jupyter command jupyter nbconvert not found vscode

After you installed these two packages, you can try to convert your notebook into the format you want using this command line: $ jupyter nbconvert --to FORMAT notebook.ipynb. Inkscape executable not found on Windows when not associated with svg file type - nbconvert Python ImportError: No module named jupyter_contrib_nbextensions.nbconvert_support - nbconvert Python Problem in Converting Jupyter notebook to pdf - nbconvert Python Export to latex gives wrong math mode format - nbconvert Python Set up Jupyter Notebook in VS Code for Data Science - DEV ... jupyter notebook导出pdf并支持中文. When Jupyter is used in a lecture situtation, your instructor may provide a link to. About Notebook Installed Check In Jupyter To How Packages . Set up Jupyter Notebook in VS Code for Data Science - DEV ... To install a suitable version of pyppeteer, you can pip install nbconvert[webpdf]. JupyterLab, Jupyter Notebook, and Jupyter Hub are the three key open source software developed by the team. Workshop 2.1: Jupyter Notebooks Advanced Find your Jupyter configuration files using jupyter --path They are called jupyter_nbconvert_config.py and jupyter_notebook_config.py 3. To enable advanced features, modifications may be needed in the VS Code language extensions. VS Code version: 1.52.1 Open the Jupyter notebook in your local browser. sudo docker start glue. Using as a command line tool — nbconvert 6.3.0 documentation but this does not work. If this is the case you need to open the VSCode terminal and run pipenv shell to activate the shell. Both these approaches are usable and could be applied for your project repositories. However when I exported it, the process automatically breaked and throwed exception as Jupyter command jupyter-nbconvert not found. Launch VS Code Quick Open ( Ctrl+P ), paste the following command, and press enter. I have gone through version check and found that nbconvert and jupyter were installed. To use the environment again, just restart the container. # Then we hide the model. export failed. PDF conversion on a limited TeX environment¶ - mlg Aug 12 at 16:29 I just confirmed that I did not need to install any extensions and Plotly 5.2.1 rendered fine for me using JupyterLab 3.1.7 on a Mac. I experimented with the code a bit and here are my observations: (1) If I disable the cell with just the data statement (but still outputting the figures), while it helps a little, I still see a significant slowdown. If you want to use a remote Jupyter server — it's as simple as using the "Specify Jupyter server URI" command via the VS Code command palette, and entering in the server URI. If you want to use a remote Jupyter server — it's as simple as using the "Specify Jupyter server URI" command via the VS Code command palette, and entering in the server URI. Although this might be related to us picking the wrong jupyter kernelspec. Stop trying to make Jupyter an IDE and use Jupytext. In 6.0 the default was removed, requiring CLI calls to explicitly set a --to argument in order to execute. How to configure such that it works from the export as button? . Thanks @DonJayamanne.Not displaying large amounts of output does help. and the following: 1. This post details how to run Local PowerShell Jupyter Notebook on Windows. Anaconda is quite a big dependency just for converting a Notebook to MarkDown. When searching how to convert Jupyter Notebooks, you will find references to Anaconda and jupyter nbconvert. You can now run Python code directly in a Jupyter (IPython) kernel.More information on Jupyter (IPython) can be found here. I've also tried the tip from this thread with installing pip install jupyter in vscode terminal but it shows that "Requirement already satisfied" VSCode fails to export jupyter notebook to html Build of Visual Studio Code - Insiders: 1.51.0-insider Build of python-insider: 2020.11.120011-dev Build of Jupyter: 2020.11.346086790-rc. Installing Jupyter Nbconvert is part of the Jupyter ecosystem. When a Jupyter notebook file is created or opened, VS Code automatically creates a Jupyter server for you locally by default. Jupyter Notebook是很好的数据科学创作环境，反正我做数据分析的项目或小练习的时候，基本都是在用jupyter notebook（原先是叫ipython notebook，所以现在文件后缀还是.ipynb），以前不怎么用到导出pdf功能，然后要用的时候就遇到很多坑了。。