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WalkForwardBuilder

This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. Since the library generates files with the metadata in the "tester\Files" directory (during the optimization), it is necessary to manually move the files to the "MQL4\Files" directory.

The script only works in conjunction with the library. The library is purchased separately and must be included in an expert.

There is a similar script for MetaTrader 5 - WalkForwardBuilder MT5, although it is auxiliary, as the MetaTrader 5 version of the library - WalkForwardLight MT5 - automatically creates files with the metadata in the "MQL5\Files" directory and builds reports.

A detailed User's Guide (in Russian) is available in the blog.

This script performs a walk-forward analysis using an unconventional method (details are in the User's Guide). There is another set of tools - the WalkForwardOptimizer library and the WalkForwardReporter script (their MetaTrader 5 counterpart is the WalkForwardOptimizer MT5 library, which does not require the script) for those, who want to adhere to the standard procedure more accurately (as much as possible with an implementation in the built-in tester without third-party programs).


Input parameters

  • CSVFolder - name of the folder with the metadata files; is left blank, the script looks for the folder name in the WFL_FILE_ global variable created by the library;
  • Estimator - optimization criterion; available values - wfo_profit, wfo_sharpe, wfo_pf, wfo_drawdown, wfo_profit_by_drawdown, wfo_profit_trades_by_drawdown, wfo_average;


Metrics in reports

Cluster report

The cluster report at the top of the HTML page contains generalized tables of expert's forward testing results at different ombinations of the optimization window sizes and the forward testing step sizes. The columns correspond to the window sizes of 10%, 20%, 30%, 40%, 50% of the total date range in the tester settings. The rows correspond to the forward step sizes of 5%, 10%, 15%, 20%, 25%, 30% from the window size. All percentages are recalculated to bars (see the Bars table).

The cluster report consists of the following tables:

  • annualized profit/loss - the hypothetical profit of the EA per year, with the earnings recalculated in proportion to the optimization and testing periods.
  • efficiency - the ratio of the annual profit on testing period and optimization period of the same pass.
  • consistency - percentage of profitable passes among all test passes of the "spliced" forward test.
  • bars - the size of the window and step in bars.

All tables cells in the cluster report are links, clicking them allows to quickly navigate to the corresponding refinement report.

Refinement reports

The refinement report contains details of how the forward testing metrics were obtained for a particular combination of the size of the optimization window and the forward step. The rows in the refinement report correspond to the tester runs, where the best parameters for the optimization window were found. The results of the subsequent test on a forward step, calculated in the same tester run, are displayed in the same row.

The columns contain the start and end dates of the optimization window, the forward end date, as well as the following metrics for two periods at the same time - optimization window (blue background) and forward test (yellow background): profit, profit factor (Sharpe ratio can be selected), profit, loss, the number of successful and unsuccessful trades, as well as the drawdown in physical terms and in percentage terms. The right column with the pass number allows determining the correspondence between this report and the standard optimization report of the tester, in particular for obtaining input parameters and running a single test.

It also displays the average, maximum, minimum values and variance; annual profit, efficiency, stability and drawdown of the "spliced" forward test on all steps, as well as a schematic representation of the balance curve of the forward test.

