drops. +0,now could you please suggest me which framework to use which do recording changes pitch and can play and most importent which will work on all iphones. +0,"gy86(hmc5883l,ms5611,mpu6050) and bmp085 or any other i2c module. " +0,"when you run it from the console, whatever the barcode scanner outputs will go to your program as it is the one currently reading on stdin for the console. " +0,so i figured out something on this issue. +0,i'm having problems with avaudiosession using the avaudiorecorder in a cocos2d game that i'm working on. +0,"beautifully designed +simple and functional. " +0,"my question: + +why am i not able to handle the stdin and stdout by using the yowsup application and how i can make it work? " +0,google apps script is a cloud based scripting language for light-weight application development in the google apps platform. +0,i'm trying to control (enable/disable) the buzzer of my uhf rfid reader (ct-i809) by rs-232 serial port in raspberry pi with python. +0,"questions not related to programming are off-topic + +related tags +magento-2.0magento2.2magento2.1magento-1.4magento-1.5magento-1.6magento-1.8magento-1.9 " +0,they must be all connected together for any of this stuff to work. +0,thanks to its pluggable architecture it can be extended without limits to support more platforms and languages. +0,"i would also add the compliment to the dtr for the arduino's with avr's using built-in usb, such as the leonoardo, esplora and alike. " +0,"if you're not scripting for photoshop, then your question belongs on super user, photography, or graphic design. " +0,hope this helps. +0,"you probably want to extract as many bytes as possible for use as storage, so a format well-designed for your application will probably help. " +0,"i get the outputs: +connect +startjobnotifications completed for thing: thing-name + +but then the program just sits there. " +0,"introduction +the vimeo api uses standard http requests to interact with vimeo.com. " +0,can't seem to find anything newbie-friendly online. +0,a cartogram is a map where surfaces are proportional to a given statistical variable. +0,"by just simply trying to compile the code, the following error is given: + +well, most of those functions have being declared in the other files in the same folder of the this main code, but, i have tried making a header (.h) to each of the files, just declaring the functions, it didn't work, i have tried including the files as they are, didn't work, tried to change them to .cpp and including, didn't work. " +0,"it supports some of the most popular instant messaging and telephony protocols such as sip, jabber/xmpp (and hence facebook and google talk), aim, icq, msn, yahoo! " +0,i'm having difficulties in configuring existing either processing or standard firmata code to be able to forward signal via xbee to another arduino. +1,the keychain class provides access to private keys and their corresponding certificate chains in credential storage. +0,"word/_rels/document.xml.rels +defines an internal identifier and type with all external content items (images, links, etc). " +0,"i use this command: +sudo uv4l -f -k --sched-fifo --mem-lock --driver raspicam --auto-video_nr --encoding h264 --width 1080 --height 720 --enable-server on +i'm able to access this stream on a web browser by looking at the pi's ip address. " +0,a library is a collection of software functions and/or data prepared so as to be conveniently linked with application programs to form executables. +0,the video in the window is extremely slow and also the captured file shows only 1 frame for the whole time of video. +0,glassfish 4.1.1 is a java ee application server +0,"i have the following class: + +then, in my main .py i have: + +i get the error: + traceback (most recent call last): + file ""pythonhelloworld.py"", line 8, in + test distancesensor2(gpio_mode, gpio_trigger, gpio_echo) + file ""/home/pi/pythonhelloworld/pythonhelloworld/distancesensor2.py"", line 31, in __init__ + gpio.add_event_detect(self.gpio_echo, gpio.rising, callback set_times) + runtimeerror: failed to add edge detection + +when i use the code below directly in my main .py, it works. " +0,"the google play games services sdk provides cross-platform game services that lets you easily integrate popular gaming features such as achievements, leaderboards, and cloud save in your web-based games. " +0,i'm using an arduino to access the twitter search api 1.1. +0,some don't support a bootloader at all. +0,"the open graph viz platform +gephi is a tool for people that have to explore and understand graphs. " +0,the qwebview class is the main widget component of the qt webkit web browsing module. +0,"boot up w/o errors) and flash size and heap size look ok. +next, if you use a recent nodemcu firmware from the branch you can skip the byte-107-dance because you can set it in lua. " +0,url +0,it is a bsd licensed project that brings together a variety of features that allow you to use websockets seamlessly with any django project. +0,"fwiw i have written a utility that reports the configuration of the pins for one specific soc, but that only reads the registers and never modifies any setting. " +0,"on out-of-order x86 cpus, only amd recognizes sbb eax, eax as being independent of the old value of eax, and depending only on flags. " +0,before doing this you would connect your raspberry pi3 with wlan. +0,sending user data is done via a corresponding xbee api-command which allows to send user-defined data with a maximum payload of 72 bytes. +1,"on android, linux and osx, you can see all ibeacon transmissions regardless of the proximityuuid, so you have a total of 20 bytes to work with. " +0,if you would use modern opengl the you could use the format gl_red for the bitmap format and the internal texture image format. +0,the analog read works on 10 bits from 0 to 1023 (1024 possible values). +0,"please do not use this tag, this is a misspelled version of . " +1,first of all it would allow you to keep using your service when you want to replace your key. +0,"instead, you could move the logic code to within the if(serial.available()>0) statement so that it only gets called when the key is pressed. " +0,less writing or less instructions. +0,official site: url +0,this is the cpanel xmlapi client class. +0,"you don't need to change your html, and if you are writing a new one, a simple, commonly-used convention can be implemented to quickly translate your pages. " +0,"joram is shipped with multiples transport implementations: an invm transport implementation for when both the client(s) and server are in the same java virtual machine, and also a tcp based implementation when clients and server are remote. " +0,"im trying to make system with collects data, stores it to a database and create a wep page that could show the data that ive gathered. " +0,"it all seems good, but when i reconnect it to my computer (on linux), i can't upload any program. " +0,"i've tried + +but this seems to only work with windows and will return a with linux. " +0,"url and url +i don't want the url to change so the post method is suggested with form element using action and name in button. " +0,the rel attribute specifies the relationship between the current document and the linked document +0,in the documentation for the sensor it states that the high nibble in the first byte is the checksum (calculated xhigh+xlow+yhigh+ylow+zhigh+zlow) but also the identification of the packet start. +0,unfortunately because of the library i've got errors . +0,the robot still misbehave/randomly move after few data is send to the servo. +0,i hope this will help people in the same (unusual) situation. +0,that aside i agree with @hlovdal. +0,"emerald has no ruby (or php, or java, or whatever...) code embeeded at html; +create independent applications, i.e., the application is not the framework, like it happens in rails; +help to integrate your development activities with many useful services, like trello, sandcage, github, slack and others; +be able to deal with many different programming languages. " +0,i know it's now a bit late but i recently run into this issue. +0,no configuration is required. +0,but the motor moves only once. +0,i have a hex file that is to be flashed onto an atmel chip running on an arduino device. +0,"in development, it is easy because i tell my server to listen to outside requests and the arduinos ping localhost:3000. " +0,thanks for reading :d +0,i would like to avoid using ready-made flight controllers. +0,(i don't know why the computer takes 20 seconds to restart anyway. +0,"as the name implies, rapidjson is inspired by rapidxml. " +0,"home page: url +the information on codecentral describes the general architecture: + +it is a port of the log4j java package to delphi runtime configurable logging with a hierarchy of categories, each individually controllable. " +1,mhash is a free (under gnu lesser gpl) library which provides a uniform interface to a large number of hash algorithms. +0,you may wish to rely on status objects in contexts other than logging. +0,first way. +0,so far there is no easy way (rpm package). +0,sidekiq is a background processing framework for ruby. +0,"but when i run my program i get the the message: ./tes02.sh: not found +here is the program: + +the directory of my script is: /home/pi +should i enter the directory ? " +0,you can write native apps in html and javascript with node-webkit. +0,i hope this is clear. +0,"examples + +references + +background-position - w3c specification +background-position - mdn link " +0,"resources: + +download microsoft speech sdk 5.1. " +0,but in the general case it starts to become likely at some point that you'll get corrupt data. +0,qprintpreviewwidget is a qt framework class providing a widget embedding a preview page layouts for printer output. +0,for an application i'm developing we're working with the genuino 101. +0,"in the arduino ide, i compile and verify my sketch, and then attempt an upload. " +0,"those who will face this problem in future, actually my program memory was fine. " +0,i've done some research and found out about . +0,"the administrator can create client and site templates, which predetermine resource-allocation parameters for the domains and/or clients. " +0,use stackframe for questions related to debugging unterminated function calls. +0,readline will block until a carriage return is received. +0,my setup works fine as i'm getting correct values on my pi. +0,i don't know why (abc) won't go low as well. +0,restxq maps http requests to xquery functions by using a pre-defined set of xquery 3.0 annotations. +0,create full resources using a single command with migration or from existing database. +0,i appreciate any help from you.. +0,i mainly need help on the receiving end where the raspberry pi receives the audio but it wold also be good if you gave me some tips about how to code the android app. +0,is it possible to receive and play a rtsp stream on the raspberry pi using gstreamer1.0 (with omx plugin in order to use hardware acceleration) and resend another rtsp stream with lower resolution and lower fps rate? +0,object oriented techniques such as mixins (multiple inheritance) can be used to factor code into reusable components. +0,"edit: if there isn't a way to do c++17 in arduino, then can someone link a tutorial to code arduino boards using c++ " +0,"at the time of writing, the latest version of pynfc is 0.0.7, which works perfectly with libnfc 1.5.1. " +0,"every arduino programm needs the functions and loop(), you have neither of them. " +0,"so in order to deploy mpu6050 sensor as a module, i am stuck up with the following doubts. " +0,i know this is an old question. +0,"the seasoned schemer is a book by daniel p. friedman and matthias felleisen, it's the continuation of the little schemer, introducing more advanced concepts of recursive programming to an audience which may have no prior experience with programming or mathematics. " +0,100 other times. +0,doing that i also got a connection timeout. +0,"i want to create a string like the one below- +""x value(accelerometer), y value(accelerometer),light-sensor value"" +but the problem is i can't get two value arrays from the same sensorevent. " +0,suitecrm is a crm application written in php and is a fork of the popular sugarcrm community edition project. +0,what is actually the cmd? +0,"although you can implement the features equivalent to the thing-if sdk with the kii cloud sdk, it will require a ton of implementations and thus will be very inefficient. " +0,"on the linux machine, i use the following shell script, that collects the data: + +the main problem with this is that the sleep (delay) has to be quite large; if i use sleep 1;, the computer can not receive any data. " +0,"ignite realtime smack +developer guide +javadoc + +note: for linux smack (simplified mandatory access control kernel) see linux-smack. " +0,"this is a good starting point for your arduino uno wifi: +url +the next important point is, that you need to use arduino 1.7 (from arduino.org) especially for ota programming. " +0,the bully algorithm is a method in distributed computing for dynamically electing a coordinator by process id number. +0,"however, it did not solve my problem. " +0,long story short: call it from a different thread. +0,it works well on the matlab environment. +0,"it does a lot more, but that is the part i'm having trouble with. " +0,i am working on a project and ideally i would like to start and stop the loop of an arduino with a raspberru pi. +0,"i have the latest version of openocd installed (0.9.0), i have my bus pirate v4 hardware upgraded to firmware v6.1 r1676 and bootloader v4.4. " diff --git a/stack_overflow_security_questions_analysis/app.py b/stack_overflow_security_questions_analysis/app.py new file mode 100644 index 0000000..ee3d2d3 --- /dev/null +++ b/stack_overflow_security_questions_analysis/app.py @@ -0,0 +1,48 @@ +import streamlit as st +import pandas as pd +import joblib +import re +from sklearn.feature_extraction.text import TfidfVectorizer + +# Load the dataset +df = pd.read_csv('IoT-Security-Dataset.csv') + +# Load the saved Random Forest model +rf_model_loaded = joblib.load('random_forest_model.pkl') + +# Load and fit the TF-IDF vectorizer on the dataset +tfidf_vectorizer = TfidfVectorizer(max_features=5000) +tfidf_vectorizer.fit(df['Cleaned Sentence']) + +# Function to preprocess the input text +def preprocess_text(text): + text = text.lower() + text = re.sub(r'\W', ' ', text) + text = re.sub(r'\d', ' ', text) + text = re.sub(r'\s+[a-z]\s+', ' ', text) + text = re.sub(r'\s+', ' ', text).strip() + return text + +# Function to predict if a question is security-related +def predict_security(question, model, vectorizer): + clean_question = preprocess_text(question) + question_tfidf = vectorizer.transform([clean_question]) + prediction = model.predict(question_tfidf) + return prediction[0] + +# Streamlit app +st.title("Security text Predictor") + +st.write("Enter your question below to determine if it is related to security.") + +user_question = st.text_area("Your Question") + +if st.button("Predict"): + if user_question.strip() != "": + prediction = predict_security(user_question, rf_model_loaded, tfidf_vectorizer) + if prediction == 0: + st.success("This question is security-related.") + else: + st.info("This question is not security-related.") + else: + st.error("Please enter a question.") diff --git a/stack_overflow_security_questions_analysis/images/correlation_matrix.png b/stack_overflow_security_questions_analysis/images/correlation_matrix.png new file mode 100644 index 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    \n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "df", + "summary": "{\n \"name\": \"df\",\n \"rows\": 7147,\n \"fields\": [\n {\n \"column\": \"Security\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Cleaned Sentence\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 7124,\n \"samples\": [\n \"due to this focus, utilities are often rather technical and targeted at people with an advanced level of computer knowledge - in contrast to application software, which allows users to do things like creating text documents, playing games, listening to music or viewing websites. \",\n \"however, by having this much user-defined data in progmem, some internal arduino functionality is also pushed past the 64k mark, and those do not use 4-byte pointers. \"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.drop_duplicates(inplace=True)\n", + "df.isna().