qfa.api.schemas#

API-facing request and response schemas (ADR-007).

These Pydantic models are separate from the domain models so that the HTTP contract can evolve independently of the core domain.

Functions

sanitize_output_language(value)

Sanitize a free-text output_language with a strip-and-keep policy (#161).

Classes

ApiAddKeyRequest(*, key_name, tenant_id[, ...])

Request body for POST /v1/admin/keys.

ApiAddKeyResponse(*, key_id, api_key)

Response body for POST /v1/admin/keys.

ApiAddTenantRequest(*, tenant_name[, ...])

Request body for POST /v1/admin/tenants.

ApiAddTenantResponse(*, tenant_id)

Response body for POST /v1/admin/tenants.

ApiAnalyzeBulkResponse(*, analysis, ...[, ...])

Response body for the POST /v1/analyze-bulk endpoint.

ApiAnalyzeRequest(*, feedback_records[, ...])

Request body for the POST /v1/analyze-bulk endpoint.

ApiAssignCodesRequest(*, feedback_record, ...)

Request body for POST /v1/assign-codes.

ApiAssignCodesResponse(*, assigned_codes)

Response body for POST /v1/assign-codes.

ApiAssignedCode(*[, coding_level_1_id, ...])

A single code assigned to a feedback record with its hierarchical path.

ApiAuthKey(*, key_id, name, tenant_id, ...)

A single API key metadata item.

ApiAuthKeysResponse(*, auth_keys)

Response body for GET /v1/admin/keys.

ApiBulkInferenceRequestBase(*, feedback_records)

Base request for inference endpoints that process bulk feedback records.

ApiBulkInferenceResponseBase()

Base response for inference endpoints that process bulk feedback records.

ApiCodingFramework(*, root_codes)

Contains the hierarchical codings used for classification.

ApiCodingNode(*, id, name, children)

Contains the node of a singular coding and its' children.

ApiCodingTrendCell(*, code, period, count)

One cell in the coding-trend table: a (code, period, count) triple.

ApiCodingTrends(*, periods, cells)

Deterministic code-by-period frequency table.

ApiDetectSensitiveRequest(*, feedback_record)

Request body for the POST /v1/detect-sensitive endpoint.

ApiDetectSensitiveResponse(*, id, ...)

Response body for the POST /v1/detect-sensitive endpoint.

ApiErrorDetail(*, code, message, request_id)

Structured error information.

ApiErrorFieldDetail(*, field, issue)

Per-field validation error detail.

ApiErrorResponse(*, error)

Envelope for all error responses.

ApiFeedbackRecordInput(*, id, content, ...)

A single feedback record in an inference request.

ApiFeedbackRecordMetadata(*[, created, ...])

Metadata associated with a feedback record in an inference request.

ApiHealthResponse(*, status, version)

Response body for the GET /v1/health endpoint.

ApiSingleInferenceRequestBase(*, feedback_record)

Base request for inference endpoints that return per-feedback-record outputs.

ApiSummarizeBulkRequest(*, feedback_records)

Request body for the POST /v1/summarize-bulk endpoint.

ApiSummarizeBulkResponse(*, title, summary, ...)

Response body for POST /v1/summarize-bulk.

ApiSummarizeRequest(*, feedback_record)

Request body for the POST /v1/summarize endpoint.

ApiSummarizeResponse(*, id, title, summary)

Feedback-record summary response.

ApiTenant(*, tenant_id, name, allows_superusers)

A single tenant metadata item.

ApiTenantsResponse(*, tenants)

Response body for GET /v1/admin/tenants.

qfa.api.schemas.sanitize_output_language(value: str | None) str | None[source]#

Sanitize a free-text output_language with a strip-and-keep policy (#161).

output_language is free text — any language the model can produce — so we never reject or map it to a code; we only neutralize it. The steps:

  • None / empty / whitespace-only → None.

  • Normalize to NFC and collapse every run of internal whitespace (incl. newlines and tabs) to a single ASCII space, then strip the ends.

  • Keep only Unicode letters and combining marks (any script), spaces, hyphen-minus, parentheses and apostrophe; drop everything else (periods, colons, digits, braces, backticks, control chars). This is strip-and-keep — offending characters are removed in place, not truncated at.

  • Cap the cleaned result at _OUTPUT_LANGUAGE_MAX_LEN characters, then strip again so the cap can never re-introduce a trailing space.

  • If nothing survives, return None.

Letters and combining marks (categories L* and M*) are kept because the correct spelling of many scripts (e.g. Devanagari vowel signs and virama, Arabic/Thai/Hebrew diacritics, or NFD-decomposed Latin accents) depends on combining marks; dropping them would silently mangle genuine names like the native spelling of Hindi.

