add assignments and exercises

Author: dimitri-yatsenko

.devcontainer/Dockerfile

@@ -28,7 +28,7 @@ RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86
 
 # Install additional tools or packages as needed in the base environment
 RUN conda init bash && \
-    conda install -n base -c conda-forge python=3.11 python-graphviz jupyterlab numpy pandas 'nodejs>20,<21' pip -y && \
+    conda install -n base -c conda-forge python=3.11 python-graphviz jupyterlab 'nodejs>20,<21' pip -y && \
     pip install mystmd && \
     pip install jupyterlab_myst && \
     pip install git+https://github.com/datajoint/datajoint-python.git && \

book/30-schema-design/000-schema.md

@@ -1,14 +1,14 @@
 ---
-title: What is a Schema?
+title: What is a Schema
 date: 2024-08-28
 authors:
   - name: Dimitri Yatsenko
 ---
 
-A schema is a formal specification of the structure of a database and the rules governing its data integrity. It serves as a blueprint that defines how data is organized, stored, and accessed within the database, ensuring that the data reflects the underlying business or research projecct rules it supports. In the relational data model, the schema provides a robust framework for defining the rules and constraints that govern data operations, helping to maintain consistency, accuracy, and reliability.
+A schema is a formal specification of the structure of a database and the rules governing its data integrity. It serves as a blueprint that defines how data is organized, stored, and accessed within the database, ensuring that the data reflects the underlying business or research project rules it supports. In the relational data model, the schema provides a robust framework for defining the rules and constraints that govern data operations, helping to maintain consistency, accuracy, and reliability.
 
-The design of a schema is critical not only for ensuring data integrity but also for optimizing how easily and efficiently data can be queried. A well-designed schema facilitates quick and accurate data retrieval, supports complex queries, and allows the database to scale as data volumes grow.
+In addition to ensuring data integrity, good schema design optimizes the ease and efficiency of data queries. A well-designed schema facilitates fast and accurate data retrieval, supports more complex queries, and allows the database to scale as data volumes grow.
 
-Schema design involves defining a set of tables, each with columns (attributes) of specific data types. These tables are linked by primary keys, which uniquely identify each record, and foreign keys, which establish relationships between different tables. Additional constraints, such as uniqueness constraints and indexes, further refine the schema by enforcing rules that prevent data duplication and by improving query performance. Default values can also be specified for certain attributes, ensuring that missing or optional data is handled consistently.
+Relational schema design involves defining a set of tables, each with columns (attributes) of specific data types. These tables are linked by primary keys, which uniquely identify each record, and foreign keys, which establish relationships between entities in different tables. Additional constraints, such as uniqueness constraints and indexes, further refine the schema by enforcing rules that prevent data duplication and by improving query performance. Default values can also be specified for certain attributes, ensuring that missing or optional data is handled consistently.
 
-By carefully designing the schema, database architects ensure that the database not only meets the current needs of the organization but also remains flexible and scalable as those needs evolve. The schema acts as a living document that guides the database’s structure, supports efficient data operations, and upholds the integrity of the data it manages.
+Through schema design, database architects ensure that the database not only meets the current needs of the organization but also remains flexible and scalable as those needs evolve. The schema acts as a living document that guides the database’s structure, supports efficient data operations, and upholds the integrity of the data it manages.