From 94b9c1ec1b1fa387f94b0620c119bb5a08d6fe43 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Mon, 11 Nov 2024 12:50:45 +0000
Subject: [PATCH 01/15] Clearing unused docs, adding proper paper.

---
 paper/ATCS-AdvancedTimeSeriesCompressor.pdf | Bin 0 -> 829526 bytes
 paper/BRRO.md                               | 144 --------------------
 2 files changed, 144 deletions(-)
 create mode 100644 paper/ATCS-AdvancedTimeSeriesCompressor.pdf
 delete mode 100644 paper/BRRO.md

diff --git a/paper/ATCS-AdvancedTimeSeriesCompressor.pdf b/paper/ATCS-AdvancedTimeSeriesCompressor.pdf
new file mode 100644
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diff --git a/paper/BRRO.md b/paper/BRRO.md
deleted file mode 100644
index eb8e884..0000000
--- a/paper/BRRO.md
+++ /dev/null
@@ -1,144 +0,0 @@
-# BRRO - A Novel Approach to Monitoring TimeSeries Compression
-
-(BR from Bromhead RO from Rolo, BRRO sounds cool (?). Ok, ok, we can get a new name.)
-
-> INTERNAL COMMENT: There is a very generic (expired too) patent on compression [11].
-
-## Abstract
-
-Time series data is a collection of observations (behavior) for a single subject (entity) at different time intervals (generally equally spaced as in the case of metrics, or unequally spaced as in the case of events).
-For example: Max Temperature, Humidity and Wind (all three behaviors) in New York City (single entity) collected on First day of every year (multiple intervals of time)
-The relevance of time as an axis makes time series data distinct from other types of data. [1]
-
-In this document we propose a novel approach to Monitoring timeseries compression, instead of relying on compression based on the properties of the samples [2] [3] or in the small segments of the sequence [4].
-We propose an approach each timeseries as a digital signal and apply a set of techniques that already exist in other domains, namely in Audio compression.
-
-One important factor in our approach is that although we rely mostly on Function Approximation (FA), and that is frequently used in Timeseries as a lossy compression, we approach this problem from a lossless perspective.
-
-> INTERNAL COMMENT: Lossy might be very interesting too!
-> INTERNAL COMMENT 2: Lossy might be the only way of getting decent float compression besides changing the FA
-> INTERNAL COMMENT 3: Floats are 100% understood. No compression, no loss. Everything can be a counter! Let's go!
-
-## Prior art and State of the art
-
-Prior art references:
-1. Can't find anything that matches this space
-
-The state of the art in Timeseries compression can be found here [5] and here [6].
-
-## Introduction
-
-Computer systems monitoring, not general timeseries monitoring, is a process that is normally
-characterized by very low frequency sampling (0.05Hz to 1~2Hz) of processes. Processes like database processes, Operating System general health, etc generate a lot of signals [10].
-
-> INTERNAL COMMENT: Does very low frequency creates the problem for FFTs, etc or is the tools that aren't expecting such low frequencies?
-
-Another aspect is that in most cases, the signals don't exhibits any periodicity or any harmonic components. As such, they are treated mostly as isolated samples or a short sequence of samples (eg. XOR compression, delta-delta encoding, etc).
-
-By looking at the signals as one, we can apply a series of techniques, that themselves are not novel, but are novel in this domain. For example, by leveraging some audio packing and processing we would benefit not only from the compression provided by those, but also by all the streaming functionality that exist around those formats.
-
-Data compression is not only relevant for at-rest (stored in an hard drive) but also for in-transit. With the advent of cloud, monitoring systems that that is sent to external systems bring egress costs with it.
-Also, stored data needs to be uncompressed and processed before sent to the wire. By using audio packing techniques we can benefit from the whole ecosystem of software (servers, clients) and hardware (even at mobile devices) that know how to transport and encode/decode such information.
-
-We not only get the savings at-rest also in-transit and in compute processing since we can leverage the client side devices [9] to do that in a very efficient way (eg. parallelized: [7] using a System-on-a-Chip [8]).
-
-## Background
-
-Why are we doing this:
-
-- Storage costs are high
-- Egress costs are high
-- Given the amount of data, techniques like averaging are used to drop points. This reduces information available.
-    - Techniques like the above consume a lot of Compute to walk over the points.
-
-## BRRO
-
-What is BRRO really doing:
-
-### Write Path
-
-1. Identifying the type of metric,
-2. Pre-processing the signal to apply initial signal reduction techniques (eg: XOR Compression),
-3. Packing the signal in an non-compressed format (eg. WAV format), this also includes things like:
-    1. Doppler Shift (is it really a Doppler shift? Sounds fancier this way) the signal,
-    2. Split integer and float types in types and sizes compatible with audio sampling,
-    3. Identifying and exploit local opportunities to mimic audio signals
-4. Generate an index to access the samples with precision (eg. Avoid full file seeking), 
-5. Once a decent number of samples, apply audio compatible **open source licensed**, **non-patented** compression techniques. This might include:
-    1. Channel splitting. By dividing data into several channels we can use existing channel correlation techniques to reduce the channels sizes,
-    2. Blocking, divide the signal samples in blocks,
-    3. Apply a modeling technique to each block that best suits the signal, eg: LPC, Polynomial Prediction, ~~Fast Fourier Transforms, Wavelets~~ (signals we work don't exhibit a decent behavior for Wavelets and/or FFT analysis).
-6. Generate the final compressed file
-
-While from point 4 onwards it is very much a normal audio compression process with fairly well known and document processes, steps 1. to 4. are unique to BRRO and allows us to follow up with step 5 and benefit from all the existing processes.
-
-TODO: DESCRIBE IN DETAIL 1 to 4
-
-> **INTERNAL COMMENT**: 5.1 is very much unique to BRRO since we search for the best way to benefit from channel correlation to improve compression vs just putting a signal into a channel because it belongs there.
-
-### Read Path
-
-The novel part on reading, is using the indexing. Since we don't store timestamp information on the file itself, we developed a unique indexing to allow us to stream to the part of the file that is relevant and only decompressing what is relevant.
-
-While Streaming by blocks and decompressing by blocks is standard is multimedia files, is not known to be applied to the monitoring space. At least in the way we approach. 
-
-> **INTERNAL COMMENT**: Databases (Filesystems?) load partially files and decompress by chunks, which *could* fit the same description. But... the concept of streaming a metric as one streams a multimedia file and benefit from the existing support for multimedia, applied at a metric/timeseries is not documented.
-
-The read path looks like this:
-
-1. Identifying the metric to be queried,
-2. Locate the file(s) and the corresponding index,
-3. Using the index locate the part of the file that we need to obtain
-4. Stream the blocks over to the client
-5. Decompression and extracting of the blocks by the client
-    1. With the information from the index after the decompression the samples get the timestamp attached
-
-> **INTERNAL COMMENT**: The current implementation doesn't stream, just locates and decompress locally the blocks and sends the metrics.
-
-### VSRI (Very Small Rolo Index)
-
-This is an index technique used to address a sequential data file.
-
-## Results
-
-### Testing methodology
-
-The way we test is by setting our `BRRO-server` as a backend (both read and write) for a prometheus instance. Prometheus is connected to a Instaclustr 3 node cassandra cluster
-with prometheus endpoint enabled.
-After the test runs for a given period of time (indicated in the results), we compare the space usage of Prometheus data directory vs the space usage of `BRRO-server` data directory.
-A note on the result of the *BRRO single*. *BRRO single* is the expected output on a server that as run for a very long time. No headers, and a lot of data that can be efficiently compressed. It is not a realistic measure, but a *best case* for the current test.
-All the data from every file is pushed into a single file that is then compressed. 
-
-### BRRO-server 0.1.1 - 12/07/2023
-
-- Signal Optimizations: None
-- Metric Count: 565
-- Running Time: ~14h
-- Prometheus data size: 7.8 MB
-- BRRO data size: 4.6 MB (69% less)
-- BRRO single: 2.9 MB (268% less)
-
-## Further work
-
-Explore:
-
-- Mutual information (transinformation)
-- Kullback–Leibler divergence (information gain)
-
-## Conclusion
-
-BRRO is the best that you can ever have!
-
-
-## References
-1. https://www.influxdata.com/what-is-time-series-data/
-2. Gorilla http://www.vldb.org/pvldb/vol8/p1816-teller.pdf
-3. https://faun.pub/victoriametrics-achieving-better-compression-for-time-series-data-than-gorilla-317bc1f95932
-4. https://www.timescale.com/blog/time-series-compression-algorithms-explained/
-5. https://dzone.com/articles/time-series-compression-algorithms-and-their-appli#:~:text=Time%20series%20compression%20algorithms%20take%20advantage%20of%20specific,functions%20or%20predicting%20them%20through%20neural%20network%20models.
-6. https://arxiv.org/pdf/2101.08784v1.pdf
-7. https://ieeexplore.ieee.org/document/8672328
-8. https://www.microsemi.com/document-portal/doc_view/129825-ac376-smartfusion-csoc-implementation-of-flac-player-using-hardware-and-software-partitioning-app-note
-9. https://en.wikipedia.org/wiki/List_of_hardware_and_software_that_supports_FLAC
-10. https://cassandra.apache.org/doc/latest/cassandra/operating/metrics.html
-11. https://www.freepatentsonline.com/5839100.html
\ No newline at end of file

