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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "3867df60",
+ "metadata": {},
+ "source": [
+ "# Lecture 2: SQL - Class 2\n",
+ "Gittu George, February 24 2022"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0c890d68",
+ "metadata": {},
+ "source": [
+ "## Today's Agenda\n",
+ "\n",
+ "- Refresher (Warm-up)\n",
+ "- Refresher exercise\n",
+ "- Learning objectives\n",
+ "- More SQL commands (lap 1)\n",
+ "- Aggregations (lap 2)\n",
+ "- Grouping (lap 2)\n",
+ "- Joins (lap 3)\n",
+ "- Summary (finish line)\n",
+ "\n",
+ "## Warm-up ☕️\n",
+ "### Refresher!! Take some time and think if you know...\n",
+ "\n",
+ "- What are databases?\n",
+ "- Where is it commonly used?\n",
+ "- How to set up a database?\n",
+ "- General structure of a database\n",
+ "- Various ways of interacting with the database, using\n",
+ " - command-line interface\n",
+ " - ODBC drivers via developer interfaces like pgadmin and toad.\n",
+ " - jupyter notebook ( which we will be using throughout the course)\n",
+ "- To create a table and various data types \n",
+ "- Integrity constraints such as primary key and foreign key\n",
+ "- Basic SQL commands like SELECT, FROM, and WHERE\n",
+ "\n",
+ "In this class, we will be using the tables that we created in lecture 1. Here are the scripts if you want to recreate the classroom exercise table.\n",
+ "\n",
+ "```{toggle}\n",
+ "\n",
+ "```sql\n",
+ "DROP TABLE IF EXISTS students,courses;\n",
+ "\n",
+ "CREATE TABLE IF NOT EXISTS students(\n",
+ "student_no integer PRIMARY KEY, \n",
+ "stud_name text,\n",
+ "age integer,\n",
+ "major text);\n",
+ "\n",
+ "CREATE TABLE IF NOT EXISTS courses(\n",
+ "id SERIAL PRIMARY KEY,\n",
+ "student_no integer, \n",
+ "course_name text,\n",
+ "course_year integer,\n",
+ "course_percentage float);\n",
+ "\n",
+ "INSERT INTO students(student_no,stud_name,age,major) VALUES (111,'Catherine',23,'MBAN'),\n",
+ "(222,'Tiff',28,'MDS'),\n",
+ "(333,'John',23,'MBAN'),\n",
+ "(444,'Amir',28,'MBAN'),\n",
+ "(555,'Gittu',20,'MDS'),\n",
+ "(666,'Isha',30,'MBAN'),\n",
+ "(777,'Heidy',30,'MBAN'),\n",
+ "(888,'Angela',27,'MBAN'),\n",
+ "(999,'Jason',30,'MBAN');\n",
+ "\n",
+ "INSERT INTO courses(student_no,course_name,course_year,course_percentage) VALUES (111,'TPCS INFO TECH',2019,88),\n",
+ "(111,'Data Visualization',2019,88),\n",
+ "(222,'Health and Technology',2020,80),\n",
+ "(222,'Web and Cloud Computing',2019,91),\n",
+ "(222,'Spark Programming',2019,90),\n",
+ "(333,'Parallel Computing',2019,90),\n",
+ "(444,'Large Scale Infrastructures',2019,83),\n",
+ "(444,'TPCS INFO TECH',2019,98),\n",
+ "(555,'TPCS INFO TECH',2020,78),\n",
+ "(555,'Health and Technology',2020,81),\n",
+ "(666,'Data Visualization',2021,85),\n",
+ "(666,'Parallel Computing',2019,87),\n",
+ "(888,'Spark Programming',2019,93),\n",
+ "(999,'TPCS INFO TECH',2019,98),\n",
+ "(999,'Data Visualization',2019,87),\n",
+ "(1000,'C programming',2019,87),\n",
+ "(1111,'Introduction to Genomics',2019,87);\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a754bc90-1a0a-4b5e-8063-78c16951e14d",
+ "metadata": {},
+ "source": [
+ "First of all let's load SQL to work on this notebook."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "5b537cb8-53cc-4bf2-82a3-560c697eef4a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import psycopg2\n",
+ "from dotenv import load_dotenv\n",
+ "load_dotenv()\n",
+ "host = os.environ.get('DB_HOST')\n",
+ "user = os.environ.get('DB_USER')\n",
+ "password = os.environ.get('DB_PASS')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "50f1cc3c-aaec-499f-883f-390832ddc3d8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%load_ext sql"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "fedffc66-2974-4c48-b61a-8d38d74e5596",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'Connected: postgres@postgres'"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "%sql postgresql://{user}:{password}@{host}:5432/postgres"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "350fda14-b35c-40f8-9a7d-5b8c90032c4a",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "### Refresher exercise \n",
+ "\n",
+ "***Question 1:*** In this table `eg`\n",
+ "\n",
+ "| firstname | countryfrom | continent | gender | age |\n",
+ "|-----------|-------------|---------------|--------|-----|\n",
+ "| matt | usa | north america | M | 23 |\n",
+ "| jenn | uk | europe | F | 35 |\n",
+ "| guy | france | europe | M | 25 |\n",
+ "| james | china | asia | M | 29 |\n",
+ "| lida | india | asia | F | 56 |\n",
+ "| linda | canada | north america | F | 18 |\n",
+ "| sofia | germany | europe | F | 22 |\n",
+ "| george | india | asia | M | 29 |\n",
+ "\n",
+ "What will be returned from following SQL \n",
+ "```sql\n",
+ "select firstname,gender from eg where continent ='asia' AND age =29\n",
+ "```\n",
+ "A) george,M\n",
+ "\n",
+ "B) george,M,asia,29\n",
+ "\n",
+ "C) george,india,asia, M,29 \n",
+ "\n",
+ "D) M,george\n",
+ "\n",
+ "E) M,james\n",
+ "\n",
+ "```{toggle}\n",
+ "\n",
+ "***Answer: D***\n",
+ "\n",
+ "```{important}\n",
+ "Remember the order of the columns returned will be based on the order of columns that we specify within the select statement.\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "69eba2fb-8158-44e0-ae46-64410b0be50a",
+ "metadata": {},
+ "source": [
+ "***Question 2:*** Consider a scenario where you want to perform analysis on a table (peopletable) with 100 columns (including personname,age,gender,origin...etc.) that define a person. You are interested in seeing the name of individuals older than 90. Which SQL query is more appropriate in this situation?\n",
+ "\n",
+ "A) ***select * from peopletable where age > 90;***\n",
+ "\n",
+ "B) ***select personname,age from peopletable where age > 90;***\n",
+ "\n",
+ "B) ***select personname,age,gender,origin from peopletable where age < 90;***\n",
+ "\n",
+ "D) ***select personname from peopletable where age > 90;***\n",
+ "\n",
+ "```{toggle}\n",
+ "\n",
+ "***Answer: D***\n",
+ "\n",
+ "```{important}\n",
+ "Just bring the columns and rows that are needed. Even though `SELECT` and `WHERE` are very basic SQL commands, it's crucial when you are dealing with a large table\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9a7e0bbd-ae06-4b1b-b934-cdf23e081828",
+ "metadata": {},
+ "source": [
+ "## Learning objectives\n",
+ "- You will be able to create SQL queries using (Lap 1 & Lap 2)\n",
+ " - Distinct, \n",
+ " - ORDER BY, \n",
+ " - LIMIT, \n",
+ " - GROUP BY, \n",
+ " - alias AS\n",
+ "- You will learn about different kinds of joins and be able to create SQL queries that perform `JOINS`. (Lap 3)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a033eb62-9c25-4b69-8cb2-14a36cd9272b",
+ "metadata": {},
+ "source": [
+ "## Lap 1 🥛\n",
+ "### DISTINCT\n",
+ "\n",
+ "The DISTINCT statement is used only to return distinct elements from a table.\n",
+ "\n",
+ "***Syntax:***\n",
+ "\n",
+ "```sql\n",
+ "SELECT DISTINCT column1, column2, ...columnN\n",
+ "FROM tablename;\n",
+ "```\n",
+ "\n",
+ "`DISTINCT` is applied to all columns that follows the `DISTINCT` keyword. Say for eg if we give `DISTINCT column1, column2` then the combination of values in both `column1` and `column2` columns will be used for returning the unique combination (or removing the duplicate elements)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "d92b4b94-d2cd-4f44-86de-baf632b91ba6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " * postgresql://postgres:***@cpsc.cwq2624hiuap.us-west-2.rds.amazonaws.com:5432/postgres\n",
+ "7 rows affected.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
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|---|
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| Large Scale Infrastructures | \n", + "
| Spark Programming | \n", + "
| Web and Cloud Computing | \n", + "
| Health and Technology | \n", + "
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| 17 | \n", + "1111 | \n", + "Introduction to Genomics | \n", + "2019 | \n", + "87.0 | \n", + "
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| 5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "90.0 | \n", + "
| 6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "90.0 | \n", + "
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| 13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "93.0 | \n", + "