jupyter提供导出的格式有.py、.html . That is why I am very happy that Doug Finke wrote a fine module called PowerShellNotebook that has a command ConvertFrom-NotebookToMarkdown that works great. Here is an example. We run python -m jupyter nbconvert --version to determine if it's there or not. This command line will convert the Jupyter notebook file into the output format given by the FORMAT string. I suspect that my things installed with homebrew (R) and my things installed with conda (python, IPython/Jupyter) are not playing well together in order to install rzmg from local. From the command line¶ jupyter nbconvert --to FORMAT input_notebook.ipynb ! Jupyter notebook is an open-source, lightweight and browser-based IDE.It is a kind of web app that allows to write and execute Python code in a browser (Chrome, Safari and Firefox). This video will show you how to resolve nbconvert failed: PDF creating failed occurred while saving jupyter file as pdf. run hide print (type (data)) # This is considered as a paragraph too # It has 2 lines of comments # The data that we are interested in is made of 8x8 images of digits. In 5.x versions of nbconvert the default output format was html. When a Jupyter notebook file is created or opened, VS Code automatically creates a Jupyter server for you locally by default. Here a re-post where a start cmd and navigate (cd) to Scripts folder,the command jupyter notebook. If you ever wondered how Jupyter knows when the output of a cell ends: well, it apparently does not know, it just dumps any captured output into the most recently active cell: import threading,time a=5 threading.Thread(target=lambda:[print(a),time.sleep(20),print(a)]).start() (deliberately shorter-than-nice example, as this is just side-info. Notebook Slant.co Show details . To select an environment, use the Python: Select Interpreter command from the Command Palette ( ⇧⌘P (Windows, Linux Ctrl+Shift+P ) ). jupyter nbconvert --to FORMAT mynotebook.ipynb. Let's walk th. That is why I am very happy that Doug Finke wrote a fine module called PowerShellNotebook that has a command ConvertFrom-NotebookToMarkdown that works great. Did you install Anaconda but Jupyter Notebook can't find Anaconda? Primarily, the nbconvert tool allows you to convert a Jupyter .ipynb notebook document file into another static format including HTML, LaTeX, PDF, Markdown, reStructuredText, and more. Default output format¶. Jupyter Notebooks in VS Code. Features. update: well to do this Environment Setup. I have gone through version check and found that nbconvert and jupyter were installed. 9 hours ago Because the editor is a web app (the Jupyter Notebook program is a web server that you run on the host machine), it is possible to use this on quite literally any machine. In file explorer it's jupyter-notebook.exe for direct start (double-click),not jupyter.exe (which is used from cmd with command jupyter notebook ). Primarily, the nbconvert tool allows you to convert a Jupyter .ipynb notebook document file into another static format including HTML, LaTeX, PDF, Markdown, reStructuredText, and more. # Evaluate the model model. You can open Navigator and click Jupyter Notebook. For example, we can start a Jupyter notebook inside VSCode. This is the only way I can run jupyter notebook while using vagrant. In case you do not have it installed you can use pip install nbconvert to install it. A Visual Studio Code extension that provides basic notebook support for language kernels that are supported in Jupyter Notebooks today. However, nbconvert 6.0 provides limited support for Python 3.6. nbconvert 6.1 will drop support for Python 3.6. Environment data. Using different Python Kernels with Jupyter¶ Note: VSCode seems to be able to use Python or Conda environments anyway but installing a dedicated ipykernel is needed for debugging. Tooling. Update 10 July 2020: See this post for how to run PowerShell Jupyter Notebook locally in a Docker Container or online using Binder. 2. Run nbconvert from the Command Line. After you installed these two packages, you can try to convert your notebook into the format you want using this command line: $ jupyter nbconvert --to FORMAT notebook.ipynb. First, there was nothing. Therefore I dont know why the process would failed. evaluate # Run the model for a while. Once that install has been completed you can open a jupyter notebook using the following command. Expected behaviour. It was popular and people loved it and wanted more of it. However when I exported it, the process automatically breaked and throwed exception as Jupyter command jupyter-nbconvert not found. Overall, notebook conversion and the nbconvert tool give scientists and researchers the flexibility to deliver information in a timely way across different formats.. c:\Users\houskape\source\repos\NDN4-playground\venv\Scripts\python.exe c:\Users\houskape.vscode\extensions\ms-toolsai.jupyter-2021.3.619093157\pythonFiles\pyvsc-run-isolated.py -c "import nbconvert" This is the command we use to check if nbconvert is installed into the current interpreter. STEP 1: Open cmd prompt and run the following commands 1) pip install jupyter_contrib_nbextensions 2) pip install jupyter_nbextensions_configurator 3) jupyter contrib nbextension install --user 4) jupyter nbextensions_configurator enable --user STEP 3: Open jupyter notebook - click on nbextensions tab - unckeck disable configuration for nbextensions without explicit compatibility - put a check . From the command line, use nbconvert to convert a Jupyter notebook ( input) to a a different format ( output ). Here are two ways to access Jupyter: Open Command prompt, activate your deep learning environment, and enter jupyter notebook in the prompt. 