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7WbjgmRX_xFe", + "outputId": "d670bf92-fa60-4150-b7e6-d146b8095923" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Security 0\n", + "Cleaned Sentence 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import string\n", + "from nltk.corpus import stopwords\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import WordNetLemmatizer\n", + "import nltk\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", + "from sklearn.svm import SVC\n", + "from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n", + "from imblearn.over_sampling import SMOTE\n", + "\n", + "# Download NLTK data files\n", + "nltk.download('stopwords')\n", + "nltk.download('punkt')\n", + "nltk.download('wordnet')\n", + "\n", + "# Initialize lemmatizer and stop words\n", + "lemmatizer = WordNetLemmatizer()\n", + "stop_words = set(stopwords.words('english'))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Rexi4pbsCZJT", + "outputId": "a8d91024-3c6b-4abc-91d5-d9502b94a0e4" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[nltk_data] Downloading package stopwords to /root/nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n", + "[nltk_data] Downloading package punkt to /root/nltk_data...\n", + "[nltk_data] Package punkt is already up-to-date!\n", + "[nltk_data] Downloading package wordnet to /root/nltk_data...\n", + "[nltk_data] Package wordnet is already up-to-date!\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "def preprocess_text(text):\n", + " text = text.lower()\n", + " text = text.translate(str.maketrans('', '', string.punctuation))\n", + " tokens = word_tokenize(text)\n", + " tokens = [lemmatizer.lemmatize(word) for word in tokens if word not in stop_words]\n", + " return ' '.join(tokens)\n", + "\n", + "# Apply preprocessing\n", + "df['Cleaned Sentence'] = df['Cleaned Sentence'].apply(preprocess_text)\n", + "\n", + "# Initialize TF-IDF Vectorizer\n", + "tfidf = TfidfVectorizer(max_features=5000)\n", + "\n", + "# Fit and transform the text data\n", + "X = tfidf.fit_transform(df['Cleaned Sentence'])\n", + "\n", + "# Extract the labels\n", + "y = df['Security']\n", + "\n", + "# Apply SMOTE before splitting the data into training and testing sets\n", + "smote = SMOTE(random_state=42)\n", + "X_resampled, y_resampled = smote.fit_resample(X, y)\n", + "\n", + "# Verify the new class distribution\n", + "print('Original dataset shape:', y.value_counts())\n", + "print('Resampled dataset shape:', pd.Series(y_resampled).value_counts())\n", + "\n", + "# Split the resampled data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(X_resampled, y_resampled, test_size=0.2, random_state=42)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mD2mefo3Clfv", + "outputId": "0460f8cf-e6c5-4583-a68f-312cafd7d075" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Original dataset shape: Security\n", + "0 6874\n", + "1 250\n", + "Name: count, dtype: int64\n", + "Resampled dataset shape: Security\n", + "0 6874\n", + "1 6874\n", + "Name: count, dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Logistic Regression**" + ], + "metadata": { + "id": "bCgHaD5kC6ev" + } + }, + { + "cell_type": "code", + "source": [ + "# Initialize and train Logistic Regression model\n", + "log_model = LogisticRegression()\n", + "log_model.fit(X_train, y_train)\n", + "\n", + "# Make predictions\n", + "log_y_pred = log_model.predict(X_test)\n", + "\n", + "# Evaluate the model\n", + "print(\"Logistic Regression:\")\n", + "print(classification_report(y_test, log_y_pred))\n", + "\n", + "# Plot confusion matrix\n", + "cm = confusion_matrix(y_test, log_y_pred)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title('Logistic Regression Confusion Matrix')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 646 + }, + "id": "r_SywGRWAYxs", + "outputId": "7a5a7e1c-c520-4585-ba83-ead195dfaa7f" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Logistic Regression:\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 0.98 0.99 1382\n", + " 1 0.98 1.00 0.99 1368\n", + "\n", + " accuracy 0.99 2750\n", + " macro avg 0.99 0.99 0.99 2750\n", + "weighted avg 0.99 0.99 0.99 2750\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Random Forest**" + ], + "metadata": { + "id": "tdvFTUQiDAHa" + } + }, + { + "cell_type": "code", + "source": [ + "# Initialize and train Random Forest model\n", + "rf_model = RandomForestClassifier()\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "# Make predictions\n", + "rf_y_pred = rf_model.predict(X_test)\n", + "\n", + "# Evaluate the model\n", + "print(\"Random Forest:\")\n", + "print(classification_report(y_test, rf_y_pred))\n", + "\n", + "# Plot confusion matrix\n", + "cm = confusion_matrix(y_test, rf_y_pred)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title('Random Forest Confusion Matrix')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 654 + }, + "id": "KZZXkBPsC3Fq", + "outputId": "3240b106-3d7d-457f-c721-c953fc3bd8b9" + }, + "execution_count": 27, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Random Forest:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.99 1.00 1.00 1382\n", + " 1 1.00 0.99 1.00 1368\n", + "\n", + " accuracy 1.00 2750\n", + " macro avg 1.00 1.00 1.00 2750\n", + "weighted avg 1.00 1.00 1.00 2750\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Gradient Boosting Machine**" + ], + "metadata": { + "id": "xbAG_HNjDDuO" + } + }, + { + "cell_type": "code", + "source": [ + "# Initialize and train Gradient Boosting model\n", + "gb_model = GradientBoostingClassifier()\n", + "gb_model.fit(X_train, y_train)\n", + "\n", + "# Make predictions\n", + "gb_y_pred = gb_model.predict(X_test)\n", + "\n", + "# Evaluate the model\n", + "print(\"Gradient Boosting:\")\n", + "print(classification_report(y_test, gb_y_pred))\n", + "\n", + "# Plot confusion matrix\n", + "cm = confusion_matrix(y_test, gb_y_pred)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title('Gradient Boosting Confusion Matrix')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 646 + }, + "id": "8y6btTloDHZ2", + "outputId": "d95a0375-204b-4adb-eb26-3ed291fa0b24" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Gradient Boosting:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.90 0.99 0.94 1382\n", + " 1 0.98 0.88 0.93 1368\n", + "\n", + " accuracy 0.94 2750\n", + " macro avg 0.94 0.94 0.94 2750\n", + "weighted avg 0.94 0.94 0.94 2750\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Support Vector Machine (SVM)**" + ], + "metadata": { + "id": "OBgc831XDLGW" + } + }, + { + "cell_type": "code", + "source": [ + "# Initialize and train SVM model\n", + "svm_model = SVC()\n", + "svm_model.fit(X_train, y_train)\n", + "\n", + "# Make predictions\n", + "svm_y_pred = svm_model.predict(X_test)\n", + "\n", + "# Evaluate the model\n", + "print(\"Support Vector Machine (SVM):\")\n", + "print(classification_report(y_test, svm_y_pred))\n", + "\n", + "# Plot confusion matrix\n", + "cm = confusion_matrix(y_test, svm_y_pred)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.title('SVM Confusion Matrix')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 646 + }, + "id": "4QFs55DeDPad", + "outputId": "58a31e74-2f66-486b-8607-0116c6bc792f" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Support Vector Machine (SVM):\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 1382\n", + " 1 1.00 1.00 1.00 1368\n", + "\n", + " accuracy 1.00 2750\n", + " macro avg 1.00 1.00 1.00 2750\n", + "weighted avg 1.00 1.00 1.00 2750\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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oVqulqanP/vwyMzPFgQMHis7OziIA6TkLf9Y//vhjkfs9+99hxYoVIgBxy5YtOu1u374tKpVKsVu3bs+Nn6iqE0TRyBFCREREVKVwzAAREZHMMRkgIiKSOSYDREREMsdkgIiISOaYDBAREckckwEiIiKZq9SLDmm1Wty7dw9OTk5mXbKUiIjKhiiKePToEdRqtVHvHTFWdnY2cnNzTb6OtbU1bG1tzRBRxVKpk4F79+6Zba14IiIqP4mJiahdu3apXDs7OxveXo5ISin6IjBjeXh4ICEhocolBJU6GSh8Peut03WhdGSPB1VNfV5qVt4hEJWafOThKPYUed22OeXm5iIpRYNbsXWhdCr5d0XGIy28fG8iNzeXyUBFUtg1oHRUmPQfmKgisxSsyjsEotLz1xq4ZdHV6+gkwNGp5PfRoup2R1fqZICIiMhQGlELjQkL8GtErfmCqWCYDBARkSxoIUKLkmcDppxb0bG2TkREJHOsDBARkSxooYUphX7Tzq7YmAwQEZEsaEQRGrHkpX5Tzq3o2E1AREQkc6wMEBGRLHAAoX5MBoiISBa0EKFhMlAsdhMQERHJHCsDREQkC+wm0I/JABERyQJnE+jHbgIiIiKZY2WAiIhkQfvXZsr5VRWTASIikgWNibMJTDm3omMyQEREsqARYeJbC80XS0XDMQNEREQyx8oAERHJAscM6MdkgIiIZEELARoIJp1fVbGbgIiISOZYGSAiIlnQigWbKedXVUwGiIhIFjQmdhOYcm5Fx24CIiIimWNlgIiIZIGVAf2YDBARkSxoRQFa0YTZBCacW9Gxm4CIiEjmWBkgIiJZYDeBfkwGiIhIFjRQQGNCQVxjxlgqGiYDREQkC6KJYwZEjhkgIiKiqoqVASIikgWOGdCPyQAREcmCRlRAI5owZqAKL0fMbgIiIiKZY2WAiIhkQQsBWhN+B9ai6pYGmAwQEZEscMyAfuwmICIikjlWBoiISBZMH0DIbgIiIqJKrWDMgAkvKmI3AREREVVVrAwQEZEsaE18NwFnExAREVVyHDOgH5MBIiKSBS0UXGdAD44ZICIikjkmA0REJAsaUTB5M0Z0dDR69OgBtVoNQRCwfft26VheXh6mTp2KZs2awcHBAWq1GoMHD8a9e/d0rpGamorAwEAolUo4Oztj2LBhyMzM1Gnzv//9D23btoWtrS08PT0RGhpq9M+GyQAREcmC5q8BhKZsxsjKykKLFi2wevXqIsceP36M06dPY+bMmTh9+jS2bt2K+Ph49OzZU6ddYGAgLly4gKioKOzevRvR0dEYOXKkdDwjIwOdO3eGl5cXYmNjsWjRIsyZMwdfffWVUbFyzAAREVEp6Nq1K7p27VrsMZVKhaioKJ19q1atwuuvv47bt2+jTp06uHTpEvbt24eTJ0+iVatWAICVK1eiW7duWLx4MdRqNSIiIpCbm4tvv/0W1tbWaNq0KeLi4rB06VKdpOFFWBkgIiJZ0IoKkzeg4Lfxp7ecnByzxJeeng5BEODs7AwAiImJgbOzs5QIAIC/vz8UCgWOHz8utWnXrh2sra2lNgEBAYiPj8fDhw8NvjeTASIikgVzdRN4enpCpVJJW0hIiMmxZWdnY+rUqXj//fehVCoBAElJSXBzc9NpZ2lpCVdXVyQlJUlt3N3dddoUfi5sYwh2ExARERkhMTFR+sIGABsbG5Oul5eXh/79+0MURaxdu9bU8EqEyQAREcmCFjB6RsCz5wOAUqnUSQZMUZgI3Lp1CwcPHtS5roeHB1JSUnTa5+fnIzU1FR4eHlKb5ORknTaFnwvbGILdBEREJAuFiw6ZsplTYSJw9epV/PLLL6hWrZrOcT8/P6SlpSE2Nlbad/DgQWi1WrRu3VpqEx0djby8PKlNVFQUfHx84OLiYnAsTAaIiIhKQWZmJuLi4hAXFwcASEhIQFxcHG7fvo28vDz069cPp06dQkREBDQaDZKSkpCUlITc3FwAQOPGjdGlSxeMGDECJ06cwG+//Ybg4GAMGDAAarUaADBw4EBYW1tj2LBhuHDhAjZv3owVK1Zg4sSJRsXKbgIiIpIF099NYNy5p06dQseOHaXPhV/QQUFBmDNnDnbu3AkAaNmypc55v/76Kzp06AAAiIiIQHBwMDp16gSFQoG+ffsiLCxMaqtSqbB//36MHj0avr6+qF69OmbNmmXUtEKAyQAREcmEFgK0MGXMgHHndujQAeJzXm70vGOFXF1dERkZ+dw2zZs3x5EjR4yK7VlMBoiISBbKujJQmVTdJyMiIiKDsDJARESyUJL3Czx7flXFZICIiGRBKwrQmrLOgAnnVnRVN80hIiIig7AyQEREsqA1sZvA3IsOVSRMBoiISBaefvNgSc+vqqrukxEREZFBWBkgIiJZ0ECAxoRFh0w5t6JjMkBERLLAbgL9qu6TERERkUFYGSAiIlnQwLRSv8Z8oVQ4TAaIiEgW2E2gH5MBIiKSBb6oSL+q+2RERERkEFYGiIhIFkQI0JowZkDk1EIiIqLKjd0E+lXdJyMiIiKDsDJARESywFcY68dkgIiIZEFj4lsLTTm3oqu6T0ZEREQGYWWAiIhkgd0E+jEZICIiWdBCAa0JBXFTzq3oqu6TERERkUFYGSAiIlnQiAI0JpT6TTm3omMyQEREssAxA/oxGSAiIlkQTXxrocgVCImIiKiqYmWAiIhkQQMBGhNeNmTKuRUdkwEiIpIFrWhav79WNGMwFQy7CYiIiGSOlQGZOfe7A35c44ar5+yRmmyF2f9JwJtd06XjGxd74NAOZ9y/ZwUraxENmj3BkGl/oNGrj6U2d67b4Ot5alw86YD8PAHejZ9g8JQktHwrEwBw/YItfljljvMnHJDx0BLutXPRffAD9Bn+oMyfl8gYPT58gH6jUuBaIx83LtphzYxaiI+zL++wyEy0Jg4gNOXciq5CPNnq1atRt25d2NraonXr1jhx4kR5h1RlZT9WoF7TJwheeKfY47XqZWP0gjv48mA8lmy/Bg/PXEx/vz7S/rSQ2swK8oZWA3zx4zWs2hePek2eYNZgb6SmFOSW1/5nD+fq+Zi66ha++vUy3h+XjPUL1djxbfUyeUaikmjf8yFGzr6HiKUeGB3wEm5ctMWCyBtQVcsr79DITLQQTN6qqnJPBjZv3oyJEydi9uzZOH36NFq0aIGAgACkpKSUd2hV0mtvP8KHU5Pw1lPVgKe9/V4aXm2XiZpeuajrk42Rc+7i8SMLJFy0AwCk/2mBuzds0T84BfWaZKNWvVwM/fQP5DyxwM3LtgCAgPdTMWreXTT3y0JNr1x06vsQnf/5J37bqyqz5yQy1nsjH2BfpCv2b3bF7au2CJtaGzlPBAS8n1reoRGVunJPBpYuXYoRI0ZgyJAhaNKkCdatWwd7e3t8++235R2a7OXlCtjz32pwUGpQr8kTAIDSVYPa9bPxy4+uyH6sgCYf+GljNThXz0PD5k/0XivrkQWcnDVlFTqRUSyttGjY/DFOH3GS9omigDNHnNDE9/FzzqTKpHAFQlO2qqpcxwzk5uYiNjYW06dPl/YpFAr4+/sjJiamHCOTt9+jlAgZ5YWcJwq4uuchZNM1qKoVfJELAvD55uv4bKg3ejdsBkEBOFfPx4KIG3q/7C+ctMfhnS6Yt+FGWT4GkcGUrhpYWAJp93X/SXz4wBKeDXLKKSoyN44Z0K9cn+zBgwfQaDRwd3fX2e/u7o6kpKQi7XNycpCRkaGzkfm1fCsTa6LisWznVbTq8AgLPqqLtAcF/0iKIrDq37XhXD0fS7ZdQ9hPV/Bml3TM/tAbfyYXzS1vXrbFZ0PqYdDEJPh2eFTWj0JERAaoVGlOSEgIVCqVtHl6epZ3SFWSrb0Wtbxz0dj3MSYuTYSFJbDve1cAQNxRR5z4RYnpa2+i6etZaNj8CcaE3IG1rYhffnDVuc6tKzaY2r8+ug56gIHjk8vjUYgMkpFqAU0+4FwjX2e/S/V8PLzPSVdVhRaC9H6CEm0cQFg6qlevDgsLCyQn635RJCcnw8PDo0j76dOnIz09XdoSExPLKlRZE7VAXk7BX5WcJwX/q3jmb45CEHUW5LgZb4sp/RrgnX+kYsi0olUeoookP0+Bq/+zxytt/q5eCYKIlm0ycTGWUwurCtHEmQRiFU4GyjXltba2hq+vLw4cOIDevXsDALRaLQ4cOIDg4OAi7W1sbGBjY1PGUVYtT7IUuJfw988wKdEa18/bwck5H0pXDSJXuMOvczpc3fOQkWqJneur40GSFdr2SAMANPbNgqNKg0Xj6iBwQhJsbEXsjaiGpERrvN6poNvm5mVbTPlHfbTq8AjvfXRfmnKosBDhXI2DCKli2vpVdUxanogrZ+0Rf8YefUbch629Fvs3ub74ZKoU+NZC/cq9/jVx4kQEBQWhVatWeP3117F8+XJkZWVhyJAh5R1alXTlrD2m9Gsgff5yTi0AwDv9UzH280TcuWaDeT/WRUaqJZxcNHipxWMs2XYVdX2yAQCqahosiLyO8M9rYmr/BtDkCfDyycac9Qmo37SgzZHdzkj/0woHtrjiwJa//yF1r52LDSculuHTEhnu8E4XqKppMHhyElxq5OPGBTt8GuiNtAdW5R0aUakTRFEs99WWV61ahUWLFiEpKQktW7ZEWFgYWrdu/cLzMjIyoFKp8PBKPSidKtXwByKDBahblncIRKUmX8zDIexAeno6lEplqdyj8LuiT9QQWDlYl/g6eVm52PbO+lKNtbxUiG/Q4OBg3Lp1Czk5OTh+/LhBiQAREZExTBo8WIIuhujoaPTo0QNqtRqCIGD79u06x0VRxKxZs1CzZk3Y2dnB398fV69e1WmTmpqKwMBAKJVKODs7Y9iwYcjMzNRp87///Q9t27aFra0tPD09ERoaavTPpkIkA0RERFVNVlYWWrRogdWrVxd7PDQ0FGFhYVi3bh2OHz8OBwcHBAQEIDs7W2oTGBiICxcuICoqCrt370Z0dDRGjhwpHc/IyEDnzp3h5eWF2NhYLFq0CHPmzMFXX31lVKzlPmaAiIioLJj6fgFjz+3atSu6du1a7DFRFLF8+XLMmDEDvXr1AgBs2LAB7u7u2L59OwYMGIBLly5h3759OHnyJFq1agUAWLlyJbp164bFixdDrVYjIiICubm5+Pbbb2FtbY2mTZsiLi4OS5cu1UkaXoSVASIikgVzdRM8u/hdTo7xq1QmJCQgKSkJ/v7+0j6VSoXWrVtLK/DGxMTA2dlZSgQAwN/fHwqFAsePH5fatGvXDtbWf4+FCAgIQHx8PB4+fGhwPEwGiIiIjODp6amzAF5ISIjR1yhcZfd5K/AmJSXBzc1N57ilpSVcXV112hR3jafvYQh2ExARkSyYa52BxMREndkEVWH9GyYDREQkC+ZKBpRKpclTCwtX2U1OTkbNmjWl/cnJyWjZsqXUJiUlRee8/Px8pKamSud7eHgUu4rv0/cwBLsJiIiIypi3tzc8PDxw4MABaV9GRgaOHz8OPz8/AICfnx/S0tIQGxsrtTl48CC0Wq00Bd/Pzw/R0dHIy8uT2kRFRcHHxwcuLi4Gx8NkgIiIZKGs1xnIzMxEXFwc4uLiABQMGoyLi8Pt27chCALGjx+P+fPnY+fOnTh37hwGDx4MtVotLc/fuHFjdOnSBSNGjMCJEyfw22+/ITg4GAMGDIBarQYADBw4ENbW1hg2bBguXLiAzZs3Y8WKFZg4caJRsbKbgIiIZEGE8dMDnz3fGKdOnULHjh2lz4Vf0EFBQQgPD8eUKVOQlZWFkSNHIi0tDW3atMG+fftga2srnRMREYHg4GB06tQJCoUCffv2RVhYmHRcpVJh//79GD16NHx9fVG9enXMmjXLqGmFQAVZjrikuBwxyQGXI6aqrCyXI377p49h6VDywX75WTk42H0dlyMmIiKiqofdBEREJAt8hbF+TAaIiEgWmAzox24CIiIimWNlgIiIZIGVAf2YDBARkSyIogDRhC90U86t6NhNQEREJHOsDBARkSxoIZi06JAp51Z0TAaIiEgWOGZAP3YTEBERyRwrA0REJAscQKgfkwEiIpIFdhPox2SAiIhkgZUB/ThmgIiISOZYGSAiIlkQTewmqMqVASYDREQkCyIAUTTt/KqK3QREREQyx8oAERHJghYCBK5AWCwmA0REJAucTaAfuwmIiIhkjpUBIiKSBa0oQOCiQ8ViMkBERLIgiibOJqjC0wnYTUBERCRzrAwQEZEscAChfkwGiIhIFpgM6MdkgIiIZIEDCPXjmAEiIiKZY2WAiIhkgbMJ9GMyQEREslCQDJgyZsCMwVQw7CYgIiKSOVYGiIhIFjibQD8mA0REJAviX5sp51dV7CYgIiKSOVYGiIhIFthNoB+TASIikgf2E+jFZICIiOTBxMoAqnBlgGMGiIiIZI6VASIikgWuQKgfkwEiIpIFDiDUj90EREREMsfKABERyYMomDYIsApXBpgMEBGRLHDMgH7sJiAiIioFGo0GM2fOhLe3N+zs7FC/fn3MmzcP4lNZhSiKmDVrFmrWrAk7Ozv4+/vj6tWrOtdJTU1FYGAglEolnJ2dMWzYMGRmZpo1ViYDREQkD6IZNiN88cUXWLt2LVatWoVLly7hiy++QGhoKFauXCm1CQ0NRVhYGNatW4fjx4/DwcEBAQEByM7OltoEBgbiwoULiIqKwu7duxEdHY2RI0eW9KdQLIO6CXbu3GnwBXv27FniYIiIiEpLWc8mOHbsGHr16oXu3bsDAOrWrYvvv/8eJ06c+Ot6IpYvX44ZM2agV69eAIANGzbA3d0d27dvx4ABA3Dp0iXs27