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How do I create digital marketing report for client?

You can create digital marketing report for client by SEO services at hereWho Is Your Marketing Proposal For? Your marketing proposal will vary based on what you need it for. A proposal for internal company stakeholders may look different than one for landing a new client. Either way, as with all amazing content, it begins and ends with your specific audience in mind. This means it will hyper-focus on your client’s or stakeholder’s needs. After all, the project is about accomplishing their goals. This means a winning proposal shouldn’t be a press release for your expertise. (Though there is a place for case studies, which we’ll get to!) Marketing Proposals For Internal Stakeholders And Clients This template is flexible and will work for both people pitching internal stakeholders as well as those working with clients. So, whether you’re an in-house marketer or a marketing agency, this template will work for you.Anatomy of the Digital Marketing ROI Report Template:What’s in it, and how it calculates ROI The report consists of 5 screens: Instructions, Visits, Leads, Customers and Conversions & ROI. All you need to do is fill in the cells (under the months) with the corresponding numbers. And the charts will be automatically updated with the latest data. We know that most reports gather everything from under the sun. But we’ve decided to focus on visits, leads, customers, and conversions & ROI because they’re all inter-related. After all, leads cannot exist without website visitors; customers cannot exist without leads, and so on, you get the idea. 4 things to note before filling it up: We track by source. That includes channels such as Direct Traffic, Email Marketing, Organic Search, Paid Search, Referrals, Social Media, Other Campaigns & Offline Sources. You’ll need access to data from those sources.The report tracks in months. For shorter time-frames (e.g. weeks), just change the headers above the cells.Visits, Leads & Customers data feed into the Conversions & ROI screen.The data is turned into charts for your use. These charts show your performance over time. Just copy and paste them into your presentation decks. Let’s go into each screen now, shall we?Visits: How Many People are Going to Your Website? Your website (in particular landing pages) should always, always be the end point of your audience. No matter where they come from. Reason: it’s far easier to turn traffic into leads on your website. After all, you have control over your website’s content, landing pages, and offers. You can adapt them to suit your visitor’s behaviour quite easily. But you can’t do the same on channels that you don’t own.Marketing Proposal Template: Front Matter Section First, the front matter section includes a cover, table of contents, and opening statement. Pretty straightforward. Cover Your cover page has placeholders for everything. The text highlighted in red means it comes from your company or project information. And the blue highlights mean it’s from your client’s or stakeholder’s info.

What is the new question pattern for the ADEE 30% LDCE in S. E. Rly?

SYLLABUS - LDCE Group 'B' of ADEN ( Civil Engineering Department )SYLLABUS( Civil Engineering Department )Limited Departmental Competitive Examination for Promotion from Class III toADEN/Class IITime : 3 Hrs.Marks : 150Paper I - General Knowledge & Civil EngineeringPart I General Knowledge 50 marks : Common topics on general knowledge, Current affairs & Railway management & policy regarding Hindi language and Rules.Part II Civil Engineering ( general ) 100 marks1. Surveying( i ) Chain and Compass survey :-Basic principles, base lines, check lines, tie lines, perpendicular and oblique offsets, conventional signs, plotting of survey, true and magnetic bearings, open and closed traverse, recording and plotting of traverse, closing errors.(ii) Plain table Survey –Plain table outfit, method of radiation, intersection and traversing, contouring with plain table using telescopic alidade, merit and de-merits.(iii) Levelling –Level lines, datum, bench marks, simple leveling, arithmetical check, longitudinal and cross section contouring.(iv) Theodolite survey –Types of theodolite, measurement of horizontal angles, vertical angles, magnetic bearings and deflection angles, prolonging a straight line, traversing by method of included angles, balancing the survey closing errors, calculations of latitude and departure, use of theodolite as a tacheometer.(v) Curves –Elements of simple circular curves, setting out simple circular curves, different methods.(vi) Setting out works –Setting out buildings, culverts, center lines of railway alignment.(vii) Care & Custody of Survey Instruments.Handling of instruments – Transport and protection, permanent adjustments, repairs and periodical overhaul.2. Strength of Materials, Structural Design & Drawings.(a) Strength of Materials - Stress, Strain, Hooke’s Law, working stress, factor of safety, bending moment and shear force in simply supported beams and cantilevers, simple theory of bending, moving loads on simply supported beams, influence lines for bending moment and shear force in statically determinate beams, short columns, long columns empirical formulas.(b) Structural Design & Drawings.(i) Steel Structures - Riveted and welded joints, tension & Compression members, plate girders, connections, IRS Code of Practice for steel structures, sketching of connection details.(ii) RCC Structure – Slab-Singly and 2-way reinforced, beams rectangular, T and doubly reinforced, Bond, Shear reinforcement, design of columns, footing, IRS code of Practice for RCC Structures, Sketching of RCC details of simple structures.3. Construction Materials.Description, Specification, properties and uses of building materials- stones, sand, timber, bricks, cement, lime, building hardware, paints, varnishes, glasses, tiles.4. Foundation & Construction Engineering.(a) Soil Mechanics – Elements of soil mechanics – Physical properties of soils compaction, field methods of compaction, stablisation of soil, safe bearing capacity of soils, determination of safe bearing capacity, earth pressure, plate loading test, specifications and construction of earth work in embankments & cuttings.(b) Foundation Engineering – Function of foundations, different types of foundations, settlement of foundations, methods of reducing differential settlement, pile foundations, well foundations for bridges.( c ) Buildings – Bricks and stone masonry, construction details – roofs, floors, staircases, joinery, scaffolding.(d) Reinforced & prestressed concrete – Bending & placing of reinforcement, fine and course aggregates, concrete mixing, laying and compaction, finishing of RCC surfaces, formwork, curing, testing.(e) Steel Structures – Standard rolled sections, fabrication – templating, straightening, drilling, riveting, belting and welding, match marking, trial erections, testing, site erections equipment methods.(f) Construction Machinery & Equipment – Drilling and blasting equipment for quarrying, tunneling and excavation in rock, pile hammers and pile driving, equipments, pumps, concrete mixers, vibrators, grouting equipment, air compressors, pneumatic tools and different types of cranes.5. Hydraulics & Hydrology.