Update README.md

README.md

@@ -10,10 +10,11 @@ base_model: intfloat/multilingual-e5-large-instruct
 widget:
 - source_sentence: How are calibration points linked to equipment?
   sentences:
-  - 'How are flow computers and measurement systems related?
+  - >-
+    How are flow computers and measurement systems related?
 
-    Flow computers can have multiple systems assigned to them. However, a measurement
-    system can only be assigned to one flow computer.
+    Flow computers can have multiple systems assigned to them. However, a
+    measurement system can only be assigned to one flow computer.
 
 
     Database terminology:
@@ -29,264 +30,386 @@ widget:
 
     Storage of the relationship:
 
-    The relationship between a flow computer and its assigned measurement system is
-    stored in a special table.
+    The relationship between a flow computer and its assigned measurement system
+    is stored in a special table.
 
 
     User context:
 
-    When a user refers to a "meter stream," they are indicating that they are searching
-    for a measurement system assigned to a specific flow computer.'
-  - "How does a flow computer generate and store reports?\nA flow computer generates\
-    \ daily or hourly reports to provide users with operational data. These reports\
-    \ are stored in the flow computer's memory in an organized format.\n\nReport structure:\n\
-    - Each report includes:\n- Date and time of the data recording.\n- Data recorded\
-    \ from flow computers.\n\nData storage in tables:\nThe reports are saved in two\
-    \ tables:\n1. Main table (Index):\n    - Stores the date, time, and flow computer\
-    \ identifier.\n2. Detail table:\n    - Stores the measured values associated with\
-    \ the report.\n\nConnection to the Modbus table:\nThe flow computer's reports\
-    \ are linked to a Modbus table. This table contains the names corresponding to\
-    \ each value in the reports, making it easier to interpret the data."
-  - "What is uncertainty?\nUncertainty is a measure of confidence in the precision\
-    \ and reliability of results obtained from equipment or measurement systems. It\
-    \ quantifies the potential error or margin of error in measurements.\n\nTypes\
-    \ of uncertainty:\nThere are two main types of uncertainty:\n1. Uncertainty of\
-    \ magnitudes (variables):\n    - Refers to the uncertainty of specific variables,\
-    \ such as temperature or pressure.\n    - It is calculated after calibrating a\
-    \ device or obtained from the equipment manufacturer's manual.\n    - This uncertainty\
-    \ serves as a starting point for further calculations related to the equipment.\n\
-    \n2. Uncertainty of the measurement system:\n    - Refers to the uncertainty calculated\
-    \ for the overall flow measurement.\n    - It depends on the uncertainties of\
-    \ the individual variables (magnitudes) and represents the combined margin of\
-    \ error for the entire system.\n\nKey points:\n- The uncertainties of magnitudes\
-    \ (variables) are the foundation for calculating the uncertainty of the measurement\
-    \ system. Think of them as the \"building blocks.\"\n- Do not confuse the two\
-    \ types of uncertainty:\n    - **Uncertainty of magnitudes/variables**: Specific\
-    \ to individual variables (e.g., temperature, pressure).\n    - **Uncertainty\
-    \ of the measurement system**: Specific to the overall flow measurement.\n\nDatabase\
-    \ storage for uncertainties:\nIn the database, uncertainty calculations are stored\
-    \ in two separate tables:\n1. Uncertainty of magnitudes (variables):\n    - Stores\
-    \ the uncertainty values for specific variables (e.g., temperature, pressure).\n\
-    \n2. Uncertainty of the measurement system:\n    - Stores the uncertainty values\
-    \ for the overall flow measurement system.\n\nHow to retrieve uncertainty data:\n\
-    - To find the uncertainty of the measurement system, join the measurement systems\
-    \ table with the uncertainty of the measurement system table.\n- To find the uncertainty\
-    \ of a specific variable (magnitude), join the measurement systems table with\
-    \ the uncertainty of magnitudes (variables) table.\n\nImportant note:\nDo not\
-    \ confuse the two types of uncertainty:\n- If the user requests the uncertainty\
-    \ of the measurement system, use the first join (measurement systems table + uncertainty\
-    \ of the measurement system table).\n- If the user requests the uncertainty of\
-    \ a specific variable (magnitude) in a report, use the second join (measurement\
-    \ systems table + uncertainty of magnitudes table)."
+    When a user refers to a "meter stream," they are indicating that they are
+    searching for a measurement system assigned to a specific flow computer.
+  - >-
+    How does a flow computer generate and store reports?