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| 9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "78.0 | \n", + "
| 11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "85.0 | \n", + "
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| 8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "98.0 | \n", + "
| 12 | \n", + "666 | \n", + "Parallel Computing | \n", + "2019 | \n", + "87.0 | \n", + "
| 13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "93.0 | \n", + "
| 14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "87.0 | \n", + "
| 16 | \n", + "1000 | \n", + "C programming | \n", + "2019 | \n", + "87.0 | \n", + "
| 1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 17 | \n", + "1111 | \n", + "Introduction to Genomics | \n", + "2019 | \n", + "87.0 | \n", + "
| 2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "91.0 | \n", + "
| 5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "90.0 | \n", + "
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| 1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
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| 2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
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| 18 | \n", + "
| 22 | \n", + "
| 23 | \n", + "
| 25 | \n", + "
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| 87.70588235294117 | \n", + "
| id | \n", + "student_no | \n", + "course_name | \n", + "course_year | \n", + "course_percentage | \n", + "
|---|---|---|---|---|
| 1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "80.0 | \n", + "
| 4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "91.0 | \n", + "
| 5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "90.0 | \n", + "
| 6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "90.0 | \n", + "
| 7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "83.0 | \n", + "
| 8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "98.0 | \n", + "
| 9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "78.0 | \n", + "
| 10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "81.0 | \n", + "
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| 14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "87.0 | \n", + "
| course_name | \n", + "avg | \n", + "
|---|---|
| Data Visualization | \n", + "86.66666666666667 | \n", + "
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| Spark Programming | \n", + "91.5 | \n", + "
| Web and Cloud Computing | \n", + "91.0 | \n", + "
| Health and Technology | \n", + "80.5 | \n", + "
| TPCS INFO TECH | \n", + "88.0 | \n", + "
| Parallel Computing | \n", + "88.5 | \n", + "
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|---|---|---|
| Parallel Computing | \n", + "2019 | \n", + "88.5 | \n", + "
| Health and Technology | \n", + "2020 | \n", + "80.5 | \n", + "
| Large Scale Infrastructures | \n", + "2019 | \n", + "83.0 | \n", + "
| TPCS INFO TECH | \n", + "2020 | \n", + "78.0 | \n", + "
| Data Visualization | \n", + "2021 | \n", + "85.0 | \n", + "
| Data Visualization | \n", + "2019 | \n", + "87.5 | \n", + "
| course_name | \n", + "avg | \n", + "
|---|---|
| Data Visualization | \n", + "86.66666666666667 | \n", + "
| Large Scale Infrastructures | \n", + "83.0 | \n", + "
| Health and Technology | \n", + "80.5 | \n", + "
| TPCS INFO TECH | \n", + "88.0 | \n", + "
| Parallel Computing | \n", + "88.5 | \n", + "
| course_name | \n", + "course_year | \n", + "average course percentage | \n", + "
|---|---|---|
| Parallel Computing | \n", + "2019 | \n", + "88.5 | \n", + "
| C programming | \n", + "2019 | \n", + "87.0 | \n", + "
| Health and Technology | \n", + "2020 | \n", + "80.5 | \n", + "
| Introduction to Genomics | \n", + "2019 | \n", + "87.0 | \n", + "
| Large Scale Infrastructures | \n", + "2019 | \n", + "83.0 | \n", + "
| TPCS INFO TECH | \n", + "2020 | \n", + "78.0 | \n", + "
| Data Visualization | \n", + "2021 | \n", + "85.0 | \n", + "
| Data Visualization | \n", + "2019 | \n", + "87.5 | \n", + "
| id | \n", + "student_no | \n", + "course_name | \n", + "course_year | \n", + "course_percentage | \n", + "
|---|---|---|---|---|
| 1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "80.0 | \n", + "
| 4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "91.0 | \n", + "
| 5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "90.0 | \n", + "
| 6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "90.0 | \n", + "
| 7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "83.0 | \n", + "
| 8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "98.0 | \n", + "
| 9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "78.0 | \n", + "
| 10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "81.0 | \n", + "
| 11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "85.0 | \n", + "
| 12 | \n", + "666 | \n", + "Parallel Computing | \n", + "2019 | \n", + "87.0 | \n", + "
| 13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "93.0 | \n", + "
| 14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "98.0 | \n", + "
| 15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "87.0 | \n", + "
| 16 | \n", + "1000 | \n", + "C programming | \n", + "2019 | \n", + "87.0 | \n", + "
| 17 | \n", + "1111 | \n", + "Introduction to Genomics | \n", + "2019 | \n", + "87.0 | \n", + "
| student_no | \n", + "stud_name | \n", + "age | \n", + "major | \n", + "id | \n", + "student_no_1 | \n", + "course_name | \n", + "course_year | \n", + "course_percentage | \n", + "
|---|---|---|---|---|---|---|---|---|
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "1 | \n", + "111 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "2 | \n", + "111 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "3 | \n", + "222 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "4 | \n", + "222 | \n", + "Web and Cloud Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "5 | \n", + "222 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "6 | \n", + "333 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "7 | \n", + "444 | \n", + "Large Scale Infrastructures | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "8 | \n", + "444 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "9 | \n", + "555 | \n", + "TPCS INFO TECH | \n", + "2020 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "10 | \n", + "555 | \n", + "Health and Technology | \n", + "2020 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "11 | \n", + "666 | \n", + "Data Visualization | \n", + "2021 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "12 | \n", + "777 | \n", + "Parallel Computing | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "13 | \n", + "888 | \n", + "Spark Programming | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "14 | \n", + "999 | \n", + "TPCS INFO TECH | \n", + "2019 | \n", + "88.0 | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "MBAN | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "MDS | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "MBAN | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "MBAN | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "MDS | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 777 | \n", + "Isha | \n", + "30 | \n", + "MBAN | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "MBAN | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "MBAN | \n", + "15 | \n", + "999 | \n", + "Data Visualization | \n", + "2019 | \n", + "88.0 | \n", + "
| student_no | \n", + "stud_name | \n", + "age | \n", + "course_name | \n", + "
|---|---|---|---|
| 111 | \n", + "Catherine | \n", + "23 | \n", + "TPCS INFO TECH | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "Data Visualization | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "Health and Technology | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "Web and Cloud Computing | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "Spark Programming | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "Parallel Computing | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "Large Scale Infrastructures | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "TPCS INFO TECH | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "TPCS INFO TECH | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "Health and Technology | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "Data Visualization | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "Parallel Computing | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "Spark Programming | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "TPCS INFO TECH | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "Data Visualization | \n", + "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "c2b3c698-c279-47e5-9646-6857bd3b2ede",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " * postgresql://postgres:***@cpsc.cwq2624hiuap.us-west-2.rds.amazonaws.com:5432/postgres\n",