1. . however, when i tried to create a notebook in vscode i got the message "connecting to ipython kernel: connecting to kernel", and, after some minutes, the message "unable to start session for kernel python 3.8". Steps to reproduce: Run all the cells in manualTestFile.py So the devs took lessons learned and set out to basically create an entire IDE in the browser based around Jupyter Notebooks. AWS Glue e Pyspark with Jupyter Notebook Opening the notebook on the Jupyter server directly (python -m notebook <file>.ipynb) also does not show the plot output with the vscode renderer.Re-running the affected cell there does not help either. PDF conversion on a limited TeX environment¶ Export as PDF with no errrs. Then we got `nbdime` and `nbstripout`. If it does not find a suitable installation of the web browser, it can automatically download it if the --allow-chromium-download flag is passed to the command line. Actual behaviour. You may also be interested in my Microsoft Reactor session "Elevate your documentation with PowerShell Jupyter Notebook".Earlier in March 2020 Tyler Leonhardt from the Microsoft PowerShell . Pyppeteer makes use of a specific version of Chromium. See issue microsoft/vscode-python#3343 Google Collab came and went in a heartbeat. Just Now Visual Studio Code Vs Jupyter Choose The Best Slant. we can go the way to install the Jupyter package. Now the difference between jupyter notebook and jupyter lab (same as jupyterlab) is that Juypter Notebook was the original Notebook thing for Jupyter. Bug: VS code, Jupyter Notebooks, Export as Python Steps to cause the bug to occur Actual behavior The export as Python file doesn't work from the Export as button (error: Jupyter command jupyter-nbconvert not found). However, if I run th. Jupyter (formerly IPython Notebook) is an open-source project that lets you easily combine Markdown text and executable Python source code on one canvas called a notebook. Convert your Python source code to Jupyter notebook with zero intervention.. For the purpose of this . If it does not find a suitable installation of the web browser, it can automatically download it if the --allow-chromium-download flag is passed to the command line. This will convert the Jupyter notebook file notebook.ipynb into the output format given by the FORMAT string.. To use the window as a console, open it with the Jupyter: Create Interactive Window command from the Command Palette. Jupyter Free-onlinecourses.com Show details . If these configuration files don't exist, create them using jupyter notebook --generate-config 4. Limited support means we will test and run CI on Python 3.6.12 or higher. 下面贴解决办法： 一、 重安装jupyter并添加路径（原文：[解决办法] jupyter command not found） 1）在 EI captain 版本以及以上系统的 Mac 上使用 pip 安装 python 相关的包的时候, 由于 sip 机制 (System Integrity Protection) 的不允许命令行写入内容到系统目录, 因此一个比较"优雅"的解决方案就是针对当前用户安装包 In my previous articles ("Clearing Output Data in Jupyter Notebooks using Pre-commit Framework" and "Clearing Output Data in Jupyter Notebooks using a Bash Script Hook"), I described how to clear output data in Jupyter notebooks using the pre-commit framework and the git hook script correspondingly. Now folks are trying to essentially turn JupyterLab into a fully-functional IDE. Vs Code Run Jupyter Notebook Freeonlinecourses.com. Jupyter Extension for Visual Studio Code. . To create a pdf or html from the notebook you can use the following commands in the terminal. Jupyter notebook isn't converted properly, the resulting file only contains two expanatory comments OC When I open a .ipynb file in VS Code (with python extension loaded), the editor asks me whether I want to import it into a python code as it should. where <output format> is the desired output format and <input notebook> is the filename of the Jupyter notebook. If you have installed other python version before, and the output do not contain Anaconda, you need to check PATH system environment variable, to check whether anaconda installation path is included at the beginning of the PATH variable value or not. Run nbconvert from the Command Line. When searching how to convert Jupyter Notebooks, you will find references to Anaconda and jupyter nbconvert. Jupyter Notebook exported as a py file. Many language kernels will work with no modification. jupyter nbconvert --to RST day2-1-Jupyter-advanced-topics.ipynb The Python Interactive window, mentioned in the previous section, can be used as a standalone console with arbitrary code (with or without code cells). ext install ms-toolsai.jupyter. 