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Summer 40% discount ($149 -> $88) Everything for chart Technical Analysis indicator mt4 in one tool Draw your supply demand zone with rectangle and support resistance with trendline and get alerts to mobile phone or email alert -  Risk reward indicator Video tutorials, manuals, DEMO download   here .  Find contacts on my   profile . 1.   Extended rectangles and trendlines Object will be extended to the right edge of the chart when price will draw new candles on chart. This is rectangle extend
Forex portföyünüzün kontrolünü elinize alın. Nerede durduğunuzu, neyin işe yaradığını ve size neyin acı verdiğini anında görün! MT5 VERSİYONU BURADA MEVCUTTUR: https://www.mql5.com/en/market/product/58658 Trade Manager Dashboard, forex piyasasında sahip olduğunuz her pozisyonun şu anda nerede olduğunu bir bakışta size göstermek ve risk yönetimini ve para birimlerine maruz kalmayı daha kolay anlamak için tasarlanmıştır. Birden fazla pozisyon veya ticaret ızgarası ve sepet stratejileri ile kade
On the occasion of the first days of publishing and attracting first customers, a 50% discount $120 for first 10 user (3 license left) Next price is $160 > $200 > $240 Don't forget to send a message after buying (not renting) to add you to our VIP group for free. Live OrderBoook, Another high-level tool by Ziwox Order Book An order book is an electronic list of buy and sell orders for a specific asset, organized by price level. It provides real-time data on market depth, showing the amount o
Riskinizi otomatik olarak hesaplarken işlemlere hızlı bir şekilde girip çıkmanıza yardımcı olacak Ticaret Yöneticisi. Aşırı Ticaret, İntikam Ticareti ve Duygusal Ticaretten korunmanıza yardımcı olacak özellikler içerir. İşlemler otomatik olarak yönetilebilir ve hesap performans ölçümleri bir grafikte görselleştirilebilir. Bu özellikler, bu paneli tüm manuel yatırımcılar için ideal kılar ve MetaTrader 4 platformunun geliştirilmesine yardımcı olur. Çoklu Dil desteği. MT5 Sürümü  |  Kullanım Kılavu
Comprehensive on chart trade panel with the unique ability to be controllable from mobile as well. Plus has a library of downloadable configuration, e.g. exit rules, extra panel buttons, pending order setup and more. Please see our product video. Works with all symbols not just currency pairs. Features On chart panel plus controllable from free app for Windows, iPhone and Android Built-in script engine with library of downloadable configuration, e.g. add 'Close All Trades in Profit' button, exit
TEST MODUNDA (test cihazında), panel işlevi AKTİF DEĞİLDİR. Biz sadece panelin görsel temsilini sunduk. Belirli bir zararı durdurma seviyesine göre pozisyon boyutunu veya riskini anında hesaplayabilen bir araç, hem profesyonel yatırımcılar hem de yeni başlayanlar için kritik öneme sahiptir. TRADE PRO ticaret yardımcı programı hızlı ve doğru hesaplamalar sağlayarak sınırlı süre ve artan piyasa oynaklığı koşullarında karar vermenize yardımcı olur. TALİMATLAR -   https://www.mql5.com/ru/blogs/pos
Bu, Trend Line PRO göstergesi için otomatik parametre iyileştiricisidir En sevdiğiniz Trend Line PRO göstergesi için en uygun parametreleri kolayca ve hızlı bir şekilde seçeceksiniz.  Optimizasyon sadece birkaç saniye sürer. İyileştirici, her bir çift ve periyot için en iyi parametreleri bulmanızı sağlar: Amplitude, TP1-TP3, StopLoss ve seçilen tarih bölümünde (Days) Time Filter ve HTF Filter için değerler  Farklı zaman dilimlerini optimize etmek için farklı geçmiş aralıklarına ihtiyacınız va
The Expert Advisor will help you forward all pop-up alert with screenshot from  MetaTrader 4 to Telegram channel/ group, also forward all notifications to Telegram. Parameters  -  Telegram Bot Token - create bot on Telegram and get token.  -  Telegram Chat ID  - input your Telegram user ID,  group / channel ID  -  Forward Alert - default true, to forward alert.  -  Send message as caption of Screenshot - default false, set true to send message below Screenshot  How to setup and guide  - Telegram
VirtualTradePad mt4 Extra
Vladislav Andruschenko
4.88 (57)
1 tıklama ile ticaret için Ticaret Paneli.   Pozisyonlar ve emirlerle çalışmak!   Grafikten veya klavyeden alım satım. Alım satım panelimizi kullanarak, grafikten tek bir tıklamayla alım satım yapabilir ve alım satım işlemlerini standart MetaTrader kontrolünden 30 kat daha hızlı gerçekleştirebilirsiniz. Bir tüccar için hayatı kolaylaştıran ve bir tüccarın ticaret faaliyetlerini çok daha hızlı ve daha rahat gerçekleştirmesine yardımcı olan parametrelerin ve işlevlerin otomatik hesaplamaları. Gra