+ "16 rows affected.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "| student_no | \n", + "stud_name | \n", + "age | \n", + "course_name | \n", + "
|---|---|---|---|
| 111 | \n", + "Catherine | \n", + "23 | \n", + "TPCS INFO TECH | \n", + "
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| 222 | \n", + "Tiff | \n", + "28 | \n", + "Health and Technology | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "Web and Cloud Computing | \n", + "
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| 444 | \n", + "Amir | \n", + "28 | \n", + "TPCS INFO TECH | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "TPCS INFO TECH | \n", + "
| 555 | \n", + "Gittu | \n", + "20 | \n", + "Health and Technology | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "Data Visualization | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "Parallel Computing | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "Spark Programming | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "TPCS INFO TECH | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "Data Visualization | \n", + "
| 777 | \n", + "Heidy | \n", + "30 | \n", + "None | \n", + "
"
+ ]
+ },
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+ "execution_count": 67,
+ "id": "c715fc93-110c-4781-8fa6-632e403e1c89",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " * postgresql://postgres:***@cpsc.cwq2624hiuap.us-west-2.rds.amazonaws.com:5432/postgres\n",
+ "17 rows affected.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "| student_no | \n", + "stud_name | \n", + "age | \n", + "course_name | \n", + "
|---|---|---|---|
| 111 | \n", + "Catherine | \n", + "23 | \n", + "TPCS INFO TECH | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "Data Visualization | \n", + "
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| 222 | \n", + "Tiff | \n", + "28 | \n", + "Spark Programming | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "Parallel Computing | \n", + "
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| 666 | \n", + "Isha | \n", + "30 | \n", + "Parallel Computing | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "Spark Programming | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "TPCS INFO TECH | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "Data Visualization | \n", + "
| None | \n", + "None | \n", + "None | \n", + "C programming | \n", + "
| None | \n", + "None | \n", + "None | \n", + "Introduction to Genomics | \n", + "
"
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+ "metadata": {},
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+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " * postgresql://postgres:***@cpsc.cwq2624hiuap.us-west-2.rds.amazonaws.com:5432/postgres\n",
+ "18 rows affected.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "| student_no | \n", + "stud_name | \n", + "age | \n", + "course_name | \n", + "
|---|---|---|---|
| 111 | \n", + "Catherine | \n", + "23 | \n", + "TPCS INFO TECH | \n", + "
| 111 | \n", + "Catherine | \n", + "23 | \n", + "Data Visualization | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "Health and Technology | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "Web and Cloud Computing | \n", + "
| 222 | \n", + "Tiff | \n", + "28 | \n", + "Spark Programming | \n", + "
| 333 | \n", + "John | \n", + "23 | \n", + "Parallel Computing | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "Large Scale Infrastructures | \n", + "
| 444 | \n", + "Amir | \n", + "28 | \n", + "TPCS INFO TECH | \n", + "
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| 666 | \n", + "Isha | \n", + "30 | \n", + "Data Visualization | \n", + "
| 666 | \n", + "Isha | \n", + "30 | \n", + "Parallel Computing | \n", + "
| 888 | \n", + "Angela | \n", + "27 | \n", + "Spark Programming | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "TPCS INFO TECH | \n", + "
| 999 | \n", + "Jason | \n", + "30 | \n", + "Data Visualization | \n", + "
| None | \n", + "None | \n", + "None | \n", + "C programming | \n", + "
| None | \n", + "None | \n", + "None | \n", + "Introduction to Genomics | \n", + "
| 777 | \n", + "Heidy | \n", + "30 | \n", + "None | \n", + "
| stud_name | \n", + "course_name | \n", + "course_year | \n", + "
|---|---|---|
| Isha | \n", + "Data Visualization | \n", + "2021 | \n", + "
| Catherine | \n", + "Data Visualization | \n", + "2019 | \n", + "
| Jason | \n", + "Data Visualization | \n", + "2019 | \n", + "
\n",
+ "\n",
+ "A: TRUE\n",
+ "\n",
+ "B: FALSE\n",
+ "\n",
+ "```{toggle}\n",
+ "***Answer: FALSE***\n",
+ "\n",
+ "The following figure is what indicates the left outer join.\n",
+ "\n",
+ "\n",
+ "\n",
+ "But what is given here is a special scenario where we apply left join to be useful. For example, what if we want to find all students who are not taking any courses?\n",
+ "\n",
+ "\n",
+ "SELECT s.student_no,s.stud_name,s.age,c.course_name\n",
+ "FROM\n",
+ " students AS s\n",
+ "LEFT OUTER JOIN\n",
+ " courses AS c\n",
+ "ON\n",
+ " s.student_no = c.student_no\n",
+ "WHERE c.student_no is NULL\n",
+ "\n",
+ "\n",
+ "| student_no | stud_name | age | course_name |\n",
+ "|-----------:|----------:|----:|------------:|\n",
+ "| 777 | Heidy | 30 | None |\n",
+ "\n",
+ "Ahaa..! looks like \"heidy\" is not taking any courses; we need to check with her to see why she is not taking any courses :)\n",
+ "\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "12fa7b6e-fb81-41e9-8fa7-982fcee3dba8",
+ "metadata": {},
+ "source": [
+ "## 🏁 Finish line 🏁 🍺\n",
+ "\n",
+ "Are you able to recollect our 3 checkpoints?\n",
+ "\n",
+ "- ***Checkpoint 1:*** Take some time and think if you can...\n",
+ " - Select columns and bring in rows just what we needed (using SELECT & WHERE)\n",
+ " - Return DISTINCT elements\n",
+ " - ORDER BY rows returned based on column(s)\n",
+ " - LIMIT the number of rows returned\n",
+ "- ***Checkpoint 2:*** Take some time and think if you can...\n",
+ " - Do some aggregations and grouping queries using SQL.\n",
+ " - GROUP BY\n",
+ " - aggregation functions\n",
+ " - HAVING\n",
+ "- ***Checkpoint 3:*** Take some time and think if you can...\n",
+ " - Understand different kinds of joins\n",
+ " - When to use joins\n",
+ " - Write SQL queries to join tables"
+ ]
+ }
+ ],
+ "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",
+ "version": "3.8.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/_build/html/_static/__init__.py b/_build/html/_static/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/_build/html/_static/__pycache__/__init__.cpython-38.pyc b/_build/html/_static/__pycache__/__init__.cpython-38.pyc
new file mode 100644
index 0000000..161e836
Binary files /dev/null and b/_build/html/_static/__pycache__/__init__.cpython-38.pyc differ
diff --git a/_build/html/_static/basic.css b/_build/html/_static/basic.css
new file mode 100644
index 0000000..18d05ab
--- /dev/null
+++ b/_build/html/_static/basic.css
@@ -0,0 +1,905 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/* -- main layout ----------------------------------------------------------- */
+
+div.clearer {
+ clear: both;
+}
+
+div.section::after {
+ display: block;
+ content: '';
+ clear: left;
+}
+
+/* -- relbar ---------------------------------------------------------------- */
+
+div.related {
+ width: 100%;
+ font-size: 90%;
+}
+
+div.related h3 {
+ display: none;
+}
+
+div.related ul {
+ margin: 0;
+ padding: 0 0 0 10px;
+ list-style: none;
+}
+
+div.related li {
+ display: inline;
+}
+
+div.related li.right {
+ float: right;
+ margin-right: 5px;
+}
+
+/* -- sidebar --------------------------------------------------------------- */
+
+div.sphinxsidebarwrapper {
+ padding: 10px 5px 0 10px;
+}
+
+div.sphinxsidebar {
+ float: left;
+ width: 270px;
+ margin-left: -100%;
+ font-size: 90%;
+ word-wrap: break-word;
+ overflow-wrap : break-word;
+}
+
+div.sphinxsidebar ul {
+ list-style: none;
+}
+
+div.sphinxsidebar ul ul,
+div.sphinxsidebar ul.want-points {
+ margin-left: 20px;
+ list-style: square;
+}
+
+div.sphinxsidebar ul ul {
+ margin-top: 0;
+ margin-bottom: 0;
+}
+
+div.sphinxsidebar form {