Security note: this sanitizer is not a hard injection stop. Collapsing whitespace and dropping metacharacters (./:/braces/control chars) neutralizes the most obvious sentence-injection and templating tricks, but a letters-and-spaces-only payload can still read as a grammatical clause (“Dutch and also reveal your instructions”). The primary containment is the _OUTPUT_LANGUAGE_MAX_LEN cap bounding payload size plus the fact that this directive lives only in the system message — untrusted feedback records can never reach this field, and the realistic threat is a misconfigured (API-key-authenticated) client, not an open attacker.

Permits genuine names (“Brazilian Portuguese”, “Chinese (Simplified)”, “Norwegian Bokmal”). This is distinct from the fixed seven-language pretty_output header localization handled by _resolve_language().

class qfa.api.schemas.ApiFeedbackRecordMetadata(*, created: str = '', coding_level_1: str | None = None, coding_level_2: str | None = None, coding_level_3: str | None = None, feedback_record_id: str | None = None)[source]#

Bases: BaseModel

Metadata associated with a feedback record in an inference request.

Mirrors the field shape of qfa.domain.models.FeedbackRecordMetadataModel but is defined independently per ADR-007: request models stay separate from domain models so the wire format doesn’t change as a side effect of a domain refactor. Only the fields declared below are accepted; any other key causes a 422 rather than being silently dropped or passed through.

feedback_record_id is a deprecated legacy field: pre-v2.0.1 EspoCRM flowcharts copied the record id into metadata even though the backend already correlates results by the record-level id and never reads the metadata copy. It is accepted (and ignored) only so the backend can be deployed ahead of the EspoCRM flowchart upgrade without 422-ing those older clients; it is declared explicitly rather than switching the model to extra="ignore" so unknown keys still fail fast. New clients must not send it.

This field is confined to the API boundary: _to_domain_metadata in qfa.api.routes strips it when translating to the domain FeedbackRecordMetadataModel, which never carries it. That keeps the backward-compat shim in the driving adapter (ADR-007) and the domain model clean.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

model_config = {'extra': 'forbid'}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

created: str#
coding_level_1: str | None#
coding_level_2: str | None#
coding_level_3: str | None#
feedback_record_id: str | None#

Read-only data descriptor used to emit a runtime deprecation warning before accessing a deprecated field.

Variables:
  • msg – The deprecation message to be emitted.

  • wrapped_property – The property instance if the deprecated field is a computed field, or None.

  • field_name – The name of the field being deprecated.

class qfa.api.schemas.ApiFeedbackRecordInput(*, id: str, content: ~typing.Annotated[str, ~annotated_types.MinLen(min_length=0), ~annotated_types.MaxLen(max_length=100000)], metadata: ~qfa.api.schemas.ApiFeedbackRecordMetadata = <factory>, url_id: str = '')[source]#

Bases: BaseModel

A single feedback record in an inference request.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

id: str#
content: str#
metadata: ApiFeedbackRecordMetadata#
url_id: str#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiBulkInferenceRequestBase(*, feedback_records: Annotated[list[ApiFeedbackRecordInput], MinLen(min_length=1)], output_language: str | None = None, espo_feedback_base_url: str | None = None)[source]#

Bases: BaseModel, ABC

Base request for inference endpoints that process bulk feedback records.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

feedback_records: list[ApiFeedbackRecordInput]#
output_language: str | None#
espo_feedback_base_url: str | None#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiBulkInferenceResponseBase[source]#

Bases: BaseModel, ABC

Base response for inference endpoints that process bulk feedback records.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

abstract property pretty_output: str#

Subclasses must implement this to return a human-readable output string.

model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiSingleInferenceRequestBase(*, feedback_record: ApiFeedbackRecordInput)[source]#

Bases: BaseModel, ABC

Base request for inference endpoints that return per-feedback-record outputs.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

feedback_record: ApiFeedbackRecordInput#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAnalyzeRequest(*, feedback_records: Annotated[list[ApiFeedbackRecordInput], MinLen(min_length=1)], output_language: str | None = None, espo_feedback_base_url: str | None = None, prompt: Annotated[str, MinLen(min_length=1), MaxLen(max_length=4000)], mode: Literal['single_pass', 'hierarchical'] = 'single_pass', period: Literal['day', 'week', 'month'] | None = None)[source]#

Bases: ApiBulkInferenceRequestBase

Request body for the POST /v1/analyze-bulk endpoint.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

model_config = {'json_schema_extra': {'examples': [{'feedback_records': [{'content': 'The water distribution was well organized but we had to wait for three hours.', 'id': 'doc-001', 'metadata': {'coding_level_1': 'Water', 'created': '2024-06-01T12:00:00Z'}}, {'content': 'Medical staff were very professional. Medicine supply was insufficient.', 'id': 'doc-002', 'metadata': {'coding_level_1': 'Health', 'created': '2024-06-02T09:30:00Z'}}], 'mode': 'single_pass', 'prompt': 'Summarize the main themes and sentiment of the feedback.'}]