(a) Hydraulics – Elements of hydraulics – open channel flow, flow in pipes, frictional loss, empirical formulas.(b) Hydrology – Rainfall and run off, rainfall statistics, rain gauges, run off calculations by empirical methods, flood discharge estimation, measurement of flood discharge current meter.(c) Hydraulic Structures – Design of bridges- alignment, number of spans, economic spans, waterway calculations, scour depths, afflux, clearance, depth of foundations, Box and pipe culverts, river training works spurs, groynes, aprons, lavees.6. Public Health Engineering.(a) Water Supply.(i) Quality of water – Physical, Chemical and bacteriological standards of water, water borne diseases, water demand methods of fore casting, sources of water, treatment of water – aeration, sedimentation, filtration (slow and rapid sand filters), disinfection, hardness methods of removal.(ii) Conveyance and Distribution – Pumping equipment, rising mains, systems of distribution residual pressures, different types of pipes and fittings, testing of pipes.(b) Sewerage – sewage, water collection and carriage, design and sewers house connections, storm water drains, disposal of sewage – river pollution and control, sewage treatment, land irrigation, septic tanks, primary clarifiers, sludge and scum removal, trickling filters, activated sludge process, sludge digesting, principles of anaerobic digestion, sludge gas, sludge drying and disposal.Time : 3 Hrs.Marks : 150Paper IIProfessional Subject, Establishment and Finance RulesPart I 100 marksProfessional Subject (Civil Engineering railway )1. Survey & ConstructionClassification of surveys, Principle governing location, ruling gradients, compensation for curves, vertical curves, hill surveys, catch sidings, tunnels, preparation of drawings, design of large bridges, progress reports on surveys, project estimates, standard of construction, junction arrangement, project report, preliminary arrangement for construction of new lines, letting out contracts, programme of work, critical path net works, execution of works and measurements, progress reports, completion of works.2. Railway Track –Description, specification and functions of track structure elements, Rails sleepers, fastenings, ballast, formation and other sub structures, points and crossings, geometry and design features, Track layouts.3. Maintenance of Permanent Waya) Duties – duties of Assistant Engineers, duties of Permanent way Inspectors, duties of works Inspectors, duties of Bridge Inspector, duties of Mates, Key men and Gang men.b) Maintenance of permanent way, system of maintenance, Beater packing, Machine packing, systems of maintenance, overhauling, systematic through packing, picking up slacks, Direct Track maintenance, miscellaneous works, lifting and lowering of tracks, screening of ballast, maintenance of drains, lubrication of rail joints, adjustment of creep, maintenance of level crossing maintenance of points and crossings.c) Maintenance of Short welded Rails – laying & its maintenance.d) Long welded rails and continuous welded rail – laying, maintenance, Manual provisions.e) Maintenance of track in circuited sections & electrified section- special precautions.f) Maintenance of curved track and realignment of curves, Curvature, transitions, super elevation of curves, safe speeds, cant deficiency, speed on curves with turnouts, realignment of curves, methods.g) Testing of track with track recorders – OMS 2000, TRC, TGI & CTR concept, Oscillograph car, Interpretation of track recording charts, Attention to track defects and records of track defects.4. Maintenance of Bridges –Inspection of bridges, Records of inspection, details of bridge inspections, works connected with maintenance of Bridges, laying of bridge sleepers, replacing cracked bed blocks, painting of steel work.5. Inspection & maintenance of Tunnels –Inspection of tunnels, Records of inspection, equipment of inspection, details of Tunnel inspection, works connected with maintenance of tunnels.6. Inspection & maintenance of Buildings –General instructions, Direct Building maintenance, additions and alterations to quarters, transfer of buildings, Building registers, scale of accommodations and other facilities, vacant railway buildings, Maintenance of buildings – inspection and repairs, petty repair books, periodical inspections, details of inspections.7. Maintenance of sanitary and hygienic condition in station yards and railway colonies, water supply drainage & sewerage –a) Sanitary – Formation of sanitation committees, inspection of sanitation committee, sanitary arrangement in station and colonies, drinking water, well protection, cleaning of wells, disinfection, prevention of infections diseases, disinfection of quarters.b) Water supply – Sources of water supply, water sample analysis, open wells-size, pumping capacity, improving yield, shallow tube wells, deep tube wells, impounding reservoirs, storage capacity, flood discharge, record of water levels in wells, rainfall registers, high level storage tanks, precaution against pollution, pumps types selection, Installation, aqueducts and pipelines-types, selection, laying estimating requirements of water, layout of distribution system, water supply from outside sources, maintenance and operation of water supply installation, responsibilities of Engineering Department and Mechanical Department.c) Drainage and Sewerage – Drainage systems, waterborne sewerage, size of sewerage, sewage treatment systems, sewage disposals, sewage purification systems, surface drainage layout, size of drains, disposal of sullage effluent, drainage of latrines, maintenance of sewerage and drainages systems, maintenance of open sullage drains, storm water drains, house connection, connection for sanitary arrangements, responsibilities of Engineering staff.8. Acquisition management & disposal of land –General Code Rules, ownership of railway land, sanctioning authority for acquisition and relinquishment, principles for acquisition and relinquishment, procedure for acquisition and relinquishment, plans and schedules, taking over and handing over, demarcation of boundaries, land records – demarcation and verification of railway boundaries, maintenance of right of way, religious structures, management of Railway land leasing of licensing, lease or license of land, merchants and vendors at stations, oil installation, natural products and grazing, construction of building near railway land, sale of natural products, felling of trees within railway land, outside railway land, felling of tree near electric or telegraph wires.9. Large scale Permanent renewals –Classification of routs and tracks, track renewal programmes, factors governing permanent way renewals, preparation for relaying, preliminary work, restriction to be observed during relaying, post relaying work, classification and disposal of released materials.10.BridgeWorks –What precautions when working on bridges, rebuilding or alterations to bridges, design and execution of bridge works, temporary arrangements, work for erection of Girders, assembly and creation of girders, cranes of girders, testing of girders, proposals for strengthening existing girder spans, methods of re-girdering major bridges.11. Works affecting Railway Safety and opening new works –General references to rules : Works requiring sanction of the CRS and notice thereof, applications to the CRS for execution of works and safety Certificates, documents to accompany application, submission of safety certificate, deviation from plans approved by CRS, applications for running of new types of locomotives and or rolling stock and for increase in speed, notification to railway officials when opening works, works resulting from accidents, opening of new lines, infringement to Schedule of dimensions- condonation, procedure thereof, movement of ODCs-type and procedure for sanction for movement, precautions during movements.12. Railway Operation :( a ) General :Reference to G & SR, Types of signals and their significance, rules for working of trains, block working rules, introduction of temporary single line working.