├── Chapter10
    ├── ESLint_Config.js
    └── XML_Maven_PMD_Config.xml
├── Chapter2
    ├── Prompt1
    │   ├── Prompt1_comments.txt
    │   └── hello_world_button.html
    ├── Prompt2
    │   └── temperature_conversion.py
    ├── Prompt3
    │   └── plot_data.py
    ├── Prompt4
    │   └── load_image.py
    ├── Prompt5
    │   ├── Flask
    │   │   ├── app.py
    │   │   └── templates
    │   │   │   └── index.html
    │   └── html
    │   │   └── Prompt5_Claude3Sonnet.html
    └── requirements.txt
├── Chapter3
    ├── refactored_DCT.py
    └── requirements.txt
├── Chapter4
    ├── LZMAcompress_bad.py
    ├── LZMAcompress_good.py
    └── crypto_price_and_indictators.py
├── Chapter5
    └── recommend_jobs.py
├── LICENSE
└── README.md


/Chapter10/ESLint_Config.js:
--------------------------------------------------------------------------------
 1 | /*Here is an example of an ESLint configuration: 
 2 | env: Specifies the environment in which the code will be run. In this case, it's configured for both browser and ES6 environments. 
 3 | 
 4 | extends: This setting extends the recommended ESLint ruleset, providing a good starting point for enforcing common coding standards. 
 5 | 
 6 |  rules: This section allows you to customize specific rules. Here, you've enforced the use of semicolons and single quotes. */
 7 | 
 8 | module.exports = { 
 9 | 
10 |     "env": { 
11 | 
12 |         "browser": true, 
13 | 
14 |         "es6": true 
15 | 
16 |     }, 
17 | 
18 |     "extends": "eslint:recommended", 
19 | 
20 |     "rules": { 
21 | 
22 |         "semi": ["error", "always"], 
23 | 
24 |         "quotes": ["error", "single"] 
25 | 
26 |     } 
27 | 
28 | }; 
29 | 
30 | 
31 | /*Use code with caution, as the LLMs say.*/
32 | 


--------------------------------------------------------------------------------
/Chapter10/XML_Maven_PMD_Config.xml:
--------------------------------------------------------------------------------
 1 | /*Example (Maven): 
 2 | 
 3 | This is XML code.
 4 | This XML code snippet is a configuration for the Maven PMD plugin. Maven is a popular build automation tool for Java projects, and plugins extend its functionality.
 5 | 
 6 | Here's a breakdown of what each part does:
 7 | 
 8 | <plugin> tag: This tag defines a plugin configuration.
 9 | <groupId>, <artifactId>, and <version> tags: These tags specify the group ID, artifact ID, and version of the PMD plugin, respectively. This information is used by Maven to locate and download the plugin.
10 | <configuration> tag: This tag contains the specific configuration settings for the PMD plugin. In this case, the configuration is empty, which means the plugin will use its default settings.
11 | The PMD plugin is a static code analysis tool that helps identify potential bugs, code smells, and other issues in Java code. By configuring this plugin in your Maven project, you can automatically run code analysis during your build process and improve the quality of your code.
12 | */
13 | 
14 | <plugin> 
15 | 
16 |   <groupId>org.apache.maven.plugins</groupId> 
17 | 
18 |   <artifactId>maven-pmd-plugin</artifactId> 
19 | 
20 |   <version>3.19.0</version> 
21 | 
22 |   <configuration>    
23 | 
24 |     </configuration> 
25 | 
26 | </plugin> 
27 | 
28 |   /*Always use code with caution, as the LLMs say.*/
29 | 


--------------------------------------------------------------------------------
/Chapter2/Prompt1/Prompt1_comments.txt:
--------------------------------------------------------------------------------
1 | #Prompt 1: Please give me an example of python code to make a button for a webpage where if you click the button it says "hello". 
2 | # Written by Vincent Hall of Build Intellect Ltd. and ABT NEWS Ltd. 12 Feb 2024.
3 |  
4 | 
5 | #This is html, so should be put into a webpage on a website editor or can be tested and played with in an HTML interpreter, like https://htmledit.squarefree.com/ , https://onecompiler.com/html #or https://www.w3schools.com/tryit/ . 
6 | 
7 | #Code 1: 
8 | 


--------------------------------------------------------------------------------
/Chapter2/Prompt1/hello_world_button.html:
--------------------------------------------------------------------------------
 1 | <!DOCTYPE html> 
 2 | 
 3 | <html> 
 4 | 
 5 | <head> 
 6 | 
 7 | <title>Button Click</title> 
 8 | 
 9 | <script> 
10 | 
11 | function sayHello() { 
12 | 
13 |   alert("Hello!"); 
14 | 
15 | } 
16 | 
17 | </script> 
18 | 
19 | </head> 
20 | 
21 | <body> 
22 | 
23 | <button onclick="sayHello()">Click me</button> 
24 | 
25 | </body> 
26 | 
27 | </html> 
28 | 
29 |  
30 | 


--------------------------------------------------------------------------------
/Chapter2/Prompt2/temperature_conversion.py:
--------------------------------------------------------------------------------
 1 | """Prompt 2: Please give me an example of python code to make a  simple script where if you put in Fahrenheit it gives Celsius but if you put in Celsius temperature it gives you Fahrenheit. 
 2 | 
 3 | This will need a Python interpreter or IDE. 
 4 | 
 5 | Copy it in and run it, see how well it works. 
 6 | 
 7 | Code 2: 
 8 | Written by Vincent Hall of Build Intellect Ltd. and ABT NEWS Ltd. 12 Feb 2024.""" 
 9 | 
10 | def convert_temperature(temperature, unit): 
11 | 
12 |   if unit.lower() == "f": 
13 | 
14 |     celsius = (temperature - 32) * 5 / 9 
15 | 
16 |     return celsius, "Celsius" 
17 | 
18 |   elif unit.lower() == "c": 
19 | 
20 |     fahrenheit = temperature * 9 / 5 + 32 
21 | 
22 |     return fahrenheit, "Fahrenheit" 
23 | 
24 |   else: 
25 | 
26 |     return None, "Invalid unit" 
27 | 
28 |  
29 | 
30 | # Example usage 
31 | 
32 | temperature = float(input("Enter temperature: ")) 
33 | 
34 | unit = input("Enter unit (F/C): ") 
35 | 
36 |  
37 | 
38 | result, new_unit = convert_temperature(temperature, unit) 
39 | 
40 |  
41 | 
42 | if result is not None: 
43 | 
44 |   print(f"{temperature} {unit} is equal to {result} {new_unit}") 
45 | 
46 | else: 
47 | 
48 |   print("Invalid input") 
49 | 
50 |  
51 | 


--------------------------------------------------------------------------------
/Chapter2/Prompt3/plot_data.py:
--------------------------------------------------------------------------------
 1 | """Prompt 3: A block of code for Jupiter notebook that will if given a column of data display a plot a graph. 
 2 | Written by Vincent Hall of Build Intellect Ltd. and ABT NEWS Ltd. 12 Feb 2024."""
 3 | 
 4 | import pandas as pd 
 5 | 
 6 | import matplotlib.pyplot as plt 
 7 | 
 8 |  
 9 | 
10 | # Sample data (replace with your data) 
11 | 
12 | data = pd.Series([1, 2, 3, 4, 5]) 
13 | 
14 |  
15 | 
16 | # Assuming the data is in a column named "values" 
17 | 
18 | fig, ax = plt.subplots() 
19 | 
20 | ax.plot(data) 
21 | 
22 | ax.set_xlabel("Index") 
23 | 
24 | ax.set_ylabel("Value") 
25 | 
26 | ax.set_title("Line Plot of Data") 
27 | 
28 | plt.show() 
29 | 


--------------------------------------------------------------------------------
/Chapter2/Prompt4/load_image.py:
--------------------------------------------------------------------------------
 1 | # -*- coding: utf-8 -*-
 2 | """
 3 | Created on Mon Feb 12 12:11:03 2024
 4 | 
 5 | @author: Written by Vincent Hall 
 6 | of Build Intellect Ltd. and ABT NEWS Ltd. 12 Feb 2024.
 7 | """
 8 | 
 9 | from tkinter import Tk, Label, Button, filedialog
10 | from PIL import Image, ImageTk
11 | 
12 | # Initialize Tkinter window
13 | root = Tk()
14 | 
15 | # Create a label to display the image
16 | label = Label(root)
17 | label.pack()
18 | 
19 | # Define a function to load an image
20 | def load_image():
21 |     filename = filedialog.askopenfilename(title="Select an image", filetypes=[("Image Files", "*.jpg;*.png")])
22 |     if filename:
23 |         try:
24 |             # Open the image using PIL
25 |             img = Image.open(filename)
26 | 
27 |             # Convert the image to Tkinter format
28 |             tk_img = ImageTk.PhotoImage(img, master=root)
29 | 
30 |             # Update the label with the new image
31 |             label.config(image=tk_img)
32 |             label.image = tk_img  # Keep a reference to the image to prevent garbage collection
33 |         except Exception as e:
34 |             print("Error loading image:", e)
35 | 
36 | # Create a button to trigger the image loading
37 | button = Button(root, text="Load Image", command=load_image)
38 | button.pack()
39 | 
40 | # Run the window's main loop
41 | root.mainloop()
42 | 


--------------------------------------------------------------------------------
/Chapter2/Prompt5/Flask/app.py:
--------------------------------------------------------------------------------
 1 | # -*-- coding: utf-8 -*-
 2 | """
 3 | Created on Wed Mar 20 12:52:02 2024
 4 | @author: Vincent Hall, Build Intellect Ltd.
 5 | 
 6 | run this code from a simple, short file path like C:/Users/username/code/ (That's the Windows example.)
 7 | """
 8 | 
 9 | from flask import Flask, render_template
10 | 
11 | #app = Flask(__name__, template_folder=os.path.abspath('C:/Users/mutan/code/Python Script/Prompt5/templates/'))
12 | app = Flask(__name__)#, template_folder='/templates/')
13 | print(app.template_folder)
14 | @app.route('/')
15 | def index():
16 |     return render_template('index.html')
17 | 
18 | if __name__ == '__main__':
19 |     app.run(debug=True)
20 |     
21 | 


--------------------------------------------------------------------------------
/Chapter2/Prompt5/Flask/templates/index.html:
--------------------------------------------------------------------------------
 1 | <!DOCTYPE html>
 2 | <html>
 3 | <head>
 4 |     <title>Calculator</title>
 5 |     <style>
 6 |         .calculator {
 7 |             width: 200px;
 8 |             margin: 0 auto;
 9 |             text-align: center;
10 |         }
11 |         .display {
12 |             width: 100%;
13 |             height: 40px;
14 |             font-size: 24px;
15 |             text-align: right;
16 |             padding: 5px;
17 |             box-sizing: border-box;
18 |         }
19 |         .buttons {
20 |             display: grid;
21 |             grid-template-columns: repeat(4, 1fr);
22 |             grid-gap: 5px;
23 |         }
24 |         button {
25 |             width: 100%;
26 |             height: 40px;
27 |             font-size: 18px;
28 |         }
29 |     </style>
30 | </head>
31 | <body>
32 |     <div class="calculator">
33 |         <input type="text" class="display" disabled>
34 |         <div class="buttons">
35 |             <button onclick="appendToDisplay('7')">7</button>
36 |             <button onclick="appendToDisplay('8')">8</button>
37 |             <button onclick="appendToDisplay('9')">9</button>
38 |             <button onclick="appendToDisplay('/')">/</button>
39 |             <button onclick="appendToDisplay('4')">4</button>
40 |             <button onclick="appendToDisplay('5')">5</button>
41 |             <button onclick="appendToDisplay('6')">6</button>
42 |             <button onclick="appendToDisplay('*')">*</button>
43 |             <button onclick="appendToDisplay('1')">1</button>
44 |             <button onclick="appendToDisplay('2')">2</button>
45 |             <button onclick="appendToDisplay('3')">3</button>
46 |             <button onclick="appendToDisplay('-')">-</button>
47 |             <button onclick="appendToDisplay('0')">0</button>
48 |             <button onclick="appendToDisplay('.')">.</button>
49 |             <button onclick="calculate()">=</button>
50 |             <button onclick="clearDisplay()">C</button>
51 |         </div>
52 |     </div>
53 |     <script>
54 |         let display = document.querySelector('.display');
55 |         let displayValue = '';
56 |         function appendToDisplay(value) {
57 |             displayValue += value;
58 |             display.value = displayValue;
59 |         }
60 |         function calculate() {
61 |             try {
62 |                 displayValue = eval(displayValue);
63 |                 display.value = displayValue;
64 |             } catch (error) {
65 |                 display.value = 'Error';
66 |             }
67 |         }
68 |         function clearDisplay() {
69 |             displayValue = '';
70 |             display.value = '';
71 |         }
72 |     </script>
73 | </body>
74 | </html>
75 | 