From d91c99cfb7e1f2847382dd106af9947ac46ba9f4 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Mon, 11 Nov 2024 15:37:14 +0000
Subject: [PATCH 02/15] Readme update, getting started, usage

---
 README.md               | 22 ++++++++++--
 docs/README.md          |  0
 docs/getting-started.md |  8 +++++
 docs/usage.md           | 80 +++++++++++++++++++++++++++++++++++++++++
 4 files changed, 107 insertions(+), 3 deletions(-)
 delete mode 100644 docs/README.md
 create mode 100644 docs/getting-started.md
 create mode 100644 docs/usage.md

diff --git a/README.md b/README.md
index 0bcce3c..e207a1f 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,14 @@
 # ATSC - Advance Time Series Compressor
 
+## Table of Contents
+
+1. [Documentation](#documentation)
+2. [Building ATSC](#building-atsc)
+3. [What is ATSC?](#what-is-atsc)
+4. [Where does ATSC fits?](#where-does-atsc-fits)
+5. [ATSC Usage](#atsc-usage)
+6. [Roadmap](#roadmap)
+
 ## Documentation
 
 For full documentation please go to [Docs](https://github.com/instaclustr/fft-compression/tree/main/docs)
@@ -22,11 +31,16 @@ For full documentation please go to [Docs](https://github.com/instaclustr/fft-co
 ## What is ATSC?
 
 Advanced Time Series Compressor (in short: ATSC), is a configurable, *lossy* compressor that uses the characteristics of a time-series to create a function approximation of the time series.
+
 This way, ATSC only needs to store the parametrization of the function and not the data.
+
 ATSC draws inspiration from established compression and signal analysis techniques, achieving significant compression ratios.
+
 In internal testing ATSC compressed from 46 times to 880 times the time series of our databases with a fitting error within 1% of the original time-series.
+
 In some cases, ATSC would produce highly compressed data without any data loss (Perfect fitting functions).
 ATSC is meant to be used in long term storage of time series, as it benefits from more points to do a better fitting.
+
 The decompression of data is faster (up to 40x) vs a slower compression speed, as it is expected that the data might be compressed once and decompressed several times.
 
 Internally ATSC uses the following methods for time series fitting:
@@ -36,7 +50,7 @@ Internally ATSC uses the following methods for time series fitting:
 * Interpolation - Catmull-Rom
 * Interpolation - Inverse Distance Weight
 
-For a more detailed insight into ATSC read the paper here: [ATSC - A novel approach to time-series compression](https://some.url.com)
+For a more detailed insight into ATSC read the paper here: [ATSC - A novel approach to time-series compression](https://github.com/instaclustr/fft-compression/tree/main/paper/ATCS-AdvancedTimeSeriesCompressor.pdf)
 
 Currently, ATSC uses an internal format to process time series (WBRO) and outputs a compressed format (BRO). A CSV to WBRO format is available here: [CSV Compressor](https://github.com/instaclustr/fft-compression/tree/main/csv-compressor)
 
@@ -53,7 +67,7 @@ Example of use cases:
 * Long, slow moving data series (e.g. Weather data). Those will most probably follow an easy to fit pattern
 * Data that is meant to be visualized by humans and not machine processed (e.g. Operation teams). With such a small error, under 1%, it shouldn't impact analysis.
 