( b ) Engineering restriction and indicators: General- Definitions, Responsibility of the Inspector-in-charge, works of short duration, protection of line in block section and procedure for passing trains, works of long duration, temporary engineering fixed signals, arrangements prior to commencement of work, protection in block section for speed restrictions, procedure for blocking lines for engineering purposes, works at times of poor visibility, temporary signals in emergency, periodical notices of engineering restrictions, permanent speed restrictions indicators, review of permanent speed restrictions, indicators General.( c ) Level Crossing :General – Classification, Standard Specifications, normal position of gates, level crossing equipment, traffic and engineering gates, sitting gate lodges, appointment of Gatemen, duties of gatemen, maintenance of level crossings, examination of gate equipment and gatemen in rules, level crossing register, road traffic census, manning / demanning of level crossings.( d ) Working of Trolly / Lorry / Dolly :General instruction-rules for working, distinction between trollies, lorries and mortar trollies, certificates of competency, officials permitted to use trollies and lorries, responsibility for safe working, work at night or in bad weather, working on track circuited sections, conveyance of non railway officials, trolly permits for private sidings, trolly refuges, protection, equipment trollies and lorries, working of trollies and lorries in block sections, in station limits.( e ) Ballast and material trains :General –Rules for working in running ordering of ballast trains, issue of ‘’fit & run’’ certificate, equipments testing of brake power working in block sections, running on Ghat section, loading and unloading for Hooper wagons, planning of ballast and material train movement, training out materials and daily reports of ballast train working, charges for ballast trains, register of engineering vehicles.13. Accidents :General –Observance of rules, intimation of accidents by station masters, duties and responsibilities of the engineering officials in the event of accident impairing through traffic, action at site, reporting details of accident-provision of Accident Manual, action in case of derailments, examination of site and preparation of sketches, recording track and rolling stock measurements accidents procedure, use of recorded data, restoration of through running, procurement and arrangement of labour and equipment, temporary arrangement at site of accident, transshipment, funds required due to emergency, attendance of police at accidents, driver’s reports on defects in track, action on receipt of reports of defective track, abnormal occurrence attributable to oscillation of locomotives, accidents not impairing through traffic, records of accidents.14.Riversand floods( a ) Rivers and floods, General pre-monsoon precautionary measure and patrolling of Railway line –Behavior of rivers, watchmen at important bridges, pitching and boulder reserve, vigilance during floods, floods records survey of the course of river, river protection works, types, design, records-rivers and floods.( b ) Pre-monsoon pre-cautionary measures.Vulnerable section, materials for anticipated emergencies, monsoon emergency rakes, equipment, tools rail clusters, temporary bridge spans, protective works, railway affecting tanks, inspection and vigilance over railway affecting tanks :- pre-monsoon, during monsoons.( c ) Monsoon and emergency patrolling –Kinds of patrolling, key men’s daily patrol during abnormal rain, systematic night patrolling during monsoon, stationary watchmen at vulnerable points, review of patrolling systems and vulnerable locations, security patrolling during civil disorders, protection of line in emergency, duties of patrolmen and their equipment reporting damage & obstruction on track to Station Master, check over patrolling, inspection of equipment, surprise checking at night.15. Preparation of Plans & estimates :Preparation of Plans – General procedure, plan for other departments, sizes of drawings, titles and numbering of drawings, Scale of drawing, details on drawing, symbols and colours of drawings, Railway Board drawings/ plans issued by the Chief Engineer’s Office/ plans in Divisional / Asstt. Engineer’s / Inspector’s office, completion drawings, care and filling of tracings, preparation of estimates – Code rules, technical details, rates and quantities, schedule of rates and price – listing of stores, report and justification, rent statement for staff quarters, special features of estimates, remodeling of station yards, track renewal works, deposit depot works, urgency Certificate, Supplementary Estimates.16. Contract and Execution of works :( a ) Contracts, General – Code reference for contracts, list of approved contractors & registration of application, Schedule of rates, Analysis, non-scheduled rates, special rates, tenders, procedure, tenders documents drawing and specifications committees, acceptance of tenders, contracts, procedure, contract documents, General and special conditions of contract, loan of tools and plants to contractors, issue of departmental material to contractors, lease or license of railway quarries, measurements and measurement books – code reference, recording measurements, ‘on account’ measurement, standard measurements, responsibilities of inspectors and Asstt. Engineer for measurements of works, ballast, measurements, computation for quantities, preparation of abstracts in measurement books, submission of bills, checking of bills, bill registers, disputes with contractors.( b ) Execution of works – General instruction :Code rules, agencies for executing works, responsibilities of executive officers, deposit works, excess and savings on estimates, attention to public interest, prevention of accidents, religious edifies and archaeological remains, revision of lightening conductors, planning critical path net works, PERT, Departmental execution of works record, progress reports, charges for stores and labour, execution of works in Engineering workshops, contacted works, issue of work orders, completion documents, works pertaining to other departments.17. Miscellaneous :( a ) Management of Engineering stores general :Reference to code Rules, procurement of stores – requisition, acknowledgement of receipt, claims of short receipt etc. custody of stores – classification, handling and storage, Account heads of stores – operation, records and returns, disposal of released and surplus stores – return to stores depot, disposal by auction, verification of stocks and adjustment for shortages / excess.