cPJ0+eRKtWrQAAK1euRLdu3bB48WKo1eoSP8/TDEoGevfubdDFBEGARqMxJR4iIqIq4c0338RXX32FK1eu4KWXXsLZs2dx9OhRLF26FACQkJCApKQk+Pv7S+eoVCq0bt0aMTExGDBgAGJiYuDs7CwlAgDg7+8PhUKB48ePo0+fPmaJ1aBkQKvVmuVmRERE5coMgwAzMjJ0PtvY2MDGxqZIu2nTpiEjIwONGjWChYUFNBoNFixYgMDAQABAUlISAMDd3V3nPHd3d+lYUlIS3NzcdI5bWlrC1dVVamMOJo0ZeLpPg4iIqCIr7CYwZQMAT09PqFQqaQsJCSn2fj/88AMiIiIQGRmJ06dP47vvvsPixYvx3XffleVjG8ToqYUajQYLFy7EunXrkJycjCtXrqBevXqYOXMm6tati2HDhpVGnERERKYx01sLExMToVQqpd3FVQUAYPLkyZg2bRoGDBgAAGjWrBlu3bqFkJAQBAUFwcPDAwCQnJyMmjVrSuclJyejZcuWAAAPDw+kpKToXDc/Px+pqanS+eZgdGVgwYIFCA8PR2hoKKytraX9L7/8Mr755huzBUZERFQRKZVKnU1fMvD48WMoFLpfsxYWFlLXu7e3Nzw8PHDgwAHpeEZGBo4fPw4/Pz8AgJ+fH9LS0hAbGyu1OXjwILRaLVq3bm22ZzK6MrBhwwZ89dVX6NSpEz7++GNpf4sWLXD58mWzBUZERGRewl+bKecbrkePHliwYAHq1KmDpk2b4syZM1i6dCmGDh1acDVBwPjx4zF//nw0bNgQ3t7emDlzJtRqtTRwv3HjxujSpQtGjBiBdevWIS8vD8HBwRgwYIDZZhIAJUgG7t69iwYNGhTZr9VqkZeXZ5agiIiIzM5M3QSGWrlyJWbOnIlPPvkEKSkpUKvV+OijjzBr1iypzZQpU5CVlYWRI0ciLS0Nbdq0wb59+2Brayu1iYiIQHBwMDp16gSFQoG+ffsiLCzMhAcpyuhkoEmTJjhy5Ai8vLx09v/f//0fXnnlFbMFRkREVJk5OTlh+fLlWL58ud42giBg7ty5mDt3rt42rq6uiIyMLIUI/2Z0MjBr1iwEBQXh7t270Gq12Lp1K+Lj47Fhwwbs3r27NGIkIiIyXRlXBioTowcQ9urVC7t27cIvv/wCBwcHzJo1C5cuXcKuXbvwzjvvlEaMREREpit8a6EpWxVVorcWtm3bFlFRUeaOhYiIiMpBiV9hfOrUKVy6dAlAwTgCX19fswVFRERkbnyFsX5GJwN37tzB+++/j99++w3Ozs4AgLS0NLz55pvYtGkTateube4YiYiITMcxA3oZPWZg+PDhyMvLw6VLl5CamorU1FRcunQJWq0Ww4cPL40YiYiIqBQZXRk4fPgwjh07Bh8fH2mfj48PVq5cibZt25o1OCIiIrMxdRAgBxD+zdPTs9jFhTQajVlXQyIiIjInQSzYTDm/qjK6m2DRokUYM2YMTp06Je07deoUxo0bh8WLF5s1OCIiIrMRzbBVUQZVBlxcXCAIf5dHsrKy0Lp1a1haFpyen58PS0tLDB06VFpPmYiIiCoHg5KB5y2lSEREVClwzIBeBiUDQUFBpR0HERFR6eLUQr1KvOgQAGRnZyM3N1dnn1KpNCkgIiIiKltGDyDMyspCcHAw3Nzc4ODgABcXF52NiIioQuIAQr2MTgamTJmCgwcPYu3atbCxscE333yDzz77DGq1Ghs2bCiNGImIiEzHZEAvo7sJdu3ahQ0bNqBDhw4YMmQI2rZtiwYNGsDLywsREREIDAwsjTiJiIiolBhdGUhNTUW9evUAFIwPSE1NBQC0adMG0dHR5o2OiIjIXPgKY72MTgbq1auHhIQEAECjRo3www8/ACioGBS+uIiIiKiiKVyB0JStqjI6GRgyZAjOnj0LAJg2bRpWr14NW1tbTJgwAZMnTzZ7gERERFS6jB4zMGHCBOnP/v7+uHz5MmJjY9GgQQM0b97crMERERGZDdcZ0MukdQYAwMvLC15eXuaIhYiIiMqBQclAWFiYwRccO3ZsiYMhIiIqLQJMfGuh2SKpeAxKBpYtW2bQxQRBYDJARERUyRiUDBTOHqio+rzUDJaCVXmHQVQqdt+NLe8QiEpNxiMt3HzK6GZ8UZFeJo8ZICIiqhQ4gFAvo6cWEhERUdXCygAREckDKwN6MRkgIiJZMHUVQa5ASERERFVWiZKBI0eOYNCgQfDz88Pdu3cBABs3bsTRo0fNGhwREZHZ8BXGehmdDGzZsgUBAQGws7PDmTNnkJOTAwBIT0/HwoULzR4gERGRWTAZ0MvoZGD+/PlYt24dvv76a1hZ/T23/6233sLp06fNGhwRERGVPqMHEMbHx6Ndu3ZF9qtUKqSlpZkjJiIiIrPjAEL9jK4MeHh44Nq1a0X2Hz16FPXq1TNLUERERGZXuAKhKVsVZXQyMGLECIwbNw7Hjx+HIAi4d+8eIiIiMGnSJIwaNao0YiQiIjIdxwzoZXQ3wbRp06DVatGpUyc8fvwY7dq1g42NDSZNmoQxY8aURoxERERUioxOBgRBwKefforJkyfj2rVryMzMRJMmTeDo6Fga8REREZkFxwzoV+IVCK2trdGkSRNzxkJERFR6uByxXkYnAx07doQg6B9EcfDgQZMCIiIiorJldDLQsmVLnc95eXmIi4vD+fPnERQUZK64iIiIzMvEbgJWBp6ybNmyYvfPmTMHmZmZJgdERERUKthNoJfZXlQ0aNAgfPvtt+a6HBEREZURs73COCYmBra2tua6HBERkXmxMqCX0ZWB9957T2fr06cP3njjDQwZMgQfffRRacRIRERkssKphaZsxrp79y4GDRqEatWqwc7ODs2aNcOpU6ek46IoYtasWahZsybs7Ozg7++Pq1ev6lwjNTUVgYGBUCqVcHZ2xrBhw8zeLW90MqBSqXQ2V1dXdOjQAXv27MHs2bPNGhwREVFl9fDhQ7z11luwsrLC3r17cfHiRSxZsgQuLi5Sm9DQUISFhWHdunU4fvw4HBwcEBAQgOzsbKlNYGAgLly4gKioKOzevRvR0dEYOXKkWWM1qptAo9FgyJAhaNasmc7DEBERka4vvvgCnp6eWL9+vbTP29tb+rMoili+fDlmzJiBXr16AQA2bNgAd3d3bN++HQMGDMClS5ewb98+nDx5Eq1atQIArFy5Et26dcPixYuhVqvNEqtRlQELCwt07tyZbyckIqLKx0zvJsjIyNDZcnJyir3dzp070apVK/zjH/+Am5sbXnnlFXz99dfS8YSEBCQlJcHf31/ap1Kp0Lp1a8TExAAoGI/n7OwsJQIA4O/vD4VCgePHj5vhh1LA6G6Cl19+GTdu3DBbAERERGXBXGMGPD09dbrLQ0JCir3fjRs3sHbtWjRs2BA///wzRo0ahbFjx+K7774DACQlJQEA3N3ddc5zd3eXjiUlJcHNzU3nuKWlJVxdXaU25mD0bIL58+dj0qRJmDdvHnx9feHg4KBzXKlUmi04IiKiiiYxMVHnu87GxqbYdlqtFq1atcLChQsBAK+88grOnz+PdevWVbhF+gyuDMydOxdZWVno1q0bzp49i549e6J27dpwcXGBi4sLnJ2dOY6AiIgqNjO8vlipVOps+pKBmjVrFnmHT+PGjXH79m0AgIeHBwAgOTlZp01ycrJ0zMPDAykpKTrH8/PzkZqaKrUxB4MrA5999hk+/vhj/Prrr2a7ORERUZkp43UG3nrrLcTHx+vsu3LlCry8vAAUDCb08PDAgQMHpKX+MzIycPz4cYwaNQoA4Ofnh7S0NMTGxsLX1xdAwTuAtFotWrdubcLD6DI4GRDFgp9C+/btzXZzIiKiqmrChAl48803sXDhQvTv3x8nTpzAV199ha+++goAIAgCxo8fj/nz56Nhw4bw9vbGzJkzoVar0bt3bwAFlYQuXbpgxIgRWLduHfLy8hAcHIwBAwaYbSYBYOSYgee9rZCIiKgiK+nCQU+fb4zXXnsN27Ztw/Tp0zF37lx4e3tj+fLlCAwMlNpMmTIFWVlZGDlyJNLS0tCmTRvs27dPZ0XfiIgIBAcHo1OnTlAoFOjbty/CwsJK/iDFEMTCX/lfQKFQQKVSvTAhSE1NNUtghsjIyIBKpUIH9IKlYFVm9yUqS7vvxpZ3CESlJuORFm4+t5Cenl5qA9ALvysaTl4IC5uSL5uvycnG1UX/LtVYy4tRlYHPPvsMKpWqtGIhIiKicmBUMjBgwIAi8x2JiIgqg7LuJqhMDE4GOF6AiIgqNb61UC+D1xkwcGgBERERVTIGVwa0Wm1pxkFERFS6WBnQy+jliImIiCojjhnQj8kAERHJAysDehn91kIiIiKqWlgZICIieWBlQC8mA0REJAscM6AfuwmIiIhkjpUBIiKSB3YT6MVkgIiIZIHdBPqxm4CIiEjmWBkgIiJ5YDeBXkwGiIhIHpgM6MVuAiIiIpljZYCIiGRB+Gsz5fyqiskAERHJA7sJ9GIyQEREssCphfpxzAAREZHMsTJARETywG4CvZgMEBGRfFThL3RTsJuAiIhI5lgZICIiWeAAQv2YDBARkTxwzIBe7CYgIiKSOVYGiIhIFthNoB+TASIikgd2E+jFbgIiIiKZY2WAiIhkgd0E+jEZICIieWA3gV5MBoiISB6YDOjFMQNEREQyx8oAERHJAscM6MdkgIiI5IHdBHqxm4CIiEjmWBkgIiJZEEQRgljyX+9NObeiYzJARETywG4CvdhNQEREJHOsDBARkSxwNoF+TAaIiEge2E2gF7sJiIiIStnnn38OQRAwfvx4aV92djZGjx6NatWqwdHREX379kVycrLOebdv30b37t1hb28PNzc3TJ48Gfn5+WaPj8kAERHJQmE3gSlbSZw8eRJffvklmjdvrrN/woQJ2LVrF3788UccPnwY9+7dw3vvvScd12g06N69O3Jzc3Hs2DF89913CA8Px6xZs0z5MRSLyQAREcmDaIbNSJmZmQgMDMTXX38NFxcXaX96ejr+85//YOnSpXj77bfh6+uL9evX49ixY/j9998BAPv378fFixfx3//+Fy1btkTXrl0xb948rF69Grm5uSX9KRSLyQAREclCeVQGRo8eje7du8Pf319nf2xsLPLy8nT2N2rUCHXq1EFMTAwAICYmBs2aNYO7u7vUJiAgABkZGbhw4ULJfgh6cAAhERGRETIyMnQ+29jYwMbGpki7TZs24fTp0zh58mSRY0lJSbC2toazs7POfnd3dyQlJUltnk4ECo8XHjMnVgaIiEgezNRN4OnpCZVKJW0hISFFbpWYmIhx48YhIiICtra2pfxgpmNlgIiIZMMcawUkJiZCqVRKn4urCsTGxiIlJQWvvvqqtE+j0SA6OhqrVq3Czz//jNzcXKSlpelUB5KTk+Hh4QEA8PDwwIkTJ3SuWzjboLCNubAyQEREZASlUqmzFZcMdOrUCefOnUNcXJy0tWrVCoGBgdKfrayscODAAemc+Ph43L59G35+fgAAPz8/nDt3DikpKVKbqKgoKJVKNGnSxKzPxMoAERHJgygWbKacbyAnJye8/PLLOvscHBxQrVo1af+wYcMwceJEuLq6QqlUYsyYMfDz88Mbb7wBAOjcuTOaNGmCDz74AKGhoUhKSsKMGTMwevToYhMQUzAZICIiWahoyxEvW7YMCoUCffv2RU5ODgICArBmzRrpuIWFBXbv3o1Ro0bBz88PDg4OCAoKwty5c80bCJgMEBERlYlDhw7pfLa1tcXq1auxevVqved4eXlhz549pRwZkwEiIpILvptALyYDREQkC4K2YDPl/KqKswmIiIhkjpUBMliPDx+g36gUuNbIx42Ldlgzoxbi4+zLOywiHed/d8SWte64fs4eqcnW+PQ/1+DXJV06HrGkJo7scMX9e1awtBbRoNljDJ56Fz6vPta5zslflPh+uRo3L9nBykaLZm9kYsa316XjV+LsEb6wFq6fswcE4KWWWRjy6V3Ua/qkzJ6VjMRuAr3KtTIQHR2NHj16QK1WQxAEbN++vTzDoedo3/MhRs6+h4ilHhgd8BJuXLTFgsgbUFXLK+/QiHRkP1agXpMn+HhBYrHHa9XLxsfzb2P1gYsI3RYPd89czBz4EtL//Pt3o99+csaScd7w7/8AK/dfxKLt8WjfO1U6/iRLgdmBDeFWKxdLdl1G6LZ42DloMSuwIfL5f4kKq7zeWlgZlGsykJWVhRYtWjx3JCVVDO+NfIB9ka7Yv9kVt6/aImxqbeQ8ERDwfuqLTyYqQ63ezsAHU+/hza5pxR7v0OchWrZ7BA+vXHj5ZGP47EQ8fmSBhIt2AABNPvDVLE8MnXEH3QY/QK36OajzUjba9nwoXePONVs8SrNE4KR7qN0gB14+2Rg48R7S7lsh5Y5553+TGRWuM2DKVkWVazdB165d0bVr1/IMgQxgaaVFw+aPsWmVm7RPFAWcOeKEJr6Pn3MmUcWWlytgX0QNOCjz4d204O/ytXP2+DPJGoICGNu5MR7et0K9po8xZMYd1G2UDQCoVT8bSpd87N9UHf3HJEGrAfZ/Xx2eDZ/A3TOnPB+JqEQq1ZiBnJwc5OT8/X+0Z98cRaVD6aqBhSWQdl/3r8vDB5bwbMB/+KjyORGlQugn3sh5ooCLex7mfX8VKlcNACDpdsFv9pFLamL47Dtw98zFti/d8e9+PvjyyHk4uWhg76jFwv+Lx4Jh9bF5eU0AgNo7B3Mjr8KiUv2rKi8VbdGhiqRSzSYICQnReVOUp6dneYdERJVQ87ceIWz/JSzaEQ/fDhn44uN6SHtQ8C0u/jV97J9jk/BW9zQ0aP4Y45feBAQRR3e7AABynggIm1QXjVtlYfGuywjdHo86Pk8wZ3AD5DwRyump6IXM9NbCqqhSJQPTp09Henq6tCUmFj9AiMwrI9UCmnzAuUa+zn6X6vl4eJ+/BlHlY2uvhdo7B418szBuyS0oLETs/746AMDVrWAEoOdLf88KsLIR4eGVi/t3rQEAh7e7IiXRGuOX3cRLLR+jkW8WJq9OQPJta/y+37nMn4fIVJUqGbCxsSnytigqffl5Clz9nz1eafNI2icIIlq2ycTFWE4tpMpPFAXk5Rb8Rt+g+WNY2Whx9/rf76DPzwNSEq3hVjsXAJDzRAFBAQhPFQEUChGC8HdlgSoezibQj7/WkUG2flUdk5Yn4spZe8SfsUefEfdha6/F/k2u5R0akY4nWQr8kfD3iP7k2za4cd4Oji75ULposHmFB1p3Toerex4yUi2xO7wG/kyyQpt3C2YL2Dtp0XXQfUQsVqO6OhdutXKxdV3Bu+ML27Rsl4Fv59fG2n97osfQ+9Bqgf9b5QELSxHN33xUNCiqGMrwrYWVTbkmA5mZmbh27Zr0OSEhAXFxcXB1dUWdOnXKMTJ61uGdLlBV02Dw5CS41MjHjQt2+DTQG2kPrMo7NCIdV8/a49//8JE+f/NZwdiiTv94gNGf38ad67Y4MLIaMlItoXTJR8MWj/HF1nh4+WRL5wydeQcWliKWjvVGTrYCPq9kYcEPV+DoXDDI0LNBDmaFX8P3S9WY1NMHggKo1/QxPvvvNbi663anEVUGgiiWX6pz6NAhdOzYscj+oKAghIeHv/D8jIwMqFQqdEAvWAr8UqKqaffd2PIOgajUZDzSws3nFtLT00ut67fwu8Kv61xYWtm++AQ98vOyEbN3VqnGWl7KtTLQoUMHlGMuQkREcsLliPWqVAMIiYiIyPw4gJCIiGSBiw7px2SAiIjkQSsWbKacX0UxGSAiInngmAG9OGaAiIhI5lgZICIiWRBg4pgBs0VS8TAZICIieeAKhHqxm4CIiEjmWBkgIiJZ4NRC/ZgMEBGRPHA2gV7sJiAiIpI5VgaIiEgWBFGEYMIgQFPOreiYDBARkTxo/9pMOb+KYjcBERGRzLEyQEREssBuAv2YDBARkTxwNoFeTAaIiEgeuAKhXhwzQEREJHOsDBARkSxwBUL9mAwQEZE8sJtAL3YTEBERyRwrA0REJAuCtmAz5fyqiskAERHJA7sJ9GI3ARERkcyxMkBERPLARYf0YjJARESywOWI9WM3ARERkcyxMkBERPLAAYR6sTJARETyIALQmrAZmQuEhITgtddeg5OTE9zc3NC7d2/Ex8frtMnOzsbo0aNRrVo1ODo6om/fvkhOTtZpc/v2bXTv3h329vZwc3PD5MmTkZ+fb+zTPxeTASIikoXCMQOmbMY4fPgwRo8ejd9//x1RUVHIy8tD586dkZWVJbWZMGECdu3ahR9//BGHDx/GvXv38N5770nHNRoNunfvjtzcXBw7dgzfffcdwsPDMWvWLLP9XABAEMXKW/fIyMiASqVCB/SCpWBV3uEQlYrdd2PLOwSiUpPxSAs3n1tIT0+HUqksnXv89V3x9ivTYGlhW+Lr5GuycfDM5yWO9f79+3Bzc8Phw4fRrl07pKeno0aNGoiMjES/fv0AAJcvX0bjxo0RExODN954A3v37sW7776Le/fuwd3dHQCwbt06TJ06Fffv34e1tXWJn+dprAwQEZE8iPh73ECJtoLLZGRk6Gw5OTkG3T49PR0A4OrqCgCIjY1FXl4e/P39pTaNGjVCnTp1EBMTAwCIiYlBs2bNpEQAAAICApCRkYELFy6Y4YdSgMkAERHJg0mJwN+DDz09PaFSqaQtJCTkhbfWarUYP3483nrrLbz88ssAgKSkJFhbW8PZ2Vmnrbu7O5KSkqQ2TycChccLj5kLZxMQEREZITExUaebwMbG5oXnjB49GufPn8fRo0dLM7QSYzJARETyoAUgmHg+AKVSadSYgeDgYOzevRvR0dGoXbu2tN/DwwO5ublIS0vTqQ4kJyfDw8NDanPixAmd6xXONihsYw7sJiAiIlko69kEoigiODgY27Ztw8GDB+Ht7a1z3NfXF1ZWVjhw4IC0Lz4+Hrdv34afnx8AwM/PD+fOnUNKSorUJioqCkqlEk2aNDHhp6GLlQEiIqJSMHr0aERGRmLHjh1wcnKS+vhVKhXs7OygUqkwbNgwTJw4Ea6urlAqlRgzZgz8/PzwxhtvAAA6d+6MJk2a4IMPPkBoaCiSkpIwY8YMjB492qDuCUMxGSAiInko4xUI165dCwDo0KGDzv7169fjww8/BAAsW7YMCoUCffv2RU5ODgICArBmzRqprYWFBXbv3o1Ro0bBz88PDg4OCAoKwty5c0v+HMVgMkBERPJQxsmAIcv42NraYvXq1Vi9erXeNl5eXtizZ49R9zYWxwwQERHJHCsDREQkD3xRkV5MBoiISB7MNLWwKmIyQEREslCS6YHPnl9VccwAERGRzLEyQERE8sAxA3oxGSAiInnQioBgwhe6tuomA+wmICIikjlWBoiISB7YTaAXkwEiIpIJE5MBVN1kgN0EREREMsfKABERyQO7CfRiMkBERPKgFWFSqZ+zCYiIiKiqYmWAiIjkQdQWbKacX0UxGSAiInngmAG9mAwQEZE8cMyAXhwzQEREJHOsDBARkTywm0AvJgNERCQPIkxMBswWSYXDbgIiIiKZY2WAiIjkgd0EejEZICIiedBqAZiwVoC26q4zwG4CIiIimWNlgIiI5IHdBHoxGSAiInlgMqAXuwmIiIhkjpUBIiKSBy5HrBeTASIikgVR1EI04c2Dppxb0TEZICIieRBF036755gBIiIiqqpYGSAiInkQTRwzUIUrA0wGiIhIHrRaQDCh378KjxlgNwEREZHMsTJARETywG4CvZgMEBGRLIhaLUQTugmq8tRCdhMQERHJHCsDREQkD+wm0IvJABERyYNWBAQmA8VhNwEREZHMsTJARETyIIoATFlnoOpWBpgMEBGRLIhaEaIJ3QRiFU4G2E1ARETyIGpN30pg9erVqFu3LmxtbdG6dWucOHHCzA9mOiYDREREpWTz5s2YOHEiZs+ejdOnT6NFixYICAhASkpKeYemg8kAERHJgqgVTd6MtXTpUowYMQJDhgxBkyZNsG7dOtjb2+Pbb78thScsOSYDREQkD2XcTZCbm4vY2Fj4+/tL+xQKBfz9/RETE2PupzNJpR5AWDiYIx95Jq0jQVSRZTyqukugEj3KLPj7XRaD80z9rshHHgAgIyNDZ7+NjQ1sbGyKtH/w4AE0Gg3c3d119ru7u+Py5cslD6QUVOpk4NGjRwCAo9hTzpEQlR43n/KOgKj0PXr0CCqVqlSubW1tDQ8PDxxNMv27wtHREZ6enjr7Zs+ejTlz5ph87fJUqZMBtVqNxMREODk5QRCE8g5HFjIyMuDp6YnExEQolcryDofIrPj3u+yJoohHjx5BrVaX2j1sbW2RkJCA3Nxck68limKR75viqgIAUL16dVhYWCA5OVlnf3JyMjw8PEyOxZwqdTKgUChQu3bt8g5DlpRKJf+xpCqLf7/LVmlVBJ5ma2sLW1vbUr/P06ytreHr64sDBw6gd+/eAACtVosDBw4gODi4TGN5kUqdDBAREVVkEydORFBQEFq1aoXXX38dy5cvR1ZWFoYMGVLeoelgMkBERFRK/vnPf+L+/fuYNWsWkpKS0LJlS+zbt6/IoMLyxmSAjGJjY4PZs2fr7SMjqsz495tKQ3BwcIXrFniWIFblxZaJiIjohbjoEBERkcwxGSAiIpI5JgNEREQyx2SAiIhI5pgMkMEqwzu5iUoiOjoaPXr0gFqthiAI2L59e3mHRFSmmAyQQSrLO7mJSiIrKwstWrTA6tWryzsUonLBqYVkkNatW+O1117DqlWrABQsqenp6YkxY8Zg2rRp5RwdkfkIgoBt27ZJy8cSyQErA/RClemd3EREZDwmA/RCz3snd1JSUjlFRURE5sJkgIiISOaYDNALVaZ3chMRkfGYDNALPf1O7kKF7+T28/Mrx8iIiMgc+NZCMkhleSc3UUlkZmbi2rVr0ueEhATExcXB1dUVderUKcfIiMoGpxaSwVatWoVFixZJ7+QOCwtD69atyzssIpMdOnQIHTt2LLI/KCgI4eHhZR8QURljMkBERCRzHDNAREQkc0wGiIiIZI7JABERkcwxGSAiIpI5JgNEREQyx2SAiIhI5pgMEBERyRyTASITffjhh+jdu7f0uUOHDhg/fnyZx3Ho0CEIgoC0tDS9bQRBwPbt2w2+5pw5c9CyZUuT4rp58yYEQUBcXJxJ1yGi0sNkgKqkDz/8EIIgQBAEWFtbo0GDBpg7dy7y8/NL/d5bt27FvHnzDGpryBc4EVFp47sJqMrq0qUL1q9fj5ycHOzZswejR4+GlZUVpk+fXqRtbm4urK2tzXJfV1dXs1yHiKissDJAVZaNjQ08PDzg5eWFUaNGwd/fHzt37gTwd2l/wYIFUKvV8PHxAQAkJiaif//+cHZ2hqurK3r16oWbN29K19RoNJg4cSKcnZ1RrVo1TJkyBc+u6P1sN0FOTg6mTp0KT09P2NjYoEGDBvjPf/6DmzdvSuvhu7i4QBAEfPjhhwAK3goZEhICb29v2NnZoUWLFvi///s/nfvs2bMHL730Euzs7NCxY0edOA01depUvPTSS7C3t0e9evUwc+ZM5OXlFWn35ZdfwtPTE/b29ujfvz/S09N1jn/zzTdo3LgxbG1t0ahRI6xZs8boWIio/DAZINmws7NDbm6u9PnAgQOIj49HVFQUdu/ejby8PAQEBMDJyQlHjhzBb7/9BkdHR3Tp0kU6b8mSJQgPD8e3336Lo0ePIjU1Fdu2bXvufQcPHozvv/8eYWFhuHTpEr788ks4OjrC09MTW7ZsAQDEx8fjjz/+wIoVKwAAISEh2LBhA9atW4cLFy5gwoQJGDRoEA4fPgygIGl577330KNHD8TFxWH48OGYNm2a0T8TJycnhIeH4+LFi1ixYgW+/vprLFu2TKfNtWvX8MMPP2DXrl3Yt28fzpw5g08++UQ6HhERgVmzZmHBggW4dOkSFi5ciJkzZ+K7774zOh4iKiciURUUFBQk9urVSxRFUdRqtWJUVJRoY2MjTpo0STru7u4u5uTkSOds3LhR9PHxEbVarbQvJydHtLOzE3/++WdRFEWxZs2aYmhoqHQ8Ly9PrF27tnQvURTF9u3bi+PGjRNFURTj4+NFAGJUVFSxcf76668iAPHhw4fSvuzsbNHe3l48duyYTtthw4aJ77//viiKojh9+nSxSZMmOsenTp1a5FrPAiBu27ZN7/FFixaJvr6+0ufZs2eLFhYW4p07d6R9e/fuFRUKhfjHH3+IoiiK9evXFyMjI3WuM2/ePNHPz08URVFMSEgQAYhnzpzRe18iKl8cM0BV1u7du+Ho6Ii8vDxotVoMHDgQc+bMkY43a9ZMZ5zA2bNnce3aNTg5OelcJzs7G9evX0d6ejr++OMPndc2W1paolWrVkW6CgrFxcXBwsIC7du3Nzjua9eu4fHjx3jnnXd09ufm5uKVV14BAFy6dKnI66P9/PwMvkehzZs3IywsDNevX0dmZiby8/OhVCp12tSpUwe1atXSuY9Wq0V8fDycnJxw/fp1DBs2DCNGjJDa5OfnQ6VSGR0PEZUPJgNUZXXs2BFr166FtbU11Go1LC11/7o7ODjofM7MzISvry8iIiKKXKtGjRolisHOzs7oczIzMwEAP/30k86XMFAwDsJcYmJiEBgYiM8++wwBAQFQqVTYtGkTlixZYnSsX3/9dZHkxMLCwmyxElHpYjJAVZaDgwMaNGhgcPtXX30VmzdvhpubW5HfjgvVrFkTx48fR7t27QAU/AYcGxuLV199tdj2zZo1g1arxeHDh+Hv71/keGFlQqPRSPuaNGkCGxsb3L59W29FoXHjxtJgyEK///77ix/yKceOHYOXlxc+/fRTad+tW7eKtLt9+zbu3bsHtVot3UehUMDHxwfu7u5Qq9W4ceMGAgMDjbo/EVUcHEBI9JfAwEBUr14dvXr1wpEjR5CQkIBDhw5h7NixuHPnDgBg3Lhx+Pzzz7F9+3ZcvnwZn3zyyXPXCKhbty6CgoIwdOhQbN++XbrmDz/8AADw8vKCIAjYvXs37t+/j8zMTDg5OWHSpEmYMGECvvvuO1y/fh2nT5/GypUrpUF5H3/8Ma5evYrJkycjPj4ekZGRCA8PN+p5GzZsiNu3b2PTpk24fv06wsLCih0MaWtri6CgIJw9exZHjhzB2LFj0b9/f3h4eAAAPvvsM4SEhCAsLAxXrlzBuXPnsH79eixdutSoeIio/DAZIPqLvb09oqOjUadOHbz33nto3Lgxhg0bhuzsbKlS8K9//QsffPABgoKC4OfnBycnJ/Tp0+e51127di369euHTz75BI0aNcKIESOQlZUFAKhVqxY+++wzTJs2De7u7ggODgYAzJs3DzNnzkRISAgaN26MLl264KeffoK3tzeAgn78LVu2YPv27WjRogXWrVuHhQsXGvW8PXv2xIQJExAcHIyWLVvi2LFjmDlzZpF2DRo0wHvvvYdu3bqhc+fOaN68uc7UweHDh+Obb77B+vXr0axZM7Rv3x7h4eFSrERU8QmivpFPREREJAusDBAREckckwEiIiKZYzJAREQkc0wGiIiIZI7JABERkcwxGSAiIpI5JgNEREQyx2SAiIhI5pgMEBERyRyTASIiIpljMkBERCRzTAaIiIhk7v8B+YjOxGBQISAAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Model Comparison**" + ], + "metadata": { + "id": "cnj-akpqJt1j" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n", + "\n", + "# Dictionary to store the metrics for each model\n", + "metrics = {\n", + " 'Model': ['Logistic Regression', 'Random Forest', 'Gradient Boosting', 'SVM'],\n", + " 'Accuracy': [],\n", + " 'Precision': [],\n", + " 'Recall': [],\n", + " 'F1 Score': []\n", + "}\n", + "\n", + "# Logistic Regression\n", + "log_model = LogisticRegression()\n", + "log_model.fit(X_train, y_train)\n", + "log_y_pred = log_model.predict(X_test)\n", + "\n", + "metrics['Accuracy'].append(accuracy_score(y_test, log_y_pred))\n", + "metrics['Precision'].append(precision_score(y_test, log_y_pred))\n", + "metrics['Recall'].append(recall_score(y_test, log_y_pred))\n", + "metrics['F1 Score'].append(f1_score(y_test, log_y_pred))\n", + "\n", + "# Random Forest\n", + "rf_model = RandomForestClassifier()\n", + "rf_model.fit(X_train, y_train)\n", + "rf_y_pred = rf_model.predict(X_test)\n", + "\n", + "metrics['Accuracy'].append(accuracy_score(y_test, rf_y_pred))\n", + "metrics['Precision'].append(precision_score(y_test, rf_y_pred))\n", + "metrics['Recall'].append(recall_score(y_test, rf_y_pred))\n", + "metrics['F1 Score'].append(f1_score(y_test, rf_y_pred))\n", + "\n", + "# Gradient Boosting\n", + "gb_model = GradientBoostingClassifier()\n", + "gb_model.fit(X_train, y_train)\n", + "gb_y_pred = gb_model.predict(X_test)\n", + "\n", + "metrics['Accuracy'].append(accuracy_score(y_test, gb_y_pred))\n", + "metrics['Precision'].append(precision_score(y_test, gb_y_pred))\n", + "metrics['Recall'].append(recall_score(y_test, gb_y_pred))\n", + "metrics['F1 Score'].append(f1_score(y_test, gb_y_pred))\n", + "\n", + "# Support Vector Machine (SVM)\n", + "svm_model = SVC()\n", + "svm_model.fit(X_train, y_train)\n", + "svm_y_pred = svm_model.predict(X_test)\n", + "\n", + "metrics['Accuracy'].append(accuracy_score(y_test, svm_y_pred))\n", + "metrics['Precision'].append(precision_score(y_test, svm_y_pred))\n", + "metrics['Recall'].append(recall_score(y_test, svm_y_pred))\n", + "metrics['F1 Score'].append(f1_score(y_test, svm_y_pred))\n", + "\n", + "# Convert the metrics dictionary to a DataFrame\n", + "metrics_df = pd.DataFrame(metrics)\n" + ], + "metadata": { + "id": "cVknDK7dDg2A" + }, + "execution_count": 18, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Set the style\n", + "sns.set(style=\"whitegrid\")\n", + "\n", + "# Plot Accuracy\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x='Model', y='Accuracy', data=metrics_df)\n", + "plt.title('Accuracy of Different Models')\n", + "plt.ylim(0, 1)\n", + "plt.show()\n", + "\n", + "# Plot Precision\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x='Model', y='Precision', data=metrics_df)\n", + "plt.title('Precision of Different Models')\n", + "plt.ylim(0, 1)\n", + "plt.show()\n", + "\n", + "# Plot Recall\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x='Model', y='Recall', data=metrics_df)\n", + "plt.title('Recall of Different Models')\n", + "plt.ylim(0, 1)\n", + "plt.show()\n", + "\n", + "# Plot F1 Score\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x='Model', y='F1 Score', data=metrics_df)\n", + "plt.title('F1 Score of Different Models')\n", + "plt.ylim(0, 1)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "2C-g7VSIDiz5", + "outputId": "a9ec9595-34d1-4f26-a9e8-0d65ca6bd32d" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Function to plot ROC Curve\n", + "def plot_roc_curve(models, X_test, y_test):\n", + " plt.figure(figsize=(10, 6))\n", + "\n", + " for model_name, model in models.items():\n", + " if hasattr(model, \"predict_proba\"):\n", + " y_pred_proba = model.predict_proba(X_test)[:, 1]\n", + " else: # for models without predict_proba\n", + " y_pred_proba = model.decision_function(X_test)\n", + " y_pred_proba = (y_pred_proba - y_pred_proba.min()) / (y_pred_proba.max() - y_pred_proba.min())\n", + "\n", + " fpr, tpr, _ = roc_curve(y_test, y_pred_proba)\n", + " roc_auc = auc(fpr, tpr)\n", + " plt.plot(fpr, tpr, label=f'{model_name} (AUC = {roc_auc:.2f})')\n", + "\n", + " plt.plot([0, 1], [0, 1], color='navy', linestyle='--')\n", + " plt.xlim([0.0, 1.0])\n", + " plt.ylim([0.0, 1.05])\n", + " plt.xlabel('False Positive Rate')\n", + " plt.ylabel('True Positive Rate')\n", + " plt.title('Receiver Operating Characteristic (ROC) Curve')\n", + " plt.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + "# Define models\n", + "models = {\n", + " 'Logistic Regression': LogisticRegression(),\n", + " 'Random Forest': RandomForestClassifier(),\n", + " 'Gradient Boosting': GradientBoostingClassifier(),\n", + " 'SVM': SVC(probability=True)\n", + "}\n", + "\n", + "# Train models and plot ROC curves\n", + "for model_name, model in models.items():\n", + " model.fit(X_train, y_train)\n", + "\n", + "plot_roc_curve(models, X_test, y_test)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 573 + }, + "id": "VHZDcfbrE5TE", + "outputId": "221cb6bd-55a4-4faf-8ec3-03c3803b1ac5" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **ANALYSIS**" + ], + "metadata": { + "id": "InW_SBDkIyx6" + } + }, + { + "cell_type": "code", + "source": [ + "from wordcloud import WordCloud\n", + "from collections import Counter\n", + "# Get the feature names (words) from the TF-IDF vectorizer\n", + "words = tfidf.get_feature_names_out()\n", + "\n", + "# Sum the TF-IDF scores for each word across all documents\n", + "word_scores = np.array(X.sum(axis=0)).flatten()\n", + "\n", + "# Create a DataFrame for word scores\n", + "word_scores_df = pd.DataFrame({'word': words, 'score': word_scores})\n", + "\n", + "# Get the top 20 most frequent words\n", + "top_words_df = word_scores_df.sort_values(by='score', ascending=False).head(20)\n", + "\n", + "# Plot the count plot\n", + "plt.figure(figsize=(12, 6))\n", + "sns.barplot(x='score', y='word', data=top_words_df, palette=\"viridis\")\n", + "plt.title('Most Used Security-Related Words')\n", + "plt.xlabel('TF-IDF Score')\n", + "plt.ylabel('Word')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 544 + }, + "id": "pJ_8cszmIgn4", + "outputId": "87290dc0-6881-4f8b-c1a0-3fc410a5baf8" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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MjAzZbDbNmzfvuu9RVj394e8LU/7d3wsErmrdurUmTJig1atXq3///lq1apWCg4PNL7y7d+9Wjx49nI7ZsGGDU+GkRo0a5giQxo0b69FHH9WwYcO0cuVKeXh4mIvDjhgx4oaP2b3Re3Xx4kV169ZNhQsX1pAhQ1SmTBnlz59fP//8syZPnnxbI4UyMjJUsWJFcy2Mf/pnEeBu/H3dCy8vL/n4+Jjv5bVHou7cudNcF+Tvi3XeCW9v77sqLLZq1Uo1atTQunXrtGXLFs2fP1/z5s1TbGysuZ4OAODWKF4AAHATzZo105gxY/Tjjz9qypQpN+xXqlQpfffdd7p8+bLT6ItrQ+1LlSpltnl4eCgiIkIREREaOXKkZs+erSlTpmjbtm2qW7fuHU9vePDBByVJhw8f1gMPPOC0z+FwKD4+XvXq1XNqL1iwoFq1aqVWrVopJSVFgwcP1uzZs9WvXz/5+vqqUKFCysjIMBdDvNl9Hzx4UIZhOMV9+PDhO7qHf7q20OKZM2ckSWXKlJFhGCpduvRNR3Vc+232wYMHbxp7sWLFzFEaf3ftt/KuutmfnY+Pjxo1aqTVq1fr0Ucf1a5du8yFXCWpUqVKevfdd52OKVGixA3PV6hQIQ0aNEgjR47Ul19+qdatW5v3X7hw4Vv+2f3TDz/8oKSkJE2fPl01a9Y02699+f+7G91nmTJl9MsvvygiIuKm70WpUqWUkZGho0ePOo1WuJ2pKdcEBQWZBQpvb2+Fhoaa18yXL59CQkK0a9cuHT9+XH5+fmbe/P3vyz9HiBw+fNjcfzN3Gn/JkiXVtWtXde3aVQkJCXrsscc0e/ZsihcAcAdY8wIAgJsoVKiQXn31VQ0ePNjpcZD/FBkZqfT0dPNRmdcsXLhQNptNkZGRkv5a5+Cfrv2G/NqjJK+tX3Dx4sXbijEiIkJeXl5aunRppt+OL1u2TGlpaeb1Jen8+fNOfby9vVWuXDkZhqHU1FR5enoqOjpaa9eu1cGDBzNd79qUkWv3febMGa1Zs8Zsczgc+uijj24r9u+//z7To2Sl/7emwLUvhs2bN5enp6emT5+eqb9hGOY9ValSRaVLl9Z7772X6f37+3EPPfSQfv/9d6d7+eWXX8x1Elx1qz+7tm3b6rffftOkSZPk6emp1q1bm/uKFSumunXrOv38fU2G63n00Ufl7++vefPmSfqr6FOmTBktWLBAf/75Z6b+f7/ff7o2uuDv71NKSoqWLFly3fu83jSSli1b6vTp09f9879y5YqSk5MlyczHfz615++Ps72VfPnyqWrVqtq1a5d27dqlsLAwp/1hYWHasWOH01oY0l/vkZ+fnz788EOnx7d+8803OnTokBo1anTLa99u/Onp6ZneJz8/P5UsWfK2HycMAPgLIy8AALiFG02d+LuoqCjVrl1bU6ZM0YkTJxQYGKgtW7Zow4YN6tmzpzk3fsaMGdqxY4caNmyoUqVKKSEhQUuWLJG/v785rL1MmTIqWrSoPvzwQxUqVEgFCxZU1apVbzhH3s/PT88884ymTp2qrl27KioqSna7Xbt379bnn3+u+vXrOxVe+vTpo+LFi6t69ery8/PT77//rsWLF6thw4bmqJGhQ4dq27Zt6tSpkzp27Kjy5cvrwoUL+vnnn/Xdd9/phx9+kCR16tRJH3zwgV588UX9/PPPKlGihD777LPbnmYxfvx4ORwONWvWTI888ohSU1O1a9cuffnllypVqpTat29vvifPPfec3nzzTZ04cUJNmzZVoUKFdPz4ca1fv16dOnVSnz595OHhoVdffVUDBgxQu3bt1L59e5UoUUK///67fvvtN82fP1+S1KFDBy1cuFB9+vRRhw4dlJCQoA8//FDly5e/7pf+23Xt0Zfjx49X/fr1MxUoGjZsKB8fH61Zs0aRkZHy8/Nz+VqS5OXlpR49emjSpEnavHmzIiMjNX78eD399NNq06aN2rdvr/vvv1+nT5/Wtm3bVLhwYc2ePfu65woLC1OxYsUUExOj7t27y2az6bPPPrtucalKlSr673//qwkTJigkJEQFCxZUVFSU2rZtqy+//FJjxozRtm3bVL16daWnp+v333/XmjVr9M477ygkJESVK1dWmzZttGTJEl26dElhYWH6/vvv9ccff9zR/YeHh5uLgP7zccJhYWGaM2eO2e/v79mwYcM0cuRIdevWTa1btzYflVqqVCnzMcA3c7vx//nnn2rYsKGio6NVqVIlFSxYUFu3btW+ffsUExNzR/cKAHkdxQsAALKAh4eHZs2apWnTpum///2vVq5cqVKlSmnEiBHq3bu32S8qKkonTpzQxx9/rPPnz+u+++5TrVq1NHjwYBUpUkTSX1+uJk6cqLfeekuvvvqq0tLSNGHChJsu8DdgwACVKlVKH3zwgWbOnKm0tDSVLl1agwcPVt++fZ3m7Hfu3FmrV6/Wu+++q+TkZPn7+6t79+4aOHCg2ad48eJavny5ZsyYoXXr1mnp0qXy8fFR+fLlNWzYMLOf3W7XwoULNW7cOC1evFgFChTQo48+qsjISD311FO3fN9GjBihNWvW6JtvvtGyZcuUmpqqBx98UE888YQGDBjgtMZI37599fDDD2vhwoWaMWOGpL/WUKhXr55TcaZBgwZatGiRZsyYoQULFsgwDD300ENOT0ApV66c/vOf/2jatGmaMGGCypcvr0mTJunzzz83CzOuaN68ubp3764vvvhCq1atkmEYTsULb29vtWrVSkuWLDEX6rxbnTt31qxZszRv3jxFRkaqdu3aWrZsmWbOnKnFixcrOTlZJUqUUNWqVdW5c+cbnue+++7T7Nmz9Z///EdTp05V0aJF9a9//UsRERHq06ePU98nnnhCcXFxWrlypRYuXKhSpUopKipKHh4emjFjhhYuXKjPPvtM69atk91uV+nSpdW9e3enKT+vv/667rvvPq1evVobNmxQ7dq1NXfu3DuaSnGtKHFtmsjfhYWFyWazyTCMTOtdtG/fXgUKFNC8efM0efJkFSxYUE2bNtXw4cNve12b24m/QIEC6tKli7Zs2aKvvvpKhmGoTJkyGjNmjJ544onbvk8AgGQzrldOBwAAQLZ4/fXXtWLFCm3ZssWcZgIAAG6ONS8AAAByyNWrV7Vq1SpFR0dTuAAA4A4wbQQAACCbJSQkaOvWrVq7dq2SkpIyPRIVAADcHMULAACAbPbbb79p2LBh8vPz08svv2w+YQYAANwe1rwAAAAAAABujTUvAAAAAACAW6N4AQAAAAAA3BprXkCStHv3bhmGIS8vL6tDAQAAAADkAampqbLZbAoLC7tlX0ZeQJJkGIb5A9wpwzCUkpJC/sAl5A9cRe7gbpA/uBvkD1xF7ji7k++gjLyAJMnLy0spKSkqX768ChYsaHU4yGWSk5MVFxdH/sAl5A9cRe7gbpA/uBvkD1xF7jjbt2/fbfdl5AWc2Gw2q0NALmSz2WS328kfuIT8gavIHdwN8gd3g/yBq8gd1/GoVEj6fxWvkJAQiyMBAAAAALgqPT1Dnp65Y5zCnXwPZdoInEwcMlNHfztpdRgAAAAAgDtUpvyDipk20OowsgXFCzg5+ttJ/fbTEavDAAAAAADAlDvGkuRxcXFxCgwM1LZt26wOBQAAAACAHEfxAgAAAAAAuDWKFwAAAAAAwK1RvMhiu3fvVu/evVW9enWFhYWpY8eO2rJliyQpKSlJI0eOVO3atVW1alU9/vjj2r59e6ZzzJw5U/Xq1VNYWJgGDRqkhISETH0Mw9D8+fMVHR2t4OBgNWnSRAsXLszu2wMAAAAAIMexYGcW2rlzp3r27KnQ0FCNHz9eRYsW1U8//aSTJ08qPT1dTz/9tI4dO6Zhw4apePHiev/99/Xkk0/qww8/VHBwsCRp8eLFevvtt9W7d2/VrVtXW7du1ahRozJd67XXXtPy5cvVv39/VatWTbt27dLkyZOVP39+denSJadvHQAAAACAbEPxIgu98cYbKlu2rBYtWiRPT09JUv369SVJGzZs0N69e/XOO++oQYMG5r7mzZtrzpw5io2NVXp6uubMmaO2bdvqxRdflCQ1aNBACQkJ+uyzz8zrHD16VIsXL9bYsWPVuXNnSVLdunV15coVzZgxQ507d5aHB4NqAAAAAAD3Br7hZhGHw6E9e/aoXbt2ZuHi73bs2KHChQubhQtJ8vLyUrNmzbRz505JUnx8vM6cOaNmzZo5HRsdHe20vXXrVklS8+bNlZaWZv7UrVtXZ8+e1alTp7L69gAAAAAAsAwjL7LIxYsXlZGRoZIlS95wv5+fX6b24sWL68KFC5Kks2fPSpJ8fX0z9fm78+fPyzAM1alT57rXOnXqlEqVKnXH9wAAAAAAgDuieJFFihQpIg8PD505c+a6+4sVK3bdhTfPnTunYsWKSZJKlCghSUpMTMzU55/nstlsWrJkiby8vDKdMyAgwKV7AAAAAADAHTFtJIsULFhQoaGh+uyzz5Senp5pf3h4uC5fvqz//e9/ZltaWprWr1+v8PBwSZK/v79KlCihdevWOR27du1ap+2IiAhJfz29JCQkJNNP4cKFs/r2AAAAAACwDCMvstDQoUPVq1cv9erVS0888YSKFSumn3/+Wffdd58ee+wxVa1aVcOHD9fQoUPNp42cOXNG06ZNkyR5enqqb9++eu211+Tn56d69eppy5Yt2rZtm9N1AgIC1LVrV40YMUJ9+vRRtWrVlJqaqiNHjmjbtm2aOXOmFbcPAAAAAEC2oHiRhWrUqKH33ntPU6dO1ciRI+Xh4aEKFSroueeek6enp+bOnatJkybpjTfeUHJysqpUqaIFCxaYj0mVpO7du+vixYtasmSJli5dqoiICI0fP15PPfWU07VefvllBQQEaNmyZZoxY4YKFSqkgIAAtWjRIqdvGwAAAACAbGUzDMOwOghYb9++fZKkWS8u028/HbE2GAAAAADAHSsf/LBm/ne81WHctmvfQ0NCQm7ZlzUvAAAAAACAW2PaCJyUKf+g1SEAAAAAAFxwL3+fo3gBJzHTBlodAgAAAADARenpGfL0vPcmWdx7dwSXpaSkyOFwWB0GciGHw6H9+/eTP3AJ+QNXkTu4G+QP7gb5A1flRO7ci4ULieIF/oH1W+EKwzDkcDjIH7iE/IGryB3cDfIHd4P8gavIHddRvAAAAAAAAG6N4gWc2Gw2q0NALmSz2WS328kfuIT8gavIHdwN8gd3g/wBch4LdsLk7e0tu91udRjIhex2u4KCgqwOA7kU+QNXkTu4G+QP7gb5c+cy0jPkcY+uxYCcQfECTibFLNSxw/FWhwEAAADgHvFQgL9GTOxldRjI5ShewMmxw/E6FHfM6jAAAAAAADAxbgcAAAAAALg1ihcAAAAAAMCtUbwAAAAAAABujeJFDuvevbv69evn1BYXF6fAwEBt27ZNkrRixQq1bt1aVatWVe3atdWlSxft3bvX7G8YhubPn6/o6GgFBwerSZMmWrhwYU7eBgAAAAAAOYYFO93M9u3bNWrUKPXu3VsNGzbUlStXtHfvXl26dMns89prr2n58uXq37+/qlWrpl27dmny5MnKnz+/unTpYmH0AAAAAABkPYoXbmbv3r3y8fHRiy++aLY1atTIfH306FEtXrxYY8eOVefOnSVJdevW1ZUrVzRjxgx17txZHh4MqAEAAAAA3Dv4lutmgoKClJSUpJiYGG3ZskUOh8Np/9atWyVJzZs3V1pamvlTt25dnT17VqdOnbIibAAAAAAAsg0jL9xMRESEJk2apPfee099+vRR/vz5FR0drZdeekk+Pj46f/68DMNQnTp1rnv8qVOnVKpUqRyOGgAAAACA7EPxIod5e3srNTXVqe3ChQtO223btlXbtm2VmJioDRs2aMKECcqXL59ef/11FStWTDabTUuWLJGXl1em8wcEBGRr/AAAAAAA5DSKFznM399fW7dulWEYstlskqQtW7Zct6+vr686duyozZs36/fff5f018gMSUpKSlJUVFTOBA0AAAAAgIUoXuSw6OhorVixQuPGjVPTpk21a9curV271tw/bdo0JSUlqVatWvLz89PBgwf17bffqlevXpL+GlnRtWtXjRgxQn369FG1atWUmpqqI0eOaNu2bZo5c6ZFdwYAAAAAQPageJHDIiMjNXz4cC1evFiffPKJIiMjNXbsWLM4ERISokWLFunLL7/U5cuX5e/vrz59+mjAgAHmOV5++WUFBARo2bJlmjFjhgoVKqSAgAC1aNHCorsCAAAAACD7ULywwFNPPaWnnnrKqe3AgQPm68aNG9/0eJvNpm7duqlbt27ZEh8AAAAAAO6ER6UCAAAAAAC3xsgLOHkowN/qEAAAAADcQ/iOgaxA8QJORkzsZXUIAAAAAO4xGekZ8vBk4D9cR/bAlJKSIofDYXUYyIUcDof2799P/sAl5A9cRe7gbpA/uBvkz52jcIG7RQbBiWEYVoeAXMgwDDkcDvIHLiF/4CpyB3eD/MHdIH+AnEfxAgAAAAAAuDWKF3Bis9msDgG5kM1mk91uJ3/gEvIHriJ3cDfIH9wN8gfIeSzYCZO3t7fsdrvVYSAXstvtCgoKsjoM5FLkD1xF7uBukD+4G+6YPyyIiXsdxQs4mTx2qY79ccbqMAAAAADcpofKltSwMV2sDgPIVhQv4OTYH2d06OAJq8MAAAAAAMDEuCILBQYGav78+VaHAQAAAACAW2PkhYWWLVumBx980OowAAAAAABwaxQvLBQaGmp1CAAAAAAAuD2mjbioe/fu6tevn1NbXFycAgMDtW3bNknSihUr1Lp1a1WtWlW1a9dWly5dtHfvXrP/P6eNXDvnmjVrFB0drbCwMPXo0UNHjx51uk58fLz69eunatWqqWHDhlq4cKFee+01RUVFZeMdAwAAAABgDUZeZJPt27dr1KhR6t27txo2bKgrV65o7969unTp0k2Pi4uLU2JiooYNG6b09HRNnDhRw4cP17JlyyRJhmFo4MCBOnfunMaOHasiRYpo/vz5OnnypDw8qEUBAAAAAO49FC+yyd69e+Xj46MXX3zRbGvUqNEtj7t06ZI+/fRT+fr6SpKSk5M1cuRIxcfHy9/fX5s3b9bPP/+sDz74QDVq1JAk1alTRw0bNlTRokWz5V4AAAAAALASv6rPJkFBQUpKSlJMTIy2bNkih8NxW8dVqlTJLFxIUvny5SX9NVVEkvbt26eiRYuahQtJKlSokCIiIrIwegAAAAAA3AfFi2wSERGhSZMm6ddff1WfPn1Up04djRgxQklJSTc97p+jJ7y8vCRJV69elSSdOXPGqbhxzfXaAAAAAAC4FzBtxEXe3t5KTU11artw4YLTdtu2bdW2bVslJiZqw4YNmjBhgvLly6fXX3/d5euWLFlSiYmJmdqv1wYAAAAAwL2AkRcu8vf31+HDh2UYhtm2ZcuW6/b19fVVx44dVa9ePf3+++93dd2QkBBdvHhR27dvN9v+/PNPfffdd3d1XgAAAAAA3BUjL1wUHR2tFStWaNy4cWratKl27dqltWvXmvunTZumpKQk1apVS35+fjp48KC+/fZb9erV666uGxkZqSpVqmjo0KF64YUXVLRoUb3zzjsqVKiQbDbbXd4VAAAAAADuh+KFiyIjIzV8+HAtXrxYn3zyiSIjIzV27FizOBESEqJFixbpyy+/1OXLl+Xv768+ffpowIABd3Vdm82mmTNnavTo0Ro9erSKFi2qHj166PDhw4qLi8uCOwMAAAAAwL3YjL/Pe0CulJKSotatW6tGjRqaMGGCS+fYt2+fJOmdKRt16OCJrAwPAAAAQDYqV7GU3l7wrNVh4DYkJycrLi5OlStXVsGCBa0Ox3LXvoeGhITcsi8jL3KhZcuWKSMjQwEBAbp48aKWLl2qEydO6K233rI6NAAAAAAAshzFi1wof/78mjt3rk6c+GuERKVKlTRnzpzbqlbdykNlS971OQAAAADkHP4Pj7yA4kUu1K5dO7Vr1y5bzj1sTJdsOS8AAACA7JORniEPTx4miXsX2Q1TSkqKHA6H1WEgF3I4HNq/fz/5A5eQP3AVuYO7Qf7gbrhj/lC4wL2ODIcT1m+FKwzDkMPhIH/gEvIHriJ3cDfIH9wN8gfIeRQvAAAAAACAW6N4ASc2m83qEJAL2Ww22e128gcuIX/gKnIHd4P8AYDchQU7YfL29pbdbrc6DORCdrtdQUFBVoeBXIr8gavIHdwN8id3ysjIkIcHv38F8iKKF3DyxqQVOnbsrNVhAAAAAE4eeqiEho/oYHUYACxC8QJOjh07q0OHTlkdBgAAAAAAJsZcZZHXXntNUVFRd3xc9+7d1a9fv2yICAAAAACAewMjLyw2ZswY5u0BAAAAAHATFC/uwJUrV1SgQIEsPWf58uWz9HwAAAAAANxr8uyv/Hfv3q3+/furfv36Cg0NVdu2bfXpp5+a+7dt26bAwEBt2rRJQ4YMUfXq1fXss89Kkk6fPq3+/furWrVqatCggebNm5fp/LGxsQoLC8vUXqNGDcXGxprb/5w2cu24AwcOqEuXLqpWrZratGmjb7/91uk8GRkZmjlzpqKiohQcHKwWLVroww8/vNu3BQAAAAAAt5NnR16cPHlS1atXV5cuXeTt7a1du3bp5ZdflmEYeuyxx8x+r7zyiv71r39pxowZ5vSOgQMH6vTp03r11VdVpEgRzZs3T6dOnVK+fFnzdqampmrYsGHq0aOHBg4cqHnz5mnIkCHauHGj7rvvPknSpEmT9N5772nAgAEKCwvTpk2bNGbMGKWlpalbt25ZEgcAAAAAAO4gzxYvWrdubb42DEM1a9bU6dOntWzZMqfiRVRUlIYPH25ub968WT/99JMWLlyoiIgISVLt2rXVsGFD+fj4ZEls14oXDRs2lCQFBASoSZMm2rx5s9q2bavExEQtXrxYffr00eDBgyVJ9evX1/nz5zVjxgx16dJFnp6eWRILAAAAAABWy7PFiwsXLig2NlYbNmzQ6dOnlZ6eLkmZChCNGjVy2t67d6+KFCliFi4kqUiRIqpbt67279+fJbF5eHg4nb906dIqUKCATp8+bcaQmpqqFi1aOB3XsmVLff755zpy5IjKlSuXJbEAAAAAAGC1PFu8iImJ0e7du/XMM8+ofPnyKly4sJYuXaovv/zSqZ+fn5/T9pkzZ+Tr65vpfP/sdzcKFCggb29vpzYvLy9dvXpV0l+FF0kqXry4U59r20lJSVkWCwAAAAAAVsuTC3ZevXpVmzZt0oABA9S9e3dFREQoJCREhmFk6muz2Zy2S5YsqcTExEz9EhISnLbz58+v1NRUp7bU1FQlJyffdfzXRof885rnzp1z2g8AAAAAwL0gTxYvUlJSlJGRIS8vL7Pt8uXL2rhx4y2PDQkJ0aVLl/Tdd9+ZbZcuXdLWrVud+t1///1KTU3V0aNHzbbvv//enJ5yN0JCQuTl5aU1a9Y4tX/55Zfy8/PTww8/fNfXAAAAAADAXeTJaSNFihRRSEiI5s2bJ19fX+XLl09z585V4cKFrzuq4u8iIyNVpUoVDR8+XMOGDVORIkXMY//Zr2DBgnr55Zf19NNPKz4+Xu+9957y589/1/H7+vqqW7dumj9/vry9vRUaGqpvvvlGn3/+uV555RUW6wQAAAAA3FPy5MgLSXrzzTdVpkwZxcTEaPz48YqOjla7du1ueZzNZtPMmTNVpUoVjR49WmPGjFFUVJSio6Od+t13332aNm2aEhMT9cwzz2jFihWaNGlSprUsXDVixAgNHDhQH3/8sfr376/Nmzdr7NixPCYVAAAAAHDPsRnXW+gBec6+ffskSfPm/k+HDp2yOBoAAADAWblyD2ha7ACrw5AkJScnKy4uTpUrV1bBggWtDge5CLnj7Nr30JCQkFv2zbMjLwAAAAAAQO6QJ9e8wI099FAJq0MAAAAAMuH/qUDeRvECToaP6GB1CAAAAMB1ZWRkyMODweNAXsTffJhSUlLkcDisDgO5kMPh0P79+8kfuIT8gavIHdwN8id3onAB5F387YcT1m+FKwzDkMPhIH/gEvIHriJ3cDfIHwDIXSheAAAAAAAAt0bxAk5sNpvVISAXstlsstvt5A9cQv7AVeQO7gb5AwC5Cwt2wuTt7S273W51GMiF7Ha7goKCrA4DuRT5A1eRO7gbeTF/0jMy5MmaEQByKYoXcDLx7ZU6dvys1WEAAAAgCz1UuoRinm1vdRgA4DKKF3By7PhZ/XY43uowAAAAAAAwMW4sh1y8eFGBgYFauXLlbR+zbds2zZ49OxujAgAAAADA/VG8cGM//PCD5syZY3UYAAAAAABYiuIFAAAAAABwaxQvsslHH32kqKgoVatWTT179tQff/zhtP/TTz9Vly5dVKtWLdWsWVPdu3fX3r17zf2xsbGaPn26kpOTFRgYqMDAQHXv3l2SdOjQIT3//PNq2LChqlWrplatWmnBggXKyMjI0XsEAAAAACAnsGBnNvj666/1yiuvqH379mrVqpV+/vlnPfvss059jh8/rnbt2qlMmTJKSUnRF198oa5du2rVqlUKCAhQx44dFR8fr88//1yLFi2SJBUuXFiSdObMGQUEBOjRRx9VoUKFFBcXp9jYWCUnJ2vQoEE5fr8AAAAAAGQnihfZYNasWapRo4YmTJggSWrQoIGuXr2qmTNnmn3+XmTIyMhQvXr1tHfvXn3yySd64YUX5O/vL39/f3l4eCg0NNTp/BEREYqIiJAkGYah8PBwXblyRYsXL6Z4AQAAAAC451C8yGLp6en6+eefNXz4cKf26Ohop+LFoUOH9NZbb2n37t1KSEgw248cOXLLa1y9elVz5szR6tWrderUKaWmppr7/vzzTxUqVOjubwQAAAAAADdB8SKLJSYmKi0tTb6+vk7txYsXN19fvnxZvXv3lq+vr2JiYvTggw8qf/78evnll3X16tVbXuONN97Q8uXL9cwzzyg4OFhFihTRhg0bNGvWLF29epXiBQAAAADgnkLxIov5+voqX758SkxMdGo/d+6c+frHH39UfHy85syZo0qVKpntly5dkr+//y2vsWbNGnXu3Fl9+/Y127755pssiB4