{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"
\n",
"\n",
"   \n",
" \n",
"
\n",
" \n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Install the Visual Studio Code (VS Code)\n",
"Install [Visual Studio Code](https://code.visualstudio.com/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Install Anaconda\n",
"To install Anaconda, download the installer from the [Anaconda website](https://www.anaconda.com/download). The installer will ask you to accept the license agreement, choose the installation directory."
]
},
{
"attachments": {
"image-2.png": {
"image/png": 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"
},
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"
},
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"
},
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3. Select interpreter in VS code\n",
"\n",
"if it is your first time to select interpretr, you need to install two extensions from extensions in the left side bar:\n",
"- Python \n",
"- Jupyter \n",
"\n",
"\n",
"\n",
" \n",
"\n",
"#### The Python:Select Interpreter **(Ctrl+Shift+P)** command displays a list of available gloabl environments, conda environments, and virtual environments. \n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4. Create a Juputer Notebook\n",
"You can create a Jupyter Notebook by running the __Create: New Jupyter Notebook__ command from the Command Palette **(Ctrl+Shift+P)** or by creating a new .ipynb file in your workspace.\n",
"\n",
"Or, you can select __'File' > 'New File'__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5. Start your first Jupyter Notebook \n",
"- Developed originally by UC Berkeley's Ferando Perez\n",
"- Contain code & rich text elements\n",
"- Perfect for sharing your analysis with others\n",
"- Gret for sharing your analysis with others"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6. Writing in Markdown\n",
"\n",
"#### 6.1 Change font size\n",
"* In markdown, we talk about headings instead of font size \n",
" * use # to adjust the size\n",
"# Heading 1\n",
"## Heading 2\n",
"### Heading 3\n",
"sentence\n",
"\n",
"#### 6.2 Formtted text\n",
"- Different styling (bold/italic), bulleted lists, etc\n",
"- In Jupyter, we call these text elements __markdown__\n",
"\n",
"Note: when you edit in VS Code, you can open __Auto Save__ under __File__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 6.3 Bold/Italic\n",
"Thi is __bold__ and this is _italic_\n",
"\n",
"#### 6.4 Buid lists\n",
"The asterisk symbol can be used to created bulleted lists as follows (use tabs to indent)\n",
"* Point one\n",
" * Point two\n",
"* Point Three\n",
"\n",
"#### 6.5 Creating a new line\n",
"Include __two__ spaces at the end of the line\n",
"\n",
"### 7. Code cells\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hello, python\n"
]
}
],
"source": [
"print(\"Hello, python\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"8"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# This is comment: get result of 3+5\n",
"3+5"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8. Save your Jupyter Notebook\n",
"You can save your Jupyter Notebook using the keyboard shortcut **(Ctrl+S)** or **File > Save**.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 9. Export your Jupyter Notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can export a Jupyter Notebook as a Python file (.py), a PDF, or an HTML file. To export, select ... > **Export** on the main toolbar. You're then presented with a dropdown of file format options."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"attachments": {
"image-2.png": {
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"
},
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"
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"## 10. Virtual environment\n",
"\n",
"### 10.1 Create a virtual environment in terminal\n",
"\n",
"Right click the Anaconda prompt and __Run as Administrator__ (This step will ensure that your package is installed in _Anaconda/env_ folder) \n",
"\n",
"The following command creates a __conda environment named np with a Python 3.9 interpreter__\n",
"\n",
"```bash\n",
"conda create -n np python=3.9\n",
"```\n",
"\n",
"### 10.2 Check conda is installed \n",
"```bash\n",
"conda -V\n",
"```\n",
"\n",
"\n",
"### 10.3 List virtual environment\n",
"now if you list virgual envionment, you can see the virtual environment that you just create. \n",
"```bash\n",
"conda env list\n",
"```\n",
"\n",
"For example, I have three virtual environment: base, arcpu_pro, np\n",
"\n",
"\n",
"\n",
"### 10.4 Activate virtual environment\n",
"if you virtual environment named as 'np'\n",
"```bash\n",
"activate np\n",
"```\n",
"\n",
"\n",
"### 10.5 Install packages (e.g., numpy)\n",
"```bash\n",
"conda install numpy\n",
"```"
]
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"### 11. Delete a no longer needed virtual environment\n",
"For example, delete a virtual environment 'np'\n",
"```bash\n",
"conda remove -n np --all -y\n",
"```"
]
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