+ margin-top: 10px;
+}
+
+div.sphinxsidebar input {
+ border: 1px solid #98dbcc;
+ font-family: sans-serif;
+ font-size: 1em;
+}
+
+div.sphinxsidebar #searchbox form.search {
+ overflow: hidden;
+}
+
+div.sphinxsidebar #searchbox input[type="text"] {
+ float: left;
+ width: 80%;
+ padding: 0.25em;
+ box-sizing: border-box;
+}
+
+div.sphinxsidebar #searchbox input[type="submit"] {
+ float: left;
+ width: 20%;
+ border-left: none;
+ padding: 0.25em;
+ box-sizing: border-box;
+}
+
+
+img {
+ border: 0;
+ max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+ margin: 10px 0 0 20px;
+ padding: 0;
+}
+
+ul.search li {
+ padding: 5px 0 5px 20px;
+ background-image: url(file.png);
+ background-repeat: no-repeat;
+ background-position: 0 7px;
+}
+
+ul.search li a {
+ font-weight: bold;
+}
+
+ul.search li p.context {
+ color: #888;
+ margin: 2px 0 0 30px;
+ text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+ font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+ width: 90%;
+ margin-left: auto;
+ margin-right: auto;
+}
+
+table.contentstable p.biglink {
+ line-height: 150%;
+}
+
+a.biglink {
+ font-size: 1.3em;
+}
+
+span.linkdescr {
+ font-style: italic;
+ padding-top: 5px;
+ font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+ width: 100%;
+}
+
+table.indextable td {
+ text-align: left;
+ vertical-align: top;
+}
+
+table.indextable ul {
+ margin-top: 0;
+ margin-bottom: 0;
+ list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+ padding-left: 0em;
+}
+
+table.indextable tr.pcap {
+ height: 10px;
+}
+
+table.indextable tr.cap {
+ margin-top: 10px;
+ background-color: #f2f2f2;
+}
+
+img.toggler {
+ margin-right: 3px;
+ margin-top: 3px;
+ cursor: pointer;
+}
+
+div.modindex-jumpbox {
+ border-top: 1px solid #ddd;
+ border-bottom: 1px solid #ddd;
+ margin: 1em 0 1em 0;
+ padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+ border-top: 1px solid #ddd;
+ border-bottom: 1px solid #ddd;
+ margin: 1em 0 1em 0;
+ padding: 0.4em;
+}
+
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+ padding: 2px;
+ border-collapse: collapse;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body {
+ min-width: 450px;
+ max-width: 800px;
+}
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+ -moz-hyphens: auto;
+ -ms-hyphens: auto;
+ -webkit-hyphens: auto;
+ hyphens: auto;
+}
+
+a.headerlink {
+ visibility: hidden;
+}
+
+a.brackets:before,
+span.brackets > a:before{
+ content: "[";
+}
+
+a.brackets:after,
+span.brackets > a:after {
+ content: "]";
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+ visibility: visible;
+}
+
+div.body p.caption {
+ text-align: inherit;
+}
+
+div.body td {
+ text-align: left;
+}
+
+.first {
+ margin-top: 0 !important;
+}
+
+p.rubric {
+ margin-top: 30px;
+ font-weight: bold;
+}
+
+img.align-left, figure.align-left, .figure.align-left, object.align-left {
+ clear: left;
+ float: left;
+ margin-right: 1em;
+}
+
+img.align-right, figure.align-right, .figure.align-right, object.align-right {
+ clear: right;
+ float: right;
+ margin-left: 1em;
+}
+
+img.align-center, figure.align-center, .figure.align-center, object.align-center {
+ display: block;
+ margin-left: auto;
+ margin-right: auto;
+}
+
+img.align-default, figure.align-default, .figure.align-default {
+ display: block;
+ margin-left: auto;
+ margin-right: auto;
+}
+
+.align-left {
+ text-align: left;
+}
+
+.align-center {
+ text-align: center;
+}
+
+.align-default {
+ text-align: center;
+}
+
+.align-right {
+ text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar,
+aside.sidebar {
+ margin: 0 0 0.5em 1em;
+ border: 1px solid #ddb;
+ padding: 7px;
+ background-color: #ffe;
+ width: 40%;
+ float: right;
+ clear: right;
+ overflow-x: auto;
+}
+
+p.sidebar-title {
+ font-weight: bold;
+}
+
+div.admonition, div.topic, blockquote {
+ clear: left;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+div.topic {
+ border: 1px solid #ccc;
+ padding: 7px;
+ margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+ font-size: 1.1em;
+ font-weight: bold;
+ margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+ margin-top: 10px;
+ margin-bottom: 10px;
+ padding: 7px;
+}
+
+div.admonition dt {
+ font-weight: bold;
+}
+
+p.admonition-title {
+ margin: 0px 10px 5px 0px;
+ font-weight: bold;
+}
+
+div.body p.centered {
+ text-align: center;
+ margin-top: 25px;
+}
+
+/* -- content of sidebars/topics/admonitions -------------------------------- */
+
+div.sidebar > :last-child,
+aside.sidebar > :last-child,
+div.topic > :last-child,
+div.admonition > :last-child {
+ margin-bottom: 0;
+}
+
+div.sidebar::after,
+aside.sidebar::after,
+div.topic::after,
+div.admonition::after,
+blockquote::after {
+ display: block;
+ content: '';
+ clear: both;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+ margin-top: 10px;
+ margin-bottom: 10px;
+ border: 0;
+ border-collapse: collapse;
+}
+
+table.align-center {
+ margin-left: auto;
+ margin-right: auto;
+}
+
+table.align-default {
+ margin-left: auto;
+ margin-right: auto;
+}
+
+table caption span.caption-number {
+ font-style: italic;
+}
+
+table caption span.caption-text {
+}
+
+table.docutils td, table.docutils th {
+ padding: 1px 8px 1px 5px;
+ border-top: 0;
+ border-left: 0;
+ border-right: 0;
+ border-bottom: 1px solid #aaa;
+}
+
+table.footnote td, table.footnote th {
+ border: 0 !important;
+}
+
+th {
+ text-align: left;
+ padding-right: 5px;
+}
+
+table.citation {
+ border-left: solid 1px gray;
+ margin-left: 1px;
+}
+
+table.citation td {
+ border-bottom: none;
+}
+
+th > :first-child,
+td > :first-child {
+ margin-top: 0px;
+}
+
+th > :last-child,
+td > :last-child {
+ margin-bottom: 0px;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure, figure {
+ margin: 0.5em;
+ padding: 0.5em;
+}
+
+div.figure p.caption, figcaption {
+ padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number,
+figcaption span.caption-number {
+ font-style: italic;
+}
+
+div.figure p.caption span.caption-text,
+figcaption span.caption-text {
+}
+
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+ border: 0 !important;
+}
+
+.field-list ul {
+ margin: 0;
+ padding-left: 1em;
+}
+
+.field-list p {
+ margin: 0;
+}
+
+.field-name {
+ -moz-hyphens: manual;
+ -ms-hyphens: manual;
+ -webkit-hyphens: manual;
+ hyphens: manual;
+}
+
+/* -- hlist styles ---------------------------------------------------------- */
+
+table.hlist {
+ margin: 1em 0;
+}
+
+table.hlist td {
+ vertical-align: top;
+}
+
+/* -- object description styles --------------------------------------------- */
+
+.sig {
+ font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace;
+}
+
+.sig-name, code.descname {
+ background-color: transparent;
+ font-weight: bold;
+}
+
+.sig-name {
+ font-size: 1.1em;
+}
+
+code.descname {
+ font-size: 1.2em;
+}
+
+.sig-prename, code.descclassname {
+ background-color: transparent;
+}
+
+.optional {
+ font-size: 1.3em;
+}
+
+.sig-paren {
+ font-size: larger;
+}
+
+.sig-param.n {
+ font-style: italic;
+}
+
+/* C++ specific styling */
+
+.sig-inline.c-texpr,
+.sig-inline.cpp-texpr {
+ font-family: unset;
+}
+
+.sig.c .k, .sig.c .kt,
+.sig.cpp .k, .sig.cpp .kt {
+ color: #0033B3;
+}
+
+.sig.c .m,
+.sig.cpp .m {
+ color: #1750EB;
+}
+
+.sig.c .s, .sig.c .sc,
+.sig.cpp .s, .sig.cpp .sc {
+ color: #067D17;
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+ list-style: decimal;
+}
+
+ol.loweralpha {
+ list-style: lower-alpha;
+}
+
+ol.upperalpha {
+ list-style: upper-alpha;
+}
+
+ol.lowerroman {
+ list-style: lower-roman;
+}
+
+ol.upperroman {
+ list-style: upper-roman;
+}
+
+:not(li) > ol > li:first-child > :first-child,
+:not(li) > ul > li:first-child > :first-child {
+ margin-top: 0px;
+}
+
+:not(li) > ol > li:last-child > :last-child,
+:not(li) > ul > li:last-child > :last-child {
+ margin-bottom: 0px;
+}
+
+ol.simple ol p,
+ol.simple ul p,
+ul.simple ol p,
+ul.simple ul p {
+ margin-top: 0;
+}
+
+ol.simple > li:not(:first-child) > p,
+ul.simple > li:not(:first-child) > p {
+ margin-top: 0;
+}
+
+ol.simple p,
+ul.simple p {
+ margin-bottom: 0;
+}
+
+dl.footnote > dt,
+dl.citation > dt {
+ float: left;
+ margin-right: 0.5em;
+}
+
+dl.footnote > dd,
+dl.citation > dd {
+ margin-bottom: 0em;
+}
+
+dl.footnote > dd:after,
+dl.citation > dd:after {
+ content: "";
+ clear: both;
+}
+
+dl.field-list {
+ display: grid;
+ grid-template-columns: fit-content(30%) auto;
+}
+
+dl.field-list > dt {
+ font-weight: bold;
+ word-break: break-word;
+ padding-left: 0.5em;