AAAAAAPfD00aymKenp4KCgrRu3Tqn9rVr15qvr1y5Ikny8vIy23bt2qUTJ044HePl5aWUlJRM17h69arTsenp6friiy+yJH4AAAAAANwNIy+yQf/+/TVw4ECNHDnSfNrIZ599Zu4PDQ1VwYIFNXbsWPXt21enT59WbGys7r//fqfzlCtXTmlpaVq0aJHCwsJUuHBhPfLII6pbt66WL1+u8uXL67777tOSJUuuW+QAAAAAAOBewMiLbNCkSRONHTtW3333nZ555hlt2bJFU6dONfcXL15cb7/9thITEzVw4EAtWrRIY8eOVdmyZZ3O07hxYz3xxBOaO3euOnXqpDFjxkiSXnnlFdWsWVPjxo3TqFGjVLFiRfXv3z8nbxEAAAAAgBxjMwzDsDoIWG/fvn2SpNnvbdVvh+MtjgYAAABZqXyAv2a80c/qMO4ZycnJiouLU+XKlVWwYEGrw0EuQu44u/Y9NCQk5JZ9GXkBAAAAAADcGmtewMlDpUtYHQIAAACyGP/HA5DbUbyAk5hn21sdAgAAALJBekaGPD0YeA0gd+JfL5hSUlLkcDisDgO5kMPh0P79+8kfuIT8gavIHdyNvJg/FC4A5Gb8CwYnrN8KVxiGIYfDQf7AJeQPXEXu4G6QPwCQu1C8AAAAAAAAbo3iBZzYbDarQ0AuZLPZZLfbyR+4hPyBq8gdAADyDhbshMnb21t2u93qMJAL2e12BQUFWR0GcinyB64id/IuFp4EgLyH4gWcvDbrEx09ec7qMAAAAK6rzIPFNWrAY1aHAQDIYRQv4OToyXP69Y94q8MAAAAAAMDEeLtcauXKlQoMDFRiYqLVoQAAAAAAkK0oXgAAAAAAALfGtJFcJj09XRkZGVaHAQAAAABAjmHkRRbZsWOHAgMDdfToUbOtf//+CgwM1K+//mq2vfDCC+rbt68kKSkpSSNHjlTt2rVVtWpVPf7449q+fbvTebt3765+/frpk08+UXR0tEJCQvTLL79cN4aPP/5YwcHBWr58eTbcIQAAAAAA1qB4kUWqVq2q/Pnzm8WHjIwM7dy506lNkrZv364aNWooPT1dTz/9tL7++msNGzZMb7/9tgoWLKgnn3xSP/30k9O5f/rpJ82fP1/PPvus5s6dqwceeCDT9d9//32NGTNG//nPf9SxY8fsvVkAAAAAAHIQxYss4u3trapVq2rHjh2SpAMHDsjhcKhdu3Zm8eKPP/7QmTNnVLNmTW3atEl79+7VG2+8oY4dO6px48aaM2eOSpQooTlz5jid+8KFC5o3b55atWql+vXrq3jx4k7758yZo0mTJuntt99W69atc+aGAQAAAADIIRQvslCNGjXMQsX27dsVHBysyMhIpza73a7g4GDt2LFDhQsXVoMGDczjvby81KxZM+3cudPpvBUrVrzuaAtJmjp1qmbPnq05c+aoSZMm2XRnAAAAAABYh+JFFqpVq5aOHTum06dPa8eOHapRo4Zq1Kihc+fO6ciRI9qxY4eqVasmLy8vXbx4UX5+fpnOUbx4cV24cCFT242sXbtWFStWVHh4eJbfDwAAAAAA7oDiRRYKDQ2Vl5eXtm/frh07dqhmzZry8fFRhQoVtH37dnO9C0kqVqyYEhISMp3j3LlzKlasmFObzWa74TVnzpypY8eOafDgwUpNTc3aGwIAAAAAwA1QvMhCBQsWVFBQkJYtW6akpCRzNETNmjW1atUqHT9+3CxehIeH6/Lly/rf//5nHp+Wlqb169ff0SiKgIAAvfvuu9qzZ4+GDh2q9PT0rL0pAAAAAAAsRvEii9WoUUM//PCDKlWqpMKFCzu1eXl5KSwsTJLUqFEjVa1aVcOHD9eKFSu0adMm9evXT2fOnFG/fv3u6JqBgYFasGCBtm7dqhdffFEZGRlZfl8AAAAAAFiF4kUWq1WrliSZIyykv0ZeSFJwcLAKFCggSfL09NTcuXPVqFEjvfHGGxo8eLD+/PNPLViwQMHBwXd83SpVquidd97Rhg0bNHr0aBmGkQV3AwAAAACA9fJZHcC9plGjRjpw4IBTW4kSJTK1SdJ9992nCRMm3PR877///nXb27dvr/bt2zu1hYaGavfu3XcYMQAAAAAA7o2RFwAAAAAAwK1RvAAAAAAAAG6NaSNwUubB4laHAAAAcEP8XwUA8iaKF3AyasBjVocAAABwU+kZGfL0YAAxAOQl/KsPU0pKihwOh9VhIBdyOBzav38/+QOXkD9wFbmTd1G4AIC8h3/54YRHrMIVhmHI4XCQP3AJ+QNXkTsAAOQdFC/gxGazWR0CciGbzSa73U7+wCXkD1xF7gAAkHew5gVM3t7estvtVoeBXMhutysoKMjqMJBLkT9wFbnjvliTAgCQ1ShewMm/53+iP06dszoMAACQS5V9oLhG92EBcABA1qJ4ASd/nDqng8firQ4DAAAAAAAT4/ncwMKFC9WoUSNVrlxZNWrUUGBgoPbt22fuDwwM1Pz58y2MEAAAAAAA6zDywmJHjhzRxIkT9fTTT6tx48YqWLCgrly5onLlylkdGgAAAAAAboHihcUOHz4swzDUqVMnPfTQQ1aHAwAAAACA22HaiIViYmLUv39/SVLTpk0VGBiolStXZpo2cj2bNm1Sx44dVbVqVdWpU0djxoxRcnJyToQNAAAAAECOYuSFhQYOHKhy5cpp8uTJmj59ukqUKKFTp07d8rg1a9bo+eefV/v27TV48GCdPXtWb775pi5evKgpU6bkQOQAAAAAAOQcihcWKlOmjAICAiRJlStXVunSpXX16tWbHmMYhiZNmqRWrVrptddeM9tLlCihvn37auDAgapQoUK2xg0AAAAAQE5i2kguc/jwYZ04cUItW7ZUWlqa+VOrVi15eHjop59+sjpEAAAAAACyFCMvcpnz589Lkp555pnr7r+daScAAAAAAOQmFC9yGR8fH0nS6NGjVbVq1Uz7S5YsmcMRAQAAAACQvShe5DKPPPKI/P39dezYMXXt2tXqcAAAAAAAyHYUL3IZm82mmJgYDRs2TMnJyWrUqJHsdrtOnjypb775Rs8//7y5CCgAAAAAAPcCihe5UMuWLVW0aFHNnj1bq1evliSVKlVKDRo0UPHixS2ODgAAAACArEXxwmJNmzbVgQMHzO3atWs7bUvKtC1J9erVU7169bI9PgAAAAAArMajUgEAAAAAgFujeAEAAAAAANwa00bgpOwDrJkBAABcx/8lAADZgeIFnIzu85jVIQAAgFwuPSNDnh4M8AUAZB0+VWBKSUmRw+GwOgzkQg6HQ/v37yd/4BLyB64id9wXhQsAQFbjkwVODMOwOgTkQoZhyOFwkD9wCfkDV5E7AADkHRQv4MRms1kdAnIhm80mu91O/sAl5A9cRe4AAJB3sOYFTN7e3rLb7VaHgVzIbrcrKCjI6jCQS5E/cBW5k3VYowIA4O4oXsDJmPc+0ZHT56wOAwAA5JCH7y+usT1YsBsA4N4oXsDJkdPndPB4vNVhAAAAAABgYnwgAAAAAABwaxQv7hExMTFq06aN1WEAAAAAAJDlKF4AAAAAAAC3RvEil7ty5YrVIQAAAAAAkK0oXriR7t27q1+/fk5tcXFxCgwM1LZt2yRJgYGBmjt3rt544w3Vq1dPERERVoQKAAAAAECO4WkjudB7772natWq6bXXXlNaWprV4QAAAAAAkK0oXuRCxYoV0/Tp02Wz2awOBQAAAACAbMe0kVwoMjKSwgUAAAAAIM+geJEL+fn5WR0CAAAAAAA5huKFG/H29lZqaqpT24ULFzL1Y9QFAAAAACAvoXjhRvz9/XX48GEZhmG2bdmyxcKIAAAAAACwHsULNxIdHa2TJ09q3Lhx2rp1q6ZPn661a9daHRYAAAAAAJaieOFGIiMjNXz4cG3cuFHPPPOMfv31V40dO9bqsAAAAAAAsBSPSnUzTz31lJ566imntgMHDlz39d9NnDgxW+MCAAAAAMAqjLwAAAAAAABujZEXcPLw/cWtDgEAAOQgPvsBALkBxQs4GdvjMatDAAAAOSw9I0OeHgzIBQC4Lz6lYEpJSZHD4bA6DORCDodD+/fvJ3/gEvIHriJ3sg6FCwCAu+OTCk4Mw7A6BORChmHI4XCQP3AJ+QNXkTsAAOQdFC/gxGazWR0CciGbzSa73U7+wCXkD1xF7gAAkHew5gVM3t7estvtVoeBXMhutysoKMjqMJBLkT9wFblz51jbAgCQW1G8gJNXlq7U4TPnrA4DAABksYCSxTWuS3urwwAAwCUUL+Dk8JlzOnAy3uowAAAAAAAwMW4QAAAAAAC4NYoXbiYmJkZt2rSxOgwAAAAAANwG00bczMCBA5WcnGx1GAAAAAAAuA2KF26mTJkyVocAAAAAAIBbYdqIm/n7tJGVK1cqMDBQ+/btU+/evVWtWjVFR0dr69atysjI0JQpU1S3bl3VrVtXb775pjIyMiyOHgAAAACArEfxIhd48cUX1ahRI02fPl0lS5bUoEGD9Nprryk+Pl7/+c9/9MQTT2ju3Ln64osvrA4VAAAAAIAsx7SRXKBbt2564oknJEn333+/Hn30Uf30009atmyZJKlBgwbauHGj1qxZo0cffdTKUAEAAAAAyHKMvMgF6tWrZ75++OGHJUl16tRx6hMQEKBTp07lZFgAAAAAAOQIihe5QJEiRczX3t7ekqSiRYs69fHy8lJKSkqOxgUAAAAAQE6geAEAAAAAANwaxQsAAAAAAODWKF4AAAAAAAC3RvECAAAAAAC4NR6V6mYmTpxovm7fvr3at2+fqc+BAwduehwAAAAAAPcSRl4AAAAAAAC3xsgLOAkoWdzqEAAAQDbgMx4AkJtRvICTcV0yT1MBAAD3hvSMDHl6MPAWAJD78OkFU0pKihwOh9VhIBdyOBzav38/+QOXkD9wFblz5yhcAAByKz7B4MQwDKtDQC5kGIYcDgf5A5eQP3AVuQMAQN5B8QJObDab1SEgF7LZbLLb7eQPXEL+wFXkDgAAeQdrXsDk7e0tu91udRjIhex2u4KCgqwOA7kU+QNX5cXcYc0KAEBeRfECTl5asVKHz521OgwAAPAPAcVL6PUOLKwNAMibKF7AyeFzZ/XLqXirwwAAAAAAwHTbxYvt27e7dIGaNWu6dBwAAAAAAIB0B8WL7t27Oy2IZRjGbS2QFRcX51pkuURsbKwWLFig3bt337Rf9+7dVbBgQc2ZMyeHIgMAAAAA4N5w28WL9957z2k7JSVFb7zxhq5cuaJOnTopICBAkvT7779r+fLlstvtGj58eNZGCwAAAAAA8pzbLl7UqlXLaXvChAny8vLSRx99pPz585vtUVFR6tq1q7p166Zvv/1W9erVy7poc0hKSory5csnD1bzBgAAAADAci5/O1+9erXatm3rVLi4xm63q23btlq1atVdBZcVYmJi1KZNG33zzTdq06aNQkJC1L59e/34449mn6ioKP373//WvHnz1LhxY1WtWlVJSUnKyMjQzJkzFRUVpeDgYLVo0UIffvjhda+zd+9edejQQSEhIWrZsqW+/vrrW8Z26NAhDRgwQOHh4QoNDVXfvn119OhRpz6BgYGaO3eupkyZooiICNWoUUOTJk2SYRj67rvv1LZtW4WFhalnz546derUXb1XAAAAAAC4I5efNuJwOHT27I0fqXn27Fk5HA5XT5+lzp49q7Fjx2rw4MEqWrSo5s2bpz59+uirr76Sn5+fJOmrr75S2bJlNWrUKHl4eKhgwYKaNGmS3nvvPQ0YMEBhYWHatGmTxowZo7S0NHXr1s08f2pqqp5//nn17t1bpUuX1tKlSzVo0CCtXLlSgYGB143p2LFjevzxx1WhQgVNnDhRNptNs2fPVq9evbRmzRp5e3ubfT/44APVqlVLkyZN0p49exQbG6uMjAxt2bJFAwYMkJeXl8aPH69Ro0ZpwYIF2ftmAgAAAACQw1wuXkREROi9995TcHCwmjdv7rRv7dq1eu+991S/fv27DjArJCUlaerUqYqIiJD01xSYhg0bauHChRo6dKikvwoQ8+bNU8GCBSVJiYmJWrx4sfr06aPBgwdLkurXr6/z589rxowZ6tKlizw9Pc1jBwwYoA4dOpj9mjdvrjlz5uitt966bkzTp09XsWLF9O6775qjV6pXr64mTZpo+fLl6tq1q9m3ZMmSeuONNyRJDRo00MaNG7Vw4UJ98cUXKleunCTp9OnTGjdunC5evKiiRYtm6fsHAAAAAICVXC5ejBkzRj169NCzzz6rEiVKqGzZspKko0eP6syZMypTpoxeeeWVLAv0bhQpUsQsXFzbrlu3rvbs2WO21a5d2yxcSH9NA0lNTVWLFi2cztWyZUt9/vnnOnLkiFk4kKRmzZqZrz09PdW0aVOtX7/+hjFt2bJFrVq1kqenp9LS0iRJRYsWVVBQkH766SenvnXr1nXaDggI0Llz55yu//DDD0uS4uPjKV4AAAAAAO4pLhcv7r//fq1atUoffvihNm/erJMnT0qSypcvrz59+qhTp04qUKBAlgV6N3x9fTO1+fn56dChQ07bf3fhwgVJUvHixZ3ar20nJSWZbV5eXipWrFim899sWs358+e1aNEiLVq0KNM+Ly8vp+1/FiO8vLyu2yZJV69eveE1AQAAAADIjVwqXly9elXLli1T5cqV1bNnT/Xs2TOr48pSiYmJmdoSEhJUokQJc9tmsznt9/HxMfvdf//9Zvu5c+ec9kt/TRu5cOGCUwHjn+f/p2LFiqlhw4Z64oknMu0rVKjQzW8IAAAAAIA8xKWnjeTPn1+TJ0/W4cOHszqebHHp0iV99913Tttbt25VtWrVbnhMSEiIvLy8tGbNGqf2L7/8Un5+fuY0jWvWrVtnvk5PT9f69etvev6IiAj9+uuvCgoKUkhIiNPPI488cod3CAAAAADAvcvlaSMVKlTQiRMnsjKWbOPj46NRo0ZpyJAhKlKkiObNmyfDMG46YsTX11fdunXT/Pnz5e3trdDQUH3zzTf6/PPP9corr5iLdUp/TdmYNWuWrl69aj5tJD4+XjNmzLjh+YcMGaIOHTqYU2yKFy+uc+fO6YcfflCNGjXUpk2bLH0PAAAAAADIrVwuXjz//PMaOnSoateunWlBSXdTokQJDRs2TJMmTdLRo0dVoUIFzZ8/P9N6Fv80YsQIFSlSRCtWrNDs2bNVqlQpjR07Vo8//rhTPy8vL7311lsaO3asDh48qNKlS2vatGmqVKnSDc9dtmxZLV++XFOnTtXYsWOVnJysEiVKqGbNmjd8vCoAAAAAAHmRzTAMw5UD+/fvr8OHD+vo0aMqXbq0SpcubT7y0zy5zaZZs2ZlSaCuiomJ0U8//aTPP//c0jjc3b59+yRJr2/Zql9OxVscDQAA+KdKD/hraf9+Vodxz0hOTlZcXJwqV67s9MQ54HaQP3AVuePs2vfQkJCQW/Z1eeTFwYMHJUkPPPCA0tPT9ccff2Tq889FMAEAAAAAAO6Uy8WLjRs3ZmUccBMBxW/8hBQAAGAdPqMBAHmZy8WL3GLixIlWh5CrvN6hvdUhAACAG0jPyJCnh0sPiwMAIFe76+LFDz/8oE2bNunkyZOSpAcffFCNGjVSrVq17jo45KyUlBQ5HA7Z7XarQ0Eu43A4dPjwYQUEBJA/uGPkD1yVF3OHwgUAIK9yuXiRkpKioUOHav369TIMQ0WLFpUkXbx4Ue+++66aNWumN998U15eXlkWLLKfi+u3Io8zDEMOh4P8gUvIH7iK3AEAIO9wuXw/Y8YMrVu3Tk8++aT+97//6YcfftAPP/ygLVu2qHfv3vrqq680Y8aMrIwVAAAAAADkQS4XL1avXq3HHntMI0aMUPHixc12Pz8/DR8+XO3atdOqVauyJEjkHJ4QA1fYbDbZ7XbyBy4hf+AqcgcAgLzD5eLF2bNnVbVq1Rvur1q1qs6ePevq6WEBb2/vPDNnGFnLbrcrKCiI/IFLyB+4KrtzJz0jI1vOCwAA7pzLa174+/vrhx9+UJcuXa67f/v27fL393c5MFhj5KqP9XvCOavDAADAUo/4FdeEf/2f1WEAAID/n8vFi3bt2ik2NlZFihRRr169VLZsWdlsNh05ckSLFi3SmjVrNHjw4KyMFTng94Rz+uX0KavDAAAAAADA5HLxon///jp27Jg++ugjLV++XB7//6O7MjIyZBiGHnvsMfXv3z/LAsXNRUVFqVGjRho9erTVoQAAAAAAkKXuqHjRpUsX1ahRQ9WrV1f16tU1ceJE9erVS5s3b9aJEyckSaVKlVJkZKQqVaqULQHj+qZPn24+rhYAAAAAgHvJHRUvTp06pXnz5slms8lms+mRRx5ReHi4qlevrlatWql06dLZFSduISgoyOoQAAAAAADIFndUvNi0aZPi4+O1c+dO7dy5U7t379aKFSv00UcfSZJKliyp6tWrKzw8XOHh4apUqRKPL8sCMTEx+umnnzR8+HC98cYb+uOPP1ShQgWNHj1aoaGhkpg2AgAAAAC4d93xmhf+/v5q3bq1WrduLUn6888/tXv3bu3atUs7d+7Upk2btGbNGklS4cKFtX379qyNOI86e/asxo4dq8GDB6to0aKaN2+e+vTpo6+++kp+fn5WhwcAAAAAQLZxecHOawoVKqT69eurfv36OnPmjLZt26YPPvhAP/74oy5fvpwVMUJSUlKSpk6dqoiICElSrVq11LBhQy1cuFBDhw61ODoAAAAAALLPXRUvDh48qJ07d2rXrl3atWuXTp48KW9vb1WuXFlPPvmkwsPDsyrOPK9IkSJm4eLadt26dbVnzx4LowIAAAAAIPvdUfHihx9+MKeH7NmzRxcvXlTx4sUVFhamrl27KiwsTFWqVJG3t3d2xZtn+fr6Zmrz8/PToUOHLIgGAAAAAICcc0fFix49eihfvnxq0aKFXn75ZYWFhemhhx7KrtjwN4mJiZnaEhISVKJECQuiAQAAAAAg53jcSeeKFSsqIyNDX3zxhd555x298847WrVqlY4dO5Zd8eH/d+nSJX333XdO21u3blW1atUsjAoAAAAAgOx3RyMvVq1apcuXL+vHH38017lYtWqVrly5Ij8/P4WFhal69erm9BEvL6/sijvP8fHx0ahRozRkyBAVKVJE8+bNk2EY6tmzp9WhAQAAAACQre54wc7ChQubTxeRpPT0dMXFxWnXrl3avXu3Fi5cqEmTJsnb21vBwcH64IMPsjzovKhEiRIaNmyYJk2apKNHj6pChQqaP3++ihcvbnVoAAAAAABkq7t+VKqnp6eCg4MVHBys2rVra8eOHVq9erU5OgNZp1GjRmrUqNF1923cuDFngwEAAAAAIIe4XLxISUnRnj17tHPnTvPpI5cuXZIkeXt7q0aNGjwqFQAAAAAA3LU7Kl6sX79eO3fu1K5du7R//36lpaXJMAz5+PgoPDzc/AkODma9i1zqET+moQAAwOchAADu5Y6KF4MGDZIklS5dWq1atTKLFeXKlcuW4PCXiRMn5ti1Jvzr/3LsWgAAuLP0jAx5etzRg9kAAEA2uaPixZQpUxQeHq6SJUtmVzywUEpKihwOh+x2u9WhIJdxOBw6fPiwAgICyB/cMfIHrsru3KFwAQCA+7ij4kXLli2zKw64CcMwrA4BuZBhGHI4HOQPXEL+wFXkDgAAeQe/UgAAAAAAAG6N4gWc2Gw2q0NALmSz2WS328kfuIT8gavIHQAA8g6XH5WKe4+3tzfzzeESu92uoKAgq8NALkX+wFXZkTss0gkAgHuieAEnL61dod8Tz1kdBgAAOe4R3+J6PbqD1WEAAIDroHgBJ78nntMvZ09ZHQYAAAAAACbGRd4jFi5cqMDAQKvDAAAAAAAgy1G8AAAAAAAAbo3iBQAAAAAAcGsUL7JATEyM2rRpo23btqldu3YKDQ1Vhw4d9NNPP5l9DMPQ/PnzFR0dreDgYDVp0kQLFy7MdK5Dhw5pwIABCg8PV2hoqPr27aujR4869bl8+bJGjBihsLAw1alTR5MmTVJ6enp23yYAAAAAAJageJFFzp49q/Hjx6tPnz6aOnWqrl69qkGDBik1NVWS9Nprr2natGlq166d5s6dq8cee0yTJ0/W0qVLzXMcO3ZMjz/+uC5cuKCJEydq8uTJSkxMVK9evZSSkmL2e+mll7Ru3ToNGzZM//nPf3To0CEtWrQox+8ZAAAAAICcwNNGssiFCxe0ePFiVahQQdJfz57v0aOH9uzZo5IlS2rx4sUaO3asOnfuLEmqW7eurly5ohkzZqhz587y8PDQ9OnTVaxYMb377rvKnz+/JKl69epq0qSJli9frq5du+q3337TV199pfHjx6tDh78e51a/fn01b97cmhsHAAAAACCbMfIii5QsWdIsXEhS+fLlJUmnT5/W1q1bJUnNmzdXWlqa+VO3bl2dPXtWp0799WjSLVu2KCoqSp6enmafokWLKigoyJyCsm/fPhmGoWbNmpnX8vT0VNOmTXPqVgEAAAAAyFGMvMgiRYsWddr28vKSJF29elXnz5+XYRiqU6fOdY89deqUSpUqpfPnz2vRokXXnQJy7Xxnz56Vl5eXihUr5rTfz88vK24DAAAAAAC3Q/EiBxQrVkw2m01LliwxixB/FxAQYPZr2LChnnjiiUx9ChUqJEkqUaKEUlNTdeHCBacCRkJCQjZFDwAAAACAtShe5ICIiAhJUlJSkqKiom7a79dff1VQUJA8PT2v2yckJESStG7dOnPNi/T0dK1fvz6LowYAAAAAwD1QvMgBAQEB6tq1q0aMGKE+ffqoWrVqSk1N1ZEjR7Rt2zbNnDlTkjRkyBB16NBBffr0UadOnVS8eHGdO3dOP/zwg2rUqKE2bdqofPnyatasmV5//XVdvXpVpUuX1pIlS8ynmgAAAAAAcK+heJFDXn75ZQUEBGjZsmWaMWOGChUqpICAALVo0cLsU7ZsWS1fvlxTp07V2LFjlZycrBIlSqhmzZoKDAw0+73++uv697//rcmTJ8vb21uPPfaYatWqpUmTJllxawAAAAAAZCubYRiG1UHAevv27ZMkvfbTFv1y9pTF0QAAkPMqlXhAH3bpb3UYyCHJycmKi4tT5cqVVbBgQavDQS5D/sBV5I6za99Dry2PcDM8KhUAAAAAALg1po3AySO+xa0OAQAAS/AZCACA+6J4ASevR3ewOgQAACyTnpEhTw8GpgIA4G74dIYpJSVFDofD6jCQCzkcDu3fv5/8gUvIH7gqO3KHwgUAAO6JT2g4Yf1WuMIwDDkcDvIHLiF/4CpyBwCAvIPiBQAAAAAAcGsUL+DEZrNZHQJyIZvNJrvdTv7AJeQPXEXuAACQd7BgJ0ze3t6y2+1Wh4FcyG63KygoyOowkEuRP3BVduQOC3YCAOCeKF7AyZhNy3Uk6YzVYQAAkOMe9impsY06Wh0GAAC4DooXcHIk6YwOJJyyOgwAAAAAAEyMi7RATEyM2rRpI0lauXKlAgMDlZiYKEk6fvy4AgMDtWbNGitDBAAAAADAbVC8sFijRo20bNkyFS1a1OpQAAAAAABwS0wbsZivr698fX2tDgMAAAAAALfFyAuL/XPayPX8/PPPqlOnjkaOHKmMjAxJ0qZNm9SxY0dVrVpVderU0ZgxY5ScnJxTYQMAAAAAkGMoXri5nTt3qmfPnmrTpo1ef/11eXh4aM2aNRowYIAqVqyo6dOna/jw4Vq3bp1GjRpldbgAAAAAAGQ5po24sa1bt+qZZ55R9+7d9cILL0iSDMPQpEmT1KpVK7322mtm3xIlSqhv374aOHCgKlSoYFXIAAAAAABkOUZeuKlNmzapX79+6t+/v1m4kKTDhw/rxIkTatmypdLS0syfWrVqycPDQz/99JOFUQMAAAAAkPUYeeGmvv76a9ntdrVq1cqp/fz585KkZ5555rrHnTp1KttjAwAAAAAgJ1G8cFMxMTH66KOP1KtXL33wwQfy9/eXJPn4+EiSRo8erapVq2Y6rmTJkjkZJgAAAAAA2Y5pI27Kbrdr3rx58vHxUc+ePXXu3DlJ0iOPPCJ/f38dO3ZMISEhmX7uv/9+iyMHAAAAACBrUbxwY4ULF9aCBQtUoEABPfnkkzp//rxsNptiYmL0/vvva/To0dq4caO+++47ffzxxxoyZIgOHz5sddgAAAAAAGQppo24uWLFiundd99Vt27d1KdPHy1atEgtW7ZU0aJFNXv2bK1evVqSVKpUKTVo0EDFixe3OGIAAAAAALIWxQsLTJw40Xzdvn17tW/f3twuXbq0Dhw44NTf19dX//3vf53a6tWrp3r16mVvoAAAAAAAuAGmjQAAAAAAALfGyAs4ediHp5UAAPImPgMBAHBfFC/gZGyjjlaHAACAZdIzMuTpwcBUAADcDZ/OMKWkpMjhcFgdBnIhh8Oh/fv3kz9wCfkDV2VH7lC4AADAPfEJDSeGYVgdAnIhwzDkcDjIH7iE/IGryB0AAPIOihcAAAAAAMCtUbyAE5vNZnUIyIVsNpvsdjv5A5eQP3AVuQMAQN7Bgp0weXt7y263Wx0GciG73a6goCCrw0AuRf7AVbfKnXQjQ542fk8DAMC9gOIFnEz8bpmOXjxjdRgAANyVMkVLKiais9VhAACALELxAk6OXjyj386ftDoMAAAAAABMjKW8B8TFxSk2NpbHDAIAAAAA7kkUL+4BcXFxmj59OsULAAAAAMA9ieIFAAAAAABwaxQvLPbhhx+qcePGqlatmp588knt379fgYGBWrlypdln5cqVevTRRxUSEqIGDRpoypQpSk9PN/eNHDlSkhQREaHAwEBFRUVZci8AAAAAAGQHFuy00IYNGzRmzBh17NhR0dHRiouL03PPPefU591339Ubb7yhnj17KiYmRocOHTKLF8OGDVOjRo00YMAAzZo1S++8846KFCkib29va24IAAAAAIBsQPHCQrNmzVKdOnU0fvx4SVKDBg2Ulpamt99+W5J0+fJlTZs2TU899ZReeOEFSVK9evXk5eWliRMnqk+fPvL19VWZMmUkSVWqVJGvr681NwMAAAAAQDZh2ohF0tPTFRcXl2mKR5MmTczXu3fvVnJyslq0aKG0tDTzp27durpy5Yp+/fXXnA4bAAAAAIAcx8gLiyQmJiotLS3TSAk/Pz/z9fnz5yVJjz322HXPcerUqewLEAAAAAAAN0HxwiK+vr7Kly+fEhMTndoTEhLM18WKFZMkTZ8+Xf7+/pnOUbp06ewNEgAAAAAAN0DxwiKenp6qXLmyNmzYoJ49e5rt69evN1+HhYXJbrcrPj5ezZo1u+G5vLy8JEkpKSnZFzAAAAAAABaheGGhAQMGaODAgXr55ZfVokUL7d+/X59++qkkycPDQ0WLFtWQIUP0xhtvKD4+XrVq1ZKnp6eOHTumDRs2KDY2Vna7XeXKlZMkffDBB2ratKkKFCigwMBAC+8MAAAAAICsQ/HCQk2aNNGrr76qOXPmaNWqVapWrZpeffVV9e7dW4ULF5Yk9e7dW/fff7/effddLV68WPny5VOZMmXUqFEjc8RFUFCQBg8erOXLl+udd97RAw88oI0bN1p5awAAAAAAZBmKFxbr0qWLunTpYm4vX75cklSpUiWzrXXr1mrduvVNzzNo0CANGjQoe4IEAAAAAMBCFC8slJSUpOnTp6tOnToqVKiQ9u3bp9mzZ6tJkyYsxgkAAAAAwP+P4oWF8uXLp2PHjunzzz/XpUuXdN9996lt27YaNmyYZTGVKVrSsmsDAJBV+DwDAODeQvHCQoULF9acOXOsDsNJTERnq0MAACBLpBsZ8rR5WB0GAADIAnyiw5SSkiKHw2F1GMiFHA6H9u/fT/7AJeQPXHWr3KFwAQDAvYNPdTgxDMPqEJALGYYhh8NB/sAl5A9cRe4AAJB3ULwAAAAAAABujeIFnNhsNqtDQC5ks9lkt9vJH7iE/AEAAMCtsGAnTN7e3rLb7VaHgVzIbrcrKCjI6jCQS5E/cEWGkUHBCwCAPITiBZzM2PWBTlw+Y3UYAADcUKnCJfVM9a5WhwEAAHIQxQs4OXH5jI5cOGF1GAAAAAAAmPLMmhcLFy5Uo0aNVLlyZQ0cODBHr71t2zbNnj07U3tsbKzCwsJyNBYAAAAAAHKbPDHy4siRI5o4caKefvppNW7cWPfdd1+OXv+HH37QggUL1L9/f6f2jh07qmHDhjkaCwAAAAAAuU2eKF4cPnxYhmGoU6dOeuihh6wOx+Tv7y9/f3+rwwAAAAAAwK3d89NGYmJizBEPTZs2VWBgoFauXKnAwEAlJiY69W3btq1iYmKcjm3Tpo22bdumdu3aKTQ0VB06dNBPP/3kdFxGRobeffddtWzZUsHBwapXr56GDBmiS5cuKTY2VtOnT1dycrICAwMVGBio7t27S7r+tJETJ05oyJAhCg8PV2hoqPr06aMDBw449YmKitK///1vffDBB2rcuLHCw8M1cODATPcDAAAAAMC94J4feTFw4ECVK1dOkydP1vTp01WiRAnt2LHjto8/e/asxo8fr759+6pIkSJ68803NWjQIK1bt05eXl6SpHHjxmnZsmXq2bOn6tWrpz///FObNm1ScnKyOnbsqPj4eH3++edatGiRJKlw4cLXvdbly5fVvXt3eXh4aOzYscqfP79mzZqlbt26adWqVXrggQfMvhs3btQff/yh0aNH6/z585owYYLGjRunKVOm3MW7BQAAAACA+7nnixdlypRRQECAJKly5coqXbq0fv/999s+/sKFC1q8eLEqVKggSbLb7erRo4f27NmjGjVq6PDhw1q6dKmef/559evXzzwuOjrafO3v7y8PDw+Fhobe9ForV67UyZMn9cUXX6hcuXKSpJo1a6px48ZatGiR06gQwzA0a9YseXt7S/prxMacOXOUkZEhD497fkANAAAAACAP4VvuLZQsWdIsXEhS+fLlJUmnT5+WJH3//fcyDEMdOnS462vt2LFDFSpUMAsXkuTj46O6detq586dTn1r1qxpFi4kqVy5ckpNTVVCQsJdxwEAAAAAgDuheHELRYsWddq+NlXk6tWrkqSkpCTly5dPfn5+d32tixcvqnjx4pna/fz8dOHChZvGda2QcS0uAAAAAADuFXmyeJE/f35JUmpqqlP7xYsX7/hcPj4+SktLy5IRD8WKFbvueRISElSsWLG7Pj8AAAAAALlRnixe3H///ZLktPbFoUOHdOrUqTs+V506dWSz2fTxxx/fsI+Xl5dSUlJuea7w8HAdPHjQKa4LFy5o69atCg8Pv+PYAAAAAAC4F9zzC3ZeT7Vq1fTAAw/o9ddf19ChQ3X58mXNnTtXPj4+d3yugIAAPf7443r77bd14cIFRURE6MqVK9q0aZMGDx6s+++/X+XKlVNaWpoWLVqksLAwFS5cWI888kimc7Vv314LFy5Uv3799Nxzz5lPG8mXL5969uyZBXcOAAAAAEDukyeLF15eXpo+fbpeffVVPfvssypTpoxeeuklTZw40aXzjR49WqVLl9by5cu1aNEi+fj4qGbNmipUqJAkqXHjxnriiSc0d+5cJSQkqGbNmnr//fcznadw4cJ6//33NXHiRL3yyivKyMhQ9erVtXjxYqfHpAIAAAAAkJfYDMMwrA4C1tu3b58kaen59Tpy4YTF0QAAcGMPFyul1yOfl8Ph0P79+1W5cmUVLFjQ6rCQyyQnJysuLo78gUvIH7iK3HF27XtoSEjILfvmyTUvAAAAAABA7pEnp43gxkoVLml1CAAA3BSfVQAA5D0UL+DkmepdrQ4BAIBbyjAyrA4BAADkIKaNwJSSkiKHw2F1GMiFrs07J3/gCvIHrvCweYhluwAAyDsoXsAJ/xGEKwzDkMPhIH/gEvIHAAAAt0LxAgAAAAAAuDWKF3Bis9msDgG5kM1mk91uJ3/gEvIHAAAAt8KCnTB5e3vLbrdbHQZyIbvdrqCgIKvDQC5F/sAVGUYGBS8AAPIQihdwsnj/Qp3+M97qMAAAuKH7C/mrW1Avq8MAAAA5iOIFnJz+M14nLh+3OgwAAAAAAEx5es2L7t27q1+/fuZ2bGyswsLCsvw6cXFxio2NzfQYwJUrVyowMFCJiYlZfk0AAAAAAO4Vebp48U8dO3bUokWLsvy8cXFxmj59eqbiRaNGjbRs2TIVLVo0y68JAAAAAMC9gmkjf+Pv7y9/f/8cu56vr698fX1z7HoAAAAAAORGbjXyYvfu3erfv7/q16+v0NBQtW3bVp9++qm5f9u2bQoMDNQ333yjQYMGKTQ0VPXr19fs2bOdznNt+sfevXvVoUMHhYSEqGXLlvr6669vev3rTRu5ePGixo0bp8jISAUHBysqKkpvvvmmuX/Tpk168sknFRERoerVq6tjx47avHmzuX/lypUaOXKkJCkiIkKBgYGKiooy9/1z2khSUpJGjhyp2rVrq2rVqnr88ce1fft2p5iuTXdZs2aNoqOjFRYWph49eujo0aO38S4DAAAAAJC7uNXIi5MnT6p69erq0qWLvL29tWvXLr388ssyDEOPPfaY2e+VV15R69atFRsbq61bt2rKlCkqVqyYunTpYvZJTU3V888/r969e6t06dJaunSpBg0aZBYMbkdKSop69uypEydO6JlnnlHFihUVHx+vnTt3mn2OHz+uxo0bq3fv3vLw8NDmzZvVt29fLVq0SLVr11ajRo00YMAAzZo1S++8846KFCkib2/v614vPT1dTz/9tI4dO6Zhw4apePHiev/99/Xkk0/qww8/VHBwsNk3Li5OiYmJGjZsmNLT0zVx4kQNHz5cy5Ytu9O3HQAAAAAAt+ZWxYvWrVubrw3DUM2aNXX69GktW7bMqXhRp04dvfjii5KkBg0aKCEhQbNmzVLnzp3l4fHXYJLU1FQNGDBAHTp0kCTVr19fzZs315w5c/TWW2/dVjyffvqp9u/frw8//NBpRMbfY+nWrZv5OiMjQ7Vr19Zvv/2mjz76SLVr15avr6/KlCkjSapSpcpNp4ls2rRJe/fu1TvvvKMGDRpkijs2Ntbse+nSJX366afm+ZKTkzVy5EjFx8fn6NQXAAAAAACym1sVLy5cuKDY2Fht2LBBp0+fVnp6uiTJx8fHqV+zZs2ctqOjo/XZZ58pPj5eDz744HX7eXp6qmnTplq/fv1tx/Pdd9+pXLlyN30CSXx8vKZMmaKtW7fq7NmzMgxD0l+Fiju1Y8cOFS5c2CxcSJKXl5eaNWumzz//3KlvpUqVnAoh5cuXN+OheAEAAAAAuJe4VfEiJiZGu3fv1jPPPKPy5curcOHCWrp0qb788kunfv8cvVC8eHFJ0tmzZ83ihZeXl4oVK+bUz8/PT2fPnr3teJKSklSyZMkb7s/IyNCAAQN06dIlDRkyRGXLlpXdbte0adN06tSp277ONRcvXpSfn1+m9uLFi+vChQtObf98QomXl5ck6erVq3d8XQAAAAAA3JnbFC+uXr2qTZs2KSYmRt27dzfblyxZkqnv3xe4lKRz585JkkqUKGG2paam6sKFC04FjISEBKc+t+Lj46MDBw7ccP8ff/yh/fv3a8aMGWratKnZfuXKldu+xt8VK1ZMCQkJmdrPnTuXqRADAAAAAEBe4TZPG0lJSVFGRoY5gkCSLl++rI0bN2bqu27dOqfttWvXqmTJkpmmS/y9X3p6utavX69q1arddkx169bVoUOHtGfPnuvuvzbK4e8xnzhxQrt373bqd21/SkrKTa8XHh6uy5cv63//+5/ZlpaWpvXr1ys8PPy24wYAAAAA4F7iNiMvihQpopCQEM2bN0++vr7Kly+f5s6dq8KFC2caafH999/rP//5j+rVq6ctW7bos88+0+jRo83FOqW/CgazZs3S1atXzaeNxMfHa8aMGbcdU9u2bbVkyRL17dtXgwYNUoUKFXT69Gnt2LFD48aN0yOPPCJ/f3+9+eabysjIUHJysqZNm5Zpqkm5cuUkSR988IGaNm2qAgUKXPeJJ40aNVLVqlU1fPhwDR061HzayJkzZzRt2rQ7eTsBAAAAALhnuE3xQpLefPNNjR49WjExMfLx8VH37t2VnJysBQsWOPX797//rWXLlmnp0qUqVKiQnn32WXXt2tWpj5eXl9566y2NHTtWBw8eVOnSpTVt2jRVqlTptuPx9vbWwoULNWXKFM2ZM0dJSUny9/c3n4ri7e2t2NhY/fvf/9azzz6rBx54QAMGDND333+vn376yTxPUFCQBg8erOXLl+udd97RAw88cN0RJZ6enpo7d64mTZqkN954Q8nJyapSpYoWLFjg9JhUAAAAAADyEptx7fEYucC2bdvUo0cPrVixQiEhITfsFxsbqwULFmSavoEb27dvnyTpqytf6MTl4xZHAwDAjZUqXFpDa8bI4XBo//79qly5sgoWLGh1WMhlkpOTFRcXR/7AJeQPXEXuOLv2PfRm3++vcZs1LwAAAAAAAK6H4gUAAAAAAHBrbrXmxa3Url37po8uvWbw4MEaPHhwDkR077m/kP+tOwEAYCE+qwAAyHtyVfEC2a9bUC+rQwAA4JYyjAyrQwAAADmIaSMwpaSkyOFwWB0GcqFri+aRP3AF+QNXeNg8lIvWHAcAAHeJ4gWc8B9BuMIwDDkcDvIHLiF/AAAAcCsUL+DEZrNZHQJyIZvNJrvdTv7AJeQPAAAAboU1L2Dy9vaW3W63OgzkQna7XUFBQVaHgVyK/MGdyDAy5GHjdy8AAOQ1FC/g5LNfZulc8kmrwwAAIJPiBR9U20oDrA4DAABYgOIFnJxLPqnTf/5hdRgAAAAAAJgYd3kDMTExatOmjSRp5cqVCgwMVGJioiTp+PHjCgwM1Jo1a6wMEQAAAACAPIHixW1o1KiRli1bpqJFi1odCgAAAAAAeQ7TRm6Dr6+vfH19s+RcV65cUYECBVw61jAMpaamytvbO0tiAQAAAAAgN2DkxW3457SRaxwOh1566SWFh4erVq1amjBhgtLS0jIdt3v3bj355JMKDQ3VpEmTJEkLFizQ//3f/yk8PFwRERHq16+fDh8+7HT+a1NXvvnmG/3rX/9SSEiINmzYoHr16mnKlCmZ4nzuuefUoUOHbHgHAAAAAACwDsWLu/DWW2/JMAxNnTpVffr00eLFizV16tRM/YYOHao6depo9uzZatu2rSQpPj5e3bp108yZMzV+/HhlZGTo8ccfV1JSktOxZ86c0fjx49WrVy/NmzdPQUFBeuyxx/Tpp58qIyPD7JeUlKQNGzZQvAAAAAAA3HOYNnIXypQpowkTJkiSGjRooCtXrujdd9/V008/rWLFipn9Hn/8cfXt29fp2Jdeesl8nZ6ernr16ikiIkJr165V586dzX0XLlzQvHnzVK1aNbOtY8eOeuedd/Ttt9+qYcOGkqTVq1fLw8PDXGQUAAAAAIB7BSMv7kKzZs2ctqOjo+VwOHTw4EGn9kaNGmU69scff9STTz6p2rVrKygoSNWqVVNycrKOHDni1M/Hx8epcCFJZcuWVa1atfTxxx+bbStXrlR0dLQKFy58dzcFAAAAAICboXhxF/65iGfx4sUlSWfPnr1u+zUnT55U7969lZ6errFjx2rp0qVasWKF/Pz8dPXq1Zsee02nTp20ceNGJSYm6pdfftH+/fv1f//3f3d7SwAAAAAAuB2mjdyFfy7gee7cOUlSiRIlbnrct99+q+TkZE2fPt18/GpaWpouXLiQqa/NZrvuOZo3b65x48Zp1apVOn78uMqUKaNatWq5chsAAAAAALg1Rl7chXXr1jltr127Vna7XRUrVrzpcVeuXJHNZlO+fP+vdvTll186PankVry9vdW2bVstX75cq1evVvv27W9Y6AAAAAAAIDdj5MVdOHr0qEaOHKlWrVpp//79mjt3rnr27Om0WOf11KlTR5I0cuRIPf744/r111/17rvvmqMwblenTp20aNEieXp6qn379i7fBwAAAAAA7oyRF3fh+eefl2EYevbZZ/XOO+/oiSee0PPPP3/L4wIDAzVhwgT9/PPP6tevn7744gu9/fbbKlKkyB1dv3z58nr44YdVr1493X///a7eBgAAAAAAbs1mGIZhdRBwzdGjR9W8eXO9/fbbio6Ovqtz7du3T5L0Q+pHOv3nH1kRHgAAWer+QmXVp/o4czs5OVlxcXGqXLmyChYsaGFkyI3IH9wN8geuInecXfseGhIScsu+TBvJhc6fP6/Dhw9rxowZevDBB9WkSROrQwIAAAAAINswbSQX+vrrr/XEE0/o+PHjeuONN5wW/gQAAAAA4F7Dt95cqH379tm2QGfxgg9my3kBALhbfEYBAJB3UbyAk7aVBlgdAgAAN5RhZMjDxsBRAADyGj79YUpJSZHD4bA6DORCDodD+/fvJ3/gEvIHd4LCBQAAeRP/A4ATHj4DVxiGIYfDQf7AJeQPAAAAboXiBZzYbDarQ0AuZLPZZLfbyR+4hPwBAADArbDmBUze3t6y2+1Wh4FcyG63KygoyOowkEuRP7gTrHkBAEDeRPECTjb++qaSHMesDgMAgEx87A8pqsJQq8MAAAAWoHgBJ0mOY0r483erwwAAAAAAwMS4SwAAAAAA4NYoXgAAAAAAALdG8QIAAAAAALg1ihcAAAAAAMCtUbzIYV999ZXatm2rkJAQ1a9fXxMmTNDVq1clSdu2bVNgYKC2bNmioUOHKiwsTI0bN9a8efMynWf37t3q0aOHQkNDFR4erqFDhyohISGnbwcAAAAAgGxH8SIHbdiwQUOGDFH58uU1Y8YMPfXUU/rwww81fPhwp35jxozRww8/rBkzZqhx48aaPHmyNm/ebO7fvXu3unfvriJFimjKlCkaN26c9u3bp4EDB+b0LQEAAAAAkO14VGoOmj59ukJDQ/Xmm29KkiIjI2W32zV69GgdOHDA7Ne8eXMNHjxYkhQREaFNmzZp7dq1ioyMlCS9+eabCg4O1vTp02Wz2SRJFStWVJs2bfTNN9+oYcOGOXxnAAAAAABkH0Ze5JA///xTcXFxio6Odmpv1aqVJGnnzp1mW/369c3XNptN5cqVU3x8vCTJ4XBo165datGihdLT05WWlqa0tDQ9/PDDeuCBB7Rv374cuBsAAAAAAHIOIy9yyKVLl2QYhvz8/JzaixQpIm9vb124cMGp7e+8vLx06dIlSdLFixeVnp6uCRMmaMKECZmuc+rUqWyIHgAAAAAA61C8yCFFihSRzWZTYmKiU/ulS5eUkpKiYsWK3dF5+vXrp6ZNm2baf99992VJvAAAAAAAuAuKFzmkUKFCqly5stasWaNevXqZ7V9++aUkKTw8XElJSbc8T8GCBRUaGqrff/9dISEh2RQtAAAAAADugzUvctCgQYP0448/atiwYdq8ebMWLVqk119/XdHR0QoMDLzt84wYMUKbNm3Sc889p3Xr1mnbtm367LPP9OKLL2rbtm3ZeAcAAAAAAOQ8Rl7koCZNmujtt9/WjBkzNHDgQPn4+KhTp04aOnToHZ2nevXqWrJkiWJjYzVy5EilpqbK399fderUUdmyZbMpegAAAAAArEHxIodFR0dneuLINbVr13Z6ZOo1M2fOzNQWEhKiuXPnZnl8AAAAAAC4G6aNAAAAAAAAt8bICzjxsT9kdQgAAFwXn1EAAORdFC/gJKrCna2/AQBATsowMuRhY+AoAAB5DZ/+MKWkpMjhcFgdBnIhh8Oh/fv3kz9wCfmDO0HhAgCAvIn/AcCJYRhWh4BcyDAMORwO8gcuIX8AAABwKxQv4MRms1kdAnIhm80mu91O/sAl5A8AAABuhTUvYPL29pbdbrc6DORCdrtdQUFBVoeBXIr8wY0YRrpsNk+rwwAAAG6A4gWc7Pzt37rk+MPqMAAAeVwRe1mFlx9tdRgAAMBNULyAk0uOP3Qh+aDVYQAAAAAAYGLNCwAAAAAA4NYoXuRyFy9eVGxsrH777TerQwEAAAAAIFtQvMjlLl68qOnTp1O8AAAAAADcsyheAAAAAAAAt0bxIgvs2LFDgYGBOnr0qNnWv39/BQYG6tdffzXbXnjhBfXt21eSNHnyZD366KMKCwtTgwYN9MILL+jMmTNO5+3evbv69eunNWvWKDo6WmFhYerRo4d5nePHj6tJkyaSpGeffVaBgYEKDAzU8ePHs/uWAQAAAADIMRQvskDVqlWVP39+bd++XZKUkZGhnTt3OrVJ0vbt21WjRg1JUkJCgvr166c5c+Zo1KhROnHihLp37660tDSnc8fFxWn+/PkaNmyYJkyYoKNHj2r48OGSpJIlS2r69OmS/iqMLFu2TMuWLVPJkiVz4rYBAAAAAMgRPCo1C3h7e6tq1arasWOH/u///k8HDhyQw+FQ+/bttX37dj3xxBP6448/dObMGdWsWVOSNGHCBPP49PR0hYWFKTIyUt9//73q169v7rt06ZI+/fRT+fr6SpKSk5M1cuRIxcfHy9/fX5UrV5YklS1bVqGhoTl30wAAAAAA5BBGXmSRGjVqmKMstm/fruDgYEVGRjq12e12BQcHS5K++eYbPf744woPD1dQUJAiIyMlSUeOHHE6b6VKlczChSSVL19ekhQfH5/dtwQAAAAAgFugeJFFatWqpWPHjun06dPasWOHatSooRo1aujcuXM6cuSIduzYoWrVqsnLy0t79+7VwIEDVbJkSU2aNEnLli3TRx99JEm6evWq03mLFi3qtO3l5XXdfgAAAAAA3KuYNpJFQkND5eXlpe3bt5vTR3x8fFShQgVt375d27dvV7t27SRJ69evV+HChTV16lR5ePxVPzpx4oSF0QMAAAAA4L4YeZFFChYsqKCgIC1btkxJSUkKDw+XJNWsWVOrVq3S8ePHzcU6r1y5Ii8vL9lsNvP41atXu3RdRmIAAAAAAO51FC+yUI0aNfTDDz+oUqVKKly4sFObl5eXwsLCJEn16tXT2bNnNW7cOH333XeaOXOmPvnkE5euWaJECRUtWlRffPGFdu7cqX379iklJSXL7gkAAAAAAKtRvMhCtWrVkiRzhIUk8+kiwcHBKlCggCSpYcOGGjZsmDZs2KABAwZox44dmjNnjkvX9PDw0IQJE3T8+HH16tVLHTp00JkzZ+7yTgAAAAAAcB82wzAMq4OA9fbt2ydJStBUXUg+aHE0AIC8rljBimoUMv+mfZKTkxUXF6fKlSurYMGCORQZ7hXkD+4G+QNXkTvOrn0PDQkJuWVfRl4AAAAAAAC3xtNG4KSIvazVIQAAwOcRAABwQvECTsLLj7Y6BAAAJEmGkS6bzdPqMAAAgBtg2ghMKSkpcjgcVoeBXMjhcGj//v3kD1xC/uBGKFwAAIBrKF7ACeu3whWGYcjhcJA/cAn5AwAAgFuheAEnNpvN6hCQC9lsNtntdvIHLiF/AAAAcCuseQGTt7e37Ha71WEgF7Lb7QoKCrI6DORS5E/exroWAADgdlC8gJNfD70sx5XDVocBAMgD7AUCVKHceKvDAAAAuQDFCzhxXDms5ORfrA4DAAAAAAATa14AAAAAAAC3RvHiHlGjRg3FxsZaHQYAAAAAAFmO4gUAAAAAAHBrFC8AAAAAAIBbo3iRRbp3765+/fo5tcXFxSkwMFDbtm2TJK1YsUKtW7dW1apVVbt2bXXp0kV79+41+xuGofnz5ys6OlrBwcFq0qSJFi5cmOla69evV4sWLRQSEqIOHTo4nQMAAAAAgHsNTxvJIdu3b9eoUaPUu3dvNWzYUFeuXNHevXt16dIls89rr72m5cuXq3///qpWrZp27dqlyZMnK3/+/OrSpYukvwoiQ4YMUWRkpEaOHKnjx4/rueeeU0pKilW3BgAAAABAtqJ4kUP27t0rHx8fvfjii2Zbo0aNzNdHjx7V4sWLNXbsWHXu3FmSVLduXV25ckUzZsxQ586d5eHhoblz5+qBBx7QjBkz5OnpKUnKnz+/Ro0alaP3AwAAAABATmHaSA4JCgpSUlKSYmJitGXLFjkcDqf9W7dulSQ1b95caWlp5k/dunV19uxZnTp1SpK0Z88eNW7c2CxcSFKLFi1y7kYAAAAAAMhhjLzIIREREZo0aZLee+899enTR/nz51d0dLReeukl+fj46Pz58zIMQ3Xq1Lnu8adOnVKpUqV09uxZ+fn5Oe0rXLiw8ufPnxO3AQAAAABAjqN4kUW8vb2Vmprq1HbhwgWn7bZt26pt27ZKTEzUhg0bNGHCBOXLl0+vv/66ihUrJpvNpiVLlsjLyyvT+QMCAiRJJUqUUEJCgtO+y5cv6+rVq1l8RwAAAAAAuAeKF1nE399fW7dulWEYstlskqQtW7Zct6+vr686duyozZs36/fff5f018gMSUpKSlJUVNQNr1O1alV9/fXXGjlypDl1ZM2aNVl5KwAAAAAAuBWKF1kkOjpaK1as0Lhx49S0aVPt2rVLa9euNfdPmzZNSUlJqlWrlvz8/HTw4EF9++236tWrl6S/RlZ07dpVI0aMUJ8+fVStWjWlpqbqyJEj2rZtm2bOnClJ6tu3rzp06KBnnnlGXbp00fHjxzV//nymjQAAAAAA7lkUL7JIZGSkhg8frsWLF+uTTz5RZGSkxo4daxYnQkJCtGjRIn355Ze6fPmy/P391adPHw0YMMA8x8svv6yAgAAtW7ZMM2bMUKFChRQQEOC0IGdQUJDefvttTZ48WYMGDVKFChU0ZcoU9enTJ6dvGQAAAACAHEHxIgs99dRTeuqpp5zaDhw4YL5u3LjxTY+32Wzq1q2bunXrdtN+zZo1U7NmzZzaduzYcYfRAgAAAACQO/CoVAAAAAAA4NYYeQEn9gIBVocAAMgj+MwBAAC3i+IFnFQoN97qEAAAeYhhpMtm87Q6DAAA4OZshmEYVgcB6+3atUuGYcjLy8t81CtwuwzDUFpamvLly0f+4I6RP3CVYRhKTU3lswsuIX9wN8gfuIrccZaSkiKbzabq1avfsi8jLyBJ5l8c/gLBFTabTV5eXlaHgVyK/IGrbDabvL29rQ4DuRT5g7tB/sBV5I4zm812299BGXkBAAAAAADcGk8bAQAAAAAAbo3iBQAAAAAAcGsULwAAAAAAgFujeAEAAAAAANwaxQsAAAAAAODWKF4AAAAAAAC3RvECAAAAAAC4NYoXAAAAAADArVG8AAAAAAAAbo3iBQAAAAAAcGsULwAAAAAAgFujeAEAAAAAANwaxYs87tChQ3ryyScVGhqqevXqadKkSUpJSbE6LLiZL7/8UgMGDFBkZKRCQ0PVtm1brVixQoZhOPVbvny5oqOjFRISon/961/6+uuvLYoY7uzPP/9UZGSkAgMDtW/fPqd95BBu5JNPPlG7du0UEhKi2rVr66mnntKVK1fM/Rs3btS//vUvhYSEKDo6Wh9//LGF0cJdbNiwQR07dlRYWJjq16+vZ599VseOHcvUj3978Mcff2j06NFq27atgoKC1KZNm+v2u51cuXTpkl566SXVqlVLYWFhGjJkiM6cOZPdtwAL3Sp/Ll++rNjYWHXo0EE1atRQ3bp11b9/fx04cCDTucifG6N4kYdduHBBPXv2VGpqqmJjY/X888/ro48+0sSJE60ODW5m4cKFstvtiomJ0axZsxQZGalXXnlFM2bMMPt88cUXeuWVV9SyZUvNmzdPoaGhGjRokH788UfrAodbmjlzptLT0zO1k0O4kVmzZmncuHFq1aqV5s+fr3//+98qXbq0mUc7duzQoEGDFBoaqnnz5qlly5YaNWqU1qxZY3HksNK2bds0aNAglS9fXjNmzNBLL72kX375Rb1793YqfPFvDyTp119/1TfffKOyZcuqXLly1+1zu7ny3HPPacuWLXr11Vc1efJkHT58WE8//bTS0tJy4E5ghVvlz8mTJ7Vs2TLVq1dPU6dO1bhx43Tp0iV17txZhw4dcupL/tyEgTxr9uzZRmhoqHH+/Hmz7cMPPzQqV65sxMfHWxcY3E5CQkKmtpdfftmoXr26kZ6ebhiGYTRv3tx44YUXnPp07tzZeOqpp3IkRuQOv/32/7V3/0E15eEfwN+VfujmarWmuBUVpR+o0FWZkNaU7LIJMYSsrmUX0aJFlm3WLu1agywZ02YNgzWabNuOtYptm8aPxVA7q1ukjJjQvXVF6Xz/8O18HbfS+lG3b+/XTDPu8/ncc57MM+fc+3TO5xQL3t7ewsGDBwVXV1fhypUr4hhriJqjVqsFDw8PIScnp8U5MTExwvTp0yWx5cuXC2FhYW87PTJg69atE4KDg4XGxkYxlp+fL7i6ugrnzp0TYzz2kCAI4ucZQRCEVatWCeHh4Xpz2lIrFy9eFFxdXYWzZ8+KMbVaLbi5uQm//PLLW8icDMHL6qe2tlbQ6XSSWE1NjeDn5yds3LhRjLF+WscrL7qwM2fOwN/fH9bW1mIsLCwMjY2NyMvL67jEyOD06tVLL+bu7o6amhrodDrcunULN27cQFhYmGTOhAkTkJ+fz1uRSJSUlISoqCg4OTlJ4qwhasmxY8dgb2+P0aNHNzv+5MkTFBQUIDQ0VBKfMGEC1Go1ysvL2yNNMkANDQ2QyWQwMjISYz169AAA8bZHHnuoibFx61+L2lorZ86cgVwuR2BgoDjH2dkZ7u7uOHPmzJtPnAzCy+rH0tIS3bt3l8RkMhkcHR0lt4SwflrH5kUXVlJSAmdnZ0lMLpejd+/eKCkp6aCsqLO4cOECbG1tYWVlJdbLi19IXVxcUF9f3+z9xdT1ZGdn499//8XixYv1xlhD1JLLly/D1dUVKSkp8Pf3h5eXF6KionD58mUAQFlZGerr6/XOZ02X7fJ81nVFRERArVbjwIED0Gq1uHXrFr777jt4eHjA19cXAI891HZtrZWSkhI4OTlJmmbAsy+gPB7R8zQaDa5fvy45f7F+WsfmRRem0Wggl8v14j179kR1dXUHZESdxfnz55GVlYWYmBgAEOvlxXpqes16okePHuHrr79GXFwcrKys9MZZQ9SSe/fu4c8//0RGRgbWr1+PnTt3wsjICDExMaiqqmLtUIuGDx+OHTt24Ntvv8Xw4cMREhKCqqoqpKamwsTEBACPPdR2ba0VjUYjXuHzPH6+phdt2bIFRkZGmDFjhhhj/bSOzQsi+k/u3LmDuLg4KJVKREdHd3Q61Ens2rULNjY2mDJlSkenQp2MIAjQ6XTYtm0bQkNDMXr0aOzatQuCIOCnn37q6PTIgF28eBErV67EtGnT8OOPP2Lbtm1obGxEbGysZMFOIqL29vPPP+Pw4cNITEyEnZ1dR6fTabB50YXJ5XJotVq9eHV1NXr27NkBGZGh02g0WLBgAaytrbF9+3bx/r6menmxnjQajWScuqaKigrs27cPS5YsgVarhUajgU6nAwDodDrU1tayhqhFcrkc1tbWGDRokBiztraGh4cHiouLWTvUoqSkJIwcORKrV6/GyJEjERoaij179qCwsBAZGRkAeP6itmtrrcjlctTU1Oi9n5+vqUlubi4SExOxaNEifPjhh5Ix1k/r2Lzowpq7d0qr1eLevXt69w4T1dXVQaVSQavVYu/evZJL2prq5cV6KikpgampKRwcHNo1VzIs5eXlqK+vR2xsLEaMGIERI0Zg4cKFAIDo6GjMmzePNUQtGjBgQItjjx8/hqOjI0xNTZutHQA8n3VharVa0vQCADs7O7zzzjsoKysDwPMXtV1ba8XZ2RmlpaXiorBNSktLeTwiXLp0CUuXLsXkyZOxdOlSvXHWT+vYvOjCgoKC8Ndff4kdY+DZgnrGxsaSFW6JGhoasGzZMpSUlGDv3r2wtbWVjDs4OKB///7Izs6WxLOysuDv7w8zM7P2TJcMjLu7O9LT0yU/CQkJAIANGzZg/fr1rCFq0dixY/Hw4UMUFRWJsQcPHuDatWvw9PSEmZkZlEolfvvtN8n7srKy4OLiAnt7+/ZOmQxE3759UVhYKIlVVFTgwYMHUCgUAHj+orZra60EBQWhuroa+fn54pzS0lIUFhYiKCioXXMmw1JcXAyVSoWRI0diw4YNzc5h/bSuW0cnQB0nKioK+/fvx+LFi6FSqVBZWYnNmzcjKipK78spdW0bNmzA6dOnsXr1atTU1ODSpUvimIeHB8zMzPDpp58iPj4ejo6OUCqVyMrKwpUrV3hPOkEul0OpVDY75unpCU9PTwBgDVGzQkJCMHjwYCxZsgRxcXEwNzfHnj17YGZmhpkzZwIAPv74Y0RHR+OLL75AWFgYCgoKcOLECWzdurWDs6eOFBUVha+++gpJSUkIDg7Gw4cPxfV3nn/cJY89BDxbWDo3NxfAsyZXTU2N2Kjw8/NDr1692lQrPj4+GDVqFD7//HOsWrUK5ubm2Lp1K9zc3DB+/PgO+d3o7XtZ/QiCgPnz58Pc3Bxz5szB1atXxfdaWVmJVxmyflpnJLx4TQp1KWq1Gl9++SX+/vtvyGQyTJo0CXFxcfxLA0kEBwejoqKi2bFTp06Jf9k8cuQIUlNTcfv2bTg5OWH58uUYO3Zse6ZKnURBQQGio6Nx9OhRDB48WIyzhqg59+/fx6ZNm3D69GnU19dj+PDhSEhIkNxScurUKXz//fcoLS1F3759ERsbi8jIyA7MmjqaIAg4dOgQDh48iFu3bkEmk8Hb2xtxcXHio3Sb8NhD5eXlGDduXLNj6enpYhO+LbWi1WqxadMmnDx5Eg0NDRg1ahTWrl3LPw7+P/ay+gHQ4kL3fn5+2L9/v/ia9dMyNi+IiIiIiIiIyKBxzQsiIiIiIiIiMmhsXhARERERERGRQWPzgoiIiIiIiIgMGpsXRERERERERGTQ2LwgIiIiIiIiIoPG5gURERERERERGTQ2L4iIiIiIiIjIoLF5QUREREREREQGrVtHJ0BERERdj5ubW5vmpaenQ6FQYNy4cc2ODx06FIcPH251G7Nnz8aDBw9w4sQJMRYcHIyKigoAgJGREaysrNCnTx94e3sjMjISQ4cObXPO7777LvLy8lrNoby8HDt37sS5c+dQWVkJuVyO/v37Q6lUYsmSJa2+l4iIiNi8ICIiog6wefNmyeuMjAzk5eXpxV1cXFBXVwcAmDhxIoKCgiTjvXr1euUc3N3dMW/ePABAbW0tSkpKkJ2djcOHD2Pu3LlISEjQe09gYCAmTZokiVlYWLS6n5s3byIyMhLm5uaYMmUK7O3tcffuXRQWFiI1NZXNCyIiojZg84KIiIja3YsNgMuXLyMvL08vDjy7agEAPDw8mh1/Vba2tnrbi4+Px4oVK5CWloZ+/fph5syZkvH+/fv/5xzS0tKg0+lw/PhxKBQKyVhVVdWrJf+KdDodLC0t23WfREREbwLXvCAiIiL6XxYWFti8eTOsra3xww8/QBCE195mWVkZbG1t9RoXAGBjY6MXy83NxaxZs+Dj4wNfX19MmTIFmZmZkjm//vorIiIiMGTIECiVSsTHx6OyslIyZ/Xq1fDx8UFZWRkWLFgAHx8fxMfHAwAaGxuRlpaG8PBwDB48GAEBAUhMTER1dfVr/75ERERvA5sXRERE1Ck8evQI9+/fl/zU19e/8f3IZDKEhISgsrISxcXFkrHHjx/r5fDkyZNWt6dQKHDnzh3k5+e/dN/Hjh2DSqVCdXU1VCoVVqxYAXd3d5w9e1YyZ9myZTA2Nsby5csxbdo0nDx5EjNmzIBGo5Fsr6GhAfPnz4eNjQ1WrVqF8ePHAwASExOxZcsW+Pr6Ys2aNYiIiEBmZibmz5//Vv5PiYiIXhdvGyEiIqJOYfv27di+fbsklp6eDqVS+cb3NXDgQADPrppo+jcAHD16FEePHpXM3bRpEyIiIlrc1uzZs5GRkYG5c+fC3d0dI0aMgFKpRGBgILp37y7O02q1SEpKwpAhQ7B//36Ym5uLY01XgNTX1yM5ORmurq44cOCAOGfYsGFQqVRIS0uTrKHx5MkThIaGYsWKFWLs/PnzOHLkCJKTk/H++++LcaVSiY8++gjZ2dmSOBERkSFg84KIiIg6henTpyM0NFQSGzRo0FvZl0wmA/BsIc/njRs3DrNmzZLEBgwY0Oq2Bg4ciOPHjyMlJQU5OTkoKipCeno6LC0tkZCQgGnTpgEA8vLyUFtbi9jYWEnjAnj2RBQAuHr1KqqqqvDJJ59I5owZMwbOzs7IycnRWwB0xowZktfZ2dno0aMHAgMDcf/+fTHu6ekJS0tLFBQUsHlBREQGh80LIiIi6hT69euHgICAZsdqa2uh0+nE1yYmJq/1JJKmpkVTE6OJnZ1dizm0xsnJCVu2bMHTp09RXFyMnJwc7N27F+vWrYO9vT0CAgJQVlYGAJIrPV50+/ZtcXsvcnZ2xoULFySxbt26wc7OThK7efMmtFot/P39m91Hey8iSkRE1BZsXhAREVGnt2/fPuzYsUN8rVAo8Mcff7zy9q5fvw7gWcPkTTIxMYGbmxvc3Nzg7e2N6OhoZGZmvlJDpC3MzMxgbCxd4qyxsRE2NjZITk5u9j2v0/QhIiJ6W9i8ICIiok5v8uTJGDZsmPj6xdsu/ova2lr8/vvv6NOnD1xcXN5Ees3y8vICANy9excA4OjoCOBZ46Slpknfvn0BAKWlpXpXTpSWlorjrXF0dER+fj58fX1hYWHxyvkTERG1Jz5thIiIiDo9BwcHBAQEiD/PNzL+i7q6OqxcuRIPHz7EwoULxbUmXsf58+ebfYJHbm4ugP+7BWTUqFGQyWTYvXs3Hj9+LJnbtGCnl5cXbGxscOjQIclTTnJzc6FWqzFmzJiX5hMWFoanT58iJSVFb6yhoUHviSVERESGgFdeEBERUZdUWVmJjIwMAIBOp4NarUZ2djbu3buHmJgYREVFvZH9pKam4tq1a3jvvffg5uYGACgsLMTx48dhbW2NOXPmAACsrKyQkJCAtWvXIjIyEhMnToRcLsc///yDuro6fPPNNzA1NUV8fDwSEhIwa9YshIeHo6qqCunp6VAoFJg7d+5L8/Hz88P06dOxe/duFBUVITAwEKamprhx4ways7OxZs0avYVRiYiIOhqbF0RERNQlFRUVYeXKlTAyMoJMJkOfPn0wduxYTJ06FUOGDHlj+1GpVDhx4gTOnTuHzMxM1NXVoXfv3ggPD8eiRYvg4OAgzp06dSpsbGywZ88epKSkoFu3bnB2dpY0JSIiImBhYYHU1FQkJyfD0tISISEh+OyzzyCXy9uU08aNG+Hl5YVDhw5h69atMDExgUKhwAcffABfX9839rsTERG9KUZC03WIREREREREREQGiGteEBEREREREZFBY/OCiIiIiIiIiAwamxdEREREREREZNDYvCAiIiIiIiIig8bmBREREREREREZNDYviIiIiIiIiMigsXlBRERERERERAaNzQsiIiIiIiIiMmhsXhARERERERGRQWPzgoiIiIiIiIgMGpsXRERERERERGTQ2LwgIiIiIiIiIoPG5gURERERERERGbT/AUSI0VOl5mI/AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Join