-## Usage ATSC
+## ATSC Usage
 
 ### Prerequisites
 
@@ -97,8 +111,10 @@ To compress a file using ATSC, run:
 atsc <input-file>
 ```
 
-### Decompress a File
+#### Decompress a File
+
 To decompress a file, use:
+
 ```bash
 atsc -u <input-file>
 ```
diff --git a/docs/README.md b/docs/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/docs/getting-started.md b/docs/getting-started.md
new file mode 100644
index 0000000..6e775e8
--- /dev/null
+++ b/docs/getting-started.md
@@ -0,0 +1,8 @@
+# Getting started
+
+## Compiling from source
+
+## Docker container
+
+## Binary release
+
diff --git a/docs/usage.md b/docs/usage.md
new file mode 100644
index 0000000..9f26a37
--- /dev/null
+++ b/docs/usage.md
@@ -0,0 +1,80 @@
+# Usage
+
+## CLI Options
+
+Compressor usage:
+
+```bash
+Usage: atsc [OPTIONS] <INPUT>
+
+Arguments:
+  <INPUT>  input file
+
+   --compressor <COMPRESSOR>
+          Select a compressor, default is auto [default: auto] [possible values: auto, noop, fft, constant, polynomial, idw]
+  -e, --error <ERROR>
+          Sets the maximum allowed error for the compressed data, must be between 0 and 50. Default is 5 (5%). 0 is lossless compression 50 will do a median filter on the data. In between will pick optimize for the error [default: 5]
+  -u
+          Uncompresses the input file/directory
+  -c, --compression-selection-sample-level <COMPRESSION_SELECTION_SAMPLE_LEVEL>
+          Samples the input data instead of using all the data for selecting the optimal compressor. Only impacts speed, might or not increased compression ratio. For best results use 0 (default). Only works when compression = Auto. 0 will use all the data (slowest) 6 will sample 128 data points (fastest) [default: 0]
+      --verbose
+          Verbose output, dumps everysample in the input file (for compression) and in the ouput file (for decompression)
+  -h, --help
+          Print help
+  -V, --version
+          Print version
+```
+
+## Examples
+
+### Compressing a file with a specific compressor
+
+When this should be used?
+
+When data in known and this way, avoid sample analysis and compress faster.
+
+```bash
+atsc --compressor fft <input-file> 
+```
+
+### Compressing a file with a specific error level
+
+When this should be used?
+
+When it is necessary to restrict the error of the output data.
+
+```bash
+atsc -e 1 <input-file> 
+```
+
+### Compressing a file with a specific compressor and a specific error level
+
+When this should be used?
+
+When data in known and this way, avoid sample analysis and compress faster and restrict the error of the output data.
+
+```bash
+atsc --compressor fft -e 1 <input-file> 
+```
+
+### Improving compression speed by reducing sample analysis
+
+When this should be used?
+
+There is enough knowledge about the data structure (e.g. it often repeats) that using a reduced sample size is ok.
+The worst case would be a less than ideal compressor selected, impacting the compression ration.
+
+```bash
+atsc -c 6 <input-file>
+```
+
+### Decompressing
+
+When this should be used?
+
+If the data is needed!
+
+```bash
+atsc -u <input-file> 
+```

From ed0ea5cbcadee0501014b12cf1bfe6326b90d99e Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Mon, 11 Nov 2024 16:59:45 +0000
Subject: [PATCH 03/15] Improved README, adding VSRI Readme. Getting started.

---
 README.md               | 23 +++++++++++++++------
 docs/getting-started.md |  5 +++++
 vsri/README.md          | 45 +++++++++++++++++++++++++++++++++++++++++
 3 files changed, 67 insertions(+), 6 deletions(-)
 create mode 100644 vsri/README.md

diff --git a/README.md b/README.md
index e207a1f..a0bd0d4 100644
--- a/README.md
+++ b/README.md
@@ -2,12 +2,23 @@
 
 ## Table of Contents
 
-1. [Documentation](#documentation)
-2. [Building ATSC](#building-atsc)
-3. [What is ATSC?](#what-is-atsc)
-4. [Where does ATSC fits?](#where-does-atsc-fits)
-5. [ATSC Usage](#atsc-usage)
-6. [Roadmap](#roadmap)
+1. [TL;DR;](#tldr)
+2. [Documentation](#documentation)
+3. [Building ATSC](#building-atsc)
+4. [What is ATSC?](#what-is-atsc)
+5. [Where does ATSC fits?](#where-does-atsc-fits)
+6. [ATSC Usage](#atsc-usage)
+7. [Roadmap](#roadmap)
+
+## TL;DR
+
+1. Download release here:
+2. Get a CSV file with the proper format (or get one from the tests here)
+3. Run it
+
+```bash
+atsc -csv <input-file>
+```
 
 ## Documentation
 
diff --git a/docs/getting-started.md b/docs/getting-started.md
index 6e775e8..16d527d 100644
--- a/docs/getting-started.md
+++ b/docs/getting-started.md
@@ -1,8 +1,13 @@
 # Getting started
 
+How to build and/or run ATSC
+
 ## Compiling from source
 
 ## Docker container
 
+WIP
+
 ## Binary release
 
+WIP
\ No newline at end of file
diff --git a/vsri/README.md b/vsri/README.md
new file mode 100644
index 0000000..0ce9e80
--- /dev/null
+++ b/vsri/README.md
@@ -0,0 +1,45 @@
+# VSRI (Very Small Rolo Index)
+
+1. [What is VSRI](#what-is-vsri)
+2. [Characteristics](#characteristics)
+3. [API](#api)
+
+## What is VSRI
+
+VSRI is an index made for the time part of the time series.
+The idea is metrics will mostly have the same sampling rate throughout their lifetime. A CPU metric sampled at once every 15 seconds, should stay like that.
+
+With this, VSRI tries to map the time into a line. A line can be easily mathematically defined by `y = m*x + B`, and that is what mostly VSRI does. But, something about assumptions, VSRI has the capacity for detection of gaps.
+
+How does VSRI maps time to a line?
+
+```text
+m - Sampling rate
+b - Series initial point in time in (x,y)
+x - sample # in the data file, this is ALWAYS sequential. There are no holes in samples
+y - time
+```
+
+With VSRI, discovering the segment number is solving the above equation for `X` if the
+time provided is bigger than the initial point.
+
+## Characteristics
+
+VSRI has the following characteristics:
+
+- Best case for sample retrieval O(1)
+- Worst case O(N) (N is the number of segments)
+- Space usage: 5Bytes for 64k samples. Or 30 Bytes for 2^32 Samples
+
+Example of content of an index:
+
+```text
+55745
+59435
+15,0,55745,166
+15,166,58505,63
+```
+
+## API
+
+WIP

From 875af1bbbc710bf2a7259c37e6e83d042eb9e31c Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Mon, 11 Nov 2024 17:25:29 +0000
Subject: [PATCH 04/15] Fixed links, added releases section

---
 README.md | 31 +++++++++++++++++++++++--------
 1 file changed, 23 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index a0bd0d4..cc4caea 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,7 @@
 # ATSC - Advance Time Series Compressor
 
+**NOTE:** This is still under development. Current status is unsupported!
+
 ## Table of Contents
 
 1. [TL;DR;](#tldr)
@@ -8,12 +10,15 @@
 4. [What is ATSC?](#what-is-atsc)
 5. [Where does ATSC fits?](#where-does-atsc-fits)
 6. [ATSC Usage](#atsc-usage)
-7. [Roadmap](#roadmap)
+7. [Releases](#releases)
+8. [Roadmap](#roadmap)
 
 ## TL;DR
 
-1. Download release here:
-2. Get a CSV file with the proper format (or get one from the tests here)
+The fastest way to test ATSC is with a CSV file!
+
+1. Download the latest [release](https://github.com/instaclustr/atsc/releases)
+2. Get a CSV file with the proper format (or get one from [tests folder](https://github.com/instaclustr/atsc/tree/main/atsc/tests/csv))
 3. Run it
 
 ```bash
@@ -22,7 +27,7 @@ atsc -csv <input-file>
 
 ## Documentation
 
-For full documentation please go to [Docs](https://github.com/instaclustr/fft-compression/tree/main/docs)
+For full documentation please go to [Docs](https://github.com/instaclustr/atsc/tree/main/docs)
 
 ## Building ATSC
 
@@ -61,9 +66,9 @@ Internally ATSC uses the following methods for time series fitting:
 * Interpolation - Catmull-Rom
 * Interpolation - Inverse Distance Weight
 
-For a more detailed insight into ATSC read the paper here: [ATSC - A novel approach to time-series compression](https://github.com/instaclustr/fft-compression/tree/main/paper/ATCS-AdvancedTimeSeriesCompressor.pdf)
+For a more detailed insight into ATSC read the paper here: [ATSC - A novel approach to time-series compression](https://github.com/instaclustr/atsc/tree/main/paper/ATCS-AdvancedTimeSeriesCompressor.pdf)
 
-Currently, ATSC uses an internal format to process time series (WBRO) and outputs a compressed format (BRO). A CSV to WBRO format is available here: [CSV Compressor](https://github.com/instaclustr/fft-compression/tree/main/csv-compressor)
+Currently, ATSC uses an internal format to process time series (WBRO) and outputs a compressed format (BRO). A CSV to WBRO format is available here: [CSV Compressor](https://github.com/instaclustr/atsc/tree/main/csv-compressor)
 
 ## Where does ATSC fits?
 
@@ -86,8 +91,8 @@ Example of use cases:
 
 ### Usage
 
-ATSC relies on files with a WBRO extension to operate, learn more about that here: [WBRO - A time series format](https://github.com/instaclustr/fft-compression/tree/main/wavbrro)
-You can also compress from CSV with the provided [CSV tool](https://github.com/instaclustr/fft-compression/tree/main/csv-compressor)
+ATSC relies on files with a WBRO extension to operate, learn more about that here: [WBRO - A time series format](https://github.com/instaclustr/atsc/tree/main/wavbrro)
+You can also compress from CSV with the provided [CSV tool](https://github.com/instaclustr/atsc/tree/main/csv-compressor)
 Those files would work as input for the compressor.
 