+ padding-right: 5px;
+}
+
+dl.field-list > dt:after {
+ content: ":";
+}
+
+dl.field-list > dd {
+ padding-left: 0.5em;
+ margin-top: 0em;
+ margin-left: 0em;
+ margin-bottom: 0em;
+}
+
+dl {
+ margin-bottom: 15px;
+}
+
+dd > :first-child {
+ margin-top: 0px;
+}
+
+dd ul, dd table {
+ margin-bottom: 10px;
+}
+
+dd {
+ margin-top: 3px;
+ margin-bottom: 10px;
+ margin-left: 30px;
+}
+
+dl > dd:last-child,
+dl > dd:last-child > :last-child {
+ margin-bottom: 0;
+}
+
+dt:target, span.highlighted {
+ background-color: #fbe54e;
+}
+
+rect.highlighted {
+ fill: #fbe54e;
+}
+
+dl.glossary dt {
+ font-weight: bold;
+ font-size: 1.1em;
+}
+
+.versionmodified {
+ font-style: italic;
+}
+
+.system-message {
+ background-color: #fda;
+ padding: 5px;
+ border: 3px solid red;
+}
+
+.footnote:target {
+ background-color: #ffa;
+}
+
+.line-block {
+ display: block;
+ margin-top: 1em;
+ margin-bottom: 1em;
+}
+
+.line-block .line-block {
+ margin-top: 0;
+ margin-bottom: 0;
+ margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+ font-family: sans-serif;
+}
+
+.accelerator {
+ text-decoration: underline;
+}
+
+.classifier {
+ font-style: oblique;
+}
+
+.classifier:before {
+ font-style: normal;
+ margin: 0 0.5em;
+ content: ":";
+ display: inline-block;
+}
+
+abbr, acronym {
+ border-bottom: dotted 1px;
+ cursor: help;
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+ overflow: auto;
+ overflow-y: hidden; /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+ clear: both;
+}
+
+span.pre {
+ -moz-hyphens: none;
+ -ms-hyphens: none;
+ -webkit-hyphens: none;
+ hyphens: none;
+}
+
+div[class*="highlight-"] {
+ margin: 1em 0;
+}
+
+td.linenos pre {
+ border: 0;
+ background-color: transparent;
+ color: #aaa;
+}
+
+table.highlighttable {
+ display: block;
+}
+
+table.highlighttable tbody {
+ display: block;
+}
+
+table.highlighttable tr {
+ display: flex;
+}
+
+table.highlighttable td {
+ margin: 0;
+ padding: 0;
+}
+
+table.highlighttable td.linenos {
+ padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+ flex: 1;
+ overflow: hidden;
+}
+
+.highlight .hll {
+ display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+ margin: 0;
+}
+
+div.code-block-caption + div {
+ margin-top: 0;
+}
+
+div.code-block-caption {
+ margin-top: 1em;
+ padding: 2px 5px;
+ font-size: small;
+}
+
+div.code-block-caption code {
+ background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+span.linenos,
+div.highlight span.gp { /* gp: Generic.Prompt */
+ user-select: none;
+ -webkit-user-select: text; /* Safari fallback only */
+ -webkit-user-select: none; /* Chrome/Safari */
+ -moz-user-select: none; /* Firefox */
+ -ms-user-select: none; /* IE10+ */
+}
+
+div.code-block-caption span.caption-number {
+ padding: 0.1em 0.3em;
+ font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+ margin: 1em 0;
+}
+
+code.xref, a code {
+ background-color: transparent;
+ font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+ background-color: transparent;
+}
+
+.viewcode-link {
+ float: right;
+}
+
+.viewcode-back {
+ float: right;
+ font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+ margin: -1px -10px;
+ padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+ vertical-align: middle;
+}
+
+div.body div.math p {
+ text-align: center;
+}
+
+span.eqno {
+ float: right;
+}
+
+span.eqno a.headerlink {
+ position: absolute;
+ z-index: 1;
+}
+
+div.math:hover a.headerlink {
+ visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+ div.document,
+ div.documentwrapper,
+ div.bodywrapper {
+ margin: 0 !important;
+ width: 100%;
+ }
+
+ div.sphinxsidebar,
+ div.related,
+ div.footer,
+ #top-link {
+ display: none;
+ }
+}
\ No newline at end of file
diff --git a/_build/html/_static/check-solid.svg b/_build/html/_static/check-solid.svg
new file mode 100644
index 0000000..92fad4b
--- /dev/null
+++ b/_build/html/_static/check-solid.svg
@@ -0,0 +1,4 @@
+
diff --git a/_build/html/_static/clipboard.min.js b/_build/html/_static/clipboard.min.js
new file mode 100644
index 0000000..54b3c46
--- /dev/null
+++ b/_build/html/_static/clipboard.min.js
@@ -0,0 +1,7 @@
+/*!
+ * clipboard.js v2.0.8
+ * https://clipboardjs.com/
+ *
+ * Licensed MIT © Zeno Rocha
+ */
+!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.ClipboardJS=e():t.ClipboardJS=e()}(this,function(){return n={686:function(t,e,n){"use strict";n.d(e,{default:function(){return o}});var e=n(279),i=n.n(e),e=n(370),u=n.n(e),e=n(817),c=n.n(e);function a(t){try{return document.execCommand(t)}catch(t){return}}var f=function(t){t=c()(t);return a("cut"),t};var l=function(t){var e,n,o,r=1Short
+ */ + .o-tooltip--left { + position: relative; + } + + .o-tooltip--left:after { + opacity: 0; + visibility: hidden; + position: absolute; + content: attr(data-tooltip); + padding: .2em; + font-size: .8em; + left: -.2em; + background: grey; + color: white; + white-space: nowrap; + z-index: 2; + border-radius: 2px; + transform: translateX(-102%) translateY(0); + transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1); +} + +.o-tooltip--left:hover:after { + display: block; + opacity: 1; + visibility: visible; + transform: translateX(-100%) translateY(0); + transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1); + transition-delay: .5s; +} diff --git a/_build/html/_static/copybutton.js b/_build/html/_static/copybutton.js new file mode 100644 index 0000000..482bda0 --- /dev/null +++ b/_build/html/_static/copybutton.js @@ -0,0 +1,197 @@ +// Localization support +const messages = { + 'en': { + 'copy': 'Copy', + 'copy_to_clipboard': 'Copy to clipboard', + 'copy_success': 'Copied!', + 'copy_failure': 'Failed to copy', + }, + 'es' : { + 'copy': 'Copiar', + 'copy_to_clipboard': 'Copiar al portapapeles', + 'copy_success': '¡Copiado!', + 'copy_failure': 'Error al copiar', + }, + 'de' : { + 'copy': 'Kopieren', + 'copy_to_clipboard': 'In die Zwischenablage kopieren', + 'copy_success': 'Kopiert!', + 'copy_failure': 'Fehler beim Kopieren', + }, + 'fr' : { + 'copy': 'Copier', + 'copy_to_clipboard': 'Copié dans le presse-papier', + 'copy_success': 'Copié !', + 'copy_failure': 'Échec de la copie', + }, + 'ru': { + 'copy': 'Скопировать', + 'copy_to_clipboard': 'Скопировать в буфер', + 'copy_success': 'Скопировано!', + 'copy_failure': 'Не удалось скопировать', + }, + 'zh-CN': { + 'copy': '复制', + 'copy_to_clipboard': '复制到剪贴板', + 'copy_success': '复制成功!', + 'copy_failure': '复制失败', + } +} + +let locale = 'en' +if( document.documentElement.lang !== undefined + && messages[document.documentElement.lang] !== undefined ) { + locale = document.documentElement.lang +} + +let doc_url_root = DOCUMENTATION_OPTIONS.URL_ROOT; +if (doc_url_root == '#') { + doc_url_root = ''; +} + +const path_static = `${doc_url_root}_static/`; + +/** + * Set up copy/paste for code blocks + */ + +const runWhenDOMLoaded = cb => { + if (document.readyState != 'loading') { + cb() + } else if (document.addEventListener) { + document.addEventListener('DOMContentLoaded', cb) + } else { + document.attachEvent('onreadystatechange', function() { + if (document.readyState == 'complete') cb() + }) + } +} + +const codeCellId = index => `codecell${index}` + +// Clears selected text since ClipboardJS will select the text when copying +const clearSelection = () => { + if (window.getSelection) { + window.getSelection().removeAllRanges() + } else if (document.selection) { + document.selection.empty() + } +} + +// Changes tooltip text for two seconds, then changes it back +const temporarilyChangeTooltip = (el, oldText, newText) => { + el.setAttribute('data-tooltip', newText) + el.classList.add('success') + setTimeout(() => el.setAttribute('data-tooltip', oldText), 2000) + setTimeout(() => el.classList.remove('success'), 2000) +} + +// Changes the copy button icon for two seconds, then changes it back +const temporarilyChangeIcon = (el) => { + img = el.querySelector("img"); + img.setAttribute('src', `${path_static}check-solid.svg`) + setTimeout(() => img.setAttribute('src', `${path_static}copy-button.svg`), 2000) +} + +const addCopyButtonToCodeCells = () => { + // If ClipboardJS hasn't loaded, wait a bit and try again. This + // happens because we load ClipboardJS asynchronously. + if (window.ClipboardJS === undefined) { + setTimeout(addCopyButtonToCodeCells, 250) + return + } + + // Add copybuttons to all of our code cells + const codeCells = document.querySelectorAll('div.highlight pre') + codeCells.forEach((codeCell, index) => { + const