Fotokopi->Arayüz etkileşimi ->>>>Windows bilgisayarlarda veya VPS Windows'ta kullanılması önerilir Temel işlevler: Kopyalama ticareti etkileşiminin hızı 0,5 saniyeden azdır Farklı platformlardaki sembollerin %95'i (farklı ekler gibi özel durumlar) otomatik olarak eşleştirilir, temel olarak manuel ayar gerekmez Farklı sinyal kaynaklarına göre ayarlanabilen 4 lot hesaplama modu Birden fazla platform, birden fazla sinyal kaynağı, birden fazla alıcı isteğe göre birleştirilebilir (       MT4 ve MT5
EA Hedger
Sergej Chukhista
4.67 (3)
EA Hedger   , riskten korunmayı kullanarak riskleri yönetmenize olanak tanıyan birçok ayara sahip profesyonel bir ticaret aracıdır. Riskten korunma, halihazırda açık olan pozisyonlara zıt pozisyonlar açmayı içeren bir ticaret tekniğidir. Riskten korunma yardımı ile pozisyon tamamen veya kısmen bloke edilebilir (kilitlenebilir). Bu ürünü satın almak neden karlı: Güvenilirlik   - danışman kapsamlı bir şekilde kontrol edilir ve test edilir Kullanışlılık   - Uzman Danışman gerçek ticarette kullan
Equity Shield
Vladimir Stepanov
4.63 (8)
Expert Advisor, öz sermayeyi sürekli izleyerek ve parametrelerde girilen kurallara göre hesabınızı beklenmeyen kayıplardan koruyacaktır. Kurallar ihlal edildiğinde EA tüm işlemleri kapatacaktır. EA'yı tüm işlemleri belirli bir yüzde veya para kaybıyla kapatacak veya belirli bir yüzde veya para kârıyla kapatacak şekilde ayarlayabilirsiniz. Bu yardımcı program, çekilişi düşük tutmak ve öz sermayenizi korumak için Prop Trading Challenges için çok kullanışlıdır! Sinyallerim ve diğer ürünlerim bur
MT4 To Notion
Levi Dane Benjamin
5 (2)
Bu program, çok kullanıcı dostu bir arayüz kullanarak MetaTrader hesabınızdaki tüm işlemleri doğrudan Notion'a aktarmanıza olanak tanır.  MT5 Sürümü  |  Kullanıcı Kılavuzu + Deneme Başlamak için lütfen Kullanıcı Kılavuzunu kullanın ve Notion Şablonunu indirin. Eğer bir deneme istiyorsanız, lütfen Kullanıcı Kılavuzuna gidin. Strateji testinde çalışmaz! Ana Özellikler Tüm işlemleri ticaret hesabınızdan Notion'a aktarın En Son Gün işlemlerini aktarın Son Hafta işlemlerini aktarın Son Ay işlemlerin
MT4'ten Telegram'a tamamen özelleştirilebilir sinyaller gönderin ve bir Sinyal Sağlayıcı olun! Bu ürün, kullanıcı dostu ve görsel olarak çekici bir grafik arayüzünde sunulmaktadır. Ayarlarınızı özelleştirin ve ürünü birkaç dakika içinde kullanmaya başlayın! Kullanıcı Kılavuzu + Demo  | MT5 Sürümü  | Discord Sürümü Demo denemek istiyorsanız, lütfen Kullanıcı Kılavuzu'na bakın. MT4'ten Telegram'a Gönderen, strateji testinde ÇALIŞMAZ. MT4'ten   Telegram Özellikleri Birçok seçenekle sinyali ta
Smart Copy Local MT4
Kyra Nickaline Watson-gordon
5 (7)
Smart Copy is an Easy-to-Use EA that supports Multi Copying Metatrader4 and Metatrader5 and Local/Remote Copying. (Remote Version is coming soon) Free version is available on Smart Copy Local Free MT4 Specifications :     Real Time, Multi Terminal - Multi Account - MT4/MT5 trade copying     Copy from netting to hedge and hedge to netting is supported.     Fast and instant copy     All settings are input visually.     Easy modifying symbol names, prefix, suffix     Enable/Disable co
The top-selling EAs on the market cost a lot and one day they are suddenly gone. This is because one strategy will not work in the forex market all the time. Our product is unique from all others in the MQL Marketplace because our EA comes with 34+ built-in indicators that allow adding more strategies every time.  You build your strategy and keep updating it. If one strategy does not work, simply build another all using only one EA. This is All-In-One EA in this market place. You can use as trad
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WalkForwardOptimizer MT5
Stanislav Korotky
3.86 (7)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
This non-trading expert utilizes so called custom symbols feature ( available in MQL API as well) to build renko charts based on history of real ticks of selected standard symbol. RenkoFromRealTicks generates custom symbol quotes, thus you may open many charts to apply different EAs and indicators to the renko. It also transmits real ticks to update renko charts in real time. The generated renko chart uses M1 timeframe. It makes no sense to switch the renko chart to a timeframe other than M1. T