( b ) Law and Order, Railway police :Lodging of complaints, co-operation with Railway police, cognizable offences, non-cognisable offences, powers against railway staff, action by railway staff in case of attempted sabotage, answering of Court summons, prevention of trespass, disposal of human bodies found run over, disposal of cattle found dead on the line.PART – II 50 MarksESTABLISHMENTPersonnel Management.1. Organisation of the Personal Department in the railway. The objectives of the Personal Department, functions and policies of the Personal Department, Role of the Personal Officer in the Headquarters and on the Divisions.2. Classification of services – Recruitment to the different services Groups ‘A’ to ‘D’ – Recruitment of Artisan –staff – Special Reservation in the Rly Services, Role of Railway service Commissions in recruitment – recruitment other than through usual channels – Promotion policy and methods.3. Personal supervision – leadership styles, formal and informal democratic or Participative leadership style, advantage of participation, Joint councils of Management, negotiating Machinery Schemes, Zonal and Divisional corporate Enterprise groups.4. Inspection of Loco Shed, C & W Depots, Stations, Engineering Offices.Labour Relations and welfare :Unionand their Role :1. Important recognized trade union in Railways, Role of unrecognized unions and methods of dealing with them.2. Industrial Disputes and the legislative, Framework, Causes of Industrial Disputes basic remedies the Industrial Disputes Act 1947, Strikes, Lock – outs and lay – offs, handling of grievances at Divisional and in the Headquarters, handling of grievances by labour Enforcement Officers.3. The hours of Employment regulations, Overtime, job – analysis and its mechanics.4. The factories Act, Special rules for workshop staff in the Railways.5. The Workmen’s Compensation Act – Ex – gratia payment, Incentive Bonus scheme.6. Pass rules.7. Retirement benefits under the Provident Fund and schemes, Final Settlement.8. Welfare for the whole family of Railway men – concept and practice obtaining on the railway.Finance Rules :1. Parliamentary control over railway Finance – public accountability, canons of financial property.2. Financial planning and Budgeting – Budgetary and financial Reviews – Appropriation accounts.3. Rules of allocation – Classification of Expenditure – Control over expenditure, Responsibility accounting – performance budgeting – Exchequer control, financial results of working.4. Works programme – financial justification of works – Survey preparation of Estimates – Capital Budget – control over capital expenditure – Productivity test.5. Financial control over stores expenditure – Purchase and stores keeping procedure – Inventory Control and A.B.C. Analysis.6. Financial and cost control in Railway Workshops.7. Rules and procedure relating to Tender and contracts for execution of works & Procurement of stores.8. Procedure for processing and finalizing the audit objection and Draft, Paras.9. Delegation of Powers.10. Losses, Frauds and embezzlements.*****************************

How can Python be used in music?

Music software written in PythonAudio PlayersBluemindo- Bluemindo is a really simple but powerful audio player in Python/PyGTK, using Gstreamer. Bluemindo is a free (as in freedom) software, released under GPLv3, only.cplay - a curses front-end for various audio playersedna- an MP3 server, edna allows you to access your MP3 collection from any networked computer. The web pages are dynamically constructed, adjusting to directory structure and the files in those directories. This is much nicer than using simple directory indexing. Rather than directly serving up an MP3, the software serves up a playlist. This gets passed to your player (e.g. WinAmp) which turns around with an HTTP request to stream the MP3.Listen - Music management and playback for GNOMEMediaCore Audio/Podcast Player and CMS - Web based CMS for music management in video, audio and podcast form. All audio, video, and podcasts added to the system are playable from any browser.MMA - Musical Midi Accompaniment. If you follow the above link you will find that Pymprovisator is no longer developed due to the fact that there is this similar, but more powerful GPL Python software.Peyote - Peyote is an audio player with friendly MC-like interface. Peyote is designed specifically for work easy with cue sheets.Pymprovisator- Pymprovisator is a program that emulates the program Band in a Box from PG Music. You can think in it like the electronic version of the books+CD from Jamey Aebersold. You set the basic parameters in a song: title, style, key, chords sequence,... and the program will generate a Midi file with the correct accompaniment. (dev suspended)Pymps - Pymps is the PYthon Music Playing System - a web based mp3/ogg jukebox. It's written in Python and utilises the PostgreSQL database.MusicPlayer- MusicPlayeris a high-quality music player implemented in Python, using FFmpeg and PortAudio.Pymserv- PyMServ is a graphical client for mserv, a music server. It is written in Python using pygtk and gconf to store prefs.Pytone - Pytone is a music jukebox written in Python with a curses based GUI. While providing advanced features like crossfading and multiple players, special emphasis is put on ease of use, turning PyToneinto an ideal jukebox system for use at parties.Quod Libet - Quod Libet is a GTK+-based audio player written in Python. It lets you make playlists based on regular expressions. It lets you display and edit any tags you want in the file. And it lets you do this for all the file formats it supports -- Ogg Vorbis, FLAC, MP3, Musepack, and MOD.TheTurcanator- a small midi piano tutor for windows and mac. Includes CoreMIDI wrapper written in pyrex.LinuxBand- LinuxBandis a GUI front-end for MMA (Musical MIDI Accompaniment). Type in the chords, choose the groove and LinuxBandwill play a musical accompaniment for you.Audio Convertorsaudio-convert-mod - audio-convert-mod is a simple audio file converter that supports many formats. At just a right-click, you can convert any amount of music files to WAV, MP3, AAC, Ogg and more. audio-convert-mod was designed with the same principles as fwbackups - keeping things simple.SoundConverter- SoundConverteris a simple audio file converter for the GNOME desktop, using GStreamer for conversion. It can read anything GStreamer has support for, and writes to WAV, MP3, AAC, Ogg or FLAC files.Python Audio Tools - Python audio tools are a collection of audio handling programs which work from the command line. These include programs for CD extraction, track conversion from one audio format to another, track renaming and retagging, track identification, CD burning from tracks, and more. Supports internationalized track filenames and metadata using Unicode. Works with high-definition, multi-channel audio as well as CD-quality. Track conversion uses multiple CPUs or CPU cores if available to greatly speed the transcoding process. Track metadata can be retrieved from FreeDB, MusicBrainzor compatible servers. Audio formats supported are: WAV, AIFF, FLAC, Apple Lossless, Shorten, WavPack, MP3, MP2, M4A, Ogg Vorbis, Ogg Speex, Ogg FLAC, & Sun AUMusic NotationAbjad - Abjad