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304 lines
138 KiB
Plaintext
304 lines
138 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "8dbeeb48-9ffe-45da-ad01-944c19f3f48c",
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"metadata": {},
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"source": [
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"# Getting started"
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]
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},
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{
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"cell_type": "markdown",
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"id": "8b64f1cf-ed8e-43b4-9d68-ec33f228ad33",
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"metadata": {},
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"source": [
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"First we need to get the server running. Download the binary for your platform and decompress it. You should get an executable."
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]
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},
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{
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"cell_type": "markdown",
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"id": "87c5b9f4-2c03-4e68-bcbc-dbbcff572a2f",
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"metadata": {},
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"source": [
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"Run the executable from your command line. For example, under Bash:\n",
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"```bash \n",
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"./cozoserver tutorial_db\n",
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"```"
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]
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},
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{
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"cell_type": "markdown",
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"id": "5ef47d29-901f-4d59-9a5d-daef8ca5cc8f",
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"metadata": {},
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"source": [
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"You can pass `-h` to see what options are available.\n",
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"\n",
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"The server should prompt you to set up authentication. Note down your authentication as you will use it later. Then the database is available for query and mutation with an HTTP API."
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]
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},
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{
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"cell_type": "markdown",
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"id": "d718d0e6-8e64-4b9a-8fff-e0823275b3e8",
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"metadata": {},
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"source": [
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"## Deciding how you want to interact with the database"
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]
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},
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{
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"cell_type": "markdown",
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"id": "b1be03b1-e407-4bd1-9d2a-d48ad90df6b9",
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"metadata": {},
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"source": [
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"Querying the HTTP API directly is not very convenient for interactive use. But an interactive environment does come with baggages. Therefore we have devised two solutions for you to choose from: you can follow any one of the two subsections to continue with the tutorial series."
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]
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},
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{
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"cell_type": "markdown",
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"id": "ba3c1ff8-afd8-46cc-bb2f-5fc1887b597a",
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"metadata": {},
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"source": [
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"In the following we shall attempt to execute the following query against the database, the meaning of which will be explained in later tutorials:"
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]
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},
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{
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"cell_type": "raw",
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"id": "58ac2c49-6c9f-4ae3-a960-d33b0bb2e159",
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"metadata": {},
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"source": [
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"?[str, num] <- [['a', 1], ['b', 2]]"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f98782ec-b1da-4149-8b57-0eb3c9eec5d9",
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"metadata": {},
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"source": [
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"### I have a recent version of Python on my machine and don't mind installing dependencies"
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]
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},
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{
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"cell_type": "markdown",
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"id": "353be466-caa8-4be7-a734-456ed0fcec3d",
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"metadata": {},
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"source": [
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"Then we assume that you know how to navigate Python's ecosystem. Install [JupyterLab](https://jupyterlab.readthedocs.io/en/stable/getting_started/installation.html) by following their instructions. Then install the [Cozo extension](https://pypi.org/project/pycozo/) by running"
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]
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},
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{
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"cell_type": "raw",
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"id": "83d58518-1d78-4e2f-816b-fed8ab952331",
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"metadata": {},
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"source": [
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"pip install \"pycozo[pandas]\""
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]
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},
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{
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"cell_type": "markdown",
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"id": "ab051636-29e3-45dd-adb9-19729779be46",
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"metadata": {},
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"source": [
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"Now start your jupyter lab server by following their [instruction](https://jupyterlab.readthedocs.io/en/stable/getting_started/starting.html) and open the web UI for it. Start a Python 3 notebook. For the first line of the notebook, run the following instructions:"
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]
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},
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{
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"cell_type": "raw",
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"id": "81436147-dd67-4f0e-a9c0-d6c18c37495c",
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"metadata": {},
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"source": [
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"%reload_ext pycozo.ipyext_direct"
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]
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},
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{
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"cell_type": "markdown",
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"id": "8f65f94c-1c44-427a-a55c-7c2cd564af51",
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"metadata": {},
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"source": [
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"The username is the one you have set up earlier. It should prompt you for the password. If for any reason the password prompt has problem displaying itself on your system, you can also write the password directly after the username, separated by space. But in this case your password will be left on the UI. "
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]
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},
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{
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"cell_type": "markdown",
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"id": "e7436f95-1aec-43e3-ab36-cbde34b5ea64",
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"metadata": {},
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"source": [
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"Now you can run the query in a new cell:"
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]
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},
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{
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"cell_type": "raw",
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"id": "564780de-90d5-4b95-a8fe-98a872d540ce",
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"metadata": {},
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"source": [
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"?[str, num] <- [['a', 1], ['b', 2]]"
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]
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},
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{
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"cell_type": "markdown",
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"id": "cc55fe45-6ffb-46a4-9c71-84b27c1e8368",
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"metadata": {},
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"source": [
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"If you get back something that looks like a table, congratulations. If you are in a rush, you can ignore the rest of this document and continue with the first tutorial now."
