My LAN I use instead of a Gaming level Computer is my Cyberdeck. Not as cool as the Cyberdecks of Shadowrun Dark Sci-Fi dystopian novels, but real and cheap.
I modified my googlesearch.py script that uses a locally installed AI model to create summaries of web searches using Googles API and added another script that goes one step further and takes the now created summary files for processing.
This way I can now create information for RAGing a local AI from website sources.
(cyberdeck-env313) j4v@M920:~/Scripts$ python3 textextractor.py --file analysis_free_lessions_on_chemics_20251024_191813.md --interactive
📄 Loading Markdown analysis file...
✅ Loaded analysis: free lessions on chemics
📊 Domains: 5
📊 Loaded 5 domains:
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#1: khanacademy.org
URL: https://www.khanacademy.org/science/chemistry
Occurrences: 3
Analysis: Here's the analysis:
Relevance: 9/10
The website Khan Academy has a vast collection of free lessons and courses on various subjects, including ch...
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#2: acs.org
URL: https://www.acs.org/middleschoolchemistry.html
Occurrences: 2
Analysis: Here is the analysis:
Relevance: 8/10
The website's title, "Middle School Chemistry", matches the query term "free lessons on chem...
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#3: sciencebuddies.org
URL: https://www.sciencebuddies.org/blog/teach-chemical-reactions
Occurrences: 1
Analysis: 🚫 Content fetch error: 403 Client Error: Forbidden for url: https://www.sciencebuddies.org/blog/teach-chemical-reactions
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#4: thecrashcourse.com
URL: https://thecrashcourse.com/topic/chemistry/
Occurrences: 2
Analysis: Here's the analysis:
Relevance: 8/10
The website matches the query "free lessons on chemistry" quite well, as it provides a comprehensi...
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#5: mysteryscience.com
URL: https://mysteryscience.com/chemistry/chemical-reactions-properties-of-matter
Occurrences: 1
Analysis: Based on the provided website content, here's an analysis of the website based on the criteria:
**Relevance to Query:**
The website appears to be...
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🔍 Interactive Extraction Mode
Available commands:
essay <topic> - Create structured essay from all domains
extract <topic> from #<num> - Extract from specific domain
list - Show loaded domains
exit - Quit interactive mode
Extraction> essay chemical basis of plastics
📝 Creating structured essay about: chemical basis of plastics
🤖 Generating structured content...
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Generated Essay:
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**Chemical Basis of Plastics**
**Introduction**
Plastics are ubiquitous in modern society, used in a wide range of applications from packaging and construction to medical devices and consumer products. However, the chemical basis of plastics is often misunderstood or overlooked. In this essay, we will explore the fundamental chemistry behind plastics, examining the types of polymers that make up plastics, their properties, and how they are created.
**The Chemistry of Plastics**
Plastics are made from a type of polymer called synthetic polymers. These polymers are created through chemical reactions between monomers, which are small molecules that bond together to form larger chains (Khan Academy). The most common types of plastics are polyethylene, polypropylene, polyester, and PVC (acrylic).
Polyethylene is the most widely used plastic in the world, accounting for over 30% of all plastic production. It is a thermoplastic, meaning it can be melted and reformed multiple times without undergoing any significant chemical change (ACS). Polyethylene is created through the polymerization of ethylene monomers, which are derived from petroleum.
Polypropylene is another common type of plastic, used in applications such as packaging and automotive parts. It is also a thermoplastic, and its properties can be modified by adding other chemicals to the monomer mixture (Khan Academy).
**Properties of Plastics**
The properties of plastics are determined by their chemical structure and molecular arrangement. For example, polyethylene has a high degree of crystallinity, which gives it strength and durability. Polypropylene, on the other hand, has a lower degree of crystallinity, making it more flexible and resistant to impact (Mystery Science).
Plastics also have unique properties that make them useful for specific applications. For instance, PVC is highly resistant to chemicals and has good insulation properties, making it ideal for use in pipes and electrical wiring.
**Creation of Plastics**
The creation of plastics involves several steps:
1. **Monomer production**: The first step in creating a plastic is to produce the monomers that will be used to form the polymer chain. This can involve refining petroleum or natural gas to extract the necessary chemicals.
2. **Polymerization**: The monomers are then combined through a chemical reaction, such as condensation or addition polymerization, to form a polymer chain (Khan Academy).
3. **Processing**: The resulting plastic material is then processed into its final form through techniques such as extrusion, injection molding, or blow molding.
**Conclusion**
In conclusion, the chemical basis of plastics is complex and fascinating. Understanding the types of polymers that make up plastics, their properties, and how they are created provides a foundation for appreciating the importance of plastics in modern society. As we move forward with developing more sustainable and environmentally friendly plastics, it is essential to have a deep understanding of the chemical processes involved.