CCFpExt
Stanislav Korotky
CCFpExt is an extended version of the classic cluster indicator - CCFp. Main Features Arbitrary groups of tickers or currencies are supported: can be Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, including cases when tickers have different trading schedule; Using up to 30 instruments for market calculation (only first 8 are displayed). Parameters Instruments - comma separated list of instruments with a common cu
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. The library OrderBook History Library reads market book state in the past from archive files, created by OrderBook Recorder . The library can be embedded into you
AutomaticZigZag
Stanislav Korotky
4.5 (2)
This is a non-parametric ZigZag providing 4 different methods of calculation. Upward edge continues on new bars while their `highs` are above highest `low` among previous bars, downward edge continues on next bars while their `lows` are below lowest `high` among previous; Gann swing: upward edge continues while `highs` and `lows` are higher than on the left adjacent bar, downward edge continues while `highs` and `lows` are lower than on the left adjacent bar. Inside bars (with lower `high` and
FREE
CustomVolumeDelta
Stanislav Korotky
5 (1)
This indicator displays volume delta (of either tick volume or real volume) encoded in a custom symbol, generated by special expert advisers, such as RenkoFromRealTicks . MetaTrader does not allow negative values in the volumes, this is why we need to encode deltas in a special way, and then use CustomVolumeDelta indicator to decode and display the deltas. This indicator is applicable only for custom instruments generated in appropriate way (with signed volumes encoded). It makes no sense to ap
FREE
This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight MT5 library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. This script is optional, as the library automatically generates the report immediate after the optimization in the tester is complete. However, the script is convenient because it allows using the same collected data to rebuild th
FREE
TrueVolumeSurrogate MT5
Stanislav Korotky
5 (1)
This indicator provides a true volume surrogate based on tick volumes. It uses a specific formula for calculation of a near to real estimation of trade volumes distribution , which may be very handy for instruments where only tick volumes are available. Please note that absolute values of the indicator do not correspond to any real volumes data, but the distribution itself, including overall shape and behavior, is similar to real volumes' shape and behavior of related instruments (for example, c
This is a demo version of a non-trading expert , which utilizes so called the custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place the EA on a chart of a working instrument. The lesser timeframe of the source chart is, the more precise resulti
FREE
Comparator
Stanislav Korotky
4.75 (4)
This indicator compares the price changes during the specified period for the current symbol and other reference symbol. It allows to analyze the similar movements of highly correlated symbols, such as XAUUSD and XAGUSD, and find their occasional convergences and divergences for trading opportunities. The indicator displays the following buffers: light-green thick line - price changes of the current symbol for TimeGap bars; light-blue thin line - price changes of the reference symbol ( LeadSymbo
FREE
WalkForwardDemo is an expert adviser (EA) demonstrating how the built-in library WalkForwardOptimizer (WFO) for walk-forward optimization works. It allows you to easily optimize, view and analyze your EA performance and robustness in unknown trading conditions of future. You may find more details about walk-forward optimization in Wikipedia . Once you have performed optimization using WFO, the library generates special global variables (saved in an "archived" file with GVF-extension) and a CSV-f
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker in real time. The expert OrderBook Recorder records market book changes and stores them in local files for further usage in indicators and expert adviser, including testing in the tester. The expert stores market book
FREE
HZZM
Stanislav Korotky
4 (1)