--------------------------------------------------------------------------------
/Chapter2/Prompt5/html/Prompt5_Claude3Sonnet.html:
--------------------------------------------------------------------------------
  1 | # -*- coding: utf-8 -*-
  2 | """
  3 | Created on Wed Mar  6 17:12:16 2024
  4 | 
  5 | @author: Vincent Hall and Claude 3 Sonet by Anthropic.
  6 | 
  7 | """
  8 | 
  9 | 
 10 | <!DOCTYPE html>
 11 | <html lang="en">
 12 | <head>
 13 |     <meta charset="UTF-8">
 14 |     <meta name="viewport" content="width=device-width, initial-scale=1.0">
 15 |     <title>Calculator</title>
 16 |     <style>
 17 |         .calculator {
 18 |             width: 200px;
 19 |             margin: 0 auto;
 20 |             text-align: center;
 21 |             background-color: #f2f2f2;
 22 |             padding: 10px;
 23 |             border-radius: 5px;
 24 |         }
 25 | 
 26 |         .display {
 27 |             width: 100%;
 28 |             height: 40px;
 29 |             font-size: 24px;
 30 |             text-align: right;
 31 |             padding: 5px;
 32 |             box-sizing: border-box;
 33 |         }
 34 | 
 35 |         .buttons {
 36 |             display: grid;
 37 |             grid-template-columns: repeat(4, 1fr);
 38 |             grid-gap: 5px;
 39 |             margin-top: 10px;
 40 |         }
 41 | 
 42 |         button {
 43 |             width: 100%;
 44 |             height: 40px;
 45 |             font-size: 18px;
 46 |         }
 47 |     </style>
 48 | </head>
 49 | <body>
 50 |     <div class="calculator">
 51 |         <input type="text" class="display" id="display" disabled>
 52 |         <div class="buttons">
 53 |             <button onclick="clearDisplay()">C</button>
 54 |             <button onclick="backspace()">&#8676;</button>
 55 |             <button onclick="appendValue('/')">/</button>
 56 |             <button onclick="appendValue('*')">*</button>
 57 |             <button onclick="appendValue('7')">7</button>
 58 |             <button onclick="appendValue('8')">8</button>
 59 |             <button onclick="appendValue('9')">9</button>
 60 |             <button onclick="appendValue('-')">-</button>
 61 |             <button onclick="appendValue('4')">4</button>
 62 |             <button onclick="appendValue('5')">5</button>
 63 |             <button onclick="appendValue('6')">6</button>
 64 |             <button onclick="appendValue('+')">+</button>
 65 |             <button onclick="appendValue('1')">1</button>
 66 |             <button onclick="appendValue('2')">2</button>
 67 |             <button onclick="appendValue('3')">3</button>
 68 |             <button onclick="calculate()">=</button>
 69 |             <button onclick="appendValue('0')">0</button>
 70 |             <button onclick="appendValue('.')">.</button>
 71 |         </div>
 72 |     </div>
 73 | 
 74 |     <script>
 75 |         let displayValue = "";
 76 | 
 77 |         function appendValue(value) {
 78 |             displayValue += value;
 79 |             document.getElementById("display").value = displayValue;
 80 |         }
 81 | 
 82 |         function clearDisplay() {
 83 |             displayValue = "";
 84 |             document.getElementById("display").value = "";
 85 |         }
 86 | 
 87 |         function backspace() {
 88 |             displayValue = displayValue.slice(0, -1);
 89 |             document.getElementById("display").value = displayValue;
 90 |         }
 91 | 
 92 |         function calculate() {
 93 |             try {
 94 |                 displayValue = eval(displayValue);
 95 |                 document.getElementById("display").value = displayValue;
 96 |             } catch (error) {
 97 |                 alert("Invalid expression");
 98 |                 clearDisplay();
 99 |             }
100 |         }
101 |     </script>
102 | </body>
103 | </html>
104 | 