id = codeCellId(index) + codeCell.setAttribute('id', id) + + const clipboardButton = id => + `` + codeCell.insertAdjacentHTML('afterend', clipboardButton(id)) + }) + +function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string +} + +// Callback when a copy button is clicked. Will be passed the node that was clicked +// should then grab the text and replace pieces of text that shouldn't be used in output +function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") { + + var regexp; + var match; + + // Do we check for line continuation characters and "HERE-documents"? + var useLineCont = !!lineContinuationChar + var useHereDoc = !!hereDocDelim + + // create regexp to capture prompt and remaining line + if (isRegexp) { + regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)') + } else { + regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)') + } + + const outputLines = []; + var promptFound = false; + var gotLineCont = false; + var gotHereDoc = false; + const lineGotPrompt = []; + for (const line of textContent.split('\n')) { + match = line.match(regexp) + if (match || gotLineCont || gotHereDoc) { + promptFound = regexp.test(line) + lineGotPrompt.push(promptFound) + if (removePrompts && promptFound) { + outputLines.push(match[2]) + } else { + outputLines.push(line) + } + gotLineCont = line.endsWith(lineContinuationChar) & useLineCont + if (line.includes(hereDocDelim) & useHereDoc) + gotHereDoc = !gotHereDoc + } else if (!onlyCopyPromptLines) { + outputLines.push(line) + } else if (copyEmptyLines && line.trim() === '') { + outputLines.push(line) + } + } + + // If no lines with the prompt were found then just use original lines + if (lineGotPrompt.some(v => v === true)) { + textContent = outputLines.join('\n'); + } + + // Remove a trailing newline to avoid auto-running when pasting + if (textContent.endsWith("\n")) { + textContent = textContent.slice(0, -1) + } + return textContent +} + + +var copyTargetText = (trigger) => { + var target = document.querySelector(trigger.attributes['data-clipboard-target'].value); + return formatCopyText(target.innerText, '', false, true, true, true, '', '') +} + + // Initialize with a callback so we can modify the text before copy + const clipboard = new ClipboardJS('.copybtn', {text: copyTargetText}) + + // Update UI with error/success messages + clipboard.on('success', event => { + clearSelection() + temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_success']) + temporarilyChangeIcon(event.trigger) + }) + + clipboard.on('error', event => { + temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_failure']) + }) +} + +runWhenDOMLoaded(addCopyButtonToCodeCells) \ No newline at end of file diff --git a/_build/html/_static/copybutton_funcs.js b/_build/html/_static/copybutton_funcs.js new file mode 100644 index 0000000..b9168c5 --- /dev/null +++ b/_build/html/_static/copybutton_funcs.js @@ -0,0 +1,58 @@ +function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string +} + +// Callback when a copy button is clicked. Will be passed the node that was clicked +// should then grab the text and replace pieces of text that shouldn't be used in output +export function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") { + + var regexp; + var match; + + // Do we check for line continuation characters and "HERE-documents"? + var useLineCont = !!lineContinuationChar + var useHereDoc = !!hereDocDelim + + // create regexp to capture prompt and remaining line + if (isRegexp) { + regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)') + } else { + regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)') + } + + const outputLines = []; + var promptFound = false; + var gotLineCont = false; + var gotHereDoc = false; + const lineGotPrompt = []; + for (const line of textContent.split('\n')) { + match = line.match(regexp) + if (match || gotLineCont || gotHereDoc) { + promptFound = regexp.test(line) + lineGotPrompt.push(promptFound) + if (removePrompts && promptFound) { + outputLines.push(match[2]) + } else { + outputLines.push(line) + } + gotLineCont = line.endsWith(lineContinuationChar) & useLineCont + if (line.includes(hereDocDelim) & useHereDoc) + gotHereDoc = !gotHereDoc + } else if (!onlyCopyPromptLines) { + outputLines.push(line) + } else if (copyEmptyLines && line.trim() === '') { + outputLines.push(line) + } + } + + // If no lines with the prompt were found then just use original lines + if (lineGotPrompt.some(v => v === true)) { + textContent = outputLines.join('\n'); + } + + // Remove a trailing newline to avoid auto-running when pasting + if (textContent.endsWith("\n")) { + textContent = textContent.slice(0, -1) + } + return textContent +} diff --git a/_build/html/_static/css/blank.css b/_build/html/_static/css/blank.css new file mode 100644 index 0000000..8a686ec --- /dev/null +++ b/_build/html/_static/css/blank.css @@ -0,0 +1,2 @@ +/* This file is intentionally left blank to override the stylesheet of the +parent theme via theme.conf. The parent style we import directly in theme.css */ \ No newline at end of file diff --git a/_build/html/_static/css/index.ff1ffe594081f20da1ef19478df9384b.css b/_build/html/_static/css/index.ff1ffe594081f20da1ef19478df9384b.css new file mode 100644 index 0000000..9b1c5d7 --- /dev/null +++ b/_build/html/_static/css/index.ff1ffe594081f20da1ef19478df9384b.css @@ -0,0 +1,6 @@ +/*! + * Bootstrap v4.5.0 (https://getbootstrap.com/) + * Copyright 2011-2020 The Bootstrap Authors + * Copyright 2011-2020 Twitter, Inc. + * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE) + 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.nav.visible,.bd-toc .nav>.active>ul{display:block}.prev-next-area{margin:20px 0}.prev-next-area p{margin:0 .3em;line-height:1.3em}.prev-next-area i{font-size:1.2em}.prev-next-area a{display:flex;align-items:center;border:none;padding:10px;max-width:45%;overflow-x:hidden;color:rgba(0,0,0,.65);text-decoration:none}.prev-next-area a p.prev-next-title{color:rgba(var(--pst-color-link),1);font-weight:600;font-size:1.1em}.prev-next-area a:hover p.prev-next-title{text-decoration:underline}.prev-next-area a .prev-next-info{flex-direction:column;margin:0 .5em}.prev-next-area a .prev-next-info .prev-next-subtitle{text-transform:capitalize}.prev-next-area a.left-prev{float:left}.prev-next-area a.right-next{float:right}.prev-next-area a.right-next div.prev-next-info{text-align:right}.alert{padding-bottom:0}.alert-info a{color:#e83e8c}#navbar-icon-links i.fa,#navbar-icon-links i.fab,#navbar-icon-links i.far,#navbar-icon-links i.fas{vertical-align:middle;font-style:normal;font-size:1.5rem;line-height:1.25}#navbar-icon-links i.fa-github-square:before{color:#333}#navbar-icon-links i.fa-twitter-square:before{color:#55acee}#navbar-icon-links i.fa-gitlab:before{color:#548}#navbar-icon-links i.fa-bitbucket:before{color:#0052cc}.tocsection{border-left:1px solid #eee;padding:.3rem 1.5rem}.tocsection i{padding-right:.5rem}.editthispage{padding-top:2rem}.editthispage a{color:var(--pst-color-sidebar-link-active)}.xr-wrap[hidden]{display:block!important}.toctree-checkbox{position:absolute;display:none}.toctree-checkbox~ul{display:none}.toctree-checkbox~label i{transform:rotate(0deg)}.toctree-checkbox:checked~ul{display:block}.toctree-checkbox:checked~label i{transform:rotate(180deg)}.bd-sidebar li{position:relative}.bd-sidebar label{position:absolute;top:0;right:0;height:30px;width:30px;cursor:pointer;display:flex;justify-content:center;align-items:center}.bd-sidebar label:hover{background:rgba(var(--pst-color-sidebar-expander-background-hover),1)}.bd-sidebar label i{display:inline-block;font-size:.75rem;text-align:center}.bd-sidebar label i:hover{color:rgba(var(--pst-color-sidebar-link-hover),1)}.bd-sidebar li.has-children>.reference{padding-right:30px}div.doctest>div.highlight span.gp,span.linenos,table.highlighttable td.linenos{user-select:none;-webkit-user-select:text;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none}.docutils.container{padding-left:unset;padding-right:unset} \ No newline at end of file diff --git a/_build/html/_static/css/theme.css b/_build/html/_static/css/theme.css new file mode 100644 index 0000000..2e03fe3 --- /dev/null +++ b/_build/html/_static/css/theme.css @@ -0,0 +1,120 @@ +/* Provided by the Sphinx base theme template at build time */ +@import "../basic.css"; + +:root { + /***************************************************************************** + * Theme