This is an adaptive ZigZag based on modification of  HZZ indicator (original source code is available in this article ). Most important changes in this version: two additional indicator buffers added for zigzag evolution monitoring - they show cross signs at points where zigzag direction first changes; zigzag range (H) autodetection on day by day basis; time-dependent adjustment of zigzag range. Parameters: H - zigzag range in points; this parameter is similar to original HZZ, but it can take 0
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. This expert adviser OrderBook History Playback allows you to playback the market book events on the history using files, created by OrderBook Recorder . The exper
FREE
Time And Sales Layout indicator shows traded buy and sell volumes right on the chart. It provides a graphical representation of most important events in the time and sales table. The indicator downloads and processes a history of real trade ticks. Depending from selected depth of history, the process may take quite some time. During history processing the indicator displays a comment with progress percentage. When the history is processed, the indicator starts analyzing ticks in real time. The l
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. The indicator OrderBook Cumulative Indicator accumulates market book data online and visualizes them on the chart. In addition, the indicator can show the market
ReturnAutoScale
Stanislav Korotky
5 (2)
The indicator calculates running total of linear weighted returns. It transforms rates into integrated and difference-stationary time series with distinctive buy and sell zones. Buy zones are shown in blue, sell zones in red. Parameters: period - number of bars to use for linear weighted calculation; default value - 96; smoothing - period for EMA; default value - 5; mode - an integer value for choosing calculation mode: 0 - long term trading; 1 - medium term trading; 2 - short term trading; defa
FREE
OrderBook Utilities is a script, which performs several service operations on order book hob-files, created by OrderBook Recorder . The script processes a file for work symbol of the current chart. The file date is selected by means of the input parameter CustomDate (if it's filled in) or by the point where the script is dropped on the chart. Depending from the operation, useful information is written into the log, and optionally new file is created. The operation is selected by the input parame
FREE
PointsVsBars
Stanislav Korotky
This indicator provides a statistical analysis of price changes (in points) versus time delta (in bars). It calculates a matrix of full statistics about price changes during different time periods, and displays either distribution of returns in points for requested bar delta, or distribution of time deltas in bars for requested return. Please, note, that the indicator values are always a number of times corresponding price change vs bar delta occurred in history. Parameters: HistoryDepth - numbe
FREE
SOMFX1Builder
Stanislav Korotky
5 (1)
If you like trading by candle patterns and want to reinforce this approach by modern technologies, this script is for you. In fact, it is a part of a toolbox, that includes a neural network engine implementing Self-Organizing Map (SOM) for candle patterns recognition, prediction, and provides you with an option to explore input and resulting data. The toolbox contains: SOMFX1Builder  - this script for training neural networks; it builds a file with generalized data about most characteristic pric
FREE
Year2Year
Stanislav Korotky
This indicator shows price changes for the same days in past years. D1 timeframe is required. This is a predictor indicator that finds D1 bars for the same days in past 8 years and shows their relative price changes on the current chart. Parameters: LookForward - number of days (bars) to show "future" price changes; default is 5; Offset - number of days (bars) to shift back in history; default is 0; ShowAverage - mode switch; true - show mean value for all 8 years and deviation bounds; false - s
FREE
Mirror
Stanislav Korotky
This indicator predicts rate changes based on the chart display principle. It uses the idea that the price fluctuations consist of "action" and "reaction" phases, and the "reaction" is comparable and similar to the "action", so mirroring can be used to predict it. The indicator has three parameters: predict - the number of bars for prediction (24 by default); depth - the number of past bars that will be used as mirror points; for all depth mirroring points an MA is calculated and drawn on the ch