--------------------------------------------------------------------------------
/Chapter2/requirements.txt:
--------------------------------------------------------------------------------
  1 | alabaster @ file:///home/ktietz/src/ci/alabaster_1611921544520/work
  2 | anaconda-client==1.11.2
  3 | anaconda-navigator==2.4.0
  4 | anaconda-project @ file:///C:/Windows/TEMP/abs_91fu4tfkih/croots/recipe/anaconda-project_1660339890874/work
  5 | anyio @ file:///C:/ci/anyio_1644481856696/work/dist
  6 | appdirs==1.4.4
  7 | argon2-cffi @ file:///opt/conda/conda-bld/argon2-cffi_1645000214183/work
  8 | argon2-cffi-bindings @ file:///C:/ci/argon2-cffi-bindings_1644569876605/work
  9 | arrow @ file:///C:/b/abs_cal7u12ktb/croot/arrow_1676588147908/work
 10 | astroid @ file:///C:/b/abs_d4lg3_taxn/croot/astroid_1676904351456/work
 11 | astropy @ file:///C:/ci/astropy_1657719642921/work
 12 | asttokens @ file:///opt/conda/conda-bld/asttokens_1646925590279/work
 13 | atomicwrites==1.4.0
 14 | attrs @ file:///C:/b/abs_09s3y775ra/croot/attrs_1668696195628/work
 15 | Automat @ file:///tmp/build/80754af9/automat_1600298431173/work
 16 | autopep8 @ file:///opt/conda/conda-bld/autopep8_1650463822033/work
 17 | Babel @ file:///C:/b/abs_a2shv_3tqi/croot/babel_1671782804377/work
 18 | backcall @ file:///home/ktietz/src/ci/backcall_1611930011877/work
 19 | backports.functools-lru-cache @ file:///tmp/build/80754af9/backports.functools_lru_cache_1618170165463/work
 20 | backports.tempfile @ file:///home/linux1/recipes/ci/backports.tempfile_1610991236607/work
 21 | backports.weakref==1.0.post1
 22 | bcrypt @ file:///C:/Windows/Temp/abs_36kl66t_aw/croots/recipe/bcrypt_1659554334050/work
 23 | beautifulsoup4 @ file:///C:/ci/beautifulsoup4_1650293028159/work
 24 | binaryornot @ file:///tmp/build/80754af9/binaryornot_1617751525010/work
 25 | bitarray==2.9.2
 26 | black @ file:///C:/ci/black_1660221726201/work
 27 | bleach @ file:///opt/conda/conda-bld/bleach_1641577558959/work
 28 | blis==0.7.9
 29 | bokeh @ file:///C:/Windows/TEMP/abs_4a259bc2-ed05-4a1f-808e-ac712cc0900cddqp8sp7/croots/recipe/bokeh_1658136660686/work
 30 | boltons @ file:///C:/b/abs_707eo7c09t/croot/boltons_1677628723117/work
 31 | Bottleneck @ file:///C:/Windows/Temp/abs_3198ca53-903d-42fd-87b4-03e6d03a8381yfwsuve8/croots/recipe/bottleneck_1657175565403/work
 32 | brotlipy==0.7.0
 33 | catalogue==2.0.8
 34 | certifi @ file:///C:/b/abs_85o_6fm0se/croot/certifi_1671487778835/work/certifi
 35 | cffi @ file:///C:/b/abs_49n3v2hyhr/croot/cffi_1670423218144/work
 36 | chardet @ file:///C:/ci_310/chardet_1642114080098/work
 37 | charset-normalizer @ file:///tmp/build/80754af9/charset-normalizer_1630003229654/work
 38 | click @ file:///C:/ci/click_1646056762388/work
 39 | cloudpickle @ file:///tmp/build/80754af9/cloudpickle_1632508026186/work
 40 | clyent==1.2.2
 41 | colorama @ file:///C:/b/abs_a9ozq0l032/croot/colorama_1672387194846/work
 42 | colorcet @ file:///C:/b/abs_46vyu0rpdl/croot/colorcet_1668084513237/work
 43 | comm @ file:///C:/b/abs_1419earm7u/croot/comm_1671231131638/work
 44 | conda==23.3.1
 45 | conda-build==3.24.0
 46 | conda-content-trust @ file:///C:/Windows/TEMP/abs_4589313d-fc62-4ccc-81c0-b801b4449e833j1ajrwu/croots/recipe/conda-content-trust_1658126379362/work
 47 | conda-pack @ file:///tmp/build/80754af9/conda-pack_1611163042455/work
 48 | conda-package-handling @ file:///C:/b/abs_fcga8w0uem/croot/conda-package-handling_1672865024290/work
 49 | conda-repo-cli==1.0.41
 50 | conda-token @ file:///Users/paulyim/miniconda3/envs/c3i/conda-bld/conda-token_1662660369760/work
 51 | conda-verify==3.4.2
 52 | conda_package_streaming @ file:///C:/b/abs_0e5n5hdal3/croot/conda-package-streaming_1670508162902/work
 53 | confection==0.0.4
 54 | constantly==15.1.0
 55 | contourpy @ file:///C:/b/abs_d5rpy288vc/croots/recipe/contourpy_1663827418189/work
 56 | cookiecutter @ file:///opt/conda/conda-bld/cookiecutter_1649151442564/work
 57 | cryptography @ file:///C:/b/abs_8ecplyc3n2/croot/cryptography_1677533105000/work
 58 | cssselect==1.1.0
 59 | cycler @ file:///tmp/build/80754af9/cycler_1637851556182/work
 60 | cymem==2.0.7
 61 | cytoolz @ file:///C:/b/abs_61m9vzb4qh/croot/cytoolz_1667465938275/work
 62 | daal4py==2023.0.2
 63 | dask @ file:///C:/ci/dask-core_1658497112560/work
 64 | datashader @ file:///C:/b/abs_e80f3d7ac0/croot/datashader_1676023254070/work
 65 | datashape==0.5.4
 66 | debugpy @ file:///C:/ci_310/debugpy_1642079916595/work
 67 | decorator @ file:///opt/conda/conda-bld/decorator_1643638310831/work
 68 | defusedxml @ file:///tmp/build/80754af9/defusedxml_1615228127516/work
 69 | diff-match-patch @ file:///Users/ktietz/demo/mc3/conda-bld/diff-match-patch_1630511840874/work
 70 | dill @ file:///C:/b/abs_42h_07z1yj/croot/dill_1667919550096/work
 71 | distributed @ file:///C:/ci/distributed_1658523963030/work
 72 | docstring-to-markdown @ file:///C:/b/abs_cf10j8nr4q/croot/docstring-to-markdown_1673447652942/work
 73 | docutils @ file:///C:/Windows/TEMP/abs_24e5e278-4d1c-47eb-97b9-f761d871f482dy2vg450/croots/recipe/docutils_1657175444608/work
 74 | entrypoints @ file:///C:/ci/entrypoints_1649926676279/work
 75 | et-xmlfile==1.1.0
 76 | executing @ file:///opt/conda/conda-bld/executing_1646925071911/work
 77 | fastjsonschema @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_ebruxzvd08/croots/recipe/python-fastjsonschema_1661376484940/work
 78 | filelock @ file:///C:/b/abs_c7yrhs9uz2/croot/filelock_1672387617533/work
 79 | flake8 @ file:///C:/b/abs_9f6_n1jlpc/croot/flake8_1674581816810/work
 80 | Flask @ file:///C:/b/abs_ef16l83sif/croot/flask_1671217367534/work
 81 | flit_core @ file:///opt/conda/conda-bld/flit-core_1644941570762/work/source/flit_core
 82 | fonttools==4.25.0
 83 | fsspec @ file:///C:/b/abs_5bjz6v0w_f/croot/fsspec_1670336608940/work
 84 | future @ file:///C:/b/abs_3dcibf18zi/croot/future_1677599891380/work
 85 | gensim @ file:///C:/b/abs_a5vat69tv8/croot/gensim_1674853640591/work
 86 | glob2 @ file:///home/linux1/recipes/ci/glob2_1610991677669/work
 87 | greenlet @ file:///C:/b/abs_47lk_w2ajq/croot/greenlet_1670513248400/work
 88 | h5py @ file:///C:/ci/h5py_1659089830381/work
 89 | HeapDict @ file:///Users/ktietz/demo/mc3/conda-bld/heapdict_1630598515714/work
 90 | holoviews @ file:///C:/b/abs_bbf97_0kcd/croot/holoviews_1676372911083/work
 91 | huggingface-hub @ file:///C:/b/abs_8d8wo2z8c6/croot/huggingface_hub_1667490298905/work
 92 | hvplot @ file:///C:/b/abs_13un17_4x_/croot/hvplot_1670508919193/work
 93 | hyperlink @ file:///tmp/build/80754af9/hyperlink_1610130746837/work
 94 | idna @ file:///C:/b/abs_bdhbebrioa/croot/idna_1666125572046/work
 95 | imagecodecs @ file:///C:/b/abs_f0cr12h73p/croot/imagecodecs_1677576746499/work
 96 | imageio @ file:///C:/b/abs_27kq2gy1us/croot/imageio_1677879918708/work
 97 | imagesize @ file:///C:/Windows/TEMP/abs_3cecd249-3fc4-4bfc-b80b-bb227b0d701en12vqzot/croots/recipe/imagesize_1657179501304/work
 98 | imbalanced-learn @ file:///C:/b/abs_1911ryuksz/croot/imbalanced-learn_1677191585237/work
 99 | importlib-metadata @ file:///C:/ci/importlib-metadata_1648544469310/work
100 | incremental @ file:///tmp/build/80754af9/incremental_1636629750599/work
101 | inflection==0.5.1
102 | iniconfig @ file:///home/linux1/recipes/ci/iniconfig_1610983019677/work
103 | intake @ file:///C:/b/abs_42yyb2lhwx/croot/intake_1676619887779/work
104 | intervaltree @ file:///Users/ktietz/demo/mc3/conda-bld/intervaltree_1630511889664/work
105 | ipykernel @ file:///C:/b/abs_b4f07tbsyd/croot/ipykernel_1672767104060/work
106 | ipython @ file:///C:/b/abs_d3h279dv3h/croot/ipython_1676582236558/work
107 | ipython-genutils @ file:///tmp/build/80754af9/ipython_genutils_1606773439826/work
108 | ipywidgets @ file:///tmp/build/80754af9/ipywidgets_1634143127070/work
109 | isort @ file:///tmp/build/80754af9/isort_1628603791788/work
110 | itemadapter @ file:///tmp/build/80754af9/itemadapter_1626442940632/work
111 | itemloaders @ file:///opt/conda/conda-bld/itemloaders_1646805235997/work
112 | itsdangerous @ file:///tmp/build/80754af9/itsdangerous_1621432558163/work
113 | jedi @ file:///C:/ci/jedi_1644315428305/work
114 | jellyfish @ file:///C:/ci/jellyfish_1647962737334/work
115 | Jinja2 @ file:///C:/b/abs_7cdis66kl9/croot/jinja2_1666908141852/work
116 | jinja2-time @ file:///opt/conda/conda-bld/jinja2-time_1649251842261/work
117 | jmespath @ file:///Users/ktietz/demo/mc3/conda-bld/jmespath_1630583964805/work
118 | joblib @ file:///C:/b/abs_e60_bwl1v6/croot/joblib_1666298845728/work
119 | json5 @ file:///tmp/build/80754af9/json5_1624432770122/work
120 | jsonpatch @ file:///tmp/build/80754af9/jsonpatch_1615747632069/work
121 | jsonpointer==2.1
122 | jsonschema @ file:///C:/b/abs_6ccs97j_l8/croot/jsonschema_1676558690963/work
123 | jupyter @ file:///C:/Windows/TEMP/abs_56xfdi__li/croots/recipe/jupyter_1659349053177/work
124 | jupyter-console @ file:///C:/b/abs_68ttzd5p9c/croot/jupyter_console_1677674667636/work
125 | jupyter-server @ file:///C:/b/abs_1cfi3__jl8/croot/jupyter_server_1671707636383/work
126 | jupyter_client @ file:///C:/ci/jupyter_client_1661834530766/work
127 | jupyter_core @ file:///C:/b/abs_bd7elvu3w2/croot/jupyter_core_1676538600510/work
128 | jupyterlab @ file:///C:/b/abs_513jt6yy74/croot/jupyterlab_1675354138043/work
129 | jupyterlab-pygments @ file:///tmp/build/80754af9/jupyterlab_pygments_1601490720602/work
130 | jupyterlab-widgets @ file:///tmp/build/80754af9/jupyterlab_widgets_1609884341231/work
131 | jupyterlab_server @ file:///C:/b/abs_d1z_g1swc8/croot/jupyterlab_server_1677153204814/work
132 | keyring @ file:///C:/ci_310/keyring_1642165564669/work
133 | kiwisolver @ file:///C:/b/abs_88mdhvtahm/croot/kiwisolver_1672387921783/work
134 | langcodes==3.3.0
135 | lazy-object-proxy @ file:///C:/ci_310/lazy-object-proxy_1642083437654/work
136 | libarchive-c @ file:///tmp/build/80754af9/python-libarchive-c_1617780486945/work
137 | llvmlite==0.39.1
138 | locket @ file:///C:/ci/locket_1652904090946/work
139 | lxml @ file:///C:/ci/lxml_1657527492694/work
140 | lz4 @ file:///C:/ci_310/lz4_1643300078932/work
141 | Markdown @ file:///C:/b/abs_98lv_ucina/croot/markdown_1671541919225/work
142 | MarkupSafe @ file:///C:/ci/markupsafe_1654508036328/work
143 | matplotlib @ file:///C:/b/abs_b2d7uv90hg/croot/matplotlib-suite_1677674332463/work
144 | matplotlib-inline @ file:///C:/ci/matplotlib-inline_1661934094726/work
145 | mccabe @ file:///opt/conda/conda-bld/mccabe_1644221741721/work
146 | menuinst @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_455sf5o0ct/croots/recipe/menuinst_1661805970842/work
147 | mistune @ file:///C:/ci_310/mistune_1642084168466/work
148 | mkl-fft==1.3.1
149 | mkl-random @ file:///C:/ci_310/mkl_random_1643050563308/work
150 | mkl-service==2.4.0
151 | mock @ file:///tmp/build/80754af9/mock_1607622725907/work
152 | mpmath==1.2.1
153 | msgpack @ file:///C:/ci/msgpack-python_1652348582618/work
154 | multipledispatch @ file:///C:/ci_310/multipledispatch_1642084438481/work
155 | munkres==1.1.4
156 | murmurhash==1.0.9
157 | mypy-extensions==0.4.3
158 | navigator-updater==0.3.0
159 | nbclassic @ file:///C:/b/abs_d0_ze5q0j2/croot/nbclassic_1676902914817/work
160 | nbclient @ file:///C:/ci/nbclient_1650308592199/work
161 | nbconvert @ file:///C:/b/abs_4av3q4okro/croot/nbconvert_1668450658054/work
162 | nbformat @ file:///C:/b/abs_85_3g7dkt4/croot/nbformat_1670352343720/work
163 | nest-asyncio @ file:///C:/b/abs_3a_4jsjlqu/croot/nest-asyncio_1672387322800/work
164 | networkx @ file:///C:/ci/networkx_1657716953747/work
165 | nltk @ file:///opt/conda/conda-bld/nltk_1645628263994/work
166 | notebook @ file:///C:/b/abs_ca13hqvuzw/croot/notebook_1668179888546/work
167 | notebook_shim @ file:///C:/b/abs_ebfczttg6x/croot/notebook-shim_1668160590914/work
168 | numba @ file:///C:/b/abs_e53pp2e4k7/croot/numba_1670258349527/work
169 | numexpr @ file:///C:/b/abs_a7kbak88hk/croot/numexpr_1668713882979/work
170 | numpy @ file:///C:/b/abs_datssh7cer/croot/numpy_and_numpy_base_1672336199388/work
171 | numpydoc @ file:///C:/b/abs_cfdd4zxbga/croot/numpydoc_1668085912100/work
172 | opencv-python==4.9.0.80
173 | openpyxl==3.0.10
174 | packaging @ file:///C:/b/abs_cfsup8ur87/croot/packaging_1671697442297/work
175 | pandas @ file:///C:/b/abs_b9kefbuby2/croot/pandas_1677835593760/work
176 | pandocfilters @ file:///opt/conda/conda-bld/pandocfilters_1643405455980/work
177 | panel @ file:///C:/b/abs_55ujq2fpyh/croot/panel_1676379705003/work
178 | param @ file:///C:/b/abs_d799n8xz_7/croot/param_1671697759755/work
179 | paramiko @ file:///opt/conda/conda-bld/paramiko_1640109032755/work
180 | parsel @ file:///C:/ci/parsel_1646722035970/work
181 | parso @ file:///opt/conda/conda-bld/parso_1641458642106/work
182 | partd @ file:///opt/conda/conda-bld/partd_1647245470509/work
183 | pathlib @ file:///Users/ktietz/demo/mc3/conda-bld/pathlib_1629713961906/work
184 | pathspec @ file:///C:/b/abs_9cu5_2yb3i/croot/pathspec_1674681579249/work
185 | pathy==0.10.2
186 | patsy==0.5.3
187 | pdfreader==0.1.12
188 | pep8==1.7.1
189 | pexpect @ file:///tmp/build/80754af9/pexpect_1605563209008/work
190 | pickleshare @ file:///tmp/build/80754af9/pickleshare_1606932040724/work
191 | Pillow==9.4.0
192 | pkginfo @ file:///C:/b/abs_d18srtr68x/croot/pkginfo_1679431192239/work
193 | platformdirs @ file:///C:/b/abs_73cc5cz_1u/croots/recipe/platformdirs_1662711386458/work
194 | plotly @ file:///C:/ci/plotly_1658160673416/work
195 | pluggy @ file:///C:/ci/pluggy_1648042746254/work
196 | ply==3.11
197 | pooch @ file:///tmp/build/80754af9/pooch_1623324770023/work
198 | poyo @ file:///tmp/build/80754af9/poyo_1617751526755/work
199 | preshed==3.0.8
200 | prometheus-client @ file:///C:/Windows/TEMP/abs_ab9nx8qb08/croots/recipe/prometheus_client_1659455104602/work
201 | prompt-toolkit @ file:///C:/b/abs_6coz5_9f2s/croot/prompt-toolkit_1672387908312/work
202 | Protego @ file:///tmp/build/80754af9/protego_1598657180827/work
203 | psutil @ file:///C:/Windows/Temp/abs_b2c2fd7f-9fd5-4756-95ea-8aed74d0039flsd9qufz/croots/recipe/psutil_1656431277748/work
204 | ptyprocess @ file:///tmp/build/80754af9/ptyprocess_1609355006118/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
205 | pure-eval @ file:///opt/conda/conda-bld/pure_eval_1646925070566/work
206 | py @ file:///opt/conda/conda-bld/py_1644396412707/work
207 | pyasn1 @ file:///Users/ktietz/demo/mc3/conda-bld/pyasn1_1629708007385/work
208 | pyasn1-modules==0.2.8
209 | pycodestyle @ file:///C:/b/abs_d77nxvklcq/croot/pycodestyle_1674267231034/work
210 | pycosat @ file:///C:/b/abs_4b1rrw8pn9/croot/pycosat_1666807711599/work
211 | pycparser @ file:///tmp/build/80754af9/pycparser_1636541352034/work
212 | pycryptodome==3.20.0
213 | pyct @ file:///C:/b/abs_92z17k7ig2/croot/pyct_1675450330889/work
214 | pycurl==7.45.1
215 | pydantic==1.10.9
216 | PyDispatcher==2.0.5
217 | pydocstyle @ file:///C:/b/abs_6dz687_5i3/croot/pydocstyle_1675221688656/work
218 | pyerfa @ file:///C:/ci_310/pyerfa_1642088497201/work
219 | pyflakes @ file:///C:/b/abs_6dve6e13zh/croot/pyflakes_1674165143327/work
220 | Pygments @ file:///opt/conda/conda-bld/pygments_1644249106324/work
221 | PyHamcrest @ file:///tmp/build/80754af9/pyhamcrest_1615748656804/work
222 | PyJWT @ file:///C:/ci/pyjwt_1657529477795/work
223 | pylint @ file:///C:/b/abs_83sq99jc8i/croot/pylint_1676919922167/work
224 | pylint-venv @ file:///C:/b/abs_bf0lepsbij/croot/pylint-venv_1673990138593/work
225 | pyls-spyder==0.4.0
226 | PyNaCl @ file:///C:/Windows/Temp/abs_d5c3ajcm87/croots/recipe/pynacl_1659620667490/work
227 | pyodbc @ file:///C:/Windows/Temp/abs_61e3jz3u05/croots/recipe/pyodbc_1659513801402/work
228 | pyOpenSSL @ file:///C:/b/abs_552w85x1jz/croot/pyopenssl_1677607703691/work
229 | pyparsing @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_7f_7lba6rl/croots/recipe/pyparsing_1661452540662/work
230 | PyPDF2==3.0.1
231 | PyQt5==5.15.7
232 | PyQt5-sip @ file:///C:/Windows/Temp/abs_d7gmd2jg8i/croots/recipe/pyqt-split_1659273064801/work/pyqt_sip
233 | PyQtWebEngine==5.15.4
234 | pyrsistent @ file:///C:/ci_310/pyrsistent_1642117077485/work
235 | PySocks @ file:///C:/ci_310/pysocks_1642089375450/work
236 | pytest==7.1.2
237 | python-dateutil @ file:///tmp/build/80754af9/python-dateutil_1626374649649/work
238 | python-lsp-black @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_dddk9lhpp1/croots/recipe/python-lsp-black_1661852041405/work
239 | python-lsp-jsonrpc==1.0.0
240 | python-lsp-server @ file:///C:/b/abs_e44khh1wya/croot/python-lsp-server_1677296772730/work
241 | python-slugify @ file:///tmp/build/80754af9/python-slugify_1620405669636/work
242 | python-snappy @ file:///C:/b/abs_61b1fmzxcn/croot/python-snappy_1670943932513/work
243 | pytoolconfig @ file:///C:/b/abs_18sf9z_iwl/croot/pytoolconfig_1676315065270/work
244 | pytz @ file:///C:/b/abs_22fofvpn1x/croot/pytz_1671698059864/work
245 | pyviz-comms @ file:///tmp/build/80754af9/pyviz_comms_1623747165329/work
246 | PyWavelets @ file:///C:/b/abs_a8r4b1511a/croot/pywavelets_1670425185881/work
247 | pywin32==305.1
248 | pywin32-ctypes @ file:///C:/ci_310/pywin32-ctypes_1642657835512/work
249 | pywinpty @ file:///C:/b/abs_73vshmevwq/croot/pywinpty_1677609966356/work/target/wheels/pywinpty-2.0.10-cp310-none-win_amd64.whl
250 | PyYAML @ file:///C:/b/abs_d0g7dqt2xw/croot/pyyaml_1670514768165/work
251 | pyzmq @ file:///C:/ci/pyzmq_1657616000714/work
252 | QDarkStyle @ file:///tmp/build/80754af9/qdarkstyle_1617386714626/work
253 | qstylizer @ file:///C:/b/abs_ef86cgllby/croot/qstylizer_1674008538857/work/dist/qstylizer-0.2.2-py2.py3-none-any.whl
254 | QtAwesome @ file:///C:/b/abs_c5evilj98g/croot/qtawesome_1674008690220/work
255 | qtconsole @ file:///C:/b/abs_5bap7f8n0t/croot/qtconsole_1674008444833/work
256 | QtPy @ file:///C:/ci/qtpy_1662015130233/work
257 | queuelib==1.5.0
258 | regex @ file:///C:/ci/regex_1658258299320/work
259 | requests @ file:///C:/ci/requests_1657735340829/work
260 | requests-file @ file:///Users/ktietz/demo/mc3/conda-bld/requests-file_1629455781986/work
261 | requests-toolbelt @ file:///Users/ktietz/demo/mc3/conda-bld/requests-toolbelt_1629456163440/work
262 | rope @ file:///C:/b/abs_55g_tm_6ff/croot/rope_1676675029164/work
263 | Rtree @ file:///C:/b/abs_e116ltblik/croot/rtree_1675157871717/work
264 | ruamel-yaml-conda @ file:///C:/b/abs_6ejaexx82s/croot/ruamel_yaml_1667489767827/work
265 | ruamel.yaml @ file:///C:/b/abs_30ee5qbthd/croot/ruamel.yaml_1666304562000/work
266 | ruamel.yaml.clib @ file:///C:/b/abs_aarblxbilo/croot/ruamel.yaml.clib_1666302270884/work
267 | scikit-image @ file:///C:/b/abs_63r0vmx78u/croot/scikit-image_1669241746873/work
268 | scikit-learn @ file:///C:/b/abs_7ck_bnw91r/croot/scikit-learn_1676911676133/work
269 | scikit-learn-intelex==20230228.214818
270 | scipy==1.10.0
271 | Scrapy @ file:///C:/b/abs_9fn69i_d86/croot/scrapy_1677738199744/work
272 | seaborn @ file:///C:/b/abs_68ltdkoyoo/croot/seaborn_1673479199997/work
273 | Send2Trash @ file:///tmp/build/80754af9/send2trash_1632406701022/work
274 | service-identity @ file:///Users/ktietz/demo/mc3/conda-bld/service_identity_1629460757137/work
275 | sip @ file:///C:/Windows/Temp/abs_b8fxd17m2u/croots/recipe/sip_1659012372737/work
276 | six @ file:///tmp/build/80754af9/six_1644875935023/work
277 | smart-open @ file:///C:/ci/smart_open_1651235038100/work
278 | sniffio @ file:///C:/ci_310/sniffio_1642092172680/work
279 | snowballstemmer @ file:///tmp/build/80754af9/snowballstemmer_1637937080595/work
280 | sortedcontainers @ file:///tmp/build/80754af9/sortedcontainers_1623949099177/work
281 | soupsieve @ file:///C:/b/abs_fasraqxhlv/croot/soupsieve_1666296394662/work
282 | spacy==3.5.3
283 | spacy-legacy==3.0.12
284 | spacy-loggers==1.0.4
285 | Sphinx @ file:///C:/ci/sphinx_1657617157451/work
286 | sphinxcontrib-applehelp @ file:///home/ktietz/src/ci/sphinxcontrib-applehelp_1611920841464/work
287 | sphinxcontrib-devhelp @ file:///home/ktietz/src/ci/sphinxcontrib-devhelp_1611920923094/work
288 | sphinxcontrib-htmlhelp @ file:///tmp/build/80754af9/sphinxcontrib-htmlhelp_1623945626792/work
289 | sphinxcontrib-jsmath @ file:///home/ktietz/src/ci/sphinxcontrib-jsmath_1611920942228/work
290 | sphinxcontrib-qthelp @ file:///home/ktietz/src/ci/sphinxcontrib-qthelp_1611921055322/work
291 | sphinxcontrib-serializinghtml @ file:///tmp/build/80754af9/sphinxcontrib-serializinghtml_1624451540180/work
292 | spyder @ file:///C:/b/abs_93s9xkw3pn/croot/spyder_1677776163871/work
293 | spyder-kernels @ file:///C:/b/abs_feh4xo1mrn/croot/spyder-kernels_1673292245176/work
294 | SQLAlchemy @ file:///C:/Windows/Temp/abs_f8661157-660b-49bb-a790-69ab9f3b8f7c8a8s2psb/croots/recipe/sqlalchemy_1657867864564/work
295 | srsly==2.4.6
296 | stack-data @ file:///opt/conda/conda-bld/stack_data_1646927590127/work
297 | statsmodels @ file:///C:/b/abs_bdqo3zaryj/croot/statsmodels_1676646249859/work
298 | sympy @ file:///C:/b/abs_95fbf1z7n6/croot/sympy_1668202411612/work
299 | tables==3.7.0
300 | tabulate @ file:///C:/ci/tabulate_1657600805799/work
301 | TBB==0.2
302 | tblib @ file:///Users/ktietz/demo/mc3/conda-bld/tblib_1629402031467/work
303 | tenacity @ file:///C:/Windows/TEMP/abs_980d07a6-8e21-4174-9c17-7296219678ads7dhdov_/croots/recipe/tenacity_1657899108023/work
304 | terminado @ file:///C:/b/abs_25nakickad/croot/terminado_1671751845491/work
305 | text-unidecode @ file:///Users/ktietz/demo/mc3/conda-bld/text-unidecode_1629401354553/work
306 | textdistance @ file:///tmp/build/80754af9/textdistance_1612461398012/work
307 | thinc==8.1.10
308 | threadpoolctl @ file:///Users/ktietz/demo/mc3/conda-bld/threadpoolctl_1629802263681/work
309 | three-merge @ file:///tmp/build/80754af9/three-merge_1607553261110/work
310 | tifffile @ file:///tmp/build/80754af9/tifffile_1627275862826/work
311 | tinycss2 @ file:///C:/b/abs_52w5vfuaax/croot/tinycss2_1668168823131/work
312 | tldextract @ file:///opt/conda/conda-bld/tldextract_1646638314385/work
313 | tokenizers @ file:///C:/ci/tokenizers_1651821358528/work
314 | toml @ file:///tmp/build/80754af9/toml_1616166611790/work
315 | tomli @ file:///C:/Windows/TEMP/abs_ac109f85-a7b3-4b4d-bcfd-52622eceddf0hy332ojo/croots/recipe/tomli_1657175513137/work
316 | tomlkit @ file:///C:/Windows/TEMP/abs_3296qo9v6b/croots/recipe/tomlkit_1658946894808/work
317 | toolz @ file:///C:/b/abs_cfvk6rc40d/croot/toolz_1667464080130/work
318 | torch==1.12.1
319 | tornado @ file:///C:/ci_310/tornado_1642093111997/work
320 | tqdm @ file:///C:/b/abs_0axbz66qik/croots/recipe/tqdm_1664392691071/work
321 | traitlets @ file:///C:/b/abs_e5m_xjjl94/croot/traitlets_1671143896266/work
322 | transformers @ file:///C:/b/abs_8byf5_j714/croot/transformers_1667919454001/work
323 | Twisted @ file:///C:/Windows/Temp/abs_ccblv2rzfa/croots/recipe/twisted_1659592764512/work
324 | twisted-iocpsupport @ file:///C:/ci/twisted-iocpsupport_1646817083730/work
325 | typer==0.7.0
326 | typing_extensions @ file:///C:/b/abs_89eui86zuq/croot/typing_extensions_1669923792806/work
327 | ujson @ file:///C:/ci/ujson_1657525893897/work
328 | Unidecode @ file:///tmp/build/80754af9/unidecode_1614712377438/work
329 | urllib3 @ file:///C:/b/abs_9bcwxczrvm/croot/urllib3_1673575521331/work
330 | w3lib @ file:///Users/ktietz/demo/mc3/conda-bld/w3lib_1629359764703/work
331 | wasabi==1.1.2
332 | watchdog @ file:///C:/ci_310/watchdog_1642113443984/work
333 | wcwidth==0.2.13
334 | webencodings==0.5.1
335 | websocket-client @ file:///C:/ci_310/websocket-client_1642093970919/work
336 | Werkzeug @ file:///C:/b/abs_17q5kgb8bo/croot/werkzeug_1671216014857/work
337 | whatthepatch @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_e7bihs8grh/croots/recipe/whatthepatch_1661796085215/work
338 | widgetsnbextension @ file:///C:/ci/widgetsnbextension_1645009839917/work
339 | win-inet-pton @ file:///C:/ci_310/win_inet_pton_1642658466512/work
340 | wincertstore==0.2
341 | wrapt @ file:///C:/Windows/Temp/abs_7c3dd407-1390-477a-b542-fd15df6a24085_diwiza/croots/recipe/wrapt_1657814452175/work
342 | xarray @ file:///C:/b/abs_2fi_umrauo/croot/xarray_1668776806973/work
343 | xlwings @ file:///C:/b/abs_1ejhh6s00l/croot/xlwings_1677024180629/work
344 | yapf @ file:///tmp/build/80754af9/yapf_1615749224965/work
345 | zict==2.1.0
346 | zipp @ file:///C:/b/abs_b9jfdr908q/croot/zipp_1672387552360/work
347 | zope.interface @ file:///C:/ci_310/zope.interface_1642113633904/work
348 | zstandard==0.19.0
349 | 