all sentences into a single string\n", + "all_text = ' '.join(df['Cleaned Sentence'])\n", + "\n", + "# Create a wordcloud\n", + "wordcloud = WordCloud(width=800, height=400, background_color='white').generate(all_text)\n", + "\n", + "# Plot the wordcloud\n", + "plt.figure(figsize=(10, 6))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis('off')\n", + "plt.title('Wordcloud of Cleaned Sentences')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 446 + }, + "id": "K61GELmPIlAy", + "outputId": "637ecc34-f08c-4f32-9c13-f6a1d044042a" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Calculate the length of each sentence\n", + "df['Sentence Length'] = df['Cleaned Sentence'].apply(lambda x: len(x.split()))\n", + "\n", + "# Plot the distribution of sentence lengths\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(df['Sentence Length'], bins=30, kde=True, color='blue')\n", + "plt.title('Distribution of Sentence Lengths')\n", + "plt.xlabel('Sentence Length')\n", + "plt.ylabel('Frequency')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 563 + }, + "id": "ZvMzyY-QIpSE", + "outputId": "334d9986-399f-4217-917a-4b9587dfde8b" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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AAADg2QgKUC6WGQWUHgAAAACAZyIoQLlYZhSUVnpAUAAAAAAA7o+gAOVS1mKGrFEAAAAAAO6PoADlUlrpAWsUAAAAAIDnIChAuVB6AAAAAACejaAA5ULpAQAAAAB4NoIClIul9KDkjAJKDwAAAADAcxAUoFzKmlFAUAAAAAAA7o+gAA4rKpIMo/h7ggIAAAAA8EwEBXCYpexAKn0xQ9YoAAAAAAD3R1AAh1nKDiRujwgAAAAAnoqgAA67WFBA6QEAAAAAeA6CAjiM0gMAAAAA8HwEBXAYpQcAAAAA4PkICuAwS1BgMkleJUYOpQcAAAAA4DkICuAwS+lBybIDiaAAAAAAADwJQQEcZplRULLsQGKNAgAAAADwJAQFcNjFggLWKAAAAAAAz0FQAIdRegAAAAAAno+gAA6j9AAAAAAAPB9BARxmmVFA6QEAAAAAeC6CAjjMMqOA0gMAAAAA8FwEBXDYpUoPCAoAAAAAwP0RFMBhFys9YI0CAAAAAPAcBAVw2MVKD1ijAAAAAAA8B0EBHEbpAQAAAAB4PoICOMxSenCxxQyLiv5sAwAAAABwTwQFcNilZhRIrFMAAAAAAO6OoAAOu1hQYFmjQKL8AAAAAADcHUEBHHax0gOCAgAAAADwHC4VFBw8eFCzZ8/WzTffrPbt22vgwIE2+7Ozs7V06VLddttt6t69u66++mrde++92rt3r925srKyNHPmTPXo0UNRUVGaPHmyTpw4Yddux44dGjZsmDp37qzevXtr9erVMgzDpo1hGFq9erWuu+46de7cWcOGDdMPP/xQpa/dHVxsRkGdOn+GB5QeAAAAAIB7c6mg4Ndff9XmzZvVunVrhYaG2u0/evSo3nnnHcXExOi5557Tk08+qaysLA0bNkwHDhywaTtlyhRt3bpVc+bM0TPPPKPU1FSNHz9eBZZPuyoOJsaNG6egoCCtWrVKo0eP1pIlS7R27Vqbc61Zs0ZLlizRmDFjtGrVKgUFBWns2LE6fPhw9bwRLupiQYHELRIBAAAAwFOU8pHPefr06aO+fftKkqZPn66ffvrJZn+LFi305Zdfys/Pz7qtV69e6tOnj95880099thjkqSdO3dqy5YtSkxMVGxsrCQpODhY8fHx2rBhg+Lj4yVJiYmJaty4sRYtWiQfHx9FR0crPT1dK1eu1KhRo+Tj46Pz589r1apVGjt2rMaMGSNJ6tatm2666SYlJiZqzpw51fyuuI6LlR5IxQsanjtHUAAAAAAA7s6lZhR4eZXdHX9/f5uQQJLq16+vVq1a2ZQVJCcny2w2KyYmxrotJCREERERSk5Otml3/fXXy6fEsv3x8fHKzMzUzp07JRWXJmRnZ6t///7WNj4+PrrhhhtszlUblDWjwPIWUnoAAAAAAO7NpYKCisjMzNSvv/6qkJAQ67aUlBQFBwfLZDLZtA0JCVFKSookKScnR7///rvNcZY2JpPJ2s7yeGG70NBQHT16VOfOnavy1+SqHAkKmFEAAAAAAO7NpUoPKuL//b//J5PJpBEjRli3ZWZmqmHDhnZtAwICrOUMWVlZkiSz2WzTxsfHR35+fsrIyLCey8fHR76+vjbtzGazDMNQRkaG6tWrV6G+G4ahnJycCh1bU3Jzc62Publ1JPlKKlBOjm0iULduPUleysw8p5ycohrvJ1BeJcc24EkY2/BUjG14IsY1apphGHZ/UC+NWwcF77//vtatW6cFCxboiiuucHZ3yi0/P1979uxxdjcckpaWpsOHL5PUWrm5WdqzJ+WCFh0k1dOvv6apfv2zTughUDFpaWnO7gJQLRjb8FSMbXgixjVqUsnS+4tx26Bg8+bNmj17tu6//37dcsstNvvMZrOOHTtmd0xGRoYCAgIkyTrjwDKzwCIvL0+5ubnWdmazWXl5eTp//rzNrILMzEyZTCZru4rw9vZW27ZtK3x8TcjNzVVaWpratGmjyy8vfs8aN26oiIgIm3b16xcPtmbN2igighkFcH0lx/aFa58A7oyxDU/F2IYnYlyjpu3fv9+hdm4ZFPzwww966KGHNHjwYD300EN2+0NCQrRt2za7aRWpqakKCwuTVLww4pVXXmldg6BkG8MwrGsSWB5TU1PVrl07a7uUlBQ1a9aswmUHkmQymeTv71/h42uSn5+fvLyKwwAfn7ry97cdOpYMxcurntzkJQGSise2u/w7BMqDsQ1PxdiGJ2Jco6Y4UnYgueFihvv379fEiRPVq1cvPfHEE6W2iYuLU0ZGhrZt22bdlpqaqt27dysuLs6m3aZNm5RfYqn+pKQkmc1mRUVFSZK6du2qBg0a6PPPP7e2yc/P14YNG2zOVRuwmCEAAAAAeD6XmlGQm5urzZs3S5KOHDmi7OxsrV+/XpLUo0cPGYahcePGydfXV6NHj7YuTChJDRo0sE7jj4qKUmxsrGbOnKlp06bJ19dXixcvVnh4uPr162c9Zty4cfrkk0/0yCOPaMSIEdq3b58SExOVkJBgrdvw9fXVxIkTtXTpUgUGBiosLExvvfWWzpw5o3HjxtXUW+MSCguLH7k9IgAAAAB4LpcKCk6dOmVXSmB5/uqrr0qSde2BMWPG2LTr0aOHXnvtNevz5557TvPnz9fs2bNVUFCg2NhYzZo1S3VLfMpt3bq1EhMTtWDBAk2YMEGBgYGaPHmyxo4da3Pu8ePHyzAMrV27Vunp6YqIiFBiYqJatmxZZa/dHVhmFNSpY7+PGQUAAAAA4BlcKiho0aKF9u7dW2abS+23aNiwoebNm6d58+aV2a5r165at25dmW1MJpMmTpyoiRMnOnRtT1VW6YG3d/EjQQEAAAAAuDe3W6MAzmMpPWBGAQAAAAB4LoICOMyRxQxZowAAAAAA3BtBARxG6QEAAAAAeD6CAjiM0gMAAAAA8HwEBXAYpQcAAAAA4PkICuAwR4ICZhQAAAAAgHsjKIDDyio9YI0CAAAAAPAMBAVwGDMKAAAAAMDzERTAYaxRAAAAAACej6AADqP0AAAAAAA8H0EBHEbpAQAAAAB4PoICOMwyo4DSAwAAAADwXAQFcJhlRkFppQfMKAAAAAAAz0BQAIeVVXrAGgUAAAAA4BkICuAwR0oPCAoAAAAAwL0RFMBhjpQesEYBAAAAALg3ggI4jNIDAAAAAPB8BAVwGKUHAAAAAOD5CArgMEoPAAAAAMDzERTAYWWVHjCjAAAAAAA8A0EBHGYpPShtRgFrFAAAAACAZyAogMOYUQAAAAAAno+gAA5zJChgjQIAAAAAcG8EBXAYpQcAAAAA4PkICuAwSg8AAAAAwPMRFMBhlB4AAAAAgOcjKIDDyio9YEYBAAAAAHgGggI4rKwZBSXXKDCMmusTAAAAAKBqERTAYZYZBWWVHhjGn+0AAAAAAO6HoAAOs8woKKv0QGKdAgAAAABwZwQFcJgjpQcS6xQAAAAAgDsjKIDDyio9ICgAAAAAAM9AUACHlVV64OX1Z4BA6QEAAAAAuC+CAjisrNIDiVskAgAAAIAnICiAw8oqPZBsb5EIAAAAAHBPBAVwSFFR8ZdUeumBxIwCAAAAAPAEBAVwiGU2gXTp0gPWKAAAAAAA90VQAIc4EhRQegAAAAAA7o+gAA6xLGQoUXoAAAAAAJ6MoAAOKRkUUHoAAAAAAJ6LoAAOKVl6wIwCAAAAAPBcBAVwSMkZBV4XGTWsUQAAAAAA7o+gAA4pLDRJKi47MJlKb8OMAgAAAABwfwQFcIil9OBiZQcSaxQAAAAAgCcgKIBDLKUHF1vIUKL0AAAAAAA8AUEBHGKZUVBWUEDpAQAAAAC4P4ICOMQyo4DSAwAAAADwbAQFcIgjpQfMKAAAAAAA90dQAIc4UnrAGgUAAAAA4P5cKig4ePCgZs+erZtvvlnt27fXwIEDS2337rvv6sYbb1SnTp00aNAgff3113ZtsrKyNHPmTPXo0UNRUVGaPHmyTpw4Yddux44dGjZsmDp37qzevXtr9erVMgzDpo1hGFq9erWuu+46de7cWcOGDdMPP/xQJa/ZXVhuj+hI6QFBAQAAAAC4L5cKCn799Vdt3rxZrVu3VmhoaKltPvvsMz322GPq37+/1qxZo8jISD344IN2H9ynTJmirVu3as6cOXrmmWeUmpqq8ePHq8Ayh17FwcS4ceMUFBSkVatWafTo0VqyZInWrl1rc641a9ZoyZIlGjNmjFatWqWgoCCNHTtWhw8frvL3wFWVp/SANQoAAAAAwH2V8bGv5vXp00d9+/aVJE2fPl0//fSTXZslS5ZowIABmjJliiSpV69e2rdvn5YvX641a9ZIknbu3KktW7YoMTFRsbGxkqTg4GDFx8drw4YNio+PlyQlJiaqcePGWrRokXx8fBQdHa309HStXLlSo0aNko+Pj86fP69Vq1Zp7NixGjNmjCSpW7duuummm5SYmKg5c+ZU75viIig9AAAAAIDawaVmFHh5ld2dw4cPKy0tTf3797fZHh8fr23btinv/z6hJicny2w2KyYmxtomJCREERERSk5Otm5LTk7W9ddfLx/Ln8L/71yZmZnauXOnpOLShOzsbJtr+vj46IYbbrA5l6crz10PCAoAAAAAwH25VFBwKSkpKZKKZweUFBoaqvz8fGspQEpKioKDg2UymWzahYSEWM+Rk5Oj33//XSEhIXZtTCaTtZ3l8cJ2oaGhOnr0qM6dO1dFr861UXoAAAAAALWDS5UeXEpGRoYkyWw222y3PLfsz8zMVMOGDe2ODwgIsJYzZGVllXouHx8f+fn52ZzLx8dHvr6+dtc0DEMZGRmqV69ehV6PYRjKycmp0LE1JTc39/8e8yTVk5dXkXJySg9HTKa6knyUk5OvnBzSAri2P8d2rpN7AlQtxjY8FWMbnohxjZpmGIbdH9RL41ZBgafJz8/Xnj17nN0Nhxw5clySWfn5udqz55dS25w+3VRSC504kaE9ew7WaP+AikpLS3N2F4BqwdiGp2JswxMxrlGTSpbeX4xbBQUBAQGSimcDBAUFWbdnZmba7DebzTp27Jjd8RkZGdY2lhkHlpkFFnl5ecrNzbU5V15ens6fP28zqyAzM1Mmk8nariK8vb3Vtm3bCh9fE3Jzc5WWlqYmTZpKkho0qKeIiIhS2zZvXjyc/P0bKSLCv8b6CFSEZWy3adNGfn5+zu4OUGUY2/BUjG14IsY1atr+/fsdaudWQYFlnYCUlBSbNQNSUlLk7e2tli1bWttt27bNblpFamqqwsLCJEn+/v668sorrWsQlGxjGIb1/JbH1NRUtWvXzuaazZo1q3DZgSSZTCb5+7vHB+q6dYtDEm/vOhftc4MGxY+GUVf+/m41tFCL+fn5uc2/Q6A8GNvwVIxteCLGNWqKI2UHkpstZtiyZUu1adNG69evt9melJSk6Oho6xSKuLg4ZWRkaNu2bdY2qamp2r17t+Li4qzb4uLitGnTJuWXWH0vKSlJZrNZUVFRkqSuXbuqQYMG+vzzz61t8vPztWHDBptzeTpHFjPk9ogAAAAA4P5c6s++ubm52rx5syTpyJEjys7OtoYCPXr0UGBgoCZNmqSpU6eqVatW6tmzp5KSkrRr1y69/vrr1vNERUUpNjZWM2fO1LRp0+Tr66vFixcrPDxc/fr1s7YbN26cPvnkEz3yyCMaMWKE9u3bp8TERCUkJFhDB19fX02cOFFLly5VYGCgwsLC9NZbb+nMmTMaN25cDb47zlWeux4QFAAAAACA+3KpoODUqVN66KGHbLZZnr/66qvq2bOnBg4cqNzcXK1Zs0arV69WcHCwli1bZp0BYPHcc89p/vz5mj17tgoKChQbG6tZs2apbolPuq1bt1ZiYqIWLFigCRMmKDAwUJMnT9bYsWNtzjV+/HgZhqG1a9cqPT1dERERSkxMtJY61AaFhcWPdepcvA23RwQAAAAA9+dSQUGLFi20d+/eS7YbOnSohg4dWmabhg0bat68eZo3b16Z7bp27ap169aV2cZkMmnixImaOHHiJfvmqZhRAAAAAAC1g1utUQDnKSoqfmSNAgAAAADwbAQFcEhBQfHqmI6UHhAUAAAAAID7IiiAQ8pTesAaBQAAAADgvggK4BDLYoaUHgAAAACAZyMogEMsMwooPQAAAAAAz0ZQAIdQegAAAAAAtQNBARziSOkBMwoAAAAAwP0RFMAhlqCgrNID1igAAAAAAPdHUACHWG6PyIwCAAAAAPBsBAVwSHlKD1ijAAAAAADcF0EBHOLIXQ9Klh4YRvX3CQAAAABQ9QgK4JDy3PWgZHsAAAAAgHshKIBDylN6IFF+AAAAAADuiqAADnHkrgclgwIWNAQAAAAA90RQAIc4UnpQch9BAQAAAAC4J4ICOKSwsPj2iGXNKDCZbBc0BAAAAAC4H4ICOMSRGQUSt0gEAAAAAHdHUACHOLKYocSMAgAAAABwdwQFcIhlRkFZpQfSnzMKCAoAAAAAwD0RFMAhjs4ooPQAAAAAANwbQQEcUt6ggBkFAAAAAOCeCArgEEdLD1ijAAAAAADcG0EBHFJQUHx7RGYUAAAAAIBnIyiAQ1ijAAAAAABqB4ICOITSAwAAAACoHQgK4BAWMwQAAACA2oGgAA6h9AAAAAAAageCAjjE0dIDZhQAAAAAgHsjKIBDLEHBpWYUsEYBAAAAALg3ggI4pLCQ2yMCAAAAQG1AUACHlLf0gDUKAAAAAMA9VSooOHHiRFX1Ay7O0cUMKT0AAAAAAPdWqaDguuuu09ixY/XRRx8pJyenqvoEF2QJCljMEAAAAAA8W6WCgsmTJ+vEiROaPn26YmJiNHXqVCUnJ6uoqKiq+gcX4ehihpQeAAAAAIB7u8THvrLde++9uvfee7V792598skn+uyzz/Tpp5+qSZMmGjBggP7617+qU6dOVdVXOJGjpQfMKAAAAAAA91apoMCiffv2at++vR599FF9++23+uSTT/TBBx/otddeU3BwsAYNGqRBgwapWbNmVXE5OIGjixmyRgEAAAAAuLcqveuByWRSt27ddO2116pLly4yDEMHDx7UsmXL1LdvX2upAtxPQQG3RwQAAACA2qBKZhRIss4k2LBhg7KzsxUWFqZp06bpr3/9q+rUqaMPPvhAq1at0qOPPqqXX365qi6LGlLe0gPWKAAAAAAA91SpoOCXX37RP//5T3322Wc6ceKELrvsMt12220aPHiwwsPDbdqOGzdOvr6+evrppyvVYTiHo3c9oPQAAAAAANxbpYKCwYMHq169err++us1ePBgxcTEyMvr4tUMbdu2VWRkZGUuCScp710PCAoAAAAAwD1VKiiYN2+ebrzxRtWvX9+h9r169VKvXr0qc0k4CaUHAAAAAFA7VCooGDJkSFX1Ay7O0bseMKMAAAAAANxbpe568Oqrr2rcuHEX3X/PPffozTffrMwl4CIcLT1gjQIAAAAAcG+VCgree+89hYaGXnR/27ZttW7duspcAi7AMKSiIm6PCAAAAAC1QaWCgsOHD5cZFISEhOjQoUOVuQRcgGV9Asnx0gPWKAAAAAAA91SpoMDb21snT5686P4TJ06UeRcEuIfCQpP1e0oPAAAAAMCzVepTfJcuXfThhx8qOzvbbl9WVpY++OADdenSpTKXgAuwlB1IlB4AAAAAgKer1F0PHnzwQd15550aPHiwRo8erbZt20qSfv31V73yyis6efKknn322SrpKJyH0gMAAAAAqD0qFRR06dJFK1eu1OzZs/XUU0/JZCr+y7NhGGrRooVWrFihqKioKukonKeggBkFAAAAAFBbVCookKSYmBh9+eWX2r17t3XhwlatWqlDhw7W4KCqbdq0SStXrtT+/ftVv359devWTVOnTlXLli1t2r377rt68cUXdfToUQUHByshIUG9e/e2aZOVlaX58+dr48aNys/P1zXXXKNZs2bp8ssvt2m3Y8cOPf3009qzZ4+aNGmiESNGaPz48dX2Gl1JydKDSy05wRoFAAAAAODeqmSlQS8vL3Xs2FHx8fGKj49Xx44dq+0D9Pbt2/Xggw+qbdu2Wr58uWbOnKlffvlFY8eO1blz56ztPvvsMz322GPq37+/1qxZo8jISD344IP64YcfbM43ZcoUbd26VXPmzNEzzzyj1NRUjR8/XgUFBdY2Bw8e1Lhx4xQUFKRVq1Zp9OjRWrJkidauXVstr9HVWBYzrFNHutSPlRkFAAAAAODeKj2jQJL279+vw4cPKyMjo9T9gwcProrLSCoOAJo1a6Z58+ZZw4jAwECNHj1aP/30k7p37y5JWrJkiQYMGKApU6ZIknr16qV9+/Zp+fLlWrNmjSRp586d2rJlixITExUbGytJCg4OVnx8vDZs2KD4+HhJUmJioho3bqxFixbJx8dH0dHRSk9P18qVKzVq1Cj5WD4deyjLGgWXKjuQWKMAAAAAANxdpYKCQ4cO6W9/+5t27dolwzBKbWMymao0KCgoKFD9+vVtZiw0bNhQkqx9OHz4sNLS0vS3v/3N5tj4+HgtXLhQeXl58vHxUXJyssxms2JiYqxtQkJCFBERoeTkZGtQkJycrBtuuMEmEIiPj9eqVau0c+dO9ezZs8penysqOaPgUixv0fnz1dghAAAAAEC1qVRQMHv2bO3bt08zZ85U9+7dZTabq6pfFzVkyBB9/PHHeuONNzRo0CCdOXNGixYtUvv27dW1a1dJUkpKiqTi2QElhYaGKj8/X4cPH1ZoaKhSUlIUHBxsVyYREhJiPUdOTo5+//13hYSE2LUxmUxKSUmpNUGBIzMKfH2LHwkKAAAAAMA9VSoo2LFjhyZOnKhRo0ZVVX8uqXv37lq2bJkeeeQR/eMf/5AkRURE6MUXX1Sd//uTt6UE4sLgwvLcsj8zM9M6G6GkgIAA/fTTT5KKFzss7Vw+Pj7y8/O7aLmFIwzDUE5OToWPrwm5ubkqKir+vm5dQzk5uWW2L27rr3PnpLNncy65pgHgLLm5uTaPgKdgbMNTMbbhiRjXqGmGYTi0nmClgoLGjRuX+kG7Ou3YsUOPPvqobr/9dl133XU6c+aMXnjhBU2YMEFvvvmm6tWrV6P9qYz8/Hzt2bPH2d24pIKC4vfUMAou2d+srDqSIiVJP/74i7y9Sy9JAVxFWlqas7sAVAvGNjwVYxueiHGNmuTIGnuVCgqGDx+uf/7zn7rjjjusf82vbnPnzlWvXr00ffp067bIyEhdd911+vjjjzVs2DAFBARIKp4NEBQUZG2XmZkpSdb9ZrNZx44ds7tGRkaGtY0lCLHMLLDIy8tTbm6utV1FeHt7q23bthU+vibk5uZq797jkiRf3zqKiIgos32JG0+oTZt2qoFqFKBCcnNzlZaWpjZt2sjPz8/Z3QGqDGMbnoqxDU/EuEZN279/v0PtKhUUtGnTRkVFRbr55pt166236oorrig1MOjXr19lLmPjwIEDuv766222XXHFFWrcuLEOHTokSdb1BFJSUmzWFkhJSZG3t7datmxpbbdt2za76RepqakKCwuTJPn7++vKK6+0rllQso1hGHZrF5SHyWSSv79/hY+vKUVFxe+Nt7fXJftb8vdbnTr+coOXh1rOz8/PLf4dAuXF2IanYmzDEzGuUVMcKTuQKhkUJCQkWL9/+umnL9qRqpxe36xZM+3evdtm25EjR3T69Gk1b95cktSyZUu1adNG69evV9++fa3tkpKSFB0dbZ1qERcXpxdeeEHbtm3T1VdfLak4ANi9e7fuuece63FxcXHatGmT/va3v8nb29t6LrPZrKioqCp7ba7KcntERyaNmEzFdz7Iy7OdXQAAAAAAcA+VCgpeffXVquqHw4YPH6558+Zp7ty56tOnj86cOaMVK1aoSZMm6t+/v7XdpEmTNHXqVLVq1Uo9e/ZUUlKSdu3apddff93aJioqSrGxsZo5c6amTZsmX19fLV68WOHh4TazIMaNG6dPPvlEjzzyiEaMGKF9+/YpMTFRCQkJDtV3uLuCAsfveiBJ9eoRFAAAAACAu6pUUNCjR4+q6ofD7rrrLvn4+Oitt97S+++/r/r16ysyMlLPPfecGjdubG03cOBA5ebmas2aNVq9erWCg4O1bNkyuxkAzz33nObPn6/Zs2eroKBAsbGxmjVrluqW+FTcunVrJSYmasGCBZowYYICAwM1efJkjR07tsZetzNZSg/KExRkZnKLRAAAAABwR5UKCizy8vL0888/69SpU+ratasCAwOr4rSlMplMGjFihEaMGHHJtkOHDtXQoUPLbNOwYUPNmzdP8+bNK7Nd165dtW7dunL11VMUFhYHBY6uV+nrW/zIjAIAAAAAcD9elT3Bq6++qtjYWI0cOVKTJk3S3r17JUnp6enq2bOn3nvvvUp3Es5lWaOgPDMKJIICAAAAAHBHlQoK3n//fc2bN0/XXHONnnrqKRmGYd0XGBioXr16KSkpqdKdhHNZZhSUNyig9AAAAAAA3E+lgoKXXnpJ119/vZ599ln17t3bbn+HDh3066+/VuYScAGUHgAAAABA7VGpoODgwYOKi4u76P5GjRrpzJkzlbkEXEBFZxQQFAAAAACA+6lUUGA2m3X69OmL7t+/f7+CgoIqcwm4gPKuUWCZUUDpAQAAAAC4n0oFBXFxcVq3bp0yMzPt9v36669699131adPn8pcAi6gvKUHzCgAAAAAAPdVqdsjTpkyRbfffrsGDhyo3r17y2Qy6aOPPtL777+vDRs2KCgoSPfff39V9RVOUlRE6QEAAAAA1BaVmlHQtGlTffDBB7rmmmv0+eefyzAMffzxx/r66681YMAArVu3ToGBgVXVVzgJpQcAAAAAUHtUakaBJDVp0kRPPfWUnnrqKaWnp6uoqEiBgYHy8qpUBgEXUlBA6QEAAAAA1BaVDgpKYvaAZ6L0AAAAAABqj0oFBcuWLbtkG5PJpAceeKAyl4GTlXcxQ0oPAAAAAMB9VVtQYDKZZBgGQYEHKO8aBcwoAAAAAAD3Vamg4JdffrHbVlRUpCNHjujNN9/Ud999pzVr1lTmEnABlhkF5Q0KmFEAAAAAAO6nylcc9PLyUsuWLTVt2jS1bt1ac+fOrepLoIZVtPSAGQUAAAAA4H6q9dYEV111lTZv3lydl0ANqOiMAoICAAAAAHA/1RoU/PTTT9wm0QNUdI0CSg8AAAAAwP1Uao2Cjz76qNTtmZmZ+u9//6sNGzZo6NChlbkEXAClBwAAAABQe1QqKJg+ffpF9zVu3FgTJkzgjgcegNIDAAAAAKg9KhUUbNq0yW6byWSS2WxWgwYNKnNquJCiouJHR4MCy4wCSg8AAAAAwP1UKiho3rx5VfUDLqy8pQfMKAAAAAAA98VKg7ikggJKDwAAAACgtqjUjIJ27drJZDKV6xiTyaTdu3dX5rKoYUVF5QsKKD0AAAAAAPdVqaDggQce0MaNG7V//37FxsYqODhYkpSSkqKtW7fqL3/5i/r27VslHYXzWG6PSOkBAAAAAHi+SgUFl19+uU6dOqVPPvlEISEhNvsOHDig0aNH6/LLL9ftt99eqU7CubjrAQAAAADUHpVaoyAxMVF33nmnXUggSaGhobrjjjv04osvVuYScAHlDQooPQAAAAAA91WpoODYsWOqW8anx7p16+rYsWOVuQRcgGEUDxNKDwAAAADA81UqKPjLX/6iN998U8ePH7fbd+zYMb311lsKCwurzCXgZCaTSQ0aNJZU/tKDgoI/1zcoj6Ki8h8DAAAAAKgalVqjYMaMGbrnnnt04403qm/fvmrdurUkKS0tTZs2bZJhGFq4cGGVdBTOY7nrwbffSqtWXbp9yZkEL7wg+fg4fq3LLpNuvbWcHQQAAAAAVJlKBQXdu3fXunXr9Pzzz2vjxo0693+fEOvVq6fY2FhNmjRJ4eHhVdJROE9BQfFjdrb0+++Xbl9yRsBvv0l+ftXTLwAAAABA1atUUCBJYWFhWr58uYqKipSeni5JCgwMlJdXpaoa4EIs5QOO/ki9vCSTSTKMP0MGAAAAAIB7qHRQYOHl5SVfX1/5+/sTEngYy4d9k8nxY+rWlfLzCQoAAAAAwN1U+hP9jz/+qHHjxqlLly7q2bOn/vOf/0iS0tPTdd9992n79u2V7iScy/Jhvzz5j2XhQ4ICAAAAAHAvlQoKduzYoZEjR+rgwYMaNGiQikoUpwcGBio7O1vvvPNOpTsJ5ypv6YH0560UK3LXAwAAAACA81QqKFi8eLFCQ0OVlJSkhIQEu/09e/bU//73v8pcAi6AGQUAAAAAUHtUKij48ccfNWTIEPn4+MhUSgF706ZN9ccff1TmEnABBAUAAAAAUHtUKiioW7euTbnBhY4fPy5/f//KXAIuoCKlBwQFAAAAAOCeKhUUdOnSRV988UWp+3JycvTBBx/oqquuqswl4AIqeteDkscCAAAAANxDpYKCyZMn66efftKECROUnJwsSdq7d6/effddDRkyROnp6br//vurpKNwHkoPAAAAAKD2qPSMgtWrV+vgwYOaNm2aJGnBggV67LHHVFRUpNWrV6tdu3ZV0lE4D3c9AAAAAIDao25FDzQMQ2fPnlXXrl31xRdfaM+ePUpLS5NhGGrZsqU6duxY6gKHcD/MKAAAAACA2qPCQUF+fr569OihhIQEjR8/XhEREYqIiKjKvsFFEBQAAAAAQO1R4dIDHx8fXXbZZfLx8anK/sAFcdcDAAAAAKg9KrVGwS233KKPP/5YeXl5VdUfuKCK3PXAskYBQQEAAAAAuJcKlx5IUnh4uDZt2qSBAwfqlltuUfPmzVWvXj27dv369avMZeBklZlRwGKGAAAAAOBeKhUUPPzww9bvn3/++VLbmEwm7dmzpzKXgZOxRgEAAAAA1B7lDgoWLVqk+Ph4tWvXTq+++mp19AkuhqAAAAAAAGqPcgcFq1ev1l/+8he1a9dOPXr00OnTp3X11Vdr7dq1io6Oro4+wskqUnrAGgUAAAAA4J4qtZihhWEYVXEauKiKLGbIGgUAAAAA4J6qJCiAZ6P0AAAAAABqD7cNCj788EMNHjxYnTp1Us+ePXXPPffo3Llz1v1fffWVBg0apE6dOunGG2/U+++/b3eOvLw8Pf3004qJiVFkZKTuvvtupaSk2LU7cOCA7r77bkVGRiomJkYLFy6sVbeErMxdDwgKAAAAAMC9VOiuB0eOHNHPP/8sScrKypIkHTx4UGazudT2HTp0qGD3SrdixQqtWbNG9957ryIjI3X69Glt27ZNhf/3ifa///2vHnzwQd12222aOXOmvv32W/39739X/fr1ddNNN1nPM3fuXCUlJWn69Olq2rSpVq5cqTFjxuizzz5Tw4YNJUkZGRkaPXq02rRpo6VLl+r48eNasGCBzp07p9mzZ1fp63JVzCgAAAAAgNqjQkHB888/b3c7xCeeeMKunWEYVX57xJSUFC1btkwvvPCCrr32Wuv2G2+80fr9ihUr1LlzZ/3jH/+QJPXq1UuHDx/WkiVLrEHBsWPH9N577+nxxx/XbbfdJknq1KmTevfurbffflvjx4+XJL399ts6e/asli1bpkaNGkmSCgsL9cQTT2jixIlq2rRplb02V2QYzCgAAAAAgNqk3EHB/Pnzq6MfDvvggw/UokULm5CgpLy8PG3fvl1Tp0612R4fH69PP/1Uv/32m1q0aKEtW7aoqKjIZoZBo0aNFBMTo+TkZGtQkJycrOjoaGtIIEn9+/fX448/rq1bt2rIkCFV/yJdSFHRn99X5K4HLGYIAAAAAO6l3EHBLbfcUh39cNj//vc/hYWF6YUXXtBrr72mrKwsdezYUTNmzFCXLl106NAh5efnKyQkxOa40NBQScUzElq0aKGUlBQ1adJEAQEBdu3ee+896/OUlBTdeuutNm3MZrOCgoJKXc/A05ScEVCRux4wowAAAAAA3EuFSg+c6eTJk/rpp5+0b98+Pf744/Lz89PKlSs1duxYbdiwQRkZGZJkt16C5bllf2ZmpnUdggvbWdpY2pW29kJAQIBNu4owDEM5OTmVOkd1O3s2T5KfJKmwMF/5+Y4eaZJUV/n5hvLzHU8LioMFb+Xm5nLbTVSr3Nxcm0fAUzC24akY2/BEjGvUNMvyAJfidkGB5cP1888/r3bt2kmSunTpoj59+uj1119XbGysk3vouPz8/Cpdv6E6FBbWl9RIkpSeftJaUnApWVnekoKUl1eokydPOnw9P7/i41JTU/mFiRqRlpbm7C4A1YKxDU/F2IYnYlyjJvn4+FyyjdsFBWazWY0aNbKGBFLx2gLt27fX/v37NWDAAEl/3o3BIjMzU5KspQZms1nZ2dl258/MzLQpRzCbzXbnkopnJlxYtlBe3t7eatu2baXOUd2OH/9zCsHllwc5vE6BZTKAYdRRUFCQw9dr3Lj4MTg4mBkFqFa5ublKS0tTmzZt5Ofn5+zuAFWGsQ1PxdiGJ2Jco6bt37/foXZuFxS0bdtWhw4dKnXf+fPn1apVK3l7eyslJUXXXHONdZ9lPQHL2gUhISH6448/7D7wp6Sk2KxvEBISYrcWQVZWlk6ePGm3DkJ5mUwm+fv7V+oc1c3L68+/6vv4eDu8TkG9esWPhYUmeXt7O3w9y9oG/KJETfHz83P5f4dARTC24akY2/BEjGvUFEfKDiSpHOvYu4bevXvrzJkzNlP2T58+rZ9//lkdOnSQj4+PevbsqS+++MLmuKSkJIWGhqpFixaSpNjYWHl5eWnDhg3WNhkZGdqyZYvi4uKs2+Li4vTvf//bOiNBktavXy8vLy/FxMRU18t0GX/eGtEo12KGlhIFFjMEAAAAAPfidjMK+vbtq06dOmny5MlKSEiQr6+vVq9eLR8fH40cOVKSdN999+muu+7SnDlz1L9/f23fvl2ffvqpFi9ebD3PFVdcodtuu00LFy6Ul5eXmjZtqlWrVqlhw4YaPny4td3w4cP12muv6YEHHtDEiRN1/PhxLVy4UMOHD1fTpk1r/PXXtMLC4nSgPLdGlGzvemAY5btjAgAAAADAedwuKPDy8tLq1as1f/58zZ49W/n5+erevbveeOMNay189+7dtXTpUj333HN677331KxZM82dO1f9+/e3OdesWbNUv359Pfvsszp79qy6du2ql156yeZuCAEBAXrllVf05JNP6oEHHlD9+vV12223KSEhoUZft7P8OaOgfMfVLTGyiork8CKIAAAAAADncrugQJICAwP1//7f/yuzzfXXX6/rr7++zDY+Pj6aNm2apk2bVma70NBQvfzyy+XtpkewlA5UJigoKCAoAAAAAAB34XZrFKBmVTQoKBkMsE4BAAAAALgPggKUqaKlByYTCxoCAAAAgDsiKECZKjqjQLJd0BAAAAAA4B4IClAmggIAAAAAqF0IClAmS+lBRRYjtBxjOQcAAAAAwPURFKBMhYUmScVrDpQXMwoAAAAAwP0QFKBMlg/5FZlRQFAAAAAAAO6HoABlquhdDySCAgAAAABwRwQFKBOLGQIAAABA7UJQgDIRFAAAAABA7UJQgDL9WXpglPtY7noAAAAAAO6HoABlYkYBAAAAANQuBAUoE4sZAgAAAEDtQlCAMhUWmiRV7PaIlmMICgAAAADAfRAUoEyWD/kmU/mPZUYBAAAAALgfggKUyVJ6UJEZBZaggMUMAQAAAMB9EBSgTCxmCAAAAAC1C0EBykRQAAAAAAC1C0EBylSZux5YyhUoPQAAAAAA90FQgDJxe0QAAAAAqF0IClAmSg8AAAAAoHYhKECZCguL74tIUAAAAAAAtQNBAcrEjAIAAAAAqF0IClAmggIAAAAAqF0IClAmy2KGdeoY5T6Wux4AAAAAgPshKECZLLMBTKbyH8uMAgAAAABwPwQFKNOfMwrKfyxBAQAAAAC4H4IClMkSFLBGAQAAAADUDgQFKFNBAbdHBAAAAIDahKAAZarMXQ9YzBAAAAAA3A9BAcpE6QEAAAAA1C4EBShTZWYUWIKCoqLiLwAAAACA6yMoQJmqYkZByfMAAAAAAFwbQQHKVBW3R5QoPwAAAAAAd0FQgDJZPuCbTOU/1svrz+MICgAAAADAPRAUoEyVmVEgsaAhAAAAALgbggKUqaCgeEpARdYokAgKAAAAAMDdEBSgTJW564FEUAAAAAAA7oagAGX6864HRoWOt5QscNcDAAAAAHAPBAUoEzMKAAAAAKB2IShAmf6cUVCx4wkKAAAAAMC9EBSgTAQFAAAAAFC7EBSgTJQeAAAAAEDtQlCAMlk+4FsWJSwvFjMEAAAAAPdCUIAyFRaaJDGjAAAAAABqC4IClInSAwAAAACoXQgKUCaCAgAAAACoXQgKUKaiouLHigYFljUKCAoAAAAAwD0QFKBMzCgAAAAAgNrF7YOCs2fPKi4uTuHh4frxxx9t9r377ru68cYb1alTJw0aNEhff/213fFZWVmaOXOmevTooaioKE2ePFknTpywa7djxw4NGzZMnTt3Vu/evbV69WoZhlFtr8tVWO5WUNmggLseAAAAAIB7cPug4IUXXlBhKZ9CP/vsMz322GPq37+/1qxZo8jISD344IP64YcfbNpNmTJFW7du1Zw5c/TMM88oNTVV48ePV0GJP4EfPHhQ48aNU1BQkFatWqXRo0dryZIlWrt2bXW/PKer7O0RmVEAAAAAAO6lrrM7UBkHDhzQm2++qWnTpunxxx+32bdkyRINGDBAU6ZMkST16tVL+/bt0/Lly7VmzRpJ0s6dO7VlyxYlJiYqNjZWkhQcHKz4+Hht2LBB8fHxkqTExEQ1btxYixYtko+Pj6Kjo5Wenq6VK1dq1KhR8vHxqbkXXcMsH/BNpoodT1AAAAAAAO7FrWcUzJ07V8OHD1dwcLDN9sOHDystLU39+/e32R4fH69t27YpLy9PkpScnCyz2ayYmBhrm5CQEEVERCg5Odm6LTk5Wddff71NIBAfH6/MzEzt3LmzOl6ay/D1tTxWrMzCMhOB0gMAAAAAcA9uGxSsX79e+/bt0wMPPGC3LyUlRZLsAoTQ0FDl5+fr8OHD1nbBwcEyXfDn8pCQEOs5cnJy9PvvvyskJMSujclksrbzVM88k6+nn5aaNq3Y8cwoAAAAAAD34palB7m5uVqwYIESEhLUoEEDu/0ZGRmSJLPZbLPd8tyyPzMzUw0bNrQ7PiAgQD/99JOk4sUOSzuXj4+P/Pz8rOeqCMMwlJOTU+Hja8J11+Vp8GBfPf98gfLzy398cQhTV3l5RcrPv/S0guJAwVu5ubm1YrFIOE9ubq7NI+ApGNvwVIxteCLGNWqaYRh2fygvjVsGBStWrFCTJk106623OrsrlZKfn689e/Y4uxtl8vPzU6NGjZSVla2TJ8ufFOTk+ElqrNzcPJ08me7A9bwlBSk1NZVfmKgRaWlpzu4CUC0Y2/BUjG14IsY1apIja+y5XVBw5MgRrV27VsuXL7f+td/yV/mcnBydPXtWAQEBkopnAwQFBVmPzczMlCTrfrPZrGPHjtldIyMjw9rGMuPAci2LvLw85ebmWttVhLe3t9q2bVvh42uCZT2Hhg0bKCio/MPljz+K0yovLx+bn8XFNG5c/BgcHMyMAlSr3NxcpaWlqU2bNvLz83N2d4Aqw9iGp2JswxMxrlHT9u/f71A7twsKfvvtN+Xn52vChAl2++666y516dJFzz77rKTiNQhKri2QkpIib29vtWzZUlLxOgPbtm2zm36RmpqqsLAwSZK/v7+uvPJKu7UIUlNTZRiG3doF5WEymeTv71/h42uC5X2pW7euvL29y328ZTHEoiIveXtfekkMy5oG/KJETfHz83P5f4dARTC24akY2/BEjGvUFEfKDiQ3XMwwIiJCr776qs3XjBkzJElPPPGEHn/8cbVs2VJt2rTR+vXrbY5NSkpSdHS0dapFXFycMjIytG3bNmub1NRU7d69W3FxcdZtcXFx2rRpk/JLFOknJSXJbDYrKiqqOl+u22MxQwAAAABwL243o8BsNqtnz56l7uvQoYM6dOggSZo0aZKmTp2qVq1aqWfPnkpKStKuXbv0+uuvW9tHRUUpNjZWM2fO1LRp0+Tr66vFixcrPDxc/fr1s7YbN26cPvnkEz3yyCMaMWKE9u3bp8TERCUkJDhU31GbERQAAAAAgHtxu6DAUQMHDlRubq7WrFmj1atXKzg4WMuWLbObAfDcc89p/vz5mj17tgoKChQbG6tZs2apbt0/35rWrVsrMTFRCxYs0IQJExQYGKjJkydr7NixNf2y3A5BAQAAAAC4F48ICnr27Km9e/fabR86dKiGDh1a5rENGzbUvHnzNG/evDLbde3aVevWratUP2sjggIAAAAAcC9ut0YB3AtBAQAAAAC4F4ICVKs6dYofCwud2w8AAAAAgGMIClCtSs4oMAzn9gUAAAAAcGkEBahWJdaEZFYBAAAAALgBggJUK4ICAAAAAHAvBAWoVpY1CiQWNAQAAAAAd0BQgGplMv0ZFhAUAAAAAIDrIyhAteMWiQAAAADgPggKUO0ICgAAAADAfRAUoNr5+hY/nj/v3H4AAAAAAC6NoADVzs+v+DE317n9AAAAAABcGkEBqh1BAQAAAAC4D4ICVDuCAgAAAABwHwQFqHb16hU/EhQAAAAAgOsjKEC1Y0YBAAAAALgPggJUO0tQcO6cc/sBAAAAALg0ggJUO2YUAAAAAID7IChAtSMoAAAAAAD3QVCAakdQAAAAAADug6AA1Y67HgAAAACA+yAoQLUruZhhUZFz+wIAAAAAKBtBAaqdJSiQpPPnndcPAAAAAMClERSg2tWpI/n4FH9P+QEAAAAAuDaCAtQIFjQEAAAAAPdAUIAaQVAAAAAAAO6BoAA1gjsfAAAAAIB7IChAjWBGAQAAAAC4B4IC1AiCAgAAAABwDwQFqBEEBQAAAADgHggKUCMsQcG5c87tBwAAAACgbAQFqBHMKAAAAAAA90BQgBrBXQ8AAAAAwD0QFKBGMKMAAAAAANwDQQFqBEEBAAAAALgHggLUiJJBgWE4ty8AAAAAgIsjKECNsAQFRUVSfr5z+wIAAAAAuDiCAtQIb2+pTp3i7yk/AAAAAADXRVCAGmEycecDAAAAAHAHBAWoMSxoCAAAAACuj6AANYagAAAAAABcH0EBagxBAQAAAAC4PoIC1BiCAgAAAABwfQQFqDGWoODcOef2AwAAAABwcQQFqDHc9QAAAAAAXB9BAWoMpQcAAAAA4PoIClBjCAoAAAAAwPURFKDGEBQAAAAAgOsjKECNISgAAAAAANdHUIAaw10PAAAAAMD1uV1Q8Pnnn+u+++5TXFycIiMjdfPNN+u9996TYRg27d59913deOON6tSpkwYNGqSvv/7a7lxZWVmaOXOmevTooaioKE2ePFknTpywa7djxw4NGzZMnTt3Vu/evbV69Wq76+HSLEFBXp5UWOjcvgAAAAAASud2QcHLL78sPz8/TZ8+XStWrFBcXJwee+wxLV++3Nrms88+02OPPab+/ftrzZo1ioyM1IMPPqgffvjB5lxTpkzR1q1bNWfOHD3zzDNKTU3V+PHjVVBQYG1z8OBBjRs3TkFBQVq1apVGjx6tJUuWaO3atTX1kj2Gr++f31N+AAAAAACuqa6zO1BeK1asUGBgoPV5dHS0zpw5o5deekn333+/vLy8tGTJEg0YMEBTpkyRJPXq1Uv79u3T8uXLtWbNGknSzp07tWXLFiUmJio2NlaSFBwcrPj4eG3YsEHx8fGSpMTERDVu3FiLFi2Sj4+PoqOjlZ6erpUrV2rUqFHy8fGp2TfAjXl5SfXqFZce5OZKDRo4u0cAAAAAgAu53YyCkiGBRUREhLKzs5WTk6PDhw8rLS1N/fv3t2kTHx+vbdu2KS8vT5KUnJwss9msmJgYa5uQkBBFREQoOTnZui05OVnXX3+9TSAQHx+vzMxM7dy5s6pfnsdjQUMAAAAAcG1uN6OgNN9//72aNm2qBg0a6Pvvv5dUPDugpNDQUOXn5+vw4cMKDQ1VSkqKgoODZTKZbNqFhIQoJSVFkpSTk6Pff/9dISEhdm1MJpNSUlLUs2fPCvfbMAzl5ORU+PiakJeXJz8/PxUUFCg/v/Lnq1evjiQvZWcXKD/ffp2H4qoPb+Xm5rIOBKpV7v+lVbmkVvAwjG14KsY2PBHjGjXNMAy7z8Clcfug4L///a+SkpI0bdo0SVJGRoYkyWw227SzPLfsz8zMVMOGDe3OFxAQoJ9++klS8WKHpZ3Lx8dHfn5+1nNVVH5+vvbs2VOpc1Q3Pz8/NWrUSFlZ2Tp5svJJgZdXoKR6OnEiS40a2f9C9PPzlhSk1NRUfmGiRqSlpTm7C0C1YGzDUzG24YkY16hJjpTPu3VQcOzYMSUkJKhnz5666667nN2dcvP29lbbtm2d3Y0yWUo1GjZsoKCgyg+XgIA6OnJE8vY2KyjIfpGCxo2LH4ODg5lRgGqVm5urtLQ0tWnTRn6WmhjAAzC24akY2/BEjGvUtP379zvUzm2DgszMTI0fP16NGjXS0qVL5eVVvNxCQECApOLZAEFBQTbtS+43m806duyY3XkzMjKsbSwzDiwzCyzy8vKUm5trbVdRJpNJ/v7+lTpHdbNMS6lbt668vb0rfT7Ly83LqyNv7zp2++v+34jkFyVqip+fn8v/OwQqgrENT8XYhidiXKOmOFJ2ILnhYoaSdO7cOU2cOFFZWVl68cUXbUoILOsJWNYZsEhJSZG3t7datmxpbZeammr3V+vU1FTrOfz9/XXllVfancty3IVrF+DSWMwQAAAAAFyb2wUFBQUFmjJlilJSUvTiiy+qadOmNvtbtmypNm3aaP369Tbbk5KSFB0dba3HiIuLU0ZGhrZt22Ztk5qaqt27dysuLs66LS4uTps2bVJ+iZX8kpKSZDabFRUVVR0v0aMRFAAAAACAa3O70oMnnnhCX3/9taZPn67s7Gz98MMP1n3t27eXj4+PJk2apKlTp6pVq1bq2bOnkpKStGvXLr3++uvWtlFRUYqNjdXMmTM1bdo0+fr6avHixQoPD1e/fv2s7caNG6dPPvlEjzzyiEaMGKF9+/YpMTFRCQkJDi0CAVuWoODcOef2AwAAAABQOrcLCrZu3SpJWrBggd2+TZs2qUWLFho4cKByc3O1Zs0arV69WsHBwVq2bJndDIDnnntO8+fP1+zZs1VQUKDY2FjNmjVLdev++ba0bt1aiYmJWrBggSZMmKDAwEBNnjxZY8eOrd4X6qGYUQAAAAAArs3tgoKvvvrKoXZDhw7V0KFDy2zTsGFDzZs3T/PmzSuzXdeuXbVu3TqH+4iLIygAAAAAANfmdmsUwL0RFAAAAACAayMoQI0qGRRccMMJAAAAAIALIChAjapX78/vWdAQAAAAAFwPQQFqVN26krd38fcEBQAAAADgeggKUONYpwAAAAAAXBdBAWocQQEAAAAAuC6CAtQ4ggIAAAAAcF0EBahxlqAgJ8e5/QAAAAAA2CMoQI1r1Kj48Y8/nNoNAAAAAEApCApQ45o2LX48ccK5/QAAAAAA2CMoQI27/PLix+PHJcNwbl8AAAAAALYIClDjgoIkk0k6d07KynJ2bwAAAAAAJREUoMbVrStddlnx98ePO7cvAAAAAABbBAVwipLlBwAAAAAA10FQAKdgQUMAAAAAcE0EBXAKZhQAAAAAgGsiKIBTWGYU/PGHVFjo3L4AAAAAAP5EUACnCAiQfH2loqLisAAAAAAA4BoICuAUJhPlBwAAAADgiggK4DQsaAgAAAAAroegAE7DjAIAAAAAcD0EBXAaZhQAAAAAgOshKIDTWGYUZGZKubnO7QsAAAAAoBhBAZymXr3iux9IlB8AAAAAgKsgKIBTUX4AAAAAAK6FoABOxYKGAAAAAOBaCArgVMwoAAAAAADXQlAAp7IEBcePS4bh3L4AAAAAAAgK4GRNmkh16kj5+dKZM87uDQAAAACAoABO5eUlBQUVf886BQAAAADgfAQFcLqS5QcAAAAAAOciKIDTWe58cOSIc/sBAAAAACAogAv4y1+KH/fvlzIzndsXAAAAAKjtCArgdEFBUvPmxXc9+M9/nN0bAAAAAKjdCArgEiIjix///W9ukwgAAAAAzkRQAJfQoUPxbRKPHpV27nR2bwAAAACg9iIogEvw85PatSv+/qWXnNsXAAAAAKjNCArgMizlB2++KZ0/79SuAAAAAECtRVAAlxESIgUESOnp0qefOrs3AAAAAFA7ERTAZXh5Sb16FX9P+QEAAAAAOAdBAVxKdHTx4/r10u+/O7cvAAAAAFAbERTApVxxRXFYUFgovfGGs3sDAAAAALUPQQFczpgxxY/Ll0vHjjm1KwAAAABQ6xAUwOUMHy61aCGlpUlxcdLhw87uEQAAAADUHgQFcDlms/Svf0mtWkm//locFqSmOrtXAAAAAFA7EBTAJYWGSt98I7VtWzyz4JprpH37nN0rAAAAAPB8BAVwWa1aScnJUvv20pEjUo8e0j33SF98IeXnO7t3AAAAAOCZCArg0q68srgMoVs3KSNDSkyUbrqp+O4I48cXzzYAAAAAAFQdggIHHThwQHfffbciIyMVExOjhQsXKi8vz9ndqhWCgqRvv5U2bZLuvbf4eXq69OKLxbMNnn6aGQYAAAAAUFUIChyQkZGh0aNHKz8/X0uXLlVCQoLWrVunBQsWOLtrtUbdulKfPtKKFdLRo8WhwbXXSrm50vTpUteu0r//7exeAgAAAID7q+vsDriDt99+W2fPntWyZcvUqFEjSVJhYaGeeOIJTZw4UU2bNnVuBz1IgwZSUZHkVUaEZQkNeveWXn1VeuQR6aefpJgY6aqrpF69pOjo4sc2bSST6dLXvdQ1AQAAAKC2IChwQHJysqKjo60hgST1799fjz/+uLZu3aohQ4Y4r3Mepl694g/s778v/fGHY8fMmCF9+KG0dav03XfFX0uXFu8zm6XgYCkkpPixVavia5R02WXSrbdW7esAAAAAAHdFUOCAlJQU3XrBJ0mz2aygoCClpKQ4qVee7Y8/pN9/d7x9377FswkOHy7+OnKk+PjMTOl//yv+svD1lQICikOE+vUlHx/pjTekc+ek8+eLn9evL/n7Fz8GBEhNmvz55eMjnTnz51dWVvF5LTMXvLyKjwkMLP5q0kTy8yveXqdO8Zfl+/Jsy8+XcnKks2eLHw2j+DqWrzp17N+XvLzi98DyVadO8ayNhg2Lv3x9K/gDAgAAAOCxCAockJmZKbPZbLc9ICBAGRkZFTpnfn6+DMPQrl27Ktu9amUYhry8vNS1q6GiIgfm8FeSt7f0449Sly5Sx46VO5dhSIWFxR+wCwqKvwoLK9/HvLziEMHfX2rW7NLt09Mrf01HlCydMAzbx4spWZZh+b60bRfbX5Jh/PlVWrtLPS/r3NXFMLx14sQBm35f+L3JZPvaS/veU134nlzsZ3vhNlf42dZ2huGtkycPOLsbQJUq/h1U/Hvb3X+nXOq/z6htisc13M+F/4/UpImh+vWd26dLyc/Pl8mBX6IEBU5i+eE48kNyJkv/GjSo2X66+j8weArX/vcHVBxjG56KsQ1PxLj2HK7/szSZTAQFVcVsNivLMr+8hIyMDAUEBFTonFFRUZXtFgAAAAAAVY513h0QEhJitxZBVlaWTp48qZCQECf1CgAAAACAqkdQ4IC4uDj9+9//VmZmpnXb+vXr5eXlpZiYGCf2DAAAAACAqmUyDJZTuZSMjAwNGDBAwcHBmjhxoo4fP64FCxbor3/9q2bPnu3s7gEAAAAAUGUIChx04MABPfnkk9q5c6fq16+vm2++WQkJCfLx8XF21wAAAAAAqDIEBQAAAAAAwIo1CgAAAAAAgBVBAQAAAAAAsCIoAAAAAAAAVgQFAAAAAADAiqAAAAAAAABYERQAAAAAAAArggIAAAAAAGBFUIBSHThwQHfffbciIyMVExOjhQsXKi8vz9ndAi7q888/13333ae4uDhFRkbq5ptv1nvvvSfDMGzavfvuu7rxxhvVqVMnDRo0SF9//bXdubKysjRz5kz16NFDUVFRmjx5sk6cOFFTLwW4qLNnzyouLk7h4eH68ccfbfYxtuGOPvzwQw0ePFidOnVSz549dc899+jcuXPW/V999ZUGDRqkTp066cYbb9T7779vd468vDw9/fTTiomJUWRkpO6++26lpKTU5MsAbGzatElDhw5VVFSUYmNj9dBDD+nw4cN27fi9DVdGUAA7GRkZGj16tPLz87V06VIlJCRo3bp1WrBggbO7BlzUyy+/LD8/P02fPl0rVqxQXFycHnvsMS1fvtza5rPPPtNjjz2m/v37a82aNYqMjNSDDz6oH374weZcU6ZM0datWzVnzhw988wzSk1N1fjx41VQUFDDrwqw9cILL6iwsNBuO2Mb7mjFihV68sknFR8fr8TERP3jH/9QixYtrGP8v//9rx588EFFRkZqzZo16t+/v/7+979r/fr1NueZO3eu3n33XSUkJGjp0qXKy8vTmDFjlJWV5YyXhVpu+/btevDBB9W2bVstX75cM2fO1C+//KKxY8fahGD83obLM4ALrFy50oiMjDROnz5t3fb2228bERERxrFjx5zXMaAMp06dsts2a9Yso2vXrkZhYaFhGIbRr18/4+GHH7ZpM2zYMOOee+6xPt+xY4cRFhZmfPPNN9ZtBw4cMMLDw43PPvusmnoPXNr+/fuNyMhI46233jLCwsKMXbt2WfcxtuFuDhw4YLRv397417/+ddE2Y8eONYYNG2az7eGHHzb69+9vff77778bERERxttvv23ddvr0aSMyMtJYvXp11XccuITHHnvM6NOnj1FUVGTdtm3bNiMsLMz47rvvrNv4vQ1Xx4wC2ElOTlZ0dLQaNWpk3da/f38VFRVp69atzusYUIbAwEC7bREREcrOzlZOTo4OHz6stLQ09e/f36ZNfHy8tm3bZi2tSU5OltlsVkxMjLVNSEiIIiIilJycXL0vAijD3LlzNXz4cAUHB9tsZ2zDHX3wwQdq0aKFrr322lL35+Xlafv27brppptstsf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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Get the average TF-IDF score for each word\n", + "avg_word_scores_df = word_scores_df.copy()\n", + "avg_word_scores_df['avg_score'] = avg_word_scores_df['score'] / X.shape[0]\n", + "\n", + "# Get the top 20 words by average score\n", + "top_avg_words_df = avg_word_scores_df.sort_values(by='avg_score', ascending=False).head(20)\n", + "\n", + "# Plot the bar plot\n", + "plt.figure(figsize=(12, 6))\n", + "sns.barplot(x='avg_score', y='word', data=top_avg_words_df, palette=\"magma\")\n", + "plt.title('Top 20 Words by Average TF-IDF Score')\n", + "plt.xlabel('Average TF-IDF Score')\n", + "plt.ylabel('Word')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 544 + }, + "id": "RL8C-NzaIr78", + "outputId": "6f47a99e-3b1b-4135-8d33-cc85edce4f98" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Example: Assuming the dataset has some numerical features\n", + "# Add a small random numerical feature for demonstration\n", + "df['Random_Feature'] = np.random.rand(len(df))\n", + "\n", + "# Calculate the correlation matrix\n", + "correlation_matrix = df[['Sentence Length', 'Random_Feature', 'Security']].corr()\n", + "\n", + "# Plot the heatmap\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', linewidths=0.5)\n", + "plt.title('Correlation Matrix Heatmap')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 704 + }, + "id": "A3cG3mWbIuza", + "outputId": "e2e12039-5a9e-41ab-992b-c8b27c0f333d" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
    " + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import joblib\n", + "joblib.dump(rf_model, 'random_forest_model.pkl')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5tQhHGPMKLLT", + "outputId": "26dd3eea-da71-484e-ab7f-2616631afefb" + }, + "execution_count": 28, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['random_forest_model.pkl']" + ] + }, + "metadata": {}, + "execution_count": 28 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import re\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "rf_model_loaded = joblib.load('random_forest_model.pkl')\n", + "# Define a function to preprocess the input text\n", + "def preprocess_text(text):\n", + " # Convert to lowercase\n", + " text = text.lower()\n", + " # Remove special characters and numbers\n", + " text = re.sub(r'\\W', ' ', text)\n", + " text = re.sub(r'\\d', ' ', text)\n", + " # Remove single characters\n", + " text = re.sub(r'\\s+[a-z]\\s+', ' ', text)\n", + " # Remove extra spaces\n", + " text = re.sub(r'\\s+', ' ', text).strip()\n", + " return text\n", + "\n", + "# Define a function to predict if a question is security-related\n", + "def predict_security(question, model, vectorizer):\n", + " # Preprocess the question\n", + " clean_question = preprocess_text(question)\n", + " # Transform the question using the vectorizer\n", + " question_tfidf = vectorizer.transform([clean_question])\n", + " # Make the prediction\n", + " prediction = model.predict(question_tfidf)\n", + " return prediction[0]\n", + "\n", + "# Load the TF-IDF vectorizer (it should be saved during model training)\n", + "tfidf_vectorizer = TfidfVectorizer(max_features=5000)\n", + "tfidf_vectorizer.fit(df['Cleaned Sentence'])\n", + "\n", + "# Example usage\n", + "user_question = \"How to secure apps and webs from cyber attack using Iot ?\"\n", + "prediction = predict_security(user_question, rf_model_loaded, tfidf_vectorizer)\n", + "print(\"Prediction (0 for security-related, 1 for not):\", prediction)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nGYCm41uKNr3", + "outputId": "53ebeb4e-186b-4873-ddac-4261160ab8d8" + }, + "execution_count": 31, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Prediction (0 for security-related, 1 for not): 0\n" + ] + } + ] + } + ] +} \ No newline at end of file diff --git a/stack_overflow_security_questions_analysis/webapp.mp4 b/stack_overflow_security_questions_analysis/webapp.mp4 new file mode 100644 index 0000000000000000000000000000000000000000..490d13a1493a354026858b79209e6726d2e978ef GIT binary patch literal 204807 zcmeF)c|278|3CgStHEIGV;@Vh6hkFh$F3-pN+mNykrI-WWyUU4in1hz6s5A1QdtIB zDxp%eSwbnQv1B*rH`n#P^lnOhuh0AU?>V>IWzOq$X0EPl+~@UpzFy~?2><}X?tmk{ zUI!2C2LL$m*CYEMZP&nETKj!hY5@R%+3oM)0U)?U_q)3W$O~EkBK9y#aD-<&v@N^? 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