 Compressor usage:
@@ -130,6 +135,16 @@ To decompress a file, use:
 atsc -u <input-file>
 ```
 
+## Releases
+
+### v0.5 - 30/11/2023
+
+* Added Polynomial Compressor (with 2 variants)
+* Created and Integrated a proper file type (wbro)
+* Benchmarks of the different compressors
+* Integration testing
+* Several fixes and cleanups
+
 ## Roadmap
 
 * Frame expansion (Allowing new data to be appended to existing frames)

From 748025c7b363d8c44644c976d4bb86f3d357a544 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Mon, 11 Nov 2024 18:38:15 +0000
Subject: [PATCH 05/15] Improved getting started, added information about
 WAVBRRO

---
 docs/getting-started.md | 32 +++++++++++++++++++++++++++++++-
 1 file changed, 31 insertions(+), 1 deletion(-)

diff --git a/docs/getting-started.md b/docs/getting-started.md
index 16d527d..613f77d 100644
--- a/docs/getting-started.md
+++ b/docs/getting-started.md
@@ -4,10 +4,40 @@ How to build and/or run ATSC
 
 ## Compiling from source
 
+1. Get [Rust](https://www.rust-lang.org/)
+2. Checkout the repository:
+
+    ```bash
+    git clone https://github.com/instaclustr/atsc
+    cd atsc
+    ```
+
+3. Build the project:
+
+   ```bash
+   cargo build --release
+   ```
+
+4. Get a CSV file with the proper format (or get one from [tests folder](https://github.com/instaclustr/atsc/tree/main/atsc/tests/csv)).
+
+    **Note**: ATSC was originally built with a specific format in mind `WBRO`. For information about this format and how to use it check the [WAVBRRO](https://github.com/instaclustr/atsc/tree/main/wavbrro) library documentation.
+
+5. Run it
+
+    ```bash
+    atsc -csv <input-file>
+    ```
+
 ## Docker container
 
 WIP
 
 ## Binary release
 
-WIP
\ No newline at end of file
+1. Download the latest [release](https://github.com/instaclustr/atsc/releases)
+2. Get a CSV file with the proper format (or get one from [tests folder](https://github.com/instaclustr/atsc/tree/main/atsc/tests/csv))
+3. Run it
+
+```bash
+atsc -csv <input-file>
+```

From 7a262b1cdc47e42b39a2c411ad117e89b93f2000 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Mon, 11 Nov 2024 19:04:06 +0000
Subject: [PATCH 06/15] Typos, WAVBRRO readme improvements

---
 README.md         |  6 +++---
 wavbrro/README.md | 37 ++++++++++++++++++++++++++++++++-----
 2 files changed, 35 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index cc4caea..f2caacc 100644
--- a/README.md
+++ b/README.md
@@ -34,8 +34,8 @@ For full documentation please go to [Docs](https://github.com/instaclustr/atsc/t
 1. Clone the repository:
 
    ```bash
-   git clone https://github.com/instaclustr/fft-compression
-   cd fft-compression
+   git clone https://github.com/instaclustr/atsc
+   cd atsc
    ```
 
 2. Build the project:
@@ -150,4 +150,4 @@ atsc -u <input-file>
 * Frame expansion (Allowing new data to be appended to existing frames)
 * Dynamic function loading (e.g. providing more functions without touching the whole code base)
 * Global/Per frame error storage
-* Efficient error encoding
\ No newline at end of file
+* Efficient error
diff --git a/wavbrro/README.md b/wavbrro/README.md
index 4a67d35..7803de4 100644
--- a/wavbrro/README.md
+++ b/wavbrro/README.md
@@ -1,10 +1,10 @@
 # WAVBRRO
 
-**NOTE:** This needs some serious work!
+**NOTE:** This library is under development. It might have breaking changes.
 
 WAVBRRO is a based on the WAV format to be used to store raw timeseries data.
 
-## SPEC
+## WAVBRRO SPECIFICATION
 
 The spec for WAVBRRO is the following:
 
@@ -20,9 +20,36 @@ Extension: .wbro
   - Samples
     - Blocks of 2048 samples
 
-### Reading/Writting WAVBRRO
+### WAVBRRO API
 
-Check the tests in the `wavbrro.rs`
+#### Writing a file
+
+```rust
+    fn write_wavbrro() {
+        // Create a temporary directory for the file
+        let temp_dir = tempfile::tempdir().expect("Failed to create temporary directory");
+        let path = temp_dir.path().join("test.wbro");
+        // Creating the structure
+        let mut wb = WavBrro::new();
+        // Adding samples
+        wb.add_sample(1.0);
+        wb.add_sample(2.0);
+        wb.add_sample(3.0);
+        wb.to_file(&path);
+        let result = is_wavbrro_file(&path);
+        assert!(result.unwrap());
+    }
+```
+
+#### Reading a file
+
+```rust
+    fn read_wavbrro() {
+        let data = WavBrro::from_file(path);
+    }
+```
+
+Check the tests in the `wavbrro.rs` for more examples.
 
 ### What it doesn't support
 
@@ -37,4 +64,4 @@ WAVBRRO doesn't support the following bitdepths
 
 - Implement streaming read and write
 - Seeking for a specific block
-- Support other bitdepth
+- Support other bitdepths

From a5021f016ffee9da6717f7261ea417778d4166d9 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 03:54:01 +0000
Subject: [PATCH 07/15] Legacy tests removed Improved readme

---
 plot_comparison.sh | 30 ------------------------------
 plot_data.sh       | 10 ----------
 wavbrro/README.md  |  2 +-
 3 files changed, 1 insertion(+), 41 deletions(-)
 delete mode 100755 plot_comparison.sh
 delete mode 100755 plot_data.sh

diff --git a/plot_comparison.sh b/plot_comparison.sh
deleted file mode 100755
index 8c868a3..0000000
--- a/plot_comparison.sh
+++ /dev/null
@@ -1,30 +0,0 @@
-#!/bin/bash
-filename=$2
-error=$1
-
-cp ../../wbro-july/$filename.wbro tmp.wbro 
-
-target/debug/brro-compressor --compressor fft --error $error --verbose tmp.wbro > ../../comparison-$filename.m
-target/debug/brro-compressor -u --verbose tmp.bro >> ../../comparison-$filename.m
-
-sed -i -e 's/Output/output_fft/g'  ../../comparison-$filename.m
-
-cp ../../wbro-july/$filename.wbro tmp.wbro 
-
-target/debug/brro-compressor --compressor idw --error $error --verbose tmp.wbro > /dev/null
-target/debug/brro-compressor -u --verbose tmp.bro >> ../../comparison-$filename.m
-
-sed -i -e 's/Output/output_idw/g'  ../../comparison-$filename.m
-
-cp ../../wbro-july/$filename.wbro tmp.wbro 
-
-target/debug/brro-compressor --compressor polynomial --error $error --verbose tmp.wbro > /dev/null
-target/debug/brro-compressor -u --verbose tmp.bro >> ../../comparison-$filename.m
-
-sed -i -e 's/Output/output_poly/g'  ../../comparison-$filename.m
-
-echo "plot(Input,'b', output_fft,'r', output_idw, 'g', output_poly, 'k')" >> ../../comparison-$filename.m
-echo "print -dpng $filename.png" >> ../../comparison-$filename.m
-
-rm tmp.wbro
-rm tmp.bro
\ No newline at end of file
diff --git a/plot_data.sh b/plot_data.sh
deleted file mode 100755
index 6d21482..0000000
--- a/plot_data.sh
+++ /dev/null
@@ -1,10 +0,0 @@
-#!/bin/bash
-filename=$2
-compressor=$1
-cp ../../wbro-july/$filename.wbro tmp.wbro 
-target/debug/brro-compressor --compressor $compressor --error 1 --verbose tmp.wbro > ../../$filename-$compressor.m
-target/debug/brro-compressor -u --verbose tmp.bro >> ../../$filename-$compressor.m
-echo "plot(Input,'b', Output,'r')" >> ../../$filename-$compressor.m
-echo "print -dpng $filename.png" >> ../../$filename-$compressor.m
-rm tmp.wbro
-rm tmp.bro
\ No newline at end of file
diff --git a/wavbrro/README.md b/wavbrro/README.md
index 7803de4..4d197c4 100644
--- a/wavbrro/README.md
+++ b/wavbrro/README.md
@@ -56,7 +56,7 @@ Check the tests in the `wavbrro.rs` for more examples.
 WAVBRRO doesn't support the following bitdepths
 
 - Windows OS
-- Timestamps (VSRI will land here eventually)
+- Timestamps ([VSRI](https://github.com/instaclustr/atsc/tree/main/vsri) in here?)
 - Anything other than f64
 - Anything bigger than 64bit bitdepth
 

From a342e36f201bd3fb14c72c465449b332c53debb9 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 04:18:31 +0000
Subject: [PATCH 08/15] fix for Review comment

---
 README.md                                |   2 +-
 brro-compressor/tests/wbros/io_wait.wbro | Bin 0 -> 23172 bytes
 2 files changed, 1 insertion(+), 1 deletion(-)
 create mode 100644 brro-compressor/tests/wbros/io_wait.wbro

diff --git a/README.md b/README.md
index f2caacc..f1c8dd9 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ The fastest way to test ATSC is with a CSV file!
 3. Run it
 
 ```bash
-atsc -csv <input-file>
+cargo run --release -- -csv <input-file>
 ```
 
 ## Documentation
diff --git a/brro-compressor/tests/wbros/io_wait.wbro b/brro-compressor/tests/wbros/io_wait.wbro
new file mode 100644
index 0000000000000000000000000000000000000000..e186b2e51fa401890e2c7df0bb65584079401603
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HcmV?d00001


From 77d368178fd537c1c962243180c5a2ce8e43b95e Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 05:45:39 +0000
Subject: [PATCH 09/15] Updated information related to CSV data

---
 README.md                          |    8 +-
 atsc/tests/csv/cpu_utilization.csv | 2855 ++++++++++++++++++++++++++++
 docs/usage.md                      |    6 +
 3 files changed, 2868 insertions(+), 1 deletion(-)
 create mode 100644 atsc/tests/csv/cpu_utilization.csv

diff --git a/README.md b/README.md
index f1c8dd9..b8094a2 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ The fastest way to test ATSC is with a CSV file!
 3. Run it
 