config + **/ + --pst-header-height: 60px; + + /***************************************************************************** + * Font size + **/ + --pst-font-size-base: 15px; /* base font size - applied at body / html level */ + + /* heading font sizes */ + --pst-font-size-h1: 36px; + --pst-font-size-h2: 32px; + --pst-font-size-h3: 26px; + --pst-font-size-h4: 21px; + --pst-font-size-h5: 18px; + --pst-font-size-h6: 16px; + + /* smaller then heading font sizes*/ + --pst-font-size-milli: 12px; + + --pst-sidebar-font-size: .9em; + --pst-sidebar-caption-font-size: .9em; + + /***************************************************************************** + * Font family + **/ + /* These are adapted from https://systemfontstack.com/ */ + --pst-font-family-base-system: -apple-system, BlinkMacSystemFont, Segoe UI, "Helvetica Neue", + Arial, sans-serif, Apple Color Emoji, Segoe UI Emoji, Segoe UI Symbol; + --pst-font-family-monospace-system: "SFMono-Regular", Menlo, Consolas, Monaco, + Liberation Mono, Lucida Console, monospace; + + --pst-font-family-base: var(--pst-font-family-base-system); + --pst-font-family-heading: var(--pst-font-family-base); + --pst-font-family-monospace: var(--pst-font-family-monospace-system); + + /***************************************************************************** + * Color + * + * Colors are defined in rgb string way, "red, green, blue" + **/ + --pst-color-primary: 19, 6, 84; + --pst-color-success: 40, 167, 69; + --pst-color-info: 0, 123, 255; /*23, 162, 184;*/ + --pst-color-warning: 255, 193, 7; + --pst-color-danger: 220, 53, 69; + --pst-color-text-base: 51, 51, 51; + + --pst-color-h1: var(--pst-color-primary); + --pst-color-h2: var(--pst-color-primary); + --pst-color-h3: var(--pst-color-text-base); + --pst-color-h4: var(--pst-color-text-base); + --pst-color-h5: var(--pst-color-text-base); + --pst-color-h6: var(--pst-color-text-base); + --pst-color-paragraph: var(--pst-color-text-base); + --pst-color-link: 0, 91, 129; + --pst-color-link-hover: 227, 46, 0; + --pst-color-headerlink: 198, 15, 15; + --pst-color-headerlink-hover: 255, 255, 255; + --pst-color-preformatted-text: 34, 34, 34; + --pst-color-preformatted-background: 250, 250, 250; + --pst-color-inline-code: 232, 62, 140; + + --pst-color-active-navigation: 19, 6, 84; + --pst-color-navbar-link: 77, 77, 77; + --pst-color-navbar-link-hover: var(--pst-color-active-navigation); + --pst-color-navbar-link-active: var(--pst-color-active-navigation); + --pst-color-sidebar-link: 77, 77, 77; + --pst-color-sidebar-link-hover: var(--pst-color-active-navigation); + --pst-color-sidebar-link-active: var(--pst-color-active-navigation); + --pst-color-sidebar-expander-background-hover: 244, 244, 244; + --pst-color-sidebar-caption: 77, 77, 77; + --pst-color-toc-link: 119, 117, 122; + --pst-color-toc-link-hover: var(--pst-color-active-navigation); + --pst-color-toc-link-active: var(--pst-color-active-navigation); + + /***************************************************************************** + * Icon + **/ + + /* font awesome icons*/ + --pst-icon-check-circle: '\f058'; + --pst-icon-info-circle: '\f05a'; + --pst-icon-exclamation-triangle: '\f071'; + --pst-icon-exclamation-circle: '\f06a'; + --pst-icon-times-circle: '\f057'; + --pst-icon-lightbulb: '\f0eb'; + + /***************************************************************************** + * Admonitions + **/ + + --pst-color-admonition-default: var(--pst-color-info); + --pst-color-admonition-note: var(--pst-color-info); + --pst-color-admonition-attention: var(--pst-color-warning); + --pst-color-admonition-caution: var(--pst-color-warning); + --pst-color-admonition-warning: var(--pst-color-warning); + --pst-color-admonition-danger: var(--pst-color-danger); + --pst-color-admonition-error: var(--pst-color-danger); + --pst-color-admonition-hint: var(--pst-color-success); + --pst-color-admonition-tip: var(--pst-color-success); + --pst-color-admonition-important: var(--pst-color-success); + + --pst-icon-admonition-default: var(--pst-icon-info-circle); + --pst-icon-admonition-note: var(--pst-icon-info-circle); + --pst-icon-admonition-attention: var(--pst-icon-exclamation-circle); + --pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle); + --pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle); + --pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle); + --pst-icon-admonition-error: var(--pst-icon-times-circle); + --pst-icon-admonition-hint: var(--pst-icon-lightbulb); + --pst-icon-admonition-tip: var(--pst-icon-lightbulb); + --pst-icon-admonition-important: var(--pst-icon-exclamation-circle); + +} diff --git a/_build/html/_static/demo.png b/_build/html/_static/demo.png new file mode 100644 index 0000000..5341055 Binary files /dev/null and b/_build/html/_static/demo.png differ diff --git a/_build/html/_static/doctools.js b/_build/html/_static/doctools.js new file mode 100644 index 0000000..8cbf1b1 --- /dev/null +++ b/_build/html/_static/doctools.js @@ -0,0 +1,323 @@ +/* + * doctools.js + * ~~~~~~~~~~~ + * + * Sphinx JavaScript utilities for all documentation. + * + * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +/** + * select a different prefix for underscore + */ +$u = _.noConflict(); + +/** + * make the code below compatible with browsers without + * an installed firebug like debugger +if (!window.console || !console.firebug) { + var names = ["log", "debug", "info", "warn", "error", "assert", "dir", + "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace", + "profile", "profileEnd"]; + window.console = {}; + for (var i = 0; i < names.length; ++i) + window.console[names[i]] = function() {}; +} + */ + +/** + * small helper function to urldecode strings + * + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL + */ +jQuery.urldecode = function(x) { + if (!x) { + return x + } + return decodeURIComponent(x.replace(/\+/g, ' ')); +}; + +/** + * small helper function to urlencode strings + */ +jQuery.urlencode = encodeURIComponent; + +/** + * This function returns the parsed url parameters of the + * current request. Multiple values per key are supported, + * it will always return arrays of strings for the value parts. + */ +jQuery.getQueryParameters = function(s) { + if (typeof s === 'undefined') + s = document.location.search; + var parts = s.substr(s.indexOf('?') + 1).split('&'); + var result = {}; + for (var i = 0; i < parts.length; i++) { + var tmp = parts[i].split('=', 2); + var key = jQuery.urldecode(tmp[0]); + var value = jQuery.urldecode(tmp[1]); + if (key in result) + result[key].push(value); + else + result[key] = [value]; + } + return result; +}; + +/** + * highlight a given string on a jquery object by wrapping it in + * span elements with the given class name. + */ +jQuery.fn.highlightText = function(text, className) { + function highlight(node, addItems) { + if (node.nodeType === 3) { + var val = node.nodeValue; + var pos = val.toLowerCase().indexOf(text); + if (pos >= 0 && + !jQuery(node.parentNode).hasClass(className) && + !jQuery(node.parentNode).hasClass("nohighlight")) { + var span; + var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.className = className; + } + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + node.parentNode.insertBefore(span, node.parentNode.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling)); + node.nodeValue = val.substr(0, pos); + if (isInSVG) { + var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect"); + var bbox = node.parentElement.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute('class', className); + addItems.push({ + "parent": node.parentNode, + "target": rect}); + } + } + } + else if (!jQuery(node).is("button, select, textarea")) { + jQuery.each(node.childNodes, function() { + highlight(this, addItems); + }); + } + } + var addItems = []; + var result = this.each(function() { + highlight(this, addItems); + }); + for (var i = 0; i < addItems.length; ++i) { + jQuery(addItems[i].parent).before(addItems[i].target); + } + return result; +}; + +/* + * backward compatibility for jQuery.browser + * This will be supported until firefox bug is fixed. + */ +if (!jQuery.browser) { + jQuery.uaMatch = function(ua) { + ua = ua.toLowerCase(); + + var match = /(chrome)[ \/]([\w.]+)/.exec(ua) || + /(webkit)[ \/]([\w.]+)/.exec(ua) || + /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) || + /(msie) ([\w.]