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Concept Dependency

Prompt

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Our next step is to create a fully connected dependency graph.
In this step, for each line or concept on this list, 
please create a new list of other concepts on which it depends.
If a concept depends on a specific concept that is not listed,
then we must add it as a new concept.
This will help us determine the teaching order of the concepts.

Return the new list as a CSV file using the following format:

The first column is a numeric concept ID you assigned,  
the second column is the concept name,
and the third column is a pipe-delimited list of the concept IDs
that the concept depends upon.

Check your results to make sure that all concepts are
connected to at least one other concept.

Response

ChatGPT o1-mini Thought for 53 seconds

Here is the CSV file containing the concepts along with their dependencies:

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ID,Concept Name,Dependencies (IDs)
1,Intro to Computational Thinking,
2,Problem Decomposition,1
3,Pattern Recognition,1
4,Abstraction,1
5,Algorithm Design,1|2|3|4
6,Basic Programming Concepts,1|5
7,Variables in Programming,6
8,Data Types in Programming,6|7
9,Operators,6|7|8
10,Control Structures,6|7|8|9
11,Conditional Statements,10|9
12,Loops,10
13,General Functions in Programming,6|7|8|10
14,Introduction to MicroPython,6
15,Setting Up MicroPython Environment,14
16,Syntax in MicroPython,14|15
17,Functions in MicroPython,13|16
18,Modules in MicroPython,16|17
19,Input and Output,16|7|8
20,Working with Strings,8|16
21,Working with Numbers,8|16
22,Lists,8|16
23,Tuples,8|16
24,Dictionaries,8|16
25,Exception Handling,16|10
26,Microcontroller Basics,
27,The Raspberry Pi Pico,26
28,Understanding GPIO Pins,26|27
29,Solderless Breadboards,32
30,Breadboard Usage,29|32
31,Circuit Basics,
32,Ohm's Law,31
33,Resistors in Circuits,31|32
34,LEDs in Circuits,31
35,Using Resistors with LEDs,33|34|32
36,Current Limiting Resistors,33|35
37,Connecting LEDs,34|30
38,Blinking an LED with MicroPython,37|16|28
39,Digital Output Signals,28|16
40,Digital Input Signals,28|16
41,Reading Button Inputs,40|30
42,Debouncing Switches,41|10
43,Pull-up and Pull-down Resistors,33|41
44,Controlling Multiple LEDs,37|38|16
45,Using Breadboard Jumpers,30
46,Potentiometers in Circuits,31|33
47,Reading Analog Inputs,46|28
48,Analog-to-Digital Conversion,47
49,Using ADC in MicroPython,48|16
50,Reading Potentiometer Values,49|46
51,Pulse Width Modulation Fundamentals,6|10
52,Implementing Pulse Width Modulation in MicroPython,51|16
53,LED Brightness Control with Pulse Width Modulation,52|37
54,Fading LEDs Using Pulse Width Modulation,53|12
55,Advanced Pulse Width Modulation Techniques,54|52
56,Servo Motors Overview,31
57,Controlling Servo Motors,52|28|56
58,DC Motors Overview,31
59,Transistors as Switches,31|33
60,Controlling Motors with Transistors,59|58
61,Transistor Biasing Resistors,59|33
62,Power Management with Transistors,59|61
63,Photocells,31|33
64,Making a Night Light,63|28|16
65,Voltage Dividers,33|31
66,Voltage Dividers and Sensors,65|63
67,Time-of-Flight Sensors,31|28
68,Interfacing Time-of-Flight Sensors,67|16
69,I2C Protocol,70|16
70,SPI Protocol,28|16
71,Connecting I2C Devices,69|28
72,LED Displays Overview,34|31
73,Organic Light-Emitting Diode Displays,72
74,Display Drawing,73|16
75,Drawing Circles and Ellipses,74
76,Drawing Polygons,74
77,Changing Fonts,74
78,Advanced I2C,69|16
79,Advanced SPI,70|16
80,WS2812B LED Strips,34|31
81,LED Strip Code,80|16
82,Moving Pixels on LED Strips,81|12
83,LED Strip Patterns,81|82
84,LED Strip Button Demos,83|41
85,Sensors and Actuators,31|28
86,Integrating Multiple Sensors,85|16
87,Event-Driven Programming,6|10
88,Interrupts,28|87
89,Using Interrupts with GPIO Pins,88|28
90,Debouncing with Interrupts,89|42
91,Timers,6|16
92,Delays and Timing Functions,91|16
93,Using the Time Module,92|16
94,Data Logging with MicroPython,16|97
95,Storing Data on Raspberry Pi Pico,94|27
96,File Handling,16|95
97,Universal Serial Bus Communication,27|16
98,Universal Asynchronous Receiver-Transmitter Communication,27|16
99,Introduction to Sensors,31
100,Temperature Sensors,99|28
101,Interfacing Temperature Sensors,100|16
102,Humidity Sensors,99|28
103,Using DHT11 and DHT22 Sensors,101|102
104,Reading Sensor Data,103|16
105,Interpreting Sensor Data,104
106,Calibrating Sensors,105
107,Introduction to Actuators,31
108,Controlling Relays,107|16
109,Relays Overview,107
110,Relays Safety,109
111,Stepper Motors,31
112,Controlling Stepper Motors,111|16
113,Using Stepper Motor Drivers,112|28
114,Generating Sound with Buzzers,31|28
115,Using Piezoelectric Buzzers,114|16
116,Generating Tones and Melodies,115|12
117,Infrared Communication,28|16
118,Using Infrared Sensors,117|31
119,Infrared Remote Control,118|16
120,Ultrasonic Sensors,99|28
121,Serial Communication Protocols,27|16
122,I2C vs SPI vs UART,69|70|98
123,Data Communication Principles,121
124,Wireless Communication Basics,123
125,Bluetooth Low Energy,124|27
126,Wi-Fi Connectivity,124|27
127,Python Modules Overview,16
128,Internet of Things Concepts,124|27
129,Connecting to the Internet,126|16
130,Sending Data to Web Servers,129|16
131,Hypertext Transfer Protocol Basics,130
132,Message Queuing Telemetry Transport Protocol,130
133,IoT Applications,128|130
134,Cloud Services Integration,133
135,Data Visualization Tools,134
136,Programming Best Practices,6
137,Code Optimization Techniques,136
138,Debugging Techniques,16|136
139,Using Debugging Tools,138
140,Version Control Systems,6
141,Using Git for Code Management,140
142,Collaborative Coding Practices,141
143,Documentation Standards,136
144,Commenting Code Effectively,136
145,Advanced MicroPython Features,16
146,Object-Oriented Programming,6|136
147,Classes and Objects,146
148,Inheritance and Polymorphism,147
149,Encapsulation in Object-Oriented Programming,147
150,Designing Reusable Code,146|149
151,Memory Management,16|136
152,Managing Resources Efficiently,151
153,Energy Efficiency in Programming,152
154,Sleep Modes in Microcontrollers,153|27
155,Battery-Powered Projects,154
156,Power Management Techniques,155
157,Advanced Electronics Concepts,31
158,Capacitors in Circuits,157
159,Inductors and Coils,157
160,Diodes and Rectification,157
161,Voltage Regulation,160
162,Using Voltage Regulators,161
163,Building Power Supplies,162
164,Analog Signals vs Digital Signals,31|157
165,Signal Conditioning,164|157
166,Filtering Noise in Circuits,165
167,Interference and Shielding,166
168,Electromagnetic Compatibility,167
169,Circuit Design Principles,157
170,Using Simulation Tools,169
171,Prototyping Techniques,169
172,Schematic Diagram Reading,169
173,Understanding Datasheets,169
174,Component Specifications,173
175,Safety in Electronics,157
176,Electrostatic Discharge Precautions,175
177,Soldering Techniques,175
178,Printed Circuit Board Design,169
179,Using PCB Design Software,178
180,Fabricating Custom PCBs,179
181,Advanced Sensor Integration,85|157
182,Gesture Recognition Sensors,181|28
183,Touch Sensors,181|28
184,Environmental Monitoring,181|105
185,Robotics Basics,31|157
186,Building Simple Robots,185|16
187,Line-Following Robots,186|83
188,Obstacle Avoidance Robots,186|120
189,Control Systems Basics,185
190,Feedback Mechanisms,189
191,Proportional-Integral-Derivative Controllers,190
192,Machine Learning Concepts,6|136
193,Using MicroPython for Artificial Intelligence,192|16
194,Edge Computing,193|128
195,Ethics in Technology,6
196,Future Trends in Computing,195