 ```bash
-cargo run --release -- -csv <input-file>
+cargo run --release -- --csv <input-file>
 ```
 
 ## Documentation
@@ -113,6 +113,12 @@ Arguments:
           Samples the input data instead of using all the data for selecting the optimal compressor. Only impacts speed, might or not increased compression ratio. For best results use 0 (default). Only works when compression = Auto. 0 will use all the data (slowest) 6 will sample 128 data points (fastest) [default: 0]
       --verbose
           Verbose output, dumps everysample in the input file (for compression) and in the ouput file (for decompression)
+      --csv
+          Defines user input as a CSV file
+      --no-header
+          Defines if the CSV has no header
+      --fields <FIELDS>
+          Defines names of fields in CSV file. It should follow this format: --fields=TIME_FIELD_NAME,VALUE_FIELD_NAME It assumes that the one before comma is a name of time field and the one after comma is value field
   -h, --help
           Print help
   -V, --version
diff --git a/atsc/tests/csv/cpu_utilization.csv b/atsc/tests/csv/cpu_utilization.csv
new file mode 100644
index 0000000..1b9dc7a
--- /dev/null
+++ b/atsc/tests/csv/cpu_utilization.csv
@@ -0,0 +1,2855 @@
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diff --git a/docs/usage.md b/docs/usage.md
index 9f26a37..d4dd239 100644
--- a/docs/usage.md
+++ b/docs/usage.md
@@ -20,6 +20,12 @@ Arguments:
           Samples the input data instead of using all the data for selecting the optimal compressor. Only impacts speed, might or not increased compression ratio. For best results use 0 (default). Only works when compression = Auto. 0 will use all the data (slowest) 6 will sample 128 data points (fastest) [default: 0]
       --verbose
           Verbose output, dumps everysample in the input file (for compression) and in the ouput file (for decompression)
+      --csv
+          Defines user input as a CSV file
+      --no-header
+          Defines if the CSV has no header
+      --fields <FIELDS>
+          Defines names of fields in CSV file. It should follow this format: --fields=TIME_FIELD_NAME,VALUE_FIELD_NAME It assumes that the one before comma is a name of time field and the one after comma is value field
   -h, --help
           Print help
   -V, --version

From 1e4f5bd62affcc7b2afd28c27e98c89ca0532348 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 07:05:39 +0000
Subject: [PATCH 10/15] demo updated and modernized

---
 atsc/demo/run_demo.sh | 138 +++++++++++++++++++++++++-----------------
 1 file changed, 84 insertions(+), 54 deletions(-)

diff --git a/atsc/demo/run_demo.sh b/atsc/demo/run_demo.sh
index d8358c6..1da0439 100755
--- a/atsc/demo/run_demo.sh
+++ b/atsc/demo/run_demo.sh
@@ -1,58 +1,88 @@
 #!/bin/bash
 infilename=$1
-
 echo "Original Size: "
 du -sb $infilename
-
-for i in 1 3; 
-do 
-    echo "### Error Level: $i";
-    mfile="comparison-error-$i.m"
-
-    cp $infilename tmp.wbro 
-
-    ../../target/debug/atsc --compressor fft --error $i --verbose tmp.wbro > $mfile
-    echo "FFT Size: "
-    du -sb tmp.bro
-    ../../target/debug/atsc -u --verbose tmp.bro >> $mfile
-
-    sed -i -e 's/Output/output_fft/g'  $mfile
-
-    cp $infilename tmp.wbro 
-
-    ../../target/debug/atsc --compressor idw --error $i tmp.wbro > /dev/null
-    echo "IDW Size: "
-    du -sb tmp.bro
-    ../../target/debug/atsc -u --verbose tmp.bro >> $mfile
-
-    sed -i -e 's/Output/output_idw/g'  $mfile
-
-    cp $infilename tmp.wbro 
-
-    ../../target/debug/atsc --compressor polynomial --error $i tmp.wbro > /dev/null
-    echo "Polynomial Size: "
-    du -sb tmp.bro
-    ../../target/debug/atsc -u --verbose tmp.bro >> $mfile
-
-    sed -i -e 's/Output/output_poly/g'  $mfile
-
-    cp $infilename tmp.wbro 
-
-    ../../target/debug/atsc --error $i tmp.wbro > /dev/null
-    echo "Auto Size: "
-    du -sb tmp.bro
-    ../../target/debug/atsc -u --verbose tmp.bro >> $mfile
-
-    sed -i -e 's/Output/output_auto/g'  $mfile
-
-    echo "hold on;" >> $mfile
-    echo "plot(Input,'g+', output_fft,'r', output_auto, 'b', output_poly, 'k')" >> $mfile
-    echo "plot(Input.*((100+$i)/100), 'color','#D95319');" >> $mfile
-    echo "plot(Input.*((100-$i)/100), 'color','#D95319');" >> $mfile
-    echo "legend('Data','FFT Compression', 'Auto Compression', 'Poly compression', 'Upper Error', 'Lower Error')" >> $mfile
-    echo "print -dpng comparison-$i.png" >> $mfile
-
-done
-
-rm tmp.wbro
-rm tmp.bro
\ No newline at end of file
+for i in 1 3; do
+  echo "### Error Level: $i"
+  htmlfile="comparison-error-$i.html"
+  cp $infilename tmp.wbro
+  ../../target/debug/atsc --compressor fft --error $i --verbose tmp.wbro > input.txt
+  echo "FFT Size: "
+  du -sb tmp.bro
+  ../../target/debug/atsc -u --verbose tmp.bro > tmp_fft.txt
+  cp $infilename tmp.wbro
+  ../../target/debug/atsc --compressor idw --error $i tmp.wbro > /dev/null
+  echo "IDW Size: "
+  du -sb tmp.bro
+  ../../target/debug/atsc -u --verbose tmp.bro > tmp_idw.txt
+  cp $infilename tmp.wbro
+  ../../target/debug/atsc --compressor polynomial --error $i tmp.wbro > /dev/null
+  echo "Polynomial Size: "
+  du -sb tmp.bro
+  ../../target/debug/brro-compressor -u --verbose tmp.bro > tmp_poly.txt
+
+  # Create HTML file
+  echo "<!DOCTYPE html>" > $htmlfile
+  echo "<html lang=\"en\">" >> $htmlfile
+  echo "<head>" >> $htmlfile
+  echo "<meta charset=\"UTF-8\">" >> $htmlfile
+  echo "<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">" >> $htmlfile
+  echo "<title>Comparison Error Level $i</title>" >> $htmlfile
+  echo "<script src=\"https://cdn.jsdelivr.net/npm/chart.js\"></script>" >> $htmlfile
+  echo "</head>" >> $htmlfile
+  echo "<body>" >> $htmlfile
+  echo "<canvas id=\"myChart\" width=\"400\" height=\"200\"></canvas>" >> $htmlfile
+  echo "<script>" >> $htmlfile
+
+  # Read data from tmp files and convert to JavaScript arrays
+  
+  file_content=$(<input.txt)
+  array_data=$(echo $file_content | grep -oP '\[.*?\]')
+  js_array="const inputData = $array_data;"