is a Python API for Formalized Score Control. Abjad is designed to help composers build up complex pieces of music notation in an iterative and incremental way. You can use Abjad to create a symbolic representation of all the notes, rests, staves, nested rhythms, beams, slurs and other notational elements in any score. Because Abjad wraps the powerful LilyPondmusic notation package, you can use Abjad to control extremely fine-grained typographic details of all elements of any score.Frescobaldi- is a LilyPondmusic score editor written in Python using PyQt4and PyKDE4. Clicking a button runs LilyPondon the current document and displays the PDF in a preview window. There are some nice editing tools and a powerful score wizard to quickly setup a template score.mingus- mingus is an advanced music theory and notation package for Python. It can be used to play around with music theory, to build editors, educational tools and other applications that need to process music. It can also be used to create sheet music with LilyPondand do automated musicological analysis.see also 'music21' belowMusical Analysismusic21- a toolkit developed at MIT for computational musicology, music theory, and generative composition. Provides expandable objects and methods for most common theoretical problems. Supports music import via MusicXML, Humdrum/Kern, Musedata, ABC, and MIDI, output via MusicXML, Lilypond, and MIDI, and can easily integrate with notation editors (Finale, Sibelius, or MuseScore) and other audio and DAW software (via MIDI).pcsets - Pitch Class Sets are a mathematical model for analyzing and composing music.PyOracle- Module for Audio Oracle and Factor Oracle Musical Analysis.Audio AnalysisFriture - Friture is a graphical program designed to do time-frequency analysis on audio input in real-time. It provides a set of visualization widgets to display audio data, such as a scope, a spectrum analyser, a rolling 2D spectrogram.LibXtract- LibXtractis a simple, portable, lightweight library of audio feature extraction functions. The purpose of the library is to provide a relatively exhaustive set of feature extraction primatives that are designed to be 'cascaded' to create a extraction hierarchies.Yaafe - Yet Another Audio Feature Extractor is a toolbox for audio analysis. Easy to use and efficient at extracting a large number of audio features simultaneously. WAV and MP3 files supported, or embedding in C++, Python or Matlab applications.Aubio - Aubio is a tool designed for the extraction of annotations from audio signals. Its features include segmenting a sound file before each of its attacks, performing pitch detection, tapping the beat and producing midi streams from live audio.LibROSA- A python module for audio and music analysis. It is easy to use, and implements many commonly used features for music analysis.Ear TrainingGNU Solfege- GNU Solfege is a computer program written to help you practice ear training. It can be useful when practicing the simple and mechanical exercises.cSoundathenaCL- modular, polyphonic, poly-paradigm algorithmic music composition in an interactive command-line environment. The athenaCL system is an open-source, cross-platform, object-oriented composition tool written in Python; it can be scripted and embedded, includes integrated instrument libraries, post-tonal and microtonal pitch modeling tools, multiple-format graphical outputs, and musical output in Csound, MIDI, audio file, XML, and text formats.Cabel - Visual way to create csound instruments.Dex Tracker- Front end for csound that includes a tracker style score editor in a grid, text editor, cabel tested with Python 2.5.Ounk is a Python audio scripting environment that uses Csound as it's engine.Ceciliais a csound frontend that lets you create your own GUI (grapher, sliders, toggles, popup menus) using a simple syntax. Cecilia comes with a lots of original builtin modules for sound effects and synthesis. Previously written in tcl/tk, Cecilia was entirely rewritten with Python/wxPython and uses the Csound API for communicating between the interface and the audio engine. Version 4.02 beta is the current release.see also 'blue' belowAudio (Visual) Programming FrameworksPeace Synthesizer Framework- "Peace Synthesizer Framework" is Cross Platform Scriptable Real-Time Visualization & Sound. It has internal and external real-time scriptable visualization and sound generation and also support Nintendo system [Famicom] - like sound Emulation for 8-bits style chiptune music.Hypersonic- Hypersonic is for building and manipulating sound processing pipelines. It is designed for real-time control. It includes objects for oscillators, filters, file-io, soundcard and memory operations.Music programming in PythonPlaying & creating soundpydub - Pydub is a simple and easy high level interface based on ffmpeg and influenced by jquery. It manipulates audio, adding effects, id3 tags, slicing, concatenating audio tracks. Supports python 2.6, 2.7, 3.2, 3.3audiere- Audiere is a high-level audio API. It can play Ogg VorbisAU, MP3, FLACAS, uncompressed WAV, AIFF, MOD, S3M, XM, and ITAN files. For audio output, Audiere supports DirectSoundor WinMM in Windows, OSS on Linux and Cygwin, and SGI AL on IRIX.audiolab- audiolab is a small Python package (now part of scikits) to import data from audio files to numpy arrays and export data from numpy arrays to audio files. It uses libsndfile from Erik Castro de Lopo for the underlying IO, which supports many different audio formats: http://www.mega-nerd.com/libsndfile/GStreamer Python Bindings- GStreamer is a big multimedia library, it is very simple to use it with these python bindings. Many applications rely on it (Exaile, Pitivi, Jokosher, Listen usw.). Online documentation can be found on http://pygstdocs.berlios.de/improviser- Automatic music generation software. Experiments in musical content generation.python-musical- Python library for music theory, synthesis, and playback. Contains a collection of audio wave generators and filters powered by numpy. Also contains a pythonic music theory library for handling notes, chords, scales. Can load, save, and playback audio.LoopJam- Instant 1 click remixing of sample loops, able to boost your creativity and multiply your sample loop library. Remix audio loops on a slice level, apply up to 9 FX to individual slices or create countless versions using LJ's auto-remix feature (jam) which re-arranges the audio loop forming musical patterns.Loris- Loris is an Open Source C++ class library implementing analysis, manipulation, and synthesis of digitized sounds using the Reassigned Bandwidth-Enhanced Additive Sound Model. Loris supports modified resynthesis and manipulations of the model data, such as time- and frequency-scale modification and sound morphing. Loris includes support and wrapper code for building extension modules for various scripting languages (Python, Tcl, Perl).MusicKit- The MusicKitis an object-oriented software system for building music, sound, signal processing, and MIDI applications. It has been used in such diverse commercial applications as music sequencers, computer games, and document processors. Professors and students in academia have used the MusicKitin a host of areas, including music performance, scientific experiments, computer-aided instruction, and physical modeling. PyObjC is