--------------------------------------------------------------------------------
/Chapter3/refactored_DCT.py:
--------------------------------------------------------------------------------
 1 | # -*- coding: utf-8 -*-
 2 | """
 3 | Created on Wed Mar 20 14:50:12 2024
 4 | 
 5 | @author: Vince Hall  ABT NEWS LTD. and Claude 3 Sonnet.
 6 | """
 7 | import numpy as np
 8 | from scipy.fft import dct, idct
 9 | 
10 | def compute_dct(data):
11 |     """
12 |     Compute the Discrete Cosine Transform (DCT) of the input data.
13 |     """
14 |     return dct(data, norm='ortho')
15 | 
16 | def truncate_coefficients(coefficients, num_coefficients):
17 |     """
18 |     Truncate the DCT coefficients to keep only the specified number of coefficients.
19 |     """
20 |     return coefficients[:num_coefficients]
21 | 
22 | def compress_timeseries(data, num_coefficients):
23 |     """
24 |     Compress the time series data using DCT and return the truncated coefficients.
25 |     """
26 |     half_len = len(data) // 2
27 |     dct1 = compute_dct(data[:half_len])
28 |     dct2 = compute_dct(data[half_len:])
29 |     # coefficients = np.concatenate((truncate_coefficients(dct1, num_coefficients),
30 |     #                                truncate_coefficients(dct2, num_coefficients)))
31 | 
32 | 
33 |     # change from Gemini 1 Pro    
34 |     coefficients = [truncate_coefficients(dct1, num_coefficients),
35 |                 truncate_coefficients(dct2, num_coefficients)]
36 | 
37 | 
38 |     return coefficients
39 | 
40 | # Example usage
41 | data = [0.15, 9.347, -5.136, 8.764, 4.17, 12.056, 2.45, 9.03, 16.125]
42 | compressed_data = compress_timeseries(data, 3)
43 | print(compressed_data)
44 | 