+
+    A flow computer generates daily or hourly reports to provide users with
+    operational data. These reports are stored in the flow computer's memory in
+    an organized format.
+
+
+    Report structure:
+
+    - Each report includes:
+
+    - Date and time of the data recording.
+
+    - Data recorded from flow computers.
+
+
+    Data storage in tables:
+
+    The reports are saved in two tables:
+
+    1. Main table (Index):
+        - Stores the date, time, and flow computer identifier.
+    2. Detail table:
+        - Stores the measured values associated with the report.
+
+    Connection to the Modbus table:
+
+    The flow computer's reports are linked to a Modbus table. This table
+    contains the names corresponding to each value in the reports, making it
+    easier to interpret the data.
+  - >-
+    What is uncertainty?
+
+    Uncertainty is a measure of confidence in the precision and reliability of
+    results obtained from equipment or measurement systems. It quantifies the
+    potential error or margin of error in measurements.
+
+
+    Types of uncertainty:
+
+    There are two main types of uncertainty:
+
+    1. Uncertainty of magnitudes (variables):
+        - Refers to the uncertainty of specific variables, such as temperature or pressure.
+        - It is calculated after calibrating a device or obtained from the equipment manufacturer's manual.
+        - This uncertainty serves as a starting point for further calculations related to the equipment.
+
+    2. Uncertainty of the measurement system:
+        - Refers to the uncertainty calculated for the overall flow measurement.
+        - It depends on the uncertainties of the individual variables (magnitudes) and represents the combined margin of error for the entire system.
+
+    Key points:
+
+    - The uncertainties of magnitudes (variables) are the foundation for
+    calculating the uncertainty of the measurement system. Think of them as the
+    "building blocks."
+
+    - Do not confuse the two types of uncertainty:
+        - **Uncertainty of magnitudes/variables**: Specific to individual variables (e.g., temperature, pressure).
+        - **Uncertainty of the measurement system**: Specific to the overall flow measurement.
+
+    Database storage for uncertainties:
+
+    In the database, uncertainty calculations are stored in two separate tables:
+
+    1. Uncertainty of magnitudes (variables):
+        - Stores the uncertainty values for specific variables (e.g., temperature, pressure).
+
+    2. Uncertainty of the measurement system:
+        - Stores the uncertainty values for the overall flow measurement system.
+
+    How to retrieve uncertainty data:
+
+    - To find the uncertainty of the measurement system, join the measurement
+    systems table with the uncertainty of the measurement system table.
+
+    - To find the uncertainty of a specific variable (magnitude), join the
+    measurement systems table with the uncertainty of magnitudes (variables)
+    table.
+
+
+    Important note:
+
+    Do not confuse the two types of uncertainty:
+
+    - If the user requests the uncertainty of the measurement system, use the
+    first join (measurement systems table + uncertainty of the measurement
+    system table).
+
+    - If the user requests the uncertainty of a specific variable (magnitude) in
+    a report, use the second join (measurement systems table + uncertainty of
+    magnitudes table).
 - source_sentence: What is the primary key of the flow computer table?
   sentences:
-  - 'What is equipment calibration?
+  - >-
+    What is equipment calibration?
 
-    Calibration is a metrological verification process used to ensure the accuracy
-    of measurement equipment. It is performed periodically, based on intervals set
-    by the company or a regulatory body.
+    Calibration is a metrological verification process used to ensure the
+    accuracy of measurement equipment. It is performed periodically, based on
+    intervals set by the company or a regulatory body.
 
 
     Purpose of calibration:
 
-    The calibration process corrects any deviations in how the equipment measures
-    physical magnitudes (variables). This ensures the equipment provides accurate
-    and reliable data.
+    The calibration process corrects any deviations in how the equipment
+    measures physical magnitudes (variables). This ensures the equipment
+    provides accurate and reliable data.
 
 
     Calibration cycles:
 
     There are two main calibration cycles:
 
-    1. As-found: Represents the equipment''s measurement accuracy before any adjustments
-    are made. This cycle is almost always implemented.
+    1. As-found: Represents the equipment's measurement accuracy before any
+    adjustments are made. This cycle is almost always implemented.
 