required to use this library in Python.pyao- pyao provides Python bindings for libao, a cross-platform audio output library. It supports audio output on Linux (OSS, ALSA, PulseAudio, esd), MacOS X, Windows, *BSD and some more. There are ready-to-use packages in Debian/Ubuntu, and Audio output is as easy as: import ao; pcm = ao.AudioDevice("pulse"); pcm.play(data)pyAudio- PyAudioprovides Python bindings for PortAudio, the cross-platform audio I/O library. Using PyAudio, you can easily use Python to play and record audio on a variety of platforms. Seems to be a successor of fastaudio, a once popular binding for PortAudiopyFluidSynth- Python bindings for FluidSynth, a MIDI synthesizer that uses SoundFontinstruments. This module contains Python bindings for FluidSynth. FluidSynthis a software synthesizer for generating music. It works like a MIDI synthesizer. You load patches, set parameters, then send NOTEON and NOTEOFF events to play notes. Instruments are defined in SoundFonts, generally files with the extension SF2. FluidSynthcan either be used to play audio itself, or you can call a function that returns chunks of audio data and output the data to the soundcard yourself.Pygame- Pygame is a set of Python modules designed for writing games. It is written on top of the excellent SDL library. This allows you to create fully featured games and multimedia programs in the Python language. Pygame is highly portable and runs on nearly every platform and operating system. .ogg .wav .midi .mod .xm .mp3. Sound output. midi input and output. Load sounds into numeric and numpy arrays.PyMedia- (Not updated since 2006) PyMediais a Python module for the multimedia purposes. It provides rich and simple interface for the digital media manipulation( wav, mp3, ogg, avi, divx, dvd, cdda etc ). It includes parsing, demutiplexing, multiplexing, coding and decoding. It can be compiled for Windows, Linux and cygwin.pyo - pyo is a Python module containing classes for a wide variety of audio signal processing types. With pyo, user will be able to include signal processing chains directly in Python scripts or projects, and to manipulate them in real time through the interpreter. Tools in pyo module offer primitives, like mathematical operations on audio signal, basic signal processing (filters, delays, synthesis generators, etc.), but also complex algorithms to create sound granulation and others creative audio manipulations. pyo supports OSC protocol (Open Sound Control), to ease communications between softwares, and MIDI protocol, for generating sound events and controlling process parameters. pyo allows creation of sophisticated signal processing chains with all the benefits of a mature, and wildly used, general programming language.Zyne- Zyne is a Python modular synthesizer using pyo as its audio engine. Zyne comes with more than 10 builtin modules implementing different kind of synthesis engines and provides a simple API to create your own custom modules.Soundgrain- Soundgrain is a graphical interface where users can draw and edit trajectories to control granular sound synthesis modules. Soundgrain is written with Python and WxPythonand uses pyo as its audio engine.Pyper - (Not updated since early 2005) Pyper is a musical development environment. It allows you to write Python scripts that generates music in real-time. Pyper uses QuickTimeMusical Instruments for synthesis.pySonic- (Not updated since 2005) pySonic is a Python wrapper around the high performance, cross platform, but closed source, FMOD sound library. You get all the benefits of the FMOD library, but in a Pythonic, object oriented package.PySndObj- The Sound Object Library is an object-oriented audio processing library. It provides objects for synthesis and processing of sound that can be used to build applications for computer-generated music. The core code, including soundfile and text input/output, is fully portable across several platforms. Platform-specific code includes realtime audio IO and MIDI input support for Linux (OSS,ALSA and Jack), Windows (MME and ASIO), MacOS X (CoreAudio, but no MIDI at moment), Silicon Graphics (Irix) machines and any Open Sound System-supported UNIX. The SndObjlibrary also exists as Python module, aka PySndObj. The programming principles for Python SndObjprogramming are similar to the ones used in C++. It is also possible to use the Python interpreter for on-the-fly synthesis programming.PySynth- A simple music synthesizer.Snack - (last update: December 2005) The Snack Sound Toolkit is designed to be used with a scripting language such as Tcl/Tk or Python. Using Snack you can create powerful multi-platform audio applications with just a few lines of code. Snack has commands for basic sound handling, such as playback, recording, file and socket I/O. Snack also provides primitives for sound visualization, e.g. waveforms and spectrograms. It was developed mainly to handle digital recordings of speech (being developped at the KTH music&speech department), but is just as useful for general audio. Snack has also successfully been applied to other one-dimensional signals. The combination of Snack and a scripting language makes it possible to create sound tools and applications with a minimum of effort. This is due to the rapid development nature of scripting languages. As a bonus you get an application that is cross-platform from start. It is also easy to integrate Snack based applications with existing sound analysis software.AudioLazy- Real-Time Expressive Digital Signal Processing (DSP) Package for Python, using any Python iterable as a [-1;1] range audio source. Has time-variant linear filters as well as LTI filters using Z-Transform equations like 1 - z ** -1, as well as analysis (ZCR / zero crossing rate, LPC / Linear Predictive Coding, AMDF, etc.), synthesis (table lookup, ADSR, etc.), ear modeling (Patterson-Holdsworth with gammatone filters and ERB models), and multiple implementation of common filters (lowpass, highpass, comb, resonator), among several other resources (e.g. Lagrange polynomial interpolation, simple converters among MIDI pitch / frequency / string). Works mainly with Streaminstances for its signal outputs, a generator-like (lazy) iterable with elementwise/broadcast-style operators similar to the Numpy array operators. Integrated with Matplotlib for LTI filter plotting, although it doesn't require Matplotlib nor Numpy for computation, DSP or I/O. Emphasizes sample-based processing while keeping block-based processing easy to be done, this package can also be seen as a highly enhanced itertools. Pure Python, multiplatform, compatible with Python 2.7 and 3.2+, uses PyAudiofor audio I/O (if needed). Can be used together with Scipy, Sympy, music21 and several other packages, none required for DSP computation based on Python iterables.sounddevice- This module provides bindings for the PortAudiolibrary (using CFFI) and a few convenience functions to play and record NumPyarrays containing audio signals.CommunityPythonSound- The Python Sound Project aims to develop a productive community around Python, Csound and other synthesis engines as tools for algorithmic and computer assisted composition of electroacoustic music.CsoundCSound/ CsoundAC- Csound is a sound and music synthesis system, providing facilities for composition and performance over a wide range