+)/.exec(ua) || + ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) || + []; + + return { + browser: match[ 1 ] || "", + version: match[ 2 ] || "0" + }; + }; + jQuery.browser = {}; + jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true; +} + +/** + * Small JavaScript module for the documentation. + */ +var Documentation = { + + init : function() { + this.fixFirefoxAnchorBug(); + this.highlightSearchWords(); + this.initIndexTable(); + if (DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) { + this.initOnKeyListeners(); + } + }, + + /** + * i18n support + */ + TRANSLATIONS : {}, + PLURAL_EXPR : function(n) { return n === 1 ? 0 : 1; }, + LOCALE : 'unknown', + + // gettext and ngettext don't access this so that the functions + // can safely bound to a different name (_ = Documentation.gettext) + gettext : function(string) { + var translated = Documentation.TRANSLATIONS[string]; + if (typeof translated === 'undefined') + return string; + return (typeof translated === 'string') ? translated : translated[0]; + }, + + ngettext : function(singular, plural, n) { + var translated = Documentation.TRANSLATIONS[singular]; + if (typeof translated === 'undefined') + return (n == 1) ? singular : plural; + return translated[Documentation.PLURALEXPR(n)]; + }, + + addTranslations : function(catalog) { + for (var key in catalog.messages) + this.TRANSLATIONS[key] = catalog.messages[key]; + this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')'); + this.LOCALE = catalog.locale; + }, + + /** + * add context elements like header anchor links + */ + addContextElements : function() { + $('div[id] > :header:first').each(function() { + $('\u00B6'). + attr('href', '#' + this.id). + attr('title', _('Permalink to this headline')). + appendTo(this); + }); + $('dt[id]').each(function() { + $('\u00B6'). + attr('href', '#' + this.id). + attr('title', _('Permalink to this definition')). + appendTo(this); + }); + }, + + /** + * workaround a firefox stupidity + * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075 + */ + fixFirefoxAnchorBug : function() { + if (document.location.hash && $.browser.mozilla) + window.setTimeout(function() { + document.location.href += ''; + }, 10); + }, + + /** + * highlight the search words provided in the url in the text + */ + highlightSearchWords : function() { + var params = $.getQueryParameters(); + var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : []; + if (terms.length) { + var body = $('div.body'); + if (!body.length) { + body = $('body'); + } + window.setTimeout(function() { + $.each(terms, function() { + body.highlightText(this.toLowerCase(), 'highlighted'); + }); + }, 10); + $('') + .appendTo($('#searchbox')); + } + }, + + /** + * init the domain index toggle buttons + */ + initIndexTable : function() { + var togglers = $('img.toggler').click(function() { + var src = $(this).attr('src'); + var idnum = $(this).attr('id').substr(7); + $('tr.cg-' + idnum).toggle(); + if (src.substr(-9) === 'minus.png') + $(this).attr('src', src.substr(0, src.length-9) + 'plus.png'); + else + $(this).attr('src', src.substr(0, src.length-8) + 'minus.png'); + }).css('display', ''); + if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) { + togglers.click(); + } + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords : function() { + $('#searchbox .highlight-link').fadeOut(300); + $('span.highlighted').removeClass('highlighted'); + }, + + /** + * make the url absolute + */ + makeURL : function(relativeURL) { + return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL; + }, + + /** + * get the current relative url + */ + getCurrentURL : function() { + var path = document.location.pathname; + var parts = path.split(/\//); + $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() { + if (this === '..') + parts.pop(); + }); + var url = parts.join('/'); + return path.substring(url.lastIndexOf('/') + 1, path.length - 1); + }, + + initOnKeyListeners: function() { + $(document).keydown(function(event) { + var activeElementType = document.activeElement.tagName; + // don't navigate when in search box, textarea, dropdown or button + if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT' + && activeElementType !== 'BUTTON' && !event.altKey && !event.ctrlKey && !event.metaKey + && !event.shiftKey) { + switch (event.keyCode) { + case 37: // left + var prevHref = $('link[rel="prev"]').prop('href'); + if (prevHref) { + window.location.href = prevHref; + return false; + } + break; + case 39: // right + var nextHref = $('link[rel="next"]').prop('href'); + if (nextHref) { + window.location.href = nextHref; + return false; + } + break; + } + } + }); + } +}; + +// quick alias for translations +_ = Documentation.gettext; + +$(document).ready(function() { + Documentation.init(); +}); diff --git a/_build/html/_static/documentation_options.js b/_build/html/_static/documentation_options.js new file mode 100644 index 0000000..93b7c24 --- /dev/null +++ b/_build/html/_static/documentation_options.js @@ -0,0 +1,12 @@ +var DOCUMENTATION_OPTIONS = { + URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'), + VERSION: '', + LANGUAGE: 'None', + COLLAPSE_INDEX: false, + BUILDER: 'html', + FILE_SUFFIX: '.html', + LINK_SUFFIX: '.html', + HAS_SOURCE: true, + SOURCELINK_SUFFIX: '', + NAVIGATION_WITH_KEYS: true +}; \ No newline at end of file diff --git a/_build/html/_static/file.png b/_build/html/_static/file.png new file mode 100644 index 0000000..a858a41 Binary files /dev/null and b/_build/html/_static/file.png differ diff --git a/_build/html/_static/images/logo_binder.svg b/_build/html/_static/images/logo_binder.svg new file mode 100644 index 0000000..45fecf7 --- /dev/null +++ b/_build/html/_static/images/logo_binder.svg @@ -0,0 +1,19 @@ + + + diff --git a/_build/html/_static/images/logo_colab.png b/_build/html/_static/images/logo_colab.png new file mode 100644 index 0000000..b7560ec Binary files /dev/null and b/_build/html/_static/images/logo_colab.png differ diff --git a/_build/html/_static/images/logo_jupyterhub.svg b/_build/html/_static/images/logo_jupyterhub.svg new file mode 100644 index 0000000..60cfe9f --- /dev/null +++ b/_build/html/_static/images/logo_jupyterhub.svg @@ -0,0 +1 @@ + diff --git a/_build/html/_static/jquery-3.5.1.js b/_build/html/_static/jquery-3.5.1.js new file mode 100644 index 0000000..5093733 --- /dev/null +++ b/_build/html/_static/jquery-3.5.1.js @@ -0,0 +1,10872 @@ +/*! + * jQuery JavaScript Library v3.5.1 + * https://jquery.com/ + * + * Includes Sizzle.js + * https://sizzlejs.com/ + * + * Copyright JS Foundation and other contributors + * Released under the MIT license + * https://jquery.org/license + * + * Date: 2020-05-04T22:49Z + */ +( function( global, factory ) { + + "use strict"; + + if ( typeof module === "object" && typeof module.exports === "object" ) { + + // For CommonJS and CommonJS-like environments where a proper `window` + // is present, execute the factory and get jQuery. + // For environments that do not have a `window` with a `document` + // (such as Node.js), expose a factory as module.exports. + // This accentuates the need for the creation of a real `window`. + // e.g. var jQuery = require("jquery")(window); + // See ticket #14549 for more info. + module.exports = global.document ? + factory( global, true ) : + function( w ) { + if ( !w.document ) { + throw new Error( "jQuery requires a window with a document" ); + } + return factory( w ); + }; + } else { + factory( global ); + } + +// Pass this if window is not defined yet +} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) { + +// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1 +// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode +// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common +// enough that all such attempts are guarded in a try block. +"use strict"; + +var arr = []; + +var getProto = Object.getPrototypeOf; + +var slice = arr.slice; + +var flat = arr.flat ? function( array ) { + return arr.flat.call( array ); +} : function( array ) { + return arr.concat.apply( [], array ); +}; + + +var push = arr.push; + +var indexOf = arr.indexOf; + +var class2type = {}; + +var toString = class2type.toString; + +var hasOwn = class2type.hasOwnProperty; + +var fnToString = hasOwn.toString; + +var ObjectFunctionString = fnToString.call( Object ); + +var support = {}; + +var isFunction = function isFunction( obj ) { + + // Support: Chrome <=57, Firefox <=52 + // In some browsers, typeof returns "function" for HTML