If you like trading crosses (such as AUDJPY, CADJPY, EURCHF, and similar), you should take into account what happens with major currencies (especially, USD and EUR) against the work pair: for example, while trading AUDJPY, important levels from AUDUSD and USDJPY may have an implicit effect. This indicator allows you to view hidden levels, calculated from the major rates. It finds nearest extremums in major quotes for specified history depth, which most likely form resistence or support levels, a
EvoLevels
Stanislav Korotky
The indicator displays most prominent price levels and their changes in history. It dynamically detects regions where price movements form attractors and shows up to 8 of them. The attractors can serve as resistance or support levels and outer bounds for rates. Parameters: WindowSize - number of bars in the sliding window which is used for detection of attractors; default is 100; MaxBar - number of bars to process (for performance optimization); default is 1000; when the indicator is called from
This is an intraday indicator that uses conventional formulae for daily and weekly levels of pivot, resistance and support, but updates them dynamically bar by bar. It answers the question how pivot levels would behave if every bar were considered as the last bar of a day. At every point in time, it takes N latest bars into consideration, where N is either the number of bars in a day (round the clock, i.e. in 24h) or the number of bars in a week - for daily and weekly levels correspondingly. So,
Most of traders use resistance and support levels for trading, and many people draw these levels as lines that go through extremums on a chart. When someone does this manually, he normally does this his own way, and every trader finds different lines as important. How can one be sure that his vision is correct? This indicator helps to solve this problem. It builds a complete set of virtual lines of resistance and support around current price and calculates density function for spatial distributi
The indicator draws a histogram of important levels for several major currencies attached to the current cross rates. It is intended for using on charts of crosses. It displays a histogram calculated from levels of nearest extremums of related major currencies. For example, hidden levels for AUDJPY can be detected by analyzing extremums of AUD and JPY rates against USD, EUR, GBP, and CHF. All instruments built from these currencies must be available on the client. This is an extended version of
StatBars
Stanislav Korotky
The indicator provides a statistic histogram of estimated price movements for intraday bars. It builds a histogram of average price movements for every intraday bar in history, separately for each day of week. Bars with movements above standard deviation or with higher percentage of buys than sells, or vice versa, can be used as direct trading signals. The indicator looks up current symbol history and sums up returns on every single intraday bar on a specific day of week. For example, if current
This is an easy to use signal indicator which shows and alerts probability measures for buys and sells in near future. It is based on statistical data gathered on existing history and takes into account all observed price changes versus corresponding bar intervals in the past. The statistical calculations use the same matrix as another related indicator - PointsVsBars. Once the indicator is placed on a chart, it shows 2 labels with current estimation of signal probability and alerts when signal
CCFpExtra
Stanislav Korotky
CCFpExtra is an extended version of the classic cluster indicator - CCFp. This is the MT4 version of indicator  CCFpExt available for MT5. Despite the fact that MT5 version was published first, it is MT4 version which was initially developed and tested, long before MT4 market was launched. Main Features Arbitrary groups of tickers or currencies are supported: can be Forex, CFDs, futures, spot, indices; Time alignment of bars for different symbols with proper handling of possibly missing bars, in
Filtrele:
Ali irwan
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Ali irwan 2017.07.29 00:53 
 

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İncelemeye yanıt
Sürüm 1.1 2021.11.23
Minor improvements in logs and stats.