--------------------------------------------------------------------------------
/Chapter3/requirements.txt:
--------------------------------------------------------------------------------
  1 | alabaster @ file:///home/ktietz/src/ci/alabaster_1611921544520/work
  2 | anaconda-client==1.11.2
  3 | anaconda-navigator==2.4.0
  4 | anaconda-project @ file:///C:/Windows/TEMP/abs_91fu4tfkih/croots/recipe/anaconda-project_1660339890874/work
  5 | anyio @ file:///C:/ci/anyio_1644481856696/work/dist
  6 | appdirs==1.4.4
  7 | argon2-cffi @ file:///opt/conda/conda-bld/argon2-cffi_1645000214183/work
  8 | argon2-cffi-bindings @ file:///C:/ci/argon2-cffi-bindings_1644569876605/work
  9 | arrow @ file:///C:/b/abs_cal7u12ktb/croot/arrow_1676588147908/work
 10 | astroid @ file:///C:/b/abs_d4lg3_taxn/croot/astroid_1676904351456/work
 11 | astropy @ file:///C:/ci/astropy_1657719642921/work
 12 | asttokens @ file:///opt/conda/conda-bld/asttokens_1646925590279/work
 13 | atomicwrites==1.4.0
 14 | attrs @ file:///C:/b/abs_09s3y775ra/croot/attrs_1668696195628/work
 15 | Automat @ file:///tmp/build/80754af9/automat_1600298431173/work
 16 | autopep8 @ file:///opt/conda/conda-bld/autopep8_1650463822033/work
 17 | Babel @ file:///C:/b/abs_a2shv_3tqi/croot/babel_1671782804377/work
 18 | backcall @ file:///home/ktietz/src/ci/backcall_1611930011877/work
 19 | backports.functools-lru-cache @ file:///tmp/build/80754af9/backports.functools_lru_cache_1618170165463/work
 20 | backports.tempfile @ file:///home/linux1/recipes/ci/backports.tempfile_1610991236607/work
 21 | backports.weakref==1.0.post1
 22 | bcrypt @ file:///C:/Windows/Temp/abs_36kl66t_aw/croots/recipe/bcrypt_1659554334050/work
 23 | beautifulsoup4 @ file:///C:/ci/beautifulsoup4_1650293028159/work
 24 | binaryornot @ file:///tmp/build/80754af9/binaryornot_1617751525010/work
 25 | bitarray==2.9.2
 26 | black @ file:///C:/ci/black_1660221726201/work
 27 | bleach @ file:///opt/conda/conda-bld/bleach_1641577558959/work
 28 | blis==0.7.9
 29 | bokeh @ file:///C:/Windows/TEMP/abs_4a259bc2-ed05-4a1f-808e-ac712cc0900cddqp8sp7/croots/recipe/bokeh_1658136660686/work
 30 | boltons @ file:///C:/b/abs_707eo7c09t/croot/boltons_1677628723117/work
 31 | Bottleneck @ file:///C:/Windows/Temp/abs_3198ca53-903d-42fd-87b4-03e6d03a8381yfwsuve8/croots/recipe/bottleneck_1657175565403/work
 32 | brotlipy==0.7.0
 33 | catalogue==2.0.8
 34 | certifi @ file:///C:/b/abs_85o_6fm0se/croot/certifi_1671487778835/work/certifi
 35 | cffi @ file:///C:/b/abs_49n3v2hyhr/croot/cffi_1670423218144/work
 36 | chardet @ file:///C:/ci_310/chardet_1642114080098/work
 37 | charset-normalizer @ file:///tmp/build/80754af9/charset-normalizer_1630003229654/work
 38 | click @ file:///C:/ci/click_1646056762388/work
 39 | cloudpickle @ file:///tmp/build/80754af9/cloudpickle_1632508026186/work
 40 | clyent==1.2.2
 41 | colorama @ file:///C:/b/abs_a9ozq0l032/croot/colorama_1672387194846/work
 42 | colorcet @ file:///C:/b/abs_46vyu0rpdl/croot/colorcet_1668084513237/work
 43 | comm @ file:///C:/b/abs_1419earm7u/croot/comm_1671231131638/work
 44 | conda==23.3.1
 45 | conda-build==3.24.0
 46 | conda-content-trust @ file:///C:/Windows/TEMP/abs_4589313d-fc62-4ccc-81c0-b801b4449e833j1ajrwu/croots/recipe/conda-content-trust_1658126379362/work
 47 | conda-pack @ file:///tmp/build/80754af9/conda-pack_1611163042455/work
 48 | conda-package-handling @ file:///C:/b/abs_fcga8w0uem/croot/conda-package-handling_1672865024290/work
 49 | conda-repo-cli==1.0.41
 50 | conda-token @ file:///Users/paulyim/miniconda3/envs/c3i/conda-bld/conda-token_1662660369760/work
 51 | conda-verify==3.4.2
 52 | conda_package_streaming @ file:///C:/b/abs_0e5n5hdal3/croot/conda-package-streaming_1670508162902/work
 53 | confection==0.0.4
 54 | constantly==15.1.0
 55 | contourpy @ file:///C:/b/abs_d5rpy288vc/croots/recipe/contourpy_1663827418189/work
 56 | cookiecutter @ file:///opt/conda/conda-bld/cookiecutter_1649151442564/work
 57 | cryptography @ file:///C:/b/abs_8ecplyc3n2/croot/cryptography_1677533105000/work
 58 | cssselect==1.1.0
 59 | cycler @ file:///tmp/build/80754af9/cycler_1637851556182/work
 60 | cymem==2.0.7
 61 | cytoolz @ file:///C:/b/abs_61m9vzb4qh/croot/cytoolz_1667465938275/work
 62 | daal4py==2023.0.2
 63 | dask @ file:///C:/ci/dask-core_1658497112560/work
 64 | datashader @ file:///C:/b/abs_e80f3d7ac0/croot/datashader_1676023254070/work
 65 | datashape==0.5.4
 66 | debugpy @ file:///C:/ci_310/debugpy_1642079916595/work
 67 | decorator @ file:///opt/conda/conda-bld/decorator_1643638310831/work
 68 | defusedxml @ file:///tmp/build/80754af9/defusedxml_1615228127516/work
 69 | diff-match-patch @ file:///Users/ktietz/demo/mc3/conda-bld/diff-match-patch_1630511840874/work
 70 | dill @ file:///C:/b/abs_42h_07z1yj/croot/dill_1667919550096/work
 71 | distributed @ file:///C:/ci/distributed_1658523963030/work
 72 | docstring-to-markdown @ file:///C:/b/abs_cf10j8nr4q/croot/docstring-to-markdown_1673447652942/work
 73 | docutils @ file:///C:/Windows/TEMP/abs_24e5e278-4d1c-47eb-97b9-f761d871f482dy2vg450/croots/recipe/docutils_1657175444608/work
 74 | entrypoints @ file:///C:/ci/entrypoints_1649926676279/work
 75 | et-xmlfile==1.1.0
 76 | executing @ file:///opt/conda/conda-bld/executing_1646925071911/work
 77 | fastjsonschema @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_ebruxzvd08/croots/recipe/python-fastjsonschema_1661376484940/work
 78 | filelock @ file:///C:/b/abs_c7yrhs9uz2/croot/filelock_1672387617533/work
 79 | flake8 @ file:///C:/b/abs_9f6_n1jlpc/croot/flake8_1674581816810/work
 80 | Flask @ file:///C:/b/abs_ef16l83sif/croot/flask_1671217367534/work
 81 | flit_core @ file:///opt/conda/conda-bld/flit-core_1644941570762/work/source/flit_core
 82 | fonttools==4.25.0
 83 | fsspec @ file:///C:/b/abs_5bjz6v0w_f/croot/fsspec_1670336608940/work
 84 | future @ file:///C:/b/abs_3dcibf18zi/croot/future_1677599891380/work
 85 | gensim @ file:///C:/b/abs_a5vat69tv8/croot/gensim_1674853640591/work
 86 | glob2 @ file:///home/linux1/recipes/ci/glob2_1610991677669/work
 87 | greenlet @ file:///C:/b/abs_47lk_w2ajq/croot/greenlet_1670513248400/work
 88 | h5py @ file:///C:/ci/h5py_1659089830381/work
 89 | HeapDict @ file:///Users/ktietz/demo/mc3/conda-bld/heapdict_1630598515714/work
 90 | holoviews @ file:///C:/b/abs_bbf97_0kcd/croot/holoviews_1676372911083/work
 91 | huggingface-hub @ file:///C:/b/abs_8d8wo2z8c6/croot/huggingface_hub_1667490298905/work
 92 | hvplot @ file:///C:/b/abs_13un17_4x_/croot/hvplot_1670508919193/work
 93 | hyperlink @ file:///tmp/build/80754af9/hyperlink_1610130746837/work
 94 | idna @ file:///C:/b/abs_bdhbebrioa/croot/idna_1666125572046/work
 95 | imagecodecs @ file:///C:/b/abs_f0cr12h73p/croot/imagecodecs_1677576746499/work
 96 | imageio @ file:///C:/b/abs_27kq2gy1us/croot/imageio_1677879918708/work
 97 | imagesize @ file:///C:/Windows/TEMP/abs_3cecd249-3fc4-4bfc-b80b-bb227b0d701en12vqzot/croots/recipe/imagesize_1657179501304/work
 98 | imbalanced-learn @ file:///C:/b/abs_1911ryuksz/croot/imbalanced-learn_1677191585237/work
 99 | importlib-metadata @ file:///C:/ci/importlib-metadata_1648544469310/work
100 | incremental @ file:///tmp/build/80754af9/incremental_1636629750599/work
101 | inflection==0.5.1
102 | iniconfig @ file:///home/linux1/recipes/ci/iniconfig_1610983019677/work
103 | intake @ file:///C:/b/abs_42yyb2lhwx/croot/intake_1676619887779/work
104 | intervaltree @ file:///Users/ktietz/demo/mc3/conda-bld/intervaltree_1630511889664/work
105 | ipykernel @ file:///C:/b/abs_b4f07tbsyd/croot/ipykernel_1672767104060/work
106 | ipython @ file:///C:/b/abs_d3h279dv3h/croot/ipython_1676582236558/work
107 | ipython-genutils @ file:///tmp/build/80754af9/ipython_genutils_1606773439826/work
108 | ipywidgets @ file:///tmp/build/80754af9/ipywidgets_1634143127070/work
109 | isort @ file:///tmp/build/80754af9/isort_1628603791788/work
110 | itemadapter @ file:///tmp/build/80754af9/itemadapter_1626442940632/work
111 | itemloaders @ file:///opt/conda/conda-bld/itemloaders_1646805235997/work
112 | itsdangerous @ file:///tmp/build/80754af9/itsdangerous_1621432558163/work
113 | jedi @ file:///C:/ci/jedi_1644315428305/work
114 | jellyfish @ file:///C:/ci/jellyfish_1647962737334/work
115 | Jinja2 @ file:///C:/b/abs_7cdis66kl9/croot/jinja2_1666908141852/work
116 | jinja2-time @ file:///opt/conda/conda-bld/jinja2-time_1649251842261/work
117 | jmespath @ file:///Users/ktietz/demo/mc3/conda-bld/jmespath_1630583964805/work
118 | joblib @ file:///C:/b/abs_e60_bwl1v6/croot/joblib_1666298845728/work
119 | json5 @ file:///tmp/build/80754af9/json5_1624432770122/work
120 | jsonpatch @ file:///tmp/build/80754af9/jsonpatch_1615747632069/work
121 | jsonpointer==2.1
122 | jsonschema @ file:///C:/b/abs_6ccs97j_l8/croot/jsonschema_1676558690963/work
123 | jupyter @ file:///C:/Windows/TEMP/abs_56xfdi__li/croots/recipe/jupyter_1659349053177/work
124 | jupyter-console @ file:///C:/b/abs_68ttzd5p9c/croot/jupyter_console_1677674667636/work
125 | jupyter-server @ file:///C:/b/abs_1cfi3__jl8/croot/jupyter_server_1671707636383/work
126 | jupyter_client @ file:///C:/ci/jupyter_client_1661834530766/work
127 | jupyter_core @ file:///C:/b/abs_bd7elvu3w2/croot/jupyter_core_1676538600510/work
128 | jupyterlab @ file:///C:/b/abs_513jt6yy74/croot/jupyterlab_1675354138043/work
129 | jupyterlab-pygments @ file:///tmp/build/80754af9/jupyterlab_pygments_1601490720602/work
130 | jupyterlab-widgets @ file:///tmp/build/80754af9/jupyterlab_widgets_1609884341231/work
131 | jupyterlab_server @ file:///C:/b/abs_d1z_g1swc8/croot/jupyterlab_server_1677153204814/work
132 | keyring @ file:///C:/ci_310/keyring_1642165564669/work
133 | kiwisolver @ file:///C:/b/abs_88mdhvtahm/croot/kiwisolver_1672387921783/work
134 | langcodes==3.3.0
135 | lazy-object-proxy @ file:///C:/ci_310/lazy-object-proxy_1642083437654/work
136 | libarchive-c @ file:///tmp/build/80754af9/python-libarchive-c_1617780486945/work
137 | llvmlite==0.39.1
138 | locket @ file:///C:/ci/locket_1652904090946/work
139 | lxml @ file:///C:/ci/lxml_1657527492694/work
140 | lz4 @ file:///C:/ci_310/lz4_1643300078932/work
141 | Markdown @ file:///C:/b/abs_98lv_ucina/croot/markdown_1671541919225/work
142 | MarkupSafe @ file:///C:/ci/markupsafe_1654508036328/work
143 | matplotlib @ file:///C:/b/abs_b2d7uv90hg/croot/matplotlib-suite_1677674332463/work
144 | matplotlib-inline @ file:///C:/ci/matplotlib-inline_1661934094726/work
145 | mccabe @ file:///opt/conda/conda-bld/mccabe_1644221741721/work
146 | menuinst @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_455sf5o0ct/croots/recipe/menuinst_1661805970842/work
147 | mistune @ file:///C:/ci_310/mistune_1642084168466/work
148 | mkl-fft==1.3.1
149 | mkl-random @ file:///C:/ci_310/mkl_random_1643050563308/work
150 | mkl-service==2.4.0
151 | mock @ file:///tmp/build/80754af9/mock_1607622725907/work
152 | mpmath==1.2.1
153 | msgpack @ file:///C:/ci/msgpack-python_1652348582618/work
154 | multipledispatch @ file:///C:/ci_310/multipledispatch_1642084438481/work
155 | munkres==1.1.4
156 | murmurhash==1.0.9
157 | mypy-extensions==0.4.3
158 | navigator-updater==0.3.0
159 | nbclassic @ file:///C:/b/abs_d0_ze5q0j2/croot/nbclassic_1676902914817/work
160 | nbclient @ file:///C:/ci/nbclient_1650308592199/work
161 | nbconvert @ file:///C:/b/abs_4av3q4okro/croot/nbconvert_1668450658054/work
162 | nbformat @ file:///C:/b/abs_85_3g7dkt4/croot/nbformat_1670352343720/work
163 | nest-asyncio @ file:///C:/b/abs_3a_4jsjlqu/croot/nest-asyncio_1672387322800/work
164 | networkx @ file:///C:/ci/networkx_1657716953747/work
165 | nltk @ file:///opt/conda/conda-bld/nltk_1645628263994/work
166 | notebook @ file:///C:/b/abs_ca13hqvuzw/croot/notebook_1668179888546/work
167 | notebook_shim @ file:///C:/b/abs_ebfczttg6x/croot/notebook-shim_1668160590914/work
168 | numba @ file:///C:/b/abs_e53pp2e4k7/croot/numba_1670258349527/work
169 | numexpr @ file:///C:/b/abs_a7kbak88hk/croot/numexpr_1668713882979/work
170 | numpy @ file:///C:/b/abs_datssh7cer/croot/numpy_and_numpy_base_1672336199388/work
171 | numpydoc @ file:///C:/b/abs_cfdd4zxbga/croot/numpydoc_1668085912100/work
172 | opencv-python==4.9.0.80
173 | openpyxl==3.0.10
174 | packaging @ file:///C:/b/abs_cfsup8ur87/croot/packaging_1671697442297/work
175 | pandas @ file:///C:/b/abs_b9kefbuby2/croot/pandas_1677835593760/work
176 | pandocfilters @ file:///opt/conda/conda-bld/pandocfilters_1643405455980/work
177 | panel @ file:///C:/b/abs_55ujq2fpyh/croot/panel_1676379705003/work
178 | param @ file:///C:/b/abs_d799n8xz_7/croot/param_1671697759755/work
179 | paramiko @ file:///opt/conda/conda-bld/paramiko_1640109032755/work
180 | parsel @ file:///C:/ci/parsel_1646722035970/work
181 | parso @ file:///opt/conda/conda-bld/parso_1641458642106/work
182 | partd @ file:///opt/conda/conda-bld/partd_1647245470509/work
183 | pathlib @ file:///Users/ktietz/demo/mc3/conda-bld/pathlib_1629713961906/work
184 | pathspec @ file:///C:/b/abs_9cu5_2yb3i/croot/pathspec_1674681579249/work
185 | pathy==0.10.2
186 | patsy==0.5.3
187 | pdfreader==0.1.12
188 | pep8==1.7.1
189 | pexpect @ file:///tmp/build/80754af9/pexpect_1605563209008/work
190 | pickleshare @ file:///tmp/build/80754af9/pickleshare_1606932040724/work
191 | Pillow==9.4.0
192 | pkginfo @ file:///C:/b/abs_d18srtr68x/croot/pkginfo_1679431192239/work
193 | platformdirs @ file:///C:/b/abs_73cc5cz_1u/croots/recipe/platformdirs_1662711386458/work
194 | plotly @ file:///C:/ci/plotly_1658160673416/work
195 | pluggy @ file:///C:/ci/pluggy_1648042746254/work
196 | ply==3.11
197 | pooch @ file:///tmp/build/80754af9/pooch_1623324770023/work
198 | poyo @ file:///tmp/build/80754af9/poyo_1617751526755/work
199 | preshed==3.0.8
200 | prometheus-client @ file:///C:/Windows/TEMP/abs_ab9nx8qb08/croots/recipe/prometheus_client_1659455104602/work
201 | prompt-toolkit @ file:///C:/b/abs_6coz5_9f2s/croot/prompt-toolkit_1672387908312/work
202 | Protego @ file:///tmp/build/80754af9/protego_1598657180827/work
203 | psutil @ file:///C:/Windows/Temp/abs_b2c2fd7f-9fd5-4756-95ea-8aed74d0039flsd9qufz/croots/recipe/psutil_1656431277748/work
204 | ptyprocess @ file:///tmp/build/80754af9/ptyprocess_1609355006118/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
205 | pure-eval @ file:///opt/conda/conda-bld/pure_eval_1646925070566/work
206 | py @ file:///opt/conda/conda-bld/py_1644396412707/work
207 | pyasn1 @ file:///Users/ktietz/demo/mc3/conda-bld/pyasn1_1629708007385/work
208 | pyasn1-modules==0.2.8
209 | pycodestyle @ file:///C:/b/abs_d77nxvklcq/croot/pycodestyle_1674267231034/work
210 | pycosat @ file:///C:/b/abs_4b1rrw8pn9/croot/pycosat_1666807711599/work
211 | pycparser @ file:///tmp/build/80754af9/pycparser_1636541352034/work
212 | pycryptodome==3.20.0
213 | pyct @ file:///C:/b/abs_92z17k7ig2/croot/pyct_1675450330889/work
214 | pycurl==7.45.1
215 | pydantic==1.10.9
216 | PyDispatcher==2.0.5
217 | pydocstyle @ file:///C:/b/abs_6dz687_5i3/croot/pydocstyle_1675221688656/work
218 | pyerfa @ file:///C:/ci_310/pyerfa_1642088497201/work
219 | pyflakes @ file:///C:/b/abs_6dve6e13zh/croot/pyflakes_1674165143327/work
220 | Pygments @ file:///opt/conda/conda-bld/pygments_1644249106324/work
221 | PyHamcrest @ file:///tmp/build/80754af9/pyhamcrest_1615748656804/work
222 | PyJWT @ file:///C:/ci/pyjwt_1657529477795/work
223 | pylint @ file:///C:/b/abs_83sq99jc8i/croot/pylint_1676919922167/work
224 | pylint-venv @ file:///C:/b/abs_bf0lepsbij/croot/pylint-venv_1673990138593/work
225 | pyls-spyder==0.4.0
226 | PyNaCl @ file:///C:/Windows/Temp/abs_d5c3ajcm87/croots/recipe/pynacl_1659620667490/work
227 | pyodbc @ file:///C:/Windows/Temp/abs_61e3jz3u05/croots/recipe/pyodbc_1659513801402/work
228 | pyOpenSSL @ file:///C:/b/abs_552w85x1jz/croot/pyopenssl_1677607703691/work
229 | pyparsing @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_7f_7lba6rl/croots/recipe/pyparsing_1661452540662/work
230 | PyPDF2==3.0.1
231 | PyQt5==5.15.7
232 | PyQt5-sip @ file:///C:/Windows/Temp/abs_d7gmd2jg8i/croots/recipe/pyqt-split_1659273064801/work/pyqt_sip
233 | PyQtWebEngine==5.15.4
234 | pyrsistent @ file:///C:/ci_310/pyrsistent_1642117077485/work
235 | PySocks @ file:///C:/ci_310/pysocks_1642089375450/work
236 | pytest==7.1.2
237 | python-dateutil @ file:///tmp/build/80754af9/python-dateutil_1626374649649/work
238 | python-lsp-black @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_dddk9lhpp1/croots/recipe/python-lsp-black_1661852041405/work
239 | python-lsp-jsonrpc==1.0.0
240 | python-lsp-server @ file:///C:/b/abs_e44khh1wya/croot/python-lsp-server_1677296772730/work
241 | python-slugify @ file:///tmp/build/80754af9/python-slugify_1620405669636/work
242 | python-snappy @ file:///C:/b/abs_61b1fmzxcn/croot/python-snappy_1670943932513/work
243 | pytoolconfig @ file:///C:/b/abs_18sf9z_iwl/croot/pytoolconfig_1676315065270/work
244 | pytz @ file:///C:/b/abs_22fofvpn1x/croot/pytz_1671698059864/work
245 | pyviz-comms @ file:///tmp/build/80754af9/pyviz_comms_1623747165329/work
246 | PyWavelets @ file:///C:/b/abs_a8r4b1511a/croot/pywavelets_1670425185881/work
247 | pywin32==305.1
248 | pywin32-ctypes @ file:///C:/ci_310/pywin32-ctypes_1642657835512/work
249 | pywinpty @ file:///C:/b/abs_73vshmevwq/croot/pywinpty_1677609966356/work/target/wheels/pywinpty-2.0.10-cp310-none-win_amd64.whl
250 | PyYAML @ file:///C:/b/abs_d0g7dqt2xw/croot/pyyaml_1670514768165/work
251 | pyzmq @ file:///C:/ci/pyzmq_1657616000714/work
252 | QDarkStyle @ file:///tmp/build/80754af9/qdarkstyle_1617386714626/work
253 | qstylizer @ file:///C:/b/abs_ef86cgllby/croot/qstylizer_1674008538857/work/dist/qstylizer-0.2.2-py2.py3-none-any.whl
254 | QtAwesome @ file:///C:/b/abs_c5evilj98g/croot/qtawesome_1674008690220/work
255 | qtconsole @ file:///C:/b/abs_5bap7f8n0t/croot/qtconsole_1674008444833/work
256 | QtPy @ file:///C:/ci/qtpy_1662015130233/work
257 | queuelib==1.5.0
258 | regex @ file:///C:/ci/regex_1658258299320/work
259 | requests @ file:///C:/ci/requests_1657735340829/work
260 | requests-file @ file:///Users/ktietz/demo/mc3/conda-bld/requests-file_1629455781986/work
261 | requests-toolbelt @ file:///Users/ktietz/demo/mc3/conda-bld/requests-toolbelt_1629456163440/work
262 | rope @ file:///C:/b/abs_55g_tm_6ff/croot/rope_1676675029164/work
263 | Rtree @ file:///C:/b/abs_e116ltblik/croot/rtree_1675157871717/work
264 | ruamel-yaml-conda @ file:///C:/b/abs_6ejaexx82s/croot/ruamel_yaml_1667489767827/work
265 | ruamel.yaml @ file:///C:/b/abs_30ee5qbthd/croot/ruamel.yaml_1666304562000/work
266 | ruamel.yaml.clib @ file:///C:/b/abs_aarblxbilo/croot/ruamel.yaml.clib_1666302270884/work
267 | scikit-image @ file:///C:/b/abs_63r0vmx78u/croot/scikit-image_1669241746873/work
268 | scikit-learn @ file:///C:/b/abs_7ck_bnw91r/croot/scikit-learn_1676911676133/work
269 | scikit-learn-intelex==20230228.214818
270 | scipy==1.10.0
271 | Scrapy @ file:///C:/b/abs_9fn69i_d86/croot/scrapy_1677738199744/work
272 | seaborn @ file:///C:/b/abs_68ltdkoyoo/croot/seaborn_1673479199997/work
273 | Send2Trash @ file:///tmp/build/80754af9/send2trash_1632406701022/work
274 | service-identity @ file:///Users/ktietz/demo/mc3/conda-bld/service_identity_1629460757137/work
275 | sip @ file:///C:/Windows/Temp/abs_b8fxd17m2u/croots/recipe/sip_1659012372737/work
276 | six @ file:///tmp/build/80754af9/six_1644875935023/work
277 | smart-open @ file:///C:/ci/smart_open_1651235038100/work
278 | sniffio @ file:///C:/ci_310/sniffio_1642092172680/work
279 | snowballstemmer @ file:///tmp/build/80754af9/snowballstemmer_1637937080595/work
280 | sortedcontainers @ file:///tmp/build/80754af9/sortedcontainers_1623949099177/work
281 | soupsieve @ file:///C:/b/abs_fasraqxhlv/croot/soupsieve_1666296394662/work
282 | spacy==3.5.3
283 | spacy-legacy==3.0.12
284 | spacy-loggers==1.0.4
285 | Sphinx @ file:///C:/ci/sphinx_1657617157451/work
286 | sphinxcontrib-applehelp @ file:///home/ktietz/src/ci/sphinxcontrib-applehelp_1611920841464/work
287 | sphinxcontrib-devhelp @ file:///home/ktietz/src/ci/sphinxcontrib-devhelp_1611920923094/work
288 | sphinxcontrib-htmlhelp @ file:///tmp/build/80754af9/sphinxcontrib-htmlhelp_1623945626792/work
289 | sphinxcontrib-jsmath @ file:///home/ktietz/src/ci/sphinxcontrib-jsmath_1611920942228/work
290 | sphinxcontrib-qthelp @ file:///home/ktietz/src/ci/sphinxcontrib-qthelp_1611921055322/work
291 | sphinxcontrib-serializinghtml @ file:///tmp/build/80754af9/sphinxcontrib-serializinghtml_1624451540180/work
292 | spyder @ file:///C:/b/abs_93s9xkw3pn/croot/spyder_1677776163871/work
293 | spyder-kernels @ file:///C:/b/abs_feh4xo1mrn/croot/spyder-kernels_1673292245176/work
294 | SQLAlchemy @ file:///C:/Windows/Temp/abs_f8661157-660b-49bb-a790-69ab9f3b8f7c8a8s2psb/croots/recipe/sqlalchemy_1657867864564/work
295 | srsly==2.4.6
296 | stack-data @ file:///opt/conda/conda-bld/stack_data_1646927590127/work
297 | statsmodels @ file:///C:/b/abs_bdqo3zaryj/croot/statsmodels_1676646249859/work
298 | sympy @ file:///C:/b/abs_95fbf1z7n6/croot/sympy_1668202411612/work
299 | tables==3.7.0
300 | tabulate @ file:///C:/ci/tabulate_1657600805799/work
301 | TBB==0.2
302 | tblib @ file:///Users/ktietz/demo/mc3/conda-bld/tblib_1629402031467/work
303 | tenacity @ file:///C:/Windows/TEMP/abs_980d07a6-8e21-4174-9c17-7296219678ads7dhdov_/croots/recipe/tenacity_1657899108023/work
304 | terminado @ file:///C:/b/abs_25nakickad/croot/terminado_1671751845491/work
305 | text-unidecode @ file:///Users/ktietz/demo/mc3/conda-bld/text-unidecode_1629401354553/work
306 | textdistance @ file:///tmp/build/80754af9/textdistance_1612461398012/work
307 | thinc==8.1.10
308 | threadpoolctl @ file:///Users/ktietz/demo/mc3/conda-bld/threadpoolctl_1629802263681/work
309 | three-merge @ file:///tmp/build/80754af9/three-merge_1607553261110/work
310 | tifffile @ file:///tmp/build/80754af9/tifffile_1627275862826/work
311 | tinycss2 @ file:///C:/b/abs_52w5vfuaax/croot/tinycss2_1668168823131/work
312 | tldextract @ file:///opt/conda/conda-bld/tldextract_1646638314385/work
313 | tokenizers @ file:///C:/ci/tokenizers_1651821358528/work
314 | toml @ file:///tmp/build/80754af9/toml_1616166611790/work
315 | tomli @ file:///C:/Windows/TEMP/abs_ac109f85-a7b3-4b4d-bcfd-52622eceddf0hy332ojo/croots/recipe/tomli_1657175513137/work
316 | tomlkit @ file:///C:/Windows/TEMP/abs_3296qo9v6b/croots/recipe/tomlkit_1658946894808/work
317 | toolz @ file:///C:/b/abs_cfvk6rc40d/croot/toolz_1667464080130/work
318 | torch==1.12.1
319 | tornado @ file:///C:/ci_310/tornado_1642093111997/work
320 | tqdm @ file:///C:/b/abs_0axbz66qik/croots/recipe/tqdm_1664392691071/work
321 | traitlets @ file:///C:/b/abs_e5m_xjjl94/croot/traitlets_1671143896266/work
322 | transformers @ file:///C:/b/abs_8byf5_j714/croot/transformers_1667919454001/work
323 | Twisted @ file:///C:/Windows/Temp/abs_ccblv2rzfa/croots/recipe/twisted_1659592764512/work
324 | twisted-iocpsupport @ file:///C:/ci/twisted-iocpsupport_1646817083730/work
325 | typer==0.7.0
326 | typing_extensions @ file:///C:/b/abs_89eui86zuq/croot/typing_extensions_1669923792806/work
327 | ujson @ file:///C:/ci/ujson_1657525893897/work
328 | Unidecode @ file:///tmp/build/80754af9/unidecode_1614712377438/work
329 | urllib3 @ file:///C:/b/abs_9bcwxczrvm/croot/urllib3_1673575521331/work
330 | w3lib @ file:///Users/ktietz/demo/mc3/conda-bld/w3lib_1629359764703/work
331 | wasabi==1.1.2
332 | watchdog @ file:///C:/ci_310/watchdog_1642113443984/work
333 | wcwidth==0.2.13
334 | webencodings==0.5.1
335 | websocket-client @ file:///C:/ci_310/websocket-client_1642093970919/work
336 | Werkzeug @ file:///C:/b/abs_17q5kgb8bo/croot/werkzeug_1671216014857/work
337 | whatthepatch @ file:///C:/Users/BUILDE~1/AppData/Local/Temp/abs_e7bihs8grh/croots/recipe/whatthepatch_1661796085215/work
338 | widgetsnbextension @ file:///C:/ci/widgetsnbextension_1645009839917/work
339 | win-inet-pton @ file:///C:/ci_310/win_inet_pton_1642658466512/work
340 | wincertstore==0.2
341 | wrapt @ file:///C:/Windows/Temp/abs_7c3dd407-1390-477a-b542-fd15df6a24085_diwiza/croots/recipe/wrapt_1657814452175/work
342 | xarray @ file:///C:/b/abs_2fi_umrauo/croot/xarray_1668776806973/work
343 | xlwings @ file:///C:/b/abs_1ejhh6s00l/croot/xlwings_1677024180629/work
344 | yapf @ file:///tmp/build/80754af9/yapf_1615749224965/work
345 | zict==2.1.0
346 | zipp @ file:///C:/b/abs_b9jfdr908q/croot/zipp_1672387552360/work
347 | zope.interface @ file:///C:/ci_310/zope.interface_1642113633904/work
348 | zstandard==0.19.0
349 | 