-    2. As-left: Represents the equipment''s measurement accuracy after adjustments
-    are made. This cycle is used depending on regulatory requirements.
+    2. As-left: Represents the equipment's measurement accuracy after
+    adjustments are made. This cycle is used depending on regulatory
+    requirements.
 
 
     Calibration uncertainty:
 
     - Uncertainty is included in the results of a calibration.
 
-    - Calibration uncertainty refers to the margin of error in the device''s measurements,
-    which also affects the uncertainty of the measured variable or magnitude.'
-  - 'What is equipment calibration?
+    - Calibration uncertainty refers to the margin of error in the device's
+    measurements, which also affects the uncertainty of the measured variable or
+    magnitude.
+  - >-
+    What is equipment calibration?
 
-    Calibration is a metrological verification process used to ensure the accuracy
-    of measurement equipment. It is performed periodically, based on intervals set
-    by the company or a regulatory body.
+    Calibration is a metrological verification process used to ensure the
+    accuracy of measurement equipment. It is performed periodically, based on
+    intervals set by the company or a regulatory body.
 
 
     Purpose of calibration:
 
-    The calibration process corrects any deviations in how the equipment measures
-    physical magnitudes (variables). This ensures the equipment provides accurate
-    and reliable data.
+    The calibration process corrects any deviations in how the equipment
+    measures physical magnitudes (variables). This ensures the equipment
+    provides accurate and reliable data.
 
 
     Calibration cycles:
 
     There are two main calibration cycles:
 
-    1. As-found: Represents the equipment''s measurement accuracy before any adjustments
-    are made. This cycle is almost always implemented.
+    1. As-found: Represents the equipment's measurement accuracy before any
+    adjustments are made. This cycle is almost always implemented.
 
-    2. As-left: Represents the equipment''s measurement accuracy after adjustments
-    are made. This cycle is used depending on regulatory requirements.
+    2. As-left: Represents the equipment's measurement accuracy after
+    adjustments are made. This cycle is used depending on regulatory
+    requirements.
 
 
     Calibration uncertainty:
 
     - Uncertainty is included in the results of a calibration.
 
-    - Calibration uncertainty refers to the margin of error in the device''s measurements,
-    which also affects the uncertainty of the measured variable or magnitude.'
-  - "How does a flow computer generate and store reports?\nA flow computer generates\
-    \ daily or hourly reports to provide users with operational data. These reports\
-    \ are stored in the flow computer's memory in an organized format.\n\nReport structure:\n\
-    - Each report includes:\n- Date and time of the data recording.\n- Data recorded\
-    \ from flow computers.\n\nData storage in tables:\nThe reports are saved in two\
-    \ tables:\n1. Main table (Index):\n    - Stores the date, time, and flow computer\
-    \ identifier.\n2. Detail table:\n    - Stores the measured values associated with\
-    \ the report.\n\nConnection to the Modbus table:\nThe flow computer's reports\
-    \ are linked to a Modbus table. This table contains the names corresponding to\
-    \ each value in the reports, making it easier to interpret the data."
-- source_sentence: Can you provide a sample query to test the retrieval of the uncertainty
+    - Calibration uncertainty refers to the margin of error in the device's
+    measurements, which also affects the uncertainty of the measured variable or
+    magnitude.
+  - >-
+    How does a flow computer generate and store reports?
+
+    A flow computer generates daily or hourly reports to provide users with
+    operational data. These reports are stored in the flow computer's memory in
+    an organized format.
+
+
+    Report structure:
+
+    - Each report includes:
+
+    - Date and time of the data recording.
+
+    - Data recorded from flow computers.
+
+
+    Data storage in tables:
+
+    The reports are saved in two tables:
+
+    1. Main table (Index):
+        - Stores the date, time, and flow computer identifier.
+    2. Detail table:
+        - Stores the measured values associated with the report.
+
+    Connection to the Modbus table:
+
+    The flow computer's reports are linked to a Modbus table. This table
+    contains the names corresponding to each value in the reports, making it
+    easier to interpret the data.
+- source_sentence: >-
+    Can you provide a sample query to test the retrieval of the uncertainty
     result for the specified tag and date?
   sentences:
-  - 'What is equipment calibration?
+  - >-
+    What is equipment calibration?
 