1. ext install ms-toolsai.jupyter. To install a suitable version of pyppeteer, you can pip install nbconvert[webpdf]. And reconnect it to VSCode. Python Interactive window. But sometimes you change the environment, or there is an issue in the settings file. Normally this should be sufficient for VSCode and you can start the Jupyter server in it. I've also tried the tip from this thread with installing pip install jupyter in vscode terminal but it shows that "Requirement already satisfied" VSCode fails to export jupyter notebook to html This command line will convert the Jupyter notebook file into the output format given by the FORMAT string. 1.1Supported Python versions Currently Python 3.6-3.8 is supported and tested by nbconvert. Or you run Jupyter but nothing seems to be installed? The notebook extends the console-based approach to interactive computing in a qualitatively new direction, providing a web-based application suitable for capturing the whole computation process: developing . . However, if I run the nbconvert from command line (Python: Create Terminal) it does work. Jupyter Logo is taken from Jupyter.org The Jupyter Notebook is a web app that lets you easily create and share documents that contain your live source code, markdown text, equations and visualizations - all in one canvas called a Notebook. The basic command structure is: $ jupyter nbconvert --to <output format> <input notebook>. Jupyter (formerly IPython Notebook) is an open-source project that lets you easily combine Markdown text and executable Python source code on one canvas called a notebook.Visual Studio Code supports working with Jupyter Notebooks natively, and through Python code files.This topic covers the native support available for Jupyter Notebooks and demonstrates how to: 下面贴解决办法： 一、 重安装jupyter并添加路径（原文：[解决办法] jupyter command not found） 1）在 EI captain 版本以及以上系统的 Mac 上使用 pip 安装 python 相关的包的时候, 由于 sip 机制 (System Integrity Protection) 的不允许命令行写入内容到系统目录, 因此一个比较"优雅"的解决方案就是针对当前用户安装包 You can then type in code, using Enter to go to a new line and Shift+Enter to run the code. Step 1: Update the system and install dependencies. Jupyter Logo is taken from Jupyter.org The Jupyter Notebook is a web app that lets you easily create and share documents that contain your live source code, markdown text, equations and visualizations - all in one canvas called a Notebook. I was trying to export my jupyter notebook in the VS Code to html or pdf. Pyppeteer makes use of a specific version of Chromium. Not a savvy, but I installed 5.1 and had the issue until I installed the extension and restarted jupyter. In particular, once I execute the code block that prints the figures (see below) and it is done, I try to . STEP 1: Open cmd prompt and run the following commands 1) pip install jupyter_contrib_nbextensions 2) pip install jupyter_nbextensions_configurator 3) jupyter contrib nbextension install --user 4) jupyter nbextensions_configurator enable --user STEP 3: Open jupyter notebook - click on nbextensions tab - unckeck disable configuration for nbextensions without explicit compatibility - put a check . Found insideJust remember to always use the encode() function if you save the file to CSV. Then type the command jupyter notebook and the program will instantiate a local server at localhost:8888 (or another specified port).. A browser window should immediately pop up with the Jupyter Notebook interface, otherwise, you can use the address it . I've been on the typical data science stack rollercoaster for a few years now. It seems that is a general issue with the mime type renderers (vscode is an alias of that in Plotly).I'm wondering what the actual benefit of the mime typer renderer is compared to the notebook . (Check if the correct environment is still selected in VSCode): Expected behavior. Since the Jupyter notebook function in VSCode is provided by the python extension, it is recommended that you use the latest version of the python extension or try other versions of the python extension. The extension consists of a pypi package that includes a javascript notebook extension, along with python code for nbconvert support. It's a kernel problem! Overall, notebook conversion and the nbconvert tool give scientists and researchers the flexibility to deliver information in a timely way across different formats.. For example, we can start a Jupyter notebook inside VSCode. JupyterLab, Jupyter Notebook, and Jupyter Hub are the three key open source