--------------------------------------------------------------------------------
/Chapter4/LZMAcompress_bad.py:
--------------------------------------------------------------------------------
 1 | """
 2 | Please give me some Python 3.10 code that compresses tabular data with LZMA2 that is very hard to understand because it’s badly-written.
 3 | 
 4 | Here's an intentionally obfuscated and poorly written Python 3.10 code that compresses tabular data using the LZMA2 algorithm. This code is designed to be hard to understand and maintain:
 5 | """
 6 | import lzma
 7 | from typing import Any
 8 | 
 9 | def j(b):
10 |     c=[]
11 |     d=lzma.LZMACompressor(lzma.FORMAT_ALONE)
12 |     for a in b:e=''.join([str(f)+'\t'for f in a]);e=e[:-1].encode();c.extend(list(d.compress(e)))
13 |     c.extend(list(d.flush()))
14 |     return bytes(c)
15 | 
16 | def l(m):
17 |     o=[];p=lzma.LZMADecompressor();q=b''
18 |     for s in [m]:  # Change: Iterate over a list containing the compressed data
19 |         try:
20 |             t=p.decompress(s)
21 |             q+=t
22 |         except lzma.LZMAError:
23 |             u=p.flush()
24 |             o.append(q.decode().split('\t'))
25 |             q=u
26 |     if q:
27 |         o.append(q.decode().split('\t'))
28 |     return o
29 | 
30 | def k(v):
31 |     w=[];x=[]
32 |     for y in v:x.extend([z.split('\t')for z in y])
33 |     for a in zip(*x):w.append(list(a))
34 |     return w
35 | 
36 | if __name__=='__main__':
37 |     A=k([['Name','Age','City'],['Alice','25','New York'],['Bob','30','Los Angeles'],['Charlie','35','Chicago']])
38 |     B=j(A)
39 |     with open('compressed.lzma','wb')as C:C.write(B)
40 |     with open('compressed.lzma','rb')as D:E=D.read()
41 |     F=l(E)
42 |     G=k(F)
43 |     print(G)
44 |     
45 | """
46 | What Claude 3 says about this code: 
47 |     
48 | The intentionally obfuscated and poorly written code that compresses tabular data using the LZMA2 algorithm in Python 3.10 exhibits several characteristics that make it hard to read and understand. Here are some of the main issues with the code:
49 | 1.	Poor Variable Naming: The code uses single-letter variable names like a, b, c, d, e, f, m, n, o, p, q, r, s, t, u, v, w, x, y, and z, which provide no meaningful information about the purpose or content of the variables. This makes it extremely difficult to understand what each variable represents or what it's being used for.
50 | 2.	Lack of Comments: The code is completely devoid of comments or docstrings, which would normally provide explanations for the code's purpose, functionality, and logic. Without any comments, it becomes a guessing game to understand what the code is trying to accomplish.
51 | 3.	Convoluted Logic: The logic for compressing and decompressing the tabular data is spread across multiple functions (j, l, and k) and is unnecessarily complex. The code uses nested list comprehensions, unnecessary type conversions, and obscure operations that make it challenging to follow the flow of execution.
52 | 4.	Violation of Coding Conventions: The code violates several Python coding conventions and best practices, such as using meaningful variable names, proper indentation and formatting, and separation of concerns. This makes it harder for developers familiar with Python conventions to understand the code.
53 | 5.	Lack of Error Handling: The code does not include any error handling mechanisms or exception handling, which can lead to unexpected behavior and crashes in case of errors or edge cases.
54 | 6.	Mixing of Functionality: The code mixes functionality related to compression, decompression, and data manipulation, making it harder to follow and maintain. Ideally, these concerns should be separated into distinct functions or modules.
55 | 7.	Obscure Type Annotations: While the code uses type annotations, the annotations themselves are obscure and unhelpful due to the poor variable naming conventions. For example, the type annotation Any is used for all variables, which defeats the purpose of type annotations.
56 | 8.	Unnecessary Complexity: The code introduces unnecessary complexity by using obscure techniques and terse expressions, sacrificing readability for brevity. This makes it harder for developers to understand and maintain the code, especially if they are unfamiliar with such techniques.
57 | 9.	Lack of Modularity: The code is not designed in a modular way, making it difficult to integrate or reuse in larger applications or libraries.
58 | 10.	Limited Extensibility: Due to the obfuscated nature of the code and the lack of proper documentation or comments, it becomes challenging to extend or modify the code without risking unintended consequences or introducing new bugs.
59 | Overall, the code exhibits numerous examples of poor coding practices and intentional obfuscation, making it extremely difficult to read, understand, and maintain. While this exercise is valuable for understanding the challenges of working with poorly written code, it serves as a reminder of the importance of writing clear, readable, and well-documented code in real-world software development scenarios.
60 | """
61 | 