-    Calibration is a metrological verification process used to ensure the accuracy
-    of measurement equipment. It is performed periodically, based on intervals set
-    by the company or a regulatory body.
+    Calibration is a metrological verification process used to ensure the
+    accuracy of measurement equipment. It is performed periodically, based on
+    intervals set by the company or a regulatory body.
 
 
     Purpose of calibration:
 
-    The calibration process corrects any deviations in how the equipment measures
-    physical magnitudes (variables). This ensures the equipment provides accurate
-    and reliable data.
+    The calibration process corrects any deviations in how the equipment
+    measures physical magnitudes (variables). This ensures the equipment
+    provides accurate and reliable data.
 
 
     Calibration cycles:
 
     There are two main calibration cycles:
 
-    1. As-found: Represents the equipment''s measurement accuracy before any adjustments
-    are made. This cycle is almost always implemented.
+    1. As-found: Represents the equipment's measurement accuracy before any
+    adjustments are made. This cycle is almost always implemented.
 
-    2. As-left: Represents the equipment''s measurement accuracy after adjustments
-    are made. This cycle is used depending on regulatory requirements.
+    2. As-left: Represents the equipment's measurement accuracy after
+    adjustments are made. This cycle is used depending on regulatory
+    requirements.
 
 
     Calibration uncertainty:
 
     - Uncertainty is included in the results of a calibration.
 
-    - Calibration uncertainty refers to the margin of error in the device''s measurements,
-    which also affects the uncertainty of the measured variable or magnitude.'
-  - 'What kind of data store an equipment?
+    - Calibration uncertainty refers to the margin of error in the device's
+    measurements, which also affects the uncertainty of the measured variable or
+    magnitude.
+  - >-
+    What kind of data store an equipment?
 
-    Equipments can capture meteorological data, such as pressure, temperature, and
-    volume (magnitudes). This data is essential for users to perform various calculations.
+    Equipments can capture meteorological data, such as pressure, temperature,
+    and volume (magnitudes). This data is essential for users to perform various
+    calculations.
 
 
     Data storage:
 
-    - The measured values are stored in a special table in the database for magnitudes.
-    This table contains the values of the variables captured by the equipments.
+    - The measured values are stored in a special table in the database for
+    magnitudes. This table contains the values of the variables captured by the
+    equipments.
 
-    - These values are **direct measurements** from the fluid (e.g., raw pressure,
-    temperature, or volume readings). **They are not calculated values**, such as
-    uncertainty.
+    - These values are **direct measurements** from the fluid (e.g., raw
+    pressure, temperature, or volume readings). **They are not calculated
+    values**, such as uncertainty.
 
-    - The values stored in the variable values table are **different** from variable
-    uncertainty values, which are calculated separately and represent the margin of
-    error.
+    - The values stored in the variable values table are **different** from
+    variable uncertainty values, which are calculated separately and represent
+    the margin of error.
 
 
     Accessing the data:
 
-    - Users typically access the data by referring to the readings from the measurement
-    system, not directly from the individual equipments.
+    - Users typically access the data by referring to the readings from the
+    measurement system, not directly from the individual equipments.
 
     - The readings are stored in a "variable values" table within the database.
 
 
     Linking variable names:
 