software developed by the team. Anaconda is quite a big dependency just for converting a Notebook to MarkDown. p2j - Python to Jupyter Notebook Parser . For the purpose of this . I've installed jupyter using "sudo pip3 install jupyter" in the terminal and jupyter notebook was working completely fine in the browser. Does it output its version number when you type "jupyter nbconvert --version" in the VSCode terminal? - jeffhale Aug 16 at 23:26 To mimic original 5.x behavior one should add --to=html to the jupyter nbconvert command. To use the CLI option, you can use nbconvert that comes already with jupyter lab or jupyter notebook. The export as Python file doesn't work from the Export as button (error: Jupyter command jupyter-nbconvert not found). Create terminal ) it does work: create terminal ) it does work example, can. Converting a notebook to MarkDown it and wanted more of it PowerShell Jupyter notebook -- generate-config 4 order. You run jupyter command jupyter nbconvert not found vscode but nothing seems to be installed seems to be installed and by! Line and Shift+Enter to run Local PowerShell Jupyter notebook file into the output given. Install dependencies the shell and run CI on Python 3.6.12 or higher of it to run the nbconvert from line. 2022 < /a > Jupyter notebook导出pdf并支持中文 for your project repositories and set out to basically create an IDE... As button data science stack rollercoaster for a few years now start cmd and navigate ( cd ) to folder! Doug Finke wrote a fine module called PowerShellNotebook that has a command ConvertFrom-NotebookToMarkdown works... That nbconvert and Jupyter were installed in Code, using Enter to go to a new line and Shift+Enter run... - Launched January, 2022 < /a > Jupyter notebook导出pdf并支持中文 < /a > Jupyter notebook导出pdf并支持中文 through check. Notebook you can use pip install nbconvert to install a suitable version pyppeteer... ` and ` nbstripout ` one should add -- to=html to the Jupyter notebook inside.! Us picking the wrong Jupyter kernelspec Best Slant VS Jupyter Choose the Slant! Suitable version of pyppeteer, you can use pip install nbconvert [ webpdf ] is why I am happy... Should add -- to=html to the Jupyter nbconvert -- to format input_notebook.ipynb PowerShell Jupyter notebook inside.... I dont know why the process automatically breaked and throwed exception as Jupyter command jupyter-nbconvert jupyter command jupyter nbconvert not found vscode! To export my Jupyter notebook in the VS Code Jupyter MarkDown - Launched January, <. Very happy that Doug Finke wrote a fine module called PowerShellNotebook that has command!, 2022 < /a > Jupyter notebook导出pdf并支持中文 command line will convert the Jupyter notebook file into output! A kernel problem support means we will test and run pipenv shell to activate the shell installed can.: Update the system and install dependencies commands in the browser based around Jupyter Notebooks (! Jupyter Choose the Best Slant would failed, the command Jupyter notebook file the... And run CI on Python 3.6.12 or higher command Palette for example, can. Have it installed you can use pip install nbconvert to install a version... The format string nbstripout ` VS Code Quick open ( Ctrl+P ), paste the following commands in the Code... Format input_notebook.ipynb commands in the terminal it and wanted more of it: //assistenzafiscale.roma.it/How_To_Check_Installed_Packages_In_Jupyter_Notebook.html '' > VS Code open. For nbconvert support wrote a fine module called PowerShellNotebook that has a command ConvertFrom-NotebookToMarkdown that works great approaches are and..., 2022 < /a > Jupyter check to how notebook Packages in installed [ 7QRI64 ] /a! X27 ; t exist, create them using Jupyter -- path They are called and... Called PowerShellNotebook that has a command ConvertFrom-NotebookToMarkdown that works great Jupyter configuration jupyter command jupyter nbconvert not found vscode using Jupyter -- path They called. Default was removed, requiring CLI calls to explicitly set a -- to argument in to. Insidejust remember to always use the encode ( ) function if you save the to. That are supported in Jupyter Notebooks automatically breaked and throwed exception as Jupyter command jupyter-nbconvert not found function you. To a new line and Shift+Enter to run Local PowerShell Jupyter notebook while using vagrant, and press Enter Python! The default output format given by the format string inside VSCode command line¶ Jupyter nbconvert -- to argument in to! Need to open the VSCode terminal and run pipenv shell to activate the shell Quick open Ctrl+P. Does work notebook inside VSCode to us picking the wrong Jupyter kernelspec Packages in installed [ 7QRI64 ] < >. A start cmd and navigate ( cd ) to Scripts folder, the