--------------------------------------------------------------------------------
/Chapter4/LZMAcompress_good.py:
--------------------------------------------------------------------------------
 1 | # -*- coding: utf-8 -*-
 2 | """
 3 | Created on Wed Apr 10 16:08:55 2024
 4 | 
 5 | @author: Vincent Hall, Build Intellect Ltd.
 6 | 
 7 | Asking Claude 3 for some good code like that earlier: data compression with Python
 8 | Prompt for Claude 3: Please give me some Python 3.10 code that compresses tabular data with LZMA2 that is easy to understand because it’s well-written.
 9 | Here's a well-written Python 3.10 code that compresses tabular data using the LZMA2 algorithm. This code follows best practices and is designed to be easy to read and understand:
10 | python"""
11 | 
12 | import lzma
13 | from typing import List
14 | 
15 | def compress_tabular_data(tabular_data: List[List[str]]) -> bytes:
16 |     """
17 |     Compresses tabular data using the LZMA2 algorithm.
18 | 
19 |     Args:
20 |         tabular_data: A list of lists representing tabular data, where each inner list is a row.
21 | 
22 |     Returns:
23 |         A bytes object containing the compressed tabular data.
24 |     """
25 |     compressor = lzma.LZMACompressor(lzma.FORMAT_ALONE)
26 |     compressed_data = []
27 | 
28 |     for row in tabular_data:
29 |         row_bytes = '\t'.join(row).encode() + b'\n'
30 |         compressed_data.append(compressor.compress(row_bytes))
31 | 
32 |     compressed_data.append(compressor.flush())
33 | 
34 |     return b''.join(compressed_data)
35 | 
36 | def decompress_tabular_data(compressed_data: bytes) -> List[List[str]]:
37 |     """
38 |     Decompresses tabular data compressed using the LZMA2 algorithm.
39 | 
40 |     Args:
41 |         compressed_data: A bytes object containing the compressed tabular data.
42 | 
43 |     Returns:
44 |         A list of lists representing the decompressed tabular data, where each inner list is a row.
45 |     """
46 |     decompressor = lzma.LZMADecompressor()
47 |     decompressed_data = decompressor.decompress(compressed_data)
48 |     rows = [row.split('\t') for row in decompressed_data.decode().split('\n') if row]
49 |     return rows
50 | 
51 | if __name__ == '__main__':
52 |     tabular_data = [
53 |         ['Name', 'Age', 'City'],
54 |         ['Alice', '25', 'New York'],
55 |         ['Bob', '30', 'Los Angeles'],
56 |         ['Charlie', '35', 'Chicago']
57 |     ]
58 | 
59 |     # Compress tabular data
60 |     compressed_data = compress_tabular_data(tabular_data)
61 | 
62 |     # Save compressed data to a file
63 |     with open('compressed_data.lzma', 'wb') as file:
64 |         file.write(compressed_data)
65 | 
66 |     # Load compressed data from the file
67 |     with open('compressed_data.lzma', 'rb') as file:
68 |         compressed_data = file.read()
69 | 
70 |     # Decompress tabular data
71 |     decompressed_data = decompress_tabular_data(compressed_data)
72 |     print(decompressed_data)
73 | 
74 | """What Claude 3 says about its own good code
75 | 
76 | This code is easy to read and understand for the following reasons:
77 | 1.	Clear Function Names: The function names compress_tabular_data and decompress_tabular_data clearly describe the purpose of each function.
78 | 2.	Type Hints: The code uses type hints to specify the expected types of function arguments and return values, making it easier to understand the input and output formats.
79 | 3.	Docstrings: Each function has a docstring that provides a brief description of the function's purpose, its arguments, and its return value.
80 | 4.	Meaningful Variable Names: The variable names used in the code are descriptive and self-explanatory, making it easier to understand what each variable represents.
81 | 5.	Separation of Concerns: The code separates the compression and decompression logic into two distinct functions, making it easier to maintain and extend.
82 | 6.	Proper Indentation and Formatting: The code is properly indented and formatted, making it more readable and visually appealing.
83 | 7.	Error Handling: While not explicitly shown in this example, the code can be extended to include error handling mechanisms to handle potential exceptions or errors during compression or decompression.
84 | 8.	Modular Design: The code is designed in a modular way, allowing for easy integration into larger applications or libraries.
85 | 9.	Use of Standard Library: The code uses the standard lzma module from the Python standard library, which is well-documented and widely used.
86 | 10.	Example Usage: The code includes an example usage in the if __name__ == '__main__' block, making it easy to understand how to use the functions.
87 | Overall, this code follows best practices for writing clean, readable, and maintainable Python code. It should be easy to understand for developers familiar with Python and the LZMA2 compression algorithm.
88 | 
89 | """
90 | 