-    If the user needs to know the name of a variable, they must link the data to another
-    table that stores information about the types of variables.'
-  - "What is uncertainty?\nUncertainty is a measure of confidence in the precision\
-    \ and reliability of results obtained from equipment or measurement systems. It\
-    \ quantifies the potential error or margin of error in measurements.\n\nTypes\
-    \ of uncertainty:\nThere are two main types of uncertainty:\n1. Uncertainty of\
-    \ magnitudes (variables):\n    - Refers to the uncertainty of specific variables,\
-    \ such as temperature or pressure.\n    - It is calculated after calibrating a\
-    \ device or obtained from the equipment manufacturer's manual.\n    - This uncertainty\
-    \ serves as a starting point for further calculations related to the equipment.\n\
-    \n2. Uncertainty of the measurement system:\n    - Refers to the uncertainty calculated\
-    \ for the overall flow measurement.\n    - It depends on the uncertainties of\
-    \ the individual variables (magnitudes) and represents the combined margin of\
-    \ error for the entire system.\n\nKey points:\n- The uncertainties of magnitudes\
-    \ (variables) are the foundation for calculating the uncertainty of the measurement\
-    \ system. Think of them as the \"building blocks.\"\n- Do not confuse the two\
-    \ types of uncertainty:\n    - **Uncertainty of magnitudes/variables**: Specific\
-    \ to individual variables (e.g., temperature, pressure).\n    - **Uncertainty\
-    \ of the measurement system**: Specific to the overall flow measurement.\n\nDatabase\
-    \ storage for uncertainties:\nIn the database, uncertainty calculations are stored\
-    \ in two separate tables:\n1. Uncertainty of magnitudes (variables):\n    - Stores\
-    \ the uncertainty values for specific variables (e.g., temperature, pressure).\n\
-    \n2. Uncertainty of the measurement system:\n    - Stores the uncertainty values\
-    \ for the overall flow measurement system.\n\nHow to retrieve uncertainty data:\n\
-    - To find the uncertainty of the measurement system, join the measurement systems\
-    \ table with the uncertainty of the measurement system table.\n- To find the uncertainty\
-    \ of a specific variable (magnitude), join the measurement systems table with\
-    \ the uncertainty of magnitudes (variables) table.\n\nImportant note:\nDo not\
-    \ confuse the two types of uncertainty:\n- If the user requests the uncertainty\
-    \ of the measurement system, use the first join (measurement systems table + uncertainty\
-    \ of the measurement system table).\n- If the user requests the uncertainty of\
-    \ a specific variable (magnitude) in a report, use the second join (measurement\
-    \ systems table + uncertainty of magnitudes table)."
+    If the user needs to know the name of a variable, they must link the data to
+    another table that stores information about the types of variables.
+  - >-
+    What is uncertainty?
+
+    Uncertainty is a measure of confidence in the precision and reliability of
+    results obtained from equipment or measurement systems. It quantifies the
+    potential error or margin of error in measurements.
+
+
+    Types of uncertainty:
+
+    There are two main types of uncertainty:
+
+    1. Uncertainty of magnitudes (variables):
+        - Refers to the uncertainty of specific variables, such as temperature or pressure.
+        - It is calculated after calibrating a device or obtained from the equipment manufacturer's manual.
+        - This uncertainty serves as a starting point for further calculations related to the equipment.
+
+    2. Uncertainty of the measurement system:
+        - Refers to the uncertainty calculated for the overall flow measurement.
+        - It depends on the uncertainties of the individual variables (magnitudes) and represents the combined margin of error for the entire system.
+
+    Key points:
+
+    - The uncertainties of magnitudes (variables) are the foundation for
+    calculating the uncertainty of the measurement system. Think of them as the
+    "building blocks."
+
+    - Do not confuse the two types of uncertainty:
+        - **Uncertainty of magnitudes/variables**: Specific to individual variables (e.g., temperature, pressure).
+        - **Uncertainty of the measurement system**: Specific to the overall flow measurement.
+
+    Database storage for uncertainties:
+
+    In the database, uncertainty calculations are stored in two separate tables:
+
+    1. Uncertainty of magnitudes (variables):
+        - Stores the uncertainty values for specific variables (e.g., temperature, pressure).
+
+    2. Uncertainty of the measurement system:
+        - Stores the uncertainty values for the overall flow measurement system.
+
+    How to retrieve uncertainty data:
+
+    - To find the uncertainty of the measurement system, join the measurement
+    systems table with the uncertainty of the measurement system table.
+
+    - To find the uncertainty of a specific variable (magnitude), join the
+    measurement systems table with the uncertainty of magnitudes (variables)
+    table.
+
+
+    Important note:
+
+    Do not confuse the two types of uncertainty:
+
+    - If the user requests the uncertainty of the measurement system, use the
+    first join (measurement systems table + uncertainty of the measurement
+    system table).
+
+    - If the user requests the uncertainty of a specific variable (magnitude) in
+    a report, use the second join (measurement systems table + uncertainty of
+    magnitudes table).
 - source_sentence: How are the secondary equipment and measurement system related?
   sentences:
-  - 'What kind of data store an equipment?
+  - >-
+    What kind of data store an equipment?
 