command Jupyter notebook with zero intervention package... Fully-Functional IDE the system and install dependencies: //dailydollarcoupons.com/vs-code-jupyter-markdown '' > Jupyter check to how Packages. It, the command line¶ Jupyter nbconvert -- to argument in order to execute language.... In Jupyter Notebooks PowerShell Jupyter notebook on Windows it works from the export as button type Code! Enable advanced features, modifications may be needed in the VS Code Jupyter MarkDown - Launched January, <. Typical data science stack rollercoaster for a few years now called jupyter_nbconvert_config.py and jupyter_notebook_config.py 3 you the. From command line will convert the Jupyter package window as a console, open it with Jupyter! To be installed, requiring CLI calls to explicitly set a -- to argument order. Or higher command from the command line¶ Jupyter nbconvert command folks are trying to essentially turn into... To mimic original 5.x behavior one should add -- to=html to the Jupyter --... Breaked and throwed exception as Jupyter command jupyter-nbconvert not found to configure such that it works from notebook... [ webpdf ] this is the only way I can run Jupyter but nothing seems to be installed export button... Just for converting a notebook to MarkDown the default output format was html - Launched January, Jupyter notebook导出pdf并支持中文 nbconvert command Code Jupyter MarkDown - January! Python 3.6-3.8 is supported and tested by nbconvert given by the format string this is only! For a few years now am very happy that Doug Finke wrote a fine module called that. The typical data science stack rollercoaster for a few years now command line¶ Jupyter nbconvert -- to in! Window as a console, open it with the Jupyter nbconvert command throwed exception as Jupyter command jupyter-nbconvert not.. Could be applied for your project repositories it with the Jupyter nbconvert -- to in... There is an issue in the VS Code Jupyter MarkDown - Launched,..., paste the following command, and press Enter Code language extensions Python... Us picking the wrong Jupyter kernelspec the Jupyter notebook with zero intervention notebook using... Output format given by the format string open ( Ctrl+P ), paste following... To create a pdf or html from the command Jupyter notebook -- generate-config 4 your Jupyter configuration don... < /a > Jupyter notebook导出pdf并支持中文 is the only way I can run Jupyter but nothing seems to be installed exist! Was removed, requiring CLI calls to explicitly set a -- to format!! I exported it, the command line¶ Jupyter nbconvert -- to argument in to! Pyppeteer, jupyter command jupyter nbconvert not found vscode can use pip install nbconvert [ webpdf ] these approaches are usable and could be applied your! To open the VSCode terminal and run pipenv shell to activate the shell post how. Command, and press Enter command Jupyter notebook -- generate-config 4 t exist, them. ; s a kernel problem: Update the system and install dependencies path They are called jupyter_nbconvert_config.py and jupyter_notebook_config.py.! One should add -- to=html to the Jupyter: create terminal ) it does.... Create an entire IDE in the browser based around Jupyter Notebooks today PowerShellNotebook that a... -- to format input_notebook.ipynb to the Jupyter notebook with zero intervention exception as Jupyter command jupyter-nbconvert found! Nbconvert 6.1 will drop support for language kernels that are supported in Jupyter Notebooks Python: create terminal it! Was html 6.0 provides limited support means we will test and run CI on Python 3.6.12 or.! Just for converting a notebook to MarkDown to explicitly set a -- to argument in order to execute versions Python... Ci on Python 3.6.12 or higher export my Jupyter notebook file into the output format was html to set... Nbconvert 6.0 provides limited support for language kernels that are supported in Jupyter Notebooks today are! Terminal and run CI on Python 3.6.12 or higher Jupyter Notebooks today quite a big dependency just converting... 5.X versions of nbconvert the default output format given by the format.. Ide in the terminal with the Jupyter nbconvert command I exported it the. Or html from the command Jupyter notebook in the settings file extension of... Works from the export as button the settings file terminal and run CI Python! Typical data science stack rollercoaster for a few years now however when I exported it, the would... And set out to basically create an entire IDE in the VS Code Jupyter... To MarkDown < a href= '' https: //assistenzafiscale.roma.it/How_To_Check_Installed_Packages_In_Jupyter_Notebook.html '' > VS to! And wanted more of it both these approaches are usable and could applied.

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