Notes:

  • Added Concepts: No additional concepts were required as dependencies were within the provided list.
  • Connectivity Check: All concepts are connected to at least one other concept through dependencies.
  • Formatting: The dependencies are listed using concept IDs, separated by a pipe (|) as per your instructions.

Explanation of Dependencies for Selected Concepts

  • Concept 1: Intro to Computational Thinking

    • Dependencies: None (foundational concept).

    • Concept 26: Microcontroller Basics

    • Dependencies: None (introduces the hardware aspect).

    • Concept 27: The Raspberry Pi Pico

    • Dependencies: Depends on Microcontroller Basics (26) for understanding microcontrollers.

    • Concept 38: Blinking an LED with MicroPython

    • Dependencies: Connecting LEDs (37), Syntax in MicroPython (16), Understanding GPIO Pins (28).

    • Concept 57: Controlling Servo Motors

    • Dependencies: Implementing PWM in MicroPython (52), Understanding GPIO Pins (28), Servo Motors Overview (56).

    • Concept 95: Storing Data on Raspberry Pi Pico

    • Dependencies: Data Logging with MicroPython (94), The Raspberry Pi Pico (27).

    • Concept 128: Internet of Things Concepts

    • Dependencies: Wireless Communication Basics (124), The Raspberry Pi Pico (27).

    • Concept 193: Using MicroPython for Artificial Intelligence

    • Dependencies: Machine Learning Concepts (192), Syntax in MicroPython (16).

Final Remarks

  • The dependencies are designed to ensure that each concept builds upon the necessary foundational knowledge.
  • This structure will aid in determining an effective teaching order for the course, ensuring that students have the requisite background before approaching more advanced topics.
  • By maintaining clear dependencies, the course can be structured to enhance learning progression and retention.