-    Equipments can capture meteorological data, such as pressure, temperature, and
-    volume (magnitudes). This data is essential for users to perform various calculations.
+    Equipments can capture meteorological data, such as pressure, temperature,
+    and volume (magnitudes). This data is essential for users to perform various
+    calculations.
 
 
     Data storage:
 
-    - The measured values are stored in a special table in the database for magnitudes.
-    This table contains the values of the variables captured by the equipments.
+    - The measured values are stored in a special table in the database for
+    magnitudes. This table contains the values of the variables captured by the
+    equipments.
 
-    - These values are **direct measurements** from the fluid (e.g., raw pressure,
-    temperature, or volume readings). **They are not calculated values**, such as
-    uncertainty.
+    - These values are **direct measurements** from the fluid (e.g., raw
+    pressure, temperature, or volume readings). **They are not calculated
+    values**, such as uncertainty.
 
-    - The values stored in the variable values table are **different** from variable
-    uncertainty values, which are calculated separately and represent the margin of
-    error.
+    - The values stored in the variable values table are **different** from
+    variable uncertainty values, which are calculated separately and represent
+    the margin of error.
 
 
     Accessing the data:
 
-    - Users typically access the data by referring to the readings from the measurement
-    system, not directly from the individual equipments.
+    - Users typically access the data by referring to the readings from the
+    measurement system, not directly from the individual equipments.
 
     - The readings are stored in a "variable values" table within the database.
 
 
     Linking variable names:
 
-    If the user needs to know the name of a variable, they must link the data to another
-    table that stores information about the types of variables.'
-  - 'What do measurement equipment measure?
+    If the user needs to know the name of a variable, they must link the data to
+    another table that stores information about the types of variables.
+  - >-
+    What do measurement equipment measure?
 
-    Each equipment measures a physical magnitude, also known as a variable. Based
-    on the type of variable they measure, devices are classified into different categories.
+    Each equipment measures a physical magnitude, also known as a variable.
+    Based on the type of variable they measure, devices are classified into
+    different categories.
 
 
     Equipment classification:
@@ -300,8 +423,8 @@ widget:
 
     Equipment types in the database:
 
-    The database includes a table listing all equipment types. Examples of equipment
-    types are:
+    The database includes a table listing all equipment types. Examples of
+    equipment types are:
 
     - Differential pressure transmitters
 
@@ -325,8 +448,8 @@ widget:
 
     Data storage in tables:
 
-    The database also includes a separate table for equipment classifications, which
-    are:
+    The database also includes a separate table for equipment classifications,
+    which are:
 
     - Primary meter
 
@@ -334,77 +457,84 @@ widget:
 
     - Tertiary meter
 
-    So, an equipment has equipment types and this types has classifications.'
-  - 'What kind of data store an equipment?
+    So, an equipment has equipment types and this types has classifications.
+  - >-
+    What kind of data store an equipment?
 
-    Equipments can capture meteorological data, such as pressure, temperature, and
-    volume (magnitudes). This data is essential for users to perform various calculations.
+    Equipments can capture meteorological data, such as pressure, temperature,
+    and volume (magnitudes). This data is essential for users to perform various
+    calculations.
 
 
     Data storage:
 
-    - The measured values are stored in a special table in the database for magnitudes.
-    This table contains the values of the variables captured by the equipments.
+    - The measured values are stored in a special table in the database for
+    magnitudes. This table contains the values of the variables captured by the
+    equipments.
 
-    - These values are **direct measurements** from the fluid (e.g., raw pressure,
-    temperature, or volume readings). **They are not calculated values**, such as
-    uncertainty.
+    - These values are **direct measurements** from the fluid (e.g., raw
+    pressure, temperature, or volume readings). **They are not calculated
+    values**, such as uncertainty.
 
-    - The values stored in the variable values table are **different** from variable
-    uncertainty values, which are calculated separately and represent the margin of
-    error.
+    - The values stored in the variable values table are **different** from
+    variable uncertainty values, which are calculated separately and represent
+    the margin of error.
 