+  echo "$js_array" >> $htmlfile
+
+  file_content=$(<tmp_fft.txt)
+  array_data=$(echo $file_content | grep -oP '\[.*?\]')
+  js_array="const fftData = $array_data;"
+  echo "$js_array" >> $htmlfile
+
+   file_content=$(<tmp_idw.txt)
+  array_data=$(echo $file_content | grep -oP '\[.*?\]')
+  js_array="const idwData = $array_data;"
+  echo "$js_array" >> $htmlfile
+
+   file_content=$(<tmp_poly.txt)
+  array_data=$(echo $file_content | grep -oP '\[.*?\]')
+  js_array="const polyData = $array_data;"
+  echo "$js_array" >> $htmlfile
+
+  # JavaScript code to create the chart
+  echo "const ctx = document.getElementById('myChart').getContext('2d');" >> $htmlfile
+  echo "const myChart = new Chart(ctx, {" >> $htmlfile
+  echo "  type: 'line'," >> $htmlfile
+  echo "  data: {" >> $htmlfile
+  echo "    labels: Array.from({length: inputData.length}, (_, i) => i + 1)," >> $htmlfile
+  echo "    datasets: [" >> $htmlfile
+  echo "      { label: 'Data', data: inputData, borderColor: 'green', borderWidth: 1 }," >> $htmlfile
+  echo "      { label: 'FFT Compression', data: fftData, borderColor: 'red', borderWidth: 1 }," >> $htmlfile
+  echo "      { label: 'IDW Compression', data: idwData, borderColor: 'blue', borderWidth: 1 }," >> $htmlfile
+  echo "      { label: 'Poly Compression', data: polyData, borderColor: 'black', borderWidth: 1 }" >> $htmlfile
+  echo "    ]" >> $htmlfile
+  echo "  }," >> $htmlfile
+  echo "  options: {" >> $htmlfile
+  echo "    scales: {" >> $htmlfile
+  echo "      y: { beginAtZero: true }" >> $htmlfile
+  echo "    }" >> $htmlfile
+  echo "  }" >> $htmlfile
+  echo "});" >> $htmlfile
+  echo "</script>" >> $htmlfile
+  echo "</body>" >> $htmlfile
+  echo "</html>" >> $htmlfile
+
+  rm tmp.wbro
+  rm tmp.bro
+  rm tmp_fft.txt
+  rm tmp_idw.txt
+  rm tmp_poly.txt
+  rm input.txt
+done
\ No newline at end of file

From 4870332641f3c6da9678a7f5bc4a28835f541f57 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 08:53:41 +0000
Subject: [PATCH 11/15] Updated demos to output HTML Added CSV files for tests

---
 atsc/demo/run_demo csv.sh |  106 ++
 atsc/demo/run_demo.sh     |   18 +
 atsc/tests/csv/iowait.csv | 2892 +++++++++++++++++++++++++++++++++++++
 3 files changed, 3016 insertions(+)
 create mode 100755 atsc/demo/run_demo csv.sh
 create mode 100644 atsc/tests/csv/iowait.csv

diff --git a/atsc/demo/run_demo csv.sh b/atsc/demo/run_demo csv.sh
new file mode 100755
index 0000000..2846a39
--- /dev/null
+++ b/atsc/demo/run_demo csv.sh	
@@ -0,0 +1,106 @@
+#!/bin/bash
+infilename=$1
+echo "Original Size: "
+du -sb $infilename
+for i in 1 3; do
+  echo "### Error Level: $i"
+  htmlfile="comparison-error-$i.html"
+  cp $infilename tmp.csv
+  ../../target/debug/atsc --csv --compressor fft --error $i --verbose tmp.csv > input.txt
+  echo "FFT Size: "
+  du -sb tmp.bro
+  ../../target/debug/atsc -u --verbose tmp.bro > tmp_fft.txt
+  cp $infilename tmp.csv
+  ../../target/debug/atsc --csv  --compressor idw --error $i tmp.csv > /dev/null
+  echo "IDW Size: "
+  du -sb tmp.bro
+  ../../target/debug/atsc -u --verbose tmp.bro > tmp_idw.txt
+  cp $infilename tmp.csv
+  ../../target/debug/atsc --csv --compressor polynomial --error $i tmp.csv > /dev/null
+  echo "Polynomial Size: "
+  du -sb tmp.bro
+  ../../target/debug/brro-compressor -u --verbose tmp.bro > tmp_poly.txt
+
+  # Create HTML file
+  echo "<!DOCTYPE html>" > $htmlfile
+  echo "<html lang=\"en\">" >> $htmlfile
+  echo "<head>" >> $htmlfile
+  echo "<meta charset=\"UTF-8\">" >> $htmlfile
+  echo "<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">" >> $htmlfile
+  echo "<title>Comparison Error Level $i</title>" >> $htmlfile
+  echo "<script src=\"https://cdn.jsdelivr.net/npm/chart.js\"></script>" >> $htmlfile
+  echo "<script src=\"https://cdn.jsdelivr.net/npm/chartjs-plugin-zoom\"></script>" >> $htmlfile
+  echo "</head>" >> $htmlfile
+  echo "<body>" >> $htmlfile
+  echo "<canvas id=\"myChart\" width=\"400\" height=\"200\"></canvas>" >> $htmlfile
+  echo "<script>" >> $htmlfile
+
+  # Read data from tmp files and convert to JavaScript arrays
+  
+  file_content=$(<input.txt)
+  array_data=$(echo $file_content | grep -oP '\[.*?\]')
+  js_array="const inputData = $array_data;"
+  echo "$js_array" >> $htmlfile
+
+  file_content=$(<tmp_fft.txt)
+  array_data=$(echo $file_content | grep -oP '\[.*?\]')
+  js_array="const fftData = $array_data;"
+  echo "$js_array" >> $htmlfile
+
+   file_content=$(<tmp_idw.txt)
+  array_data=$(echo $file_content | grep -oP '\[.*?\]')
+  js_array="const idwData = $array_data;"
+  echo "$js_array" >> $htmlfile
+
+   file_content=$(<tmp_poly.txt)
+  array_data=$(echo $file_content | grep -oP '\[.*?\]')
+  js_array="const polyData = $array_data;"
+  echo "$js_array" >> $htmlfile
+
+  # JavaScript code to create the chart
+  echo "const ctx = document.getElementById('myChart').getContext('2d');" >> $htmlfile
+  echo "const myChart = new Chart(ctx, {" >> $htmlfile
+  echo "  type: 'line'," >> $htmlfile
+  echo "  data: {" >> $htmlfile
+  echo "    labels: Array.from({length: inputData.length}, (_, i) => i + 1)," >> $htmlfile
+  echo "    datasets: [" >> $htmlfile
+  echo "      { label: 'Data', data: inputData, borderColor: 'green', borderWidth: 1 }," >> $htmlfile
+  echo "      { label: 'FFT Compression', data: fftData, borderColor: 'red', borderWidth: 1 }," >> $htmlfile
+  echo "      { label: 'IDW Compression', data: idwData, borderColor: 'blue', borderWidth: 1 }," >> $htmlfile
+  echo "      { label: 'Poly Compression', data: polyData, borderColor: 'black', borderWidth: 1 }" >> $htmlfile
+  echo "    ]" >> $htmlfile
+  echo "  }," >> $htmlfile
+  echo "  options: {" >> $htmlfile
+  echo "    scales: {" >> $htmlfile
+  echo "      y: { beginAtZero: true }" >> $htmlfile
+  echo "    }," >> $htmlfile
+  echo "    plugins: {" >> $htmlfile
+  echo "      zoom: {" >> $htmlfile
+  echo "        pan: {" >> $htmlfile
+  echo "          enabled: true," >> $htmlfile
+  echo "          mode: 'xy'" >> $htmlfile
+  echo "        }," >> $htmlfile