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]
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},
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{
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"cell_type": "markdown",
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"id": "5b8a3f25-2fea-43bf-8dda-34c8b79f0442",
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"metadata": {},
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"source": [
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"For those who know how to use Jupyter notebooks: above we have loaded the extension `pycozo.ipyext_direct`, which enables the direct, or intrusive mode. Under this mode every cell is by default interpreted as CozoScript. If you want to execute python code, write `%%py` in the first line of the cell.\n",
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"\n",
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"There is also a non-intrusive version of the same extension. To use it, load `pycozo.ipyext` instead. Then you have to put `%%cozo` in the first line of every cell that you want to interpret as CozoScript. In addition, you can put in a variable name like this: `%%cozo result`, then the result, which is a pandas dataframe, will be stored inside the global variable you have named. You can use anything you are familiar with to visualize or further analyze the returned result in python.\n",
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"\n",
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"If you have run the server with non-default host/port, run this before you authenticate:"
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]
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},
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{
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"cell_type": "raw",
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"id": "45592fa5-e747-4ba7-a904-2b19fc9b85e6",
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"metadata": {},
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"source": [
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"%cozo_host http://YOUR_HOST:YOUR_PORT"
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]
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},
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{
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"cell_type": "markdown",
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"id": "72445837-47b3-4fe1-a0fb-b3106f845e35",
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"metadata": {},
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"source": [
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"Finally, it is also possible to create a client manually and drive queries all without Jupyter:"
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]
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},
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{
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"cell_type": "raw",
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"id": "bce5509f-a1c2-416c-b4a9-2aaa95d9dc8c",
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"metadata": {},
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"source": [
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"from pycozo import Client\n",
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"\n",
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"client = Client(username='YOUR_USERNAME', password='YOUR_PASSWORD')\n",
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"\n",
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"print(client.run('''\n",
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" ?[str, num] <- [['a', 1], ['b', 2]]\n",
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"'''))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "6051c731-0f7c-4b46-b961-947c4a6801fc",
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"metadata": {},
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"source": [
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"### I don't want to install anything on my machine!"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e8fbc6d3-4684-442f-8130-43bea0ba4fd2",
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"metadata": {},
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"source": [
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"We sympathise with you. We don't like installing gigabytes of dependencies either. But you do have a modern browser on your machine, right? For the following to work, we recommend Firefox or Chrome, as they display colours more nicely than say, Safari."
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]
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},
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{
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"cell_type": "markdown",
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"id": "bf5abcca-402a-4e41-a246-31ad0ed82ed7",
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"metadata": {},
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"source": [
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"Open this URL in your browser: [TODO]. Next, open your browser's developer console. This is usually done by right-click on the page and select \"Inspect\" or something like that from the menu."
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]
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},
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{
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"cell_type": "markdown",
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"id": "c4c5998d-064a-4df2-9b43-3e42a0e047a3",
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"metadata": {},
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"source": [
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"Next choose 'Console' from the tabs that open up. In the console, run the following javascript to set up the client:"
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]
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},
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{
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"cell_type": "raw",
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"id": "c5e466ec-8e8c-4718-93c6-e80f65d7bb09",
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"metadata": {},
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"source": [
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"client = Client({username: 'YOUR_USERNAME', password: 'YOUR_PASSWORD'})"
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]
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},
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{
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"cell_type": "markdown",
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"id": "53c40e8d-5e9d-4f20-a24b-4bfdde14f17e",
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"metadata": {},
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"source": [
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"Now you can run your queries in the console:"
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]
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},
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{
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"cell_type": "raw",
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"id": "b8c3cd97-acc9-475c-b7d7-8696384e85d8",
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"metadata": {},
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"source": [
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"await client.print(`\n",
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" ?[str, num] <- [['a', 1], ['b', 2]]\n",
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"`)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "d1639064-e873-4d52-b1a4-1a1dead5bc23",
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"metadata": {},
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"source": [
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"If everything goes well, you should see something like the following:"
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]
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},
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{
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"attachments": {
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"ed7649a2-4f38-4053-ad7b-b8d03e9bca38.png": {
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "fce5595b-5aa0-444e-9b12-ce8e78d20059",
|
|
"metadata": {},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d8d6d843-3df7-41ef-9622-5b0040991b22",
|
|
"metadata": {},
|
|
"source": [
|
|
"This method is a bit hackish and the experience is not as nice as using Jupyter, but it is not too bad for a zero-install solution, we think. Now finally you can continue with the rest of the tutorial."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "7f78a3a1-1d44-46dc-b1ee-7f37e00f439c",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
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"version": "3.10.6"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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