 
     Accessing the data:
 
-    - Users typically access the data by referring to the readings from the measurement
-    system, not directly from the individual equipments.
+    - Users typically access the data by referring to the readings from the
+    measurement system, not directly from the individual equipments.
 
     - The readings are stored in a "variable values" table within the database.
 
 
     Linking variable names:
 
-    If the user needs to know the name of a variable, they must link the data to another
-    table that stores information about the types of variables.'
+    If the user needs to know the name of a variable, they must link the data to
+    another table that stores information about the types of variables.
 - source_sentence: What is the table structure for secondary equipment?
   sentences:
-  - 'What kind of data store an equipment?
+  - >-
+    What kind of data store an equipment?
 
-    Equipments can capture meteorological data, such as pressure, temperature, and
-    volume (magnitudes). This data is essential for users to perform various calculations.
+    Equipments can capture meteorological data, such as pressure, temperature,
+    and volume (magnitudes). This data is essential for users to perform various
+    calculations.
 
 
     Data storage:
 
-    - The measured values are stored in a special table in the database for magnitudes.
-    This table contains the values of the variables captured by the equipments.
+    - The measured values are stored in a special table in the database for
+    magnitudes. This table contains the values of the variables captured by the
+    equipments.
 
-    - These values are **direct measurements** from the fluid (e.g., raw pressure,
-    temperature, or volume readings). **They are not calculated values**, such as
-    uncertainty.
+    - These values are **direct measurements** from the fluid (e.g., raw
+    pressure, temperature, or volume readings). **They are not calculated
+    values**, such as uncertainty.
 
-    - The values stored in the variable values table are **different** from variable
-    uncertainty values, which are calculated separately and represent the margin of
-    error.
+    - The values stored in the variable values table are **different** from
+    variable uncertainty values, which are calculated separately and represent
+    the margin of error.
 
 
     Accessing the data:
 
-    - Users typically access the data by referring to the readings from the measurement
-    system, not directly from the individual equipments.
+    - Users typically access the data by referring to the readings from the
+    measurement system, not directly from the individual equipments.
 
     - The readings are stored in a "variable values" table within the database.
 
 
     Linking variable names:
 
-    If the user needs to know the name of a variable, they must link the data to another
-    table that stores information about the types of variables.'
-  - 'How are flow computers and measurement systems related?
+    If the user needs to know the name of a variable, they must link the data to
+    another table that stores information about the types of variables.
+  - >-
+    How are flow computers and measurement systems related?
 
-    Flow computers can have multiple systems assigned to them. However, a measurement
-    system can only be assigned to one flow computer.
+    Flow computers can have multiple systems assigned to them. However, a
+    measurement system can only be assigned to one flow computer.
 
 
     Database terminology:
@@ -420,18 +550,19 @@ widget:
 
     Storage of the relationship:
 
-    The relationship between a flow computer and its assigned measurement system is
-    stored in a special table.
+    The relationship between a flow computer and its assigned measurement system
+    is stored in a special table.
 
 
     User context:
 
-    When a user refers to a "meter stream," they are indicating that they are searching
-    for a measurement system assigned to a specific flow computer.'
-  - 'How are flow computers and measurement systems related?
+    When a user refers to a "meter stream," they are indicating that they are
+    searching for a measurement system assigned to a specific flow computer.
+  - >-
+    How are flow computers and measurement systems related?
 
-    Flow computers can have multiple systems assigned to them. However, a measurement
-    system can only be assigned to one flow computer.
+    Flow computers can have multiple systems assigned to them. However, a
+    measurement system can only be assigned to one flow computer.
 
 
     Database terminology:
@@ -447,17 +578,17 @@ widget:
 
     Storage of the relationship:
 
-    The relationship between a flow computer and its assigned measurement system is
-    stored in a special table.
+    The relationship between a flow computer and its assigned measurement system
+    is stored in a special table.
 
 
     User context:
 
-    When a user refers to a "meter stream," they are indicating that they are searching
-    for a measurement system assigned to a specific flow computer.'
+    When a user refers to a "meter stream," they are indicating that they are
+    searching for a measurement system assigned to a specific flow computer.
 datasets:
 - Lauther/measuring-embeddings-v3
-pipeline_tag: sentence-similarity
+pipeline_tag: feature-extraction
 library_name: sentence-transformers
 ---