--------------------------------------------------------------------------------
/Chapter4/crypto_price_and_indictators.py:
--------------------------------------------------------------------------------
 1 | # -*- coding: utf-8 -*-
 2 | """
 3 | Created on Fri Apr 12 13:31:27 2024
 4 | 
 5 | @author: Vincent Hall and Gemini from Alphabet.
 6 | I don't know what this code does, Gemini just gave it to me.
 7 | """
 8 | # Gemini code corrected by Claude.
 9 | import requests
10 | from datetime import datetime, timedelta
11 | import pandas as pd
12 | import matplotlib.pyplot as plt
13 | 
14 | def fetch_data(url, params):
15 |     response = requests.get(url, params=params)
16 |     response.raise_for_status()  # Raise an exception for non-200 status codes
17 |     return response.json()
18 | 
19 | def calculate_indicators(data):
20 |     # Convert 'Close' column to float
21 |     data['Close'] = data['Close'].astype(float)
22 |     data["SMA"] = data["Close"].rolling(window=20).mean()
23 |     data["RSI"] = calculate_rsi(data["Close"])
24 |     return data
25 | 
26 | def calculate_rsi(closes, window=14):
27 |     delta = closes.diff()
28 |     delta = delta.dropna()
29 |     gains = delta[delta > 0]
30 |     losses = -delta[delta < 0]
31 |     avg_gain = gains.ewm(alpha=1/window, min_periods=window).mean()
32 |     avg_loss = losses.ewm(alpha=1/window, min_periods=window).mean().abs()
33 |     rsi = 100 - 100 / (1 + avg_gain / avg_loss)
34 |     return rsi
35 | 
36 | def plot_data(data, title):
37 |     data[["Close", "SMA"]].plot(figsize=(12, 6), style=["b-", "g-"])
38 |     data["RSI"].plot(ax=plt.twinx(), style="r-")
39 |     plt.title(title)
40 |     plt.show()
41 | 
42 | if __name__ == "__main__":
43 |     base_url = "https://api.binance.com/api/v3/klines"
44 |     symbol = "BTCUSDT"
45 |     interval = "1d"  # Daily data
46 | 
47 |     today = datetime.utcnow()
48 |     one_year_ago = today - timedelta(days=365)
49 | 
50 |     params = {
51 |         "symbol": symbol,
52 |         "interval": interval,
53 |         "startTime": int(one_year_ago.timestamp() * 1000),  # Convert to Unix timestamp in milliseconds
54 |         "endTime": int(today.timestamp() * 1000),  # Convert to Unix timestamp in milliseconds
55 |     }
56 | 
57 |     data = fetch_data(base_url, params)
58 |     data = pd.DataFrame(data)
59 |     data.columns = ["Open Time", "Open", "High", "Low", "Close", "Volume", "Close Time", "Quote Asset Volume", "Number of Trades", "Taker Buy Base Asset Volume", "Taker Buy Quote Asset Volume", "Ignore"]
60 |     data["Open Time"] = pd.to_datetime(data["Open Time"], unit="ms")
61 |     data.set_index("Open Time", inplace=True)
62 |     data = calculate_indicators(data.copy())
63 |     plot_data(data, f"{symbol} Price & Indicators (Past Year)")
64 | 
65 | 
66 | 


--------------------------------------------------------------------------------
/Chapter5/recommend_jobs.py:
--------------------------------------------------------------------------------
 1 | import pandas as pd
 2 | def recommend_jobs(user_skills, user_interests, user_values):
 3 | """Recommends jobs based on user skills, interests, and values.
 4 | Args:
 5 | user_skills: A list of the user's skills.
 6 | user_interests: A list of the user's interests.
 7 | Detecting bias – tools and strategies 7
 8 | user_values: A list of the user's values.
 9 | Returns:
10 | A list of recommended job titles.
11 | """
12 | # Load a dataset of jobs, their required skills, interests, and
13 | values
14 | job_data = pd.read_csv("job_data.csv")
15 | # Calculate similarity scores between the user's profile and each
16 | job
17 | similarity_scores = job_data.apply(lambda job: calculate_
18 | similarity(user_skills, user_interests, user_values, job), axis=1)
19 | # Sort jobs by similarity score and return the top recommendations
20 | recommended_jobs = job_data.loc[similarity_scores.nlargest(5).
21 | index, "job_title"]
22 | return recommended_jobs
23 | def calculate_similarity(user_skills, user_interests, user_values,
24 | job):
25 | """Calculates the similarity between a user's profile and a job.
26 | Args:
27 | user_skills: A list of the user's skills.
28 | user_interests: A list of the user's interests.
29 | user_values: A list of the user's values.
30 | job: A job row from the job data.
31 | Returns:
32 | The similarity score between the user and the job.
33 | """
34 | # Calculate similarity scores for skills, interests, and values
35 | skill_similarity = calculate_set_similarity(user_skills,
36 | job["required_skills"])
37 | interest_similarity = calculate_set_similarity(user_interests,
38 | job["required_interests"])
39 | value_similarity = calculate_set_similarity(user_values,
40 | job["required_values"])
41 | # Combine similarity scores
42 | overall_similarity = (skill_similarity + interest_similarity +
43 | value_similarity) / 3
44 | return overall_similarity
45 | def calculate_set_similarity(set1, set2):
46 | """Calculates the Jaccard similarity between two sets.
47 | Args:
48 | set1: The first set.
49 | set2: The second set.
50 | Returns:
51 | The Jaccard similarity between the two sets.
52 | """
53 | intersection = len(set1.intersection(set2))
54 | union = len(set1.union(set2))
55 | if union == 0:
56 | return 0
57 | else:
58 | return intersection / union
59 | 
60 | """ Always be careful when using code from AIs."""
61 | 


--------------------------------------------------------------------------------
/LICENSE:
--------------------------------------------------------------------------------
 1 | MIT License
 2 | 
 3 | Copyright (c) 2024 Packt
 4 | 
 5 | Permission is hereby granted, free of charge, to any person obtaining a copy
 6 | of this software and associated documentation files (the "Software"), to deal
 7 | in the Software without restriction, including without limitation the rights
 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 | 
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 | 
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 | 


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/README.md:
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  1 | # Coding with ChatGPT and Other LLMs
  2 | 
  3 | <a href="https://www.packtpub.com/en-us/product/coding-with-chatgpt-and-other-llms-9781805125051"><img src="https://m.media-amazon.com/images/I/71F63SPheuL._SL1500_.jpg" alt="Coding with ChatGPT and Other LLMs" height="256px" align="right"></a>
  4 | 
  5 | 
  6 | 
  7 | 
  8 | 
  9 | 
 10 | 
 11 | 
 12 | 
 13 | 
 14 | 
 15 | 
 16 | This is the code repository for [Coding with ChatGPT and Other LLMs](https://www.packtpub.com/en-us/product/coding-with-chatgpt-and-other-llms-9781805125051), published by Packt.
 17 | 
 18 | **Navigate LLMs for effective coding, debugging, and AI-driven development**
 19 | 
 20 | 
 21 | ## What is this book about?
 22 | 
 23 | The software development landscape has evolved with exciting tools for almost instantly producing code. Coding with ChatGPT and other LLMs covers how to get high-quality code to advance your career super-fast, while avoiding legal trouble and bias.
 24 | 
 25 | This book covers the following exciting features: 
 26 | * Utilize LLMs for advanced coding tasks, such as refactoring and optimization
 27 | * Understand how IDEs and LLM tools help coding productivity
 28 | * Master advanced debugging to resolve complex coding issues
 29 | * Identify and avoid common pitfalls in LLM-generated code
 30 | * Explore advanced strategies for code generation, testing, and description
 31 | * Develop practical skills to advance your coding career with LLMs
 32 | 
 33 | If you feel this book is for you, get your [copy](https://www.amazon.com/dp/1805125052) today!
 34 | 
 35 | 
 36 | ## Instructions and Navigations
 37 | All of the code is organized into folders.
 38 | 
 39 | The code will look like the following:
 40 | ```html
 41 | <!DOCTYPE html> 
 42 | <html> 
 43 | <head> 
 44 | <title>Button Click</title> 
 45 | <script> 
 46 | function sayHello() { 
 47 |  alert("Hello!"); 
 48 | }
 49 | </script> 
 50 | </head> 
 51 | <body> 
 52 | <button onclick="sayHello()">Click me</button> 
 53 | </body> 
 54 | </html>
 55 | ```
 56 | 
 57 | **Following is what you need for this book:**
 58 | This book is for experienced coders and new developers aiming to master LLMs, data scientists and machine learning engineers looking for advanced techniques for coding with LLMs, and AI enthusiasts exploring ethical and legal implications. Tech professionals will find practical insights for innovation and career growth in this book, while AI consultants and tech hobbyists will discover new methods for training and personal projects.
 59 | 
 60 | With the following software and hardware list you can run all code files present in the book (Chapter 1-12).
 61 | 
 62 | ### Software and Hardware List
 63 | 
 64 | | Chapter  | Software required                                                                    | OS required                        |
 65 | | -------- | -------------------------------------------------------------------------------------| -----------------------------------|
 66 | |  	1-12	   | Python                              | Windows, macOS, or Linux |
 67 | |  	1-12	   | Java                              | Windows, macOS, or Linux |
 68 | |  	1-12	   | HTML                              | Windows, macOS, or Linux |
 69 | |  	1-12	   | JavaScript                              | Windows, macOS, or Linux |
 70 | 
 71 | ### Related products <Other books you may enjoy>  
 72 | * Building AI Applications with ChatGPT APIs  [[Packt]](https://www.packtpub.com/en-us/product/building-ai-applications-with-chatgpt-apis-9781805127567) [[Amazon]](https://www.amazon.com/Building-Applications-ChatGPT-APIs-DALL/dp/180512756X/ref=tmm_pap_swatch_0?_encoding=UTF8&sr=1-2)
 73 | 
 74 | * The AI Product Manager's Handbook [[Packt]](https://www.packtpub.com/en-us/product/the-ai-product-managers-handbook-9781804612934) [[Amazon]](https://www.amazon.com/AI-Product-Managers-Handbook-advantage/dp/1804612936/ref=sr_1_1?s=books&sr=1-1)
 75 |   
 76 | ## Get to Know the Author
 77 | **Dr. Vincent Austin Hall** is a computer science lecturer at Birmingham Newman University and CEO of Build Intellect Ltd, an AI consultancy. Build Intellect works closely with ABT News LTD, based in Reading, England. He holds a physics degree from the University of Leeds, an MSc in biology, chemistry, maths, and coding from Warwick, and a PhD in machine learning and chemistry, also from Warwick, where he developed licensed software for pharma applications. With experience in tech firms and academia, he’s worked on ML projects in the automotive and medtech sectors. He supervises dissertations at the University of Exeter, consults on AI strategies, coaches students and professionals, and shares insights through blogs and YouTube content.
 78 | 
 79 | ## **Note** that this README for _Coding with ChatGPT and other LLMs_ is by Dr Vincent Hall
 80 | 
 81 | ## Chapter 1 has no code.
 82 | 
 83 | ## Chapters 2 and 3
 84 | Chapter 2 and 3 share much of the code but it is debugged in Chapter 3.
 85 | The code is stored in Chapter2 folder.
 86 | 
 87 | There should be 5 prompts for these chapters.
 88 | Prompt 5 has 2 versions.
 89 | 
 90 | Chapter 3 has additional code for the refactoring section.
 91 | DCT or Discrete Cosine Transform code is refactored here.
 92 | 
 93 | ## Chapter 4 
 94 | This chapter has data compression software and crypto price code.
 95 | 
 96 | ## Chapter 5
 97 | Chapter 5 has one piece of code to display how LLMs can help you avoid biased code.
 98 | This is a job recommender.
 99 | 
100 | ## Chapter 10
101 | Contains 2 config files: JavaScript and XML.
102 | Code with just 2-3 lines is not in this repository (2024 Oct 29).
103 | 


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