**Key Findings**
* Plastics are made from synthetic polymers that are created through chemical reactions between monomers.
* The most common types of plastics are polyethylene, polypropylene, polyester, and PVC (acrylic).
* The properties of plastics are determined by their chemical structure and molecular arrangement.
* Plastics have unique properties that make them useful for specific applications.
* The creation of plastics involves several steps, including monomer production, polymerization, and processing.
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💾 Extraction saved to: /home/j4v/Documents/Googlesearch/Textextractions/essay_chemical_basis_of_plastics_analysis_free_lessions_on_chem_20251024_193318.md
💾 Essay saved to: /home/j4v/Documents/Googlesearch/Textextractions/essay_chemical_basis_of_plastics_analysis_free_lessions_on_chem_20251024_193318.md
Extraction> essay source materials of polymerization
📝 Creating structured essay about: source materials of polymerization
🤖 Generating structured content...
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Generated Essay:
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**Source Materials of Polymerization**
**Introduction**
Polymerization is a fundamental process in chemistry that involves the combination of small molecules to form larger macromolecules. Understanding the source materials of polymerization is crucial for developing new polymers with specific properties and applications. This essay will synthesize information from various sources to provide an overview of the source materials used in polymerization.
**Main Content**
### Chemical Reactions
Polymerization occurs through chemical reactions between monomers, which are small molecules that can react to form a larger molecule. According to Khan Academy (Khan, n.d.), polymerization is a process where many small molecules (monomers) combine to form a large molecule (polymer). This reaction involves the breaking and forming of chemical bonds.
### Monomers
Monomers are the building blocks of polymers. They can be natural or synthetic and have specific functional groups that allow them to react with each other (ACS, n.d.). Examples of monomers include ethylene glycol, propylene, and styrene. These monomers can undergo various polymerization reactions, such as addition, condensation, and ring-opening polymerization.
### Initiators and Catalysts
Initiators and catalysts are substances that facilitate the polymerization reaction by providing a site for the reaction to occur or by lowering the activation energy required for the reaction (The Crash Course, n.d.). Examples of initiators include peroxides, azo compounds, and alkyl halides. Catalysts, on the other hand, can be metal complexes, acids, or bases that speed up the reaction without being consumed.
### Solvents
Solvents play a crucial role in polymerization by providing a medium for the reaction to occur (Mystery Science, n.d.). They can be polar or non-polar and affect the rate of reaction, the formation of side products, and the properties of the final polymer. Examples of solvents include water, organic solvents like acetone or tetrahydrofuran, and supercritical fluids.
### Temperature and Pressure
Temperature and pressure conditions can significantly influence the outcome of a polymerization reaction (Khan Academy, n.d.). High temperatures and pressures can increase the rate of reaction, while low temperatures and pressures may slow it down. The choice of temperature and pressure depends on the specific monomers and reaction conditions.
**Key Findings**
* Polymerization is a chemical reaction that involves the combination of small molecules (monomers) to form larger macromolecules.
* Monomers are the building blocks of polymers, and they can be natural or synthetic.
* Initiators and catalysts facilitate the polymerization reaction by providing a site for the reaction to occur or by lowering the activation energy required for the reaction.
* Solvents provide a medium for the reaction to occur and affect the rate of reaction, the formation of side products, and the properties of the final polymer.
* Temperature and pressure conditions can significantly influence the outcome of a polymerization reaction.
**Conclusion**
Polymerization is a complex process that involves the combination of small molecules (monomers) to form larger macromolecules. Understanding the source materials used in polymerization, including monomers, initiators and catalysts, solvents, temperature, and pressure conditions, is crucial for developing new polymers with specific properties and applications. By synthesizing information from various sources, this essay has provided an overview of the source materials used in polymerization.
References:
ACS (n.d.). Middle School Chemistry. Retrieved from <https://www.acs.org/middleschoolchemistry.html>
Khan Academy (n.d.). Chemistry. Retrieved from <https://www.khanacademy.org/science/chemistry/>
Mystery Science (n.d.). Chemistry: Chemical Reactions and Properties of Matter. Retrieved from <https://mysteryscience.com/chemistry/chemical-reactions-properties-of-matter>
The Crash Course (n.d.). Chemistry. Retrieved from <https://thecrashcourse.com/topic/chemistry/>
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💾 Extraction saved to: /home/j4v/Documents/Googlesearch/Textextractions/essay_source_materials_of_polymerization_analysis_free_lessions_on_chem_20251024_194859.md
💾 Essay saved to: /home/j4v/Documents/Googlesearch/Textextractions/essay_source_materials_of_polymerization_analysis_free_lessions_on_chem_20251024_194859.md
Extraction>
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