+  echo "        zoom: {" >> $htmlfile
+  echo "          wheel: {" >> $htmlfile
+  echo "            enabled: true" >> $htmlfile
+  echo "          }," >> $htmlfile
+  echo "          pinch: {" >> $htmlfile
+  echo "            enabled: true" >> $htmlfile
+  echo "          }," >> $htmlfile
+  echo "          mode: 'xy'" >> $htmlfile
+  echo "        }" >> $htmlfile
+  echo "      }" >> $htmlfile
+  echo "    }" >> $htmlfile
+  echo "  }" >> $htmlfile
+  echo "});" >> $htmlfile
+  echo "</script>" >> $htmlfile
+  echo "</body>" >> $htmlfile
+  echo "</html>" >> $htmlfile
+
+  rm tmp.csv
+  rm tmp.bro
+  rm tmp_fft.txt
+  rm tmp_idw.txt
+  rm tmp_poly.txt
+  rm input.txt
+done
\ No newline at end of file
diff --git a/atsc/demo/run_demo.sh b/atsc/demo/run_demo.sh
index 1da0439..746e953 100755
--- a/atsc/demo/run_demo.sh
+++ b/atsc/demo/run_demo.sh
@@ -29,6 +29,7 @@ for i in 1 3; do
   echo "<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">" >> $htmlfile
   echo "<title>Comparison Error Level $i</title>" >> $htmlfile
   echo "<script src=\"https://cdn.jsdelivr.net/npm/chart.js\"></script>" >> $htmlfile
+  echo "<script src=\"https://cdn.jsdelivr.net/npm/chartjs-plugin-zoom\"></script>" >> $htmlfile
   echo "</head>" >> $htmlfile
   echo "<body>" >> $htmlfile
   echo "<canvas id=\"myChart\" width=\"400\" height=\"200\"></canvas>" >> $htmlfile
@@ -72,6 +73,23 @@ for i in 1 3; do
   echo "  options: {" >> $htmlfile
   echo "    scales: {" >> $htmlfile
   echo "      y: { beginAtZero: true }" >> $htmlfile
+  echo "    }," >> $htmlfile
+  echo "    plugins: {" >> $htmlfile
+  echo "      zoom: {" >> $htmlfile
+  echo "        pan: {" >> $htmlfile
+  echo "          enabled: true," >> $htmlfile
+  echo "          mode: 'xy'" >> $htmlfile
+  echo "        }," >> $htmlfile
+  echo "        zoom: {" >> $htmlfile
+  echo "          wheel: {" >> $htmlfile
+  echo "            enabled: true" >> $htmlfile
+  echo "          }," >> $htmlfile
+  echo "          pinch: {" >> $htmlfile
+  echo "            enabled: true" >> $htmlfile
+  echo "          }," >> $htmlfile
+  echo "          mode: 'xy'" >> $htmlfile
+  echo "        }" >> $htmlfile
+  echo "      }" >> $htmlfile
   echo "    }" >> $htmlfile
   echo "  }" >> $htmlfile
   echo "});" >> $htmlfile
diff --git a/atsc/tests/csv/iowait.csv b/atsc/tests/csv/iowait.csv
new file mode 100644
index 0000000..3414c43
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From 701d6ddd57607c0173a30b4be42471923c39f8fe Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 08:54:26 +0000
Subject: [PATCH 12/15] added csv to the filename of demo csv output

---
 atsc/demo/run_demo csv.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/atsc/demo/run_demo csv.sh b/atsc/demo/run_demo csv.sh
index 2846a39..52c51c6 100755
--- a/atsc/demo/run_demo csv.sh	
+++ b/atsc/demo/run_demo csv.sh	
@@ -4,7 +4,7 @@ echo "Original Size: "
 du -sb $infilename
 for i in 1 3; do
   echo "### Error Level: $i"
-  htmlfile="comparison-error-$i.html"
+  htmlfile="comparison-error-$i-csv.html"
   cp $infilename tmp.csv
   ../../target/debug/atsc --csv --compressor fft --error $i --verbose tmp.csv > input.txt
   echo "FFT Size: "

From ef74d1b4c85239960b204f2f97158a73a3b25d57 Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 09:13:24 +0000
Subject: [PATCH 13/15] Fixed name typo added iowait.csv fixed
 getting-started.md

---
 atsc/demo/run_demo.sh                          | 2 +-
 atsc/demo/{run_demo csv.sh => run_demo_csv.sh} | 5 +++--
 atsc/tests/csv/iowait.csv                      | 2 +-
 docs/getting-started.md                        | 4 ++--
 4 files changed, 7 insertions(+), 6 deletions(-)
 rename atsc/demo/{run_demo csv.sh => run_demo_csv.sh} (96%)

diff --git a/atsc/demo/run_demo.sh b/atsc/demo/run_demo.sh
index 746e953..181aea6 100755
--- a/atsc/demo/run_demo.sh
+++ b/atsc/demo/run_demo.sh
@@ -19,7 +19,7 @@ for i in 1 3; do
   ../../target/debug/atsc --compressor polynomial --error $i tmp.wbro > /dev/null
   echo "Polynomial Size: "
   du -sb tmp.bro
-  ../../target/debug/brro-compressor -u --verbose tmp.bro > tmp_poly.txt
+  ../../target/debug/atsc -u --verbose tmp.bro > tmp_poly.txt
 
   # Create HTML file
   echo "<!DOCTYPE html>" > $htmlfile
diff --git a/atsc/demo/run_demo csv.sh b/atsc/demo/run_demo_csv.sh
similarity index 96%
rename from atsc/demo/run_demo csv.sh
rename to atsc/demo/run_demo_csv.sh
index 52c51c6..f3bac53 100755
--- a/atsc/demo/run_demo csv.sh	
+++ b/atsc/demo/run_demo_csv.sh
@@ -11,7 +11,7 @@ for i in 1 3; do
   du -sb tmp.bro
   ../../target/debug/atsc -u --verbose tmp.bro > tmp_fft.txt
   cp $infilename tmp.csv
-  ../../target/debug/atsc --csv  --compressor idw --error $i tmp.csv > /dev/null
+  ../../target/debug/atsc --csv --compressor idw --error $i tmp.csv > /dev/null
   echo "IDW Size: "
   du -sb tmp.bro
   ../../target/debug/atsc -u --verbose tmp.bro > tmp_idw.txt
@@ -19,7 +19,7 @@ for i in 1 3; do
   ../../target/debug/atsc --csv --compressor polynomial --error $i tmp.csv > /dev/null
   echo "Polynomial Size: "
   du -sb tmp.bro
-  ../../target/debug/brro-compressor -u --verbose tmp.bro > tmp_poly.txt
+  ../../target/debug/atsc -u --verbose tmp.bro > tmp_poly.txt
 
   # Create HTML file
   echo "<!DOCTYPE html>" > $htmlfile
@@ -99,6 +99,7 @@ for i in 1 3; do
 
   rm tmp.csv
   rm tmp.bro
+  rm tmp.wbro
   rm tmp_fft.txt
   rm tmp_idw.txt
   rm tmp_poly.txt
diff --git a/atsc/tests/csv/iowait.csv b/atsc/tests/csv/iowait.csv
index 3414c43..bfc775d 100644
--- a/atsc/tests/csv/iowait.csv
+++ b/atsc/tests/csv/iowait.csv
@@ -1,4 +1,4 @@
-timestamp,value
+time,value
 1730419200,0.027052617340727718
 1730419220,0.006666222251849876
 1730419240,0.006794401413235494
diff --git a/docs/getting-started.md b/docs/getting-started.md
index 613f77d..8eba513 100644
--- a/docs/getting-started.md
+++ b/docs/getting-started.md
@@ -25,7 +25,7 @@ How to build and/or run ATSC
 5. Run it
 
     ```bash
-    atsc -csv <input-file>
+    atsc --csv <input-file>
     ```
 
 ## Docker container
@@ -39,5 +39,5 @@ WIP
 3. Run it
 