of platforms and for any style of music. The Csound orchestra language features over 1200 unit generators (called "opcodes") covering nearly every sound synthesis method and that the user can combine into "instruments" of unlimited complexity and flexibility. Csound 5 allows Python code to be called from or directly embedded into Csound orchestras. Additionally, the csnd Python extension module wraps the Csound API so that Csound can be embedded into Python applications. CsoundAC (for "Csound Algorithmic Composition") is a GUI front end to Csound with Python scripting and a Python module providing tools for the algorithmic generation or manipulation of Csound scores. Csound on Sourceforge; Csound-Pythonand Csound(some brief tutorials on the OLPC Wiki)Csound Routines- set of routines to manipulate and convert csound filesPMask - Python implementation of CMask, a stochastic event generator for Csound.MP3 stuff and Metadata editorseyed3 - eyeD3 is a Python module and program for processing ID3 tags. Information about mp3 files (i.e bit rate, sample frequency, play time, etc.) is also provided. The formats supported are ID3 v1.0/v1.1 and v2.3/v2.4.mutagen- Mutagen is a Python module to handle audio metadata. It supports ASF, FLAC, M4A, Monkey's Audio, MP3, Musepack, Ogg FLAC, Ogg Speex, Ogg Theora, Ogg Vorbis, True Audio, WavPackand OptimFROG audio files. All versions of ID3v2 are supported, and all standard ID3v2.4 frames are parsed. It can read Xing headers to accurately calculate the bitrate and length of MP3s. ID3 and APEv2 tags can be edited regardless of audio format. It can also manipulate Ogg streams on an individual packet/page level.ID3.py - This module allows one to read and manipulate so-called ID3 informational tags on MP3 files through an object-oriented Python interface.id3reader.py- http://Id3reader.py is a Python module that reads ID3 metadata tags in MP3 files. It can read ID3v1, ID3v2.2, ID3v2.3, or ID3v2.4 tags. It does not write tags at all.mpgedit- mpgedit is an MPEG 1 layer 1/2/3 (mp3), MPEG 2, and MPEG 2.5 audio file editor that is capable of processing both Constant Bit Rate (CBR) and Variable Bit Rate (VBR) encoded files. mpgedit can cut an input MPEG file into one or more output files, as well as join one or more input MPEG files into a single output file. Since no file decoding / encoding occurs during editing, there is no audio quality loss when editing with mpgedit. A Python development toolkit enables Python developers to utilize the core mpgedit API, providing access to mp3 file playback, editing and indexing functionality.m3ute2- m3ute2 is program for copying, moving, and otherwise organizing M3U playlists and directories. m3ute2 can also generate detailed reports about lists of files.mmpython- MMPython is a Media Meta Data retrieval framework. It retrieves metadata from mp3, ogg, avi, jpg, tiff and other file formats. Among others it thereby parses ID3v2, ID3v1, EXIF, IPTC and Vorbis data into an object oriented struture.KaaMetadataSucessor of MMPython.PyID3 - pyid3 is a pure Python library for reading and writing id3 tags (version 1.0, 1.1, 2.3, 2.4, readonly support for 2.2). What makes this better than all the others? Testing! This library has been tested against some 200+ MB of just tags.beets - music tag correction and cataloging tool. Consists of both a command-line interface for music manipulation and a library for building related tools. Can automatically correct tags using the MusicBrainzdatabase.see also: PySonicfor programmable MP3 playbackMIDI Maniapygame.midi- is a portmidi wrapper orginally based on the pyportmidi wrapper. Also pygame.music can play midi files. Can get input from midi devices and can output to midi devices. For osx, linux and windows. New with pygame 1.9.0. python -m pygame.examples.midi --outputpyMIDI - Provides object oriented programmatic manipulation of MIDI streams. Using this framework, you can read MIDI files from disk, build new MIDI streams, process, or filter preexisting streams, and write your changes back to disk. If you install this package on a Linux platform with alsalib, you can take advantage of the ALSA kernel sequencer, which provides low latency scheduling and receiving of MIDI events. SWIG is required to compile the ALSA extension sequencer extension. Although OS-X and Windows provide similar sequencer facilities, the current version of the API does not yet support them. Some buggs are remaining in this package (for example when trying to delete a track), it has not been updated since 2006. This package is by Giles Hall. A sourceforge download.midi.py- (DEAD LINK) - Python MIDI classes: meaningful data structures that represent MIDI events and other objects. You can read MIDI files to create such objects, or generate a collection of objects and use them to write a MIDI file.MIDI.py- This module offers functions: concatenate_scores(), grep(), merge_scores(), mix_scores(), midi2opus(), midi2score(), opus2midi(), opus2score(), play_score(), score2midi(), score2opus(), score2stats(), score_type(), segment(), timeshift() and to_millisecs(). Uses Python3. There is a call-compatible Lua module.PMIDI - The PMIDI library allows the generation of short MIDI sequences in Python code.The interface allows a programmer to specify songs, instruments, measures, and notes. Playback is handled by the Windows MIDI stream API so proper playback timing is handled by the OS rather than by client code. The library is especially useful for generating earcons.portmidizero- portmidizero is a simple ctypes wrapper for PortMidiin pure Python.PyChoReLib- Python Chord Recognition Library. This is a library that implements the transformation from a list of notenames to a chord name. The system can be taught new chords by example: tell it that ['c', 'e', 'g'] is called a 'C' chord, and using its built-in music knowledge it immediately recognizes all major triads in all keys and all inversions/permutations. Comes with a real-time midi-input demo program (needs PyPortMidi).PyMIDI - The MIDI module provides MIDI input parsers for Python. Package not updated since 2000.PyPortMidi- PyPortMidiis a Python wrapper for PortMidi. PortMidiis a cross-platform C library for realtime MIDI control. Using PyPortMidi, you can send and receive MIDI data in realtime from Python. Besides using PyPortMidito communicate to synthesizers and the like, it is possible to use PyPortMidias a way to send MIDI messages between software packages on the same computer. PyPortMidiis now maintained at http://bitbucket.org/aalex/pyportmidi/PythonMIDI- The Python Midi package is a collection of classes handling Midi in and output in the Python programming language.PySeq - Python bindings for ALSA using ctypesmilk- Superceding the older Nam, milk provides Python with classes representing key MIDI sequencer components: MIDI I/O, EventLists, Plugins and a realtime Flow class. The components can be freely interconnected in a fashion very similar to physical MIDI cabling, however the milk event system is not limited to MIDI events alone; you can define your own extensions should the need arise. Website says it is unpolished and unfinished.pyrtmidi- rtmidi provides realtime MIDI input/output across Linux (ALSA), Macintosh OS X, SGI, and Windows (Multimedia Library) operating systems. It is very fast, has a clean and pythonic interface, and supports virtual ports, according to author Patrick Kidd. In fact it is a wrapper for Gary Scavone's rtmidi from here, rather than the address on this website:rtmidi-python - Another RtMidiwrapper.winmidi.pyd- A demo? of a Python extension interfacing to the native windows midi libs that developed from earlierattempts.win32midi- Some Python samples to demonstrate how to output MIDI stream on MS windows platform. Unlike previous links, these samples playback MIDI by directly calling the Win32 MIDI APIs without an intermediate portable library. It provides a simple player class for playing with MIDI sound using the synthesizer on the soundcard/onboard soundchip. A sample script is provided for testing it out. As it is still a work in progress, bugs are expected.midiutil- A pure Python library for generating Midi filesPyknon- Pyknon is a simple music library for Python hackers. With Pyknon you can generate Midi files quickly and reason about musical proprieties.Desfonema Sequencer- A tracker minded MIDI sequencer for Linux (ALSA) written in Python/PyGTKpython-music-gen - Simple library to generate midi patterns from numbers. Useful for building generative music tools.fluidsynth-gui - Graphical User Interface for FluidSynth, and an alternative to Qsynth.Other protocolsOSC.py- Python classes for OpenSoundControllibrary client functionality. The OSC homepage is at http://opensoundcontrol.orgTwisted-osc - OSC Library for Twisted, an event-driven Python framework. It could really be ported to a non-Twisted framework as well, but is currently in the process of possibly become an official part of Twisted.aiosc - Minimalistic OSC communication module using asyncio.pyalsaaudio- This package contains wrappers for accessing the ALSA API (The Advanced Linux Sound Architecture (ALSA) provides audio and MIDI functionality to the Linux operating system) from Python. It is fairly complete for PCM devices and Mixer access.pkaudio- pkaudio is a collection of Python-based modules for midi input, osc communication with supercollider, and pyqt functionality.PyJack- This is a Python C extension module which provides an interface to the Jack Audio Server. It is possible to access the Jack graph to perform port connections/disconnections, monitor graph change events, and to perform realtime audio capture and playback using Numeric Python arrays. This is released under the GPL.MAX/MSP & PureDatamxdublin- mxdublin is an object oriented framework to generate events in pd and max. pd, short for Pure Data, a graphical Computer Music System written by Miller S. Puckette. mxdublin is a real time Python user environment working within pd/max. It is designed to put logic into a sequence of events. Python has been chosen has the interface language to build and run sequencing objects. Has a prerequisites, the users needs to know a minimal of Python and pd/max.net.loadbang.jythonis a package which supports the Python scripting/programming language within MXJ for Max/MSP. We use the Jython interpreter, which allows Python and Java to interact, and gives Python access to the standard Java libraries (as well as any other Java code available to MXJ).OpenExposition- OpenExpositionis a library aimed at automatic generation of user interfaces. The programmer only needs to specify what parts of the application need to be exposed to the user, and OpenExpositiondoes the rest. At present, OpenExpositionallows access to variables (either directly or through a pair of set/get methods), and class methods. It can construct the user interface graphically (using either the multi-platform FLTK library or Cocoa on Mac OS X), programatically (through Python), aurally (using the speech synthesis and recognition capabilities on Mac OS X), and by building MAX/MSP externals that can then be used in MAX/MSP.Py/pyext- Python script objects is an object library providing a full integration of the Python scripting language into the PD (and in the future Max/MSP) real-time system. With the py object you can load Python modules and execute the functions therein. With pyext you can use Python classes to represent full-featured pd/Max message objects. Multithreading (detached methods) is supported for both objects. You can send messages to named objects or receive (with pyext) with Python methods.Purity is a Python library for Pure Data dynamic patching. The idea is to be able to harness the power of Pure Data for audio programming without having to use its graphical interface. Python's clear and intuitive syntax can be used with profit in order to create intricate patches with advanced string handling, graphical user interfaces and asynchronous network operations. Purity uses Twisted, an event-driven Python framework.Music software supporting PythonMultitrack StudiosREAPER- "Audio Production Without Limits": REAPER is a professional digital audio workstation (DAW) for Windows, OS X and WINE. It comes with an uncrippled evaluation licence and supports advanced audio and MIDI recording, arranging and mixing. The support of several plugin formats (like VST, DX and AU) as well as the extremely flexible routing capabilities make it a powerful production suite. Since version 3.12 REAPER is scriptable with Python, allowing access to internal actions and parts of the API.Ableton Live - Award-winning commercial music creation, production and performance platform for Mac OS and Windows. Live is far and away one of the most interesting and groundbreaking audio recording and sequencing tools to come along in the past five years. Live uses Python internally and an experimental API has been exposed at this site, and there is a discussion group here.blue- blue is a Java program for use with Csound. It's interface is much like a digital multitrack, but differs in that there timelines within timelines (polyObjects). This allows for a compositional organization in time that seems to me to be very intuitive, informative, and flexible. soundObjects are the building blocks within blue's score timeline. soundObjects can be lists of notes, algorithmic generators, Python script code, csound instrument definitions, and whatever plugins that are developed for blue. these soundObjects may be text based, but they can be completely GUI based as well.Jokosher- Jokosher is a simple yet powerful multi-track studio. With it you can create and record music, podcasts and more, all from an integrated simple environment. Jokosher is written in Python and uses the GNOME platform and the GTK widget set. The audio engine is powered by GStreamer, and we use Cairo for some of the graphics.Jeskola Buzz Modular- Buzz is a modular audio host that saw the beginning of it's development in 1997 leading the way in open plugin-format hosting (pre-VST) and a unique spin on modular routing using modules called Machines in the form of Generators, Effects, Control machines. Buzz's implementation of Python comes through the use of the Control plugin called PyBuzz, a fully customizable and assignable meta-editor created by Leonard Ritter (creator of the Lunar audio library and the Linux modular host, Aldrin). A discussion group can be found herePyDAW- PyDAW is a powerful pattern-based DAW and plugin suite for producing electronic music. The UI is written entirely in Python/PyQt, and the audio engine in C.

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