 ```bash
-atsc -csv <input-file>
+atsc --csv <input-file>
 ```

From 6d61a12776c01ae20b35c703851f878758e8145e Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 10:42:58 +0000
Subject: [PATCH 14/15] Fixing comment, improving `-h` output and README

---
 README.md        | 24 +++++++++++++++++-------
 atsc/src/main.rs |  6 +++---
 docs/usage.md    | 20 +++++++++++++++-----
 3 files changed, 35 insertions(+), 15 deletions(-)

diff --git a/README.md b/README.md
index b8094a2..e30d6dc 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
 2. [Documentation](#documentation)
 3. [Building ATSC](#building-atsc)
 4. [What is ATSC?](#what-is-atsc)
-5. [Where does ATSC fits?](#where-does-atsc-fits)
+5. [Where does ATSC fit?](#where-does-atsc-fit)
 6. [ATSC Usage](#atsc-usage)
 7. [Releases](#releases)
 8. [Roadmap](#roadmap)
@@ -70,7 +70,7 @@ For a more detailed insight into ATSC read the paper here: [ATSC - A novel appro
 
 Currently, ATSC uses an internal format to process time series (WBRO) and outputs a compressed format (BRO). A CSV to WBRO format is available here: [CSV Compressor](https://github.com/instaclustr/atsc/tree/main/csv-compressor)
 
-## Where does ATSC fits?
+## Where does ATSC fit?
 
 ATSC fits in any place that needs space reduction in trade for precision.
 ATSC is to time series what JPG/MP3 is to image/audio.
@@ -97,20 +97,27 @@ Those files would work as input for the compressor.
 
 Compressor usage:
 
-```bash
+```txt
 Usage: atsc [OPTIONS] <INPUT>
 
 Arguments:
   <INPUT>  input file
 
-   --compressor <COMPRESSOR>
+      --compressor <COMPRESSOR>
           Select a compressor, default is auto [default: auto] [possible values: auto, noop, fft, constant, polynomial, idw]
   -e, --error <ERROR>
-          Sets the maximum allowed error for the compressed data, must be between 0 and 50. Default is 5 (5%). 0 is lossless compression 50 will do a median filter on the data. In between will pick optimize for the error [default: 5]
+          Sets the maximum allowed error for the compressed data, must be between 0 and 50. Default is 5 (5%).
+          0 is lossless compression
+          50 will do a median filter on the data.
+          In between will pick optimize for the error [default: 5]
   -u
           Uncompresses the input file/directory
   -c, --compression-selection-sample-level <COMPRESSION_SELECTION_SAMPLE_LEVEL>
-          Samples the input data instead of using all the data for selecting the optimal compressor. Only impacts speed, might or not increased compression ratio. For best results use 0 (default). Only works when compression = Auto. 0 will use all the data (slowest) 6 will sample 128 data points (fastest) [default: 0]
+          Samples the input data instead of using all the data for selecting the optimal compressor.
+          Only impacts speed, might or not increased compression ratio. For best results use 0 (default).
+          Only works when compression = Auto.
+          0 will use all the data (slowest)
+          6 will sample 128 data points (fastest) [default: 0]
       --verbose
           Verbose output, dumps everysample in the input file (for compression) and in the ouput file (for decompression)
       --csv
@@ -118,7 +125,10 @@ Arguments:
       --no-header
           Defines if the CSV has no header
       --fields <FIELDS>
-          Defines names of fields in CSV file. It should follow this format: --fields=TIME_FIELD_NAME,VALUE_FIELD_NAME It assumes that the one before comma is a name of time field and the one after comma is value field
+          Defines names of fields in CSV file. It should follow this format:
+            --fields=TIME_FIELD_NAME,VALUE_FIELD_NAME
+          It assumes that the one before comma is a name of time field and the one
+          after comma is value field. [default: time,value]
   -h, --help
           Print help
   -V, --version
diff --git a/atsc/src/main.rs b/atsc/src/main.rs
index 671a816..695d925 100644
--- a/atsc/src/main.rs
+++ b/atsc/src/main.rs
@@ -181,7 +181,7 @@ struct Args {
     /// 0 is lossless compression
     /// 50 will do a median filter on the data.
     /// In between will pick optimize for the error
-    #[arg(short, long, default_value_t = 5, value_parser = clap::value_parser!(u8).range(0..51))]
+    #[arg(short, long, default_value_t = 5, value_parser = clap::value_parser!(u8).range(0..51), verbatim_doc_comment )]
     error: u8,
 
     /// Uncompresses the input file/directory
@@ -193,7 +193,7 @@ struct Args {
     /// Only works when compression = Auto.
     /// 0 will use all the data (slowest)
     /// 6 will sample 128 data points (fastest)
-    #[arg(short, long, default_value_t = 0, value_parser = clap::value_parser!(u8).range(0..7))]
+    #[arg(short, long, default_value_t = 0, value_parser = clap::value_parser!(u8).range(0..7), verbatim_doc_comment )]
     compression_selection_sample_level: u8,
 
     /// Verbose output, dumps everysample in the input file (for compression) and in the ouput file (for decompression)
@@ -212,7 +212,7 @@ struct Args {
     ///   --fields=TIME_FIELD_NAME,VALUE_FIELD_NAME
     /// It assumes that the one before comma is a name of time field and the one
     /// after comma is value field.
-    #[arg(long, default_value = "time,value")]
+    #[arg(long, default_value = "time,value", verbatim_doc_comment)]
     fields: Option<String>,
 }
 
diff --git a/docs/usage.md b/docs/usage.md
index d4dd239..15eabf7 100644
--- a/docs/usage.md
+++ b/docs/usage.md
@@ -4,20 +4,27 @@
 
 Compressor usage:
 
-```bash
+```txt
 Usage: atsc [OPTIONS] <INPUT>
 
 Arguments:
   <INPUT>  input file
 
-   --compressor <COMPRESSOR>
+      --compressor <COMPRESSOR>
           Select a compressor, default is auto [default: auto] [possible values: auto, noop, fft, constant, polynomial, idw]
   -e, --error <ERROR>
-          Sets the maximum allowed error for the compressed data, must be between 0 and 50. Default is 5 (5%). 0 is lossless compression 50 will do a median filter on the data. In between will pick optimize for the error [default: 5]
+          Sets the maximum allowed error for the compressed data, must be between 0 and 50. Default is 5 (5%).
+          0 is lossless compression
+          50 will do a median filter on the data.
+          In between will pick optimize for the error [default: 5]
   -u
           Uncompresses the input file/directory
   -c, --compression-selection-sample-level <COMPRESSION_SELECTION_SAMPLE_LEVEL>
-          Samples the input data instead of using all the data for selecting the optimal compressor. Only impacts speed, might or not increased compression ratio. For best results use 0 (default). Only works when compression = Auto. 0 will use all the data (slowest) 6 will sample 128 data points (fastest) [default: 0]
+          Samples the input data instead of using all the data for selecting the optimal compressor.
+          Only impacts speed, might or not increased compression ratio. For best results use 0 (default).
+          Only works when compression = Auto.
+          0 will use all the data (slowest)
+          6 will sample 128 data points (fastest) [default: 0]
       --verbose
           Verbose output, dumps everysample in the input file (for compression) and in the ouput file (for decompression)
       --csv
@@ -25,7 +32,10 @@ Arguments:
       --no-header
           Defines if the CSV has no header
       --fields <FIELDS>
-          Defines names of fields in CSV file. It should follow this format: --fields=TIME_FIELD_NAME,VALUE_FIELD_NAME It assumes that the one before comma is a name of time field and the one after comma is value field
+          Defines names of fields in CSV file. It should follow this format:
+            --fields=TIME_FIELD_NAME,VALUE_FIELD_NAME
+          It assumes that the one before comma is a name of time field and the one
+          after comma is value field. [default: time,value]
   -h, --help
           Print help
   -V, --version

From 6792ba2251e5e251f3778f08f94be7723cd353db Mon Sep 17 00:00:00 2001
From: Carlos Rolo <3799585+cjrolo@users.noreply.github.com>
Date: Tue, 12 Nov 2024 15:23:59 +0000
Subject: [PATCH 15/15] Fix for review

---
 atsc/demo/run_demo.sh     | 2 +-
 atsc/demo/run_demo_csv.sh | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/atsc/demo/run_demo.sh b/atsc/demo/run_demo.sh
index 181aea6..b69a5b8 100755
--- a/atsc/demo/run_demo.sh
+++ b/atsc/demo/run_demo.sh
@@ -52,7 +52,7 @@ for i in 1 3; do
   js_array="const idwData = $array_data;"
   echo "$js_array" >> $htmlfile
 
-   file_content=$(<tmp_poly.txt)
+  file_content=$(<tmp_poly.txt)
   array_data=$(echo $file_content | grep -oP '\[.*?\]')
   js_array="const polyData = $array_data;"
   echo "$js_array" >> $htmlfile
diff --git a/atsc/demo/run_demo_csv.sh b/atsc/demo/run_demo_csv.sh
index f3bac53..4ef827e 100755
--- a/atsc/demo/run_demo_csv.sh
+++ b/atsc/demo/run_demo_csv.sh
@@ -52,7 +52,7 @@ for i in 1 3; do
   js_array="const idwData = $array_data;"
   echo "$js_array" >> $htmlfile
 
-   file_content=$(<tmp_poly.txt)
+  file_content=$(<tmp_poly.txt)
   array_data=$(echo $file_content | grep -oP '\[.*?\]')
   js_array="const polyData = $array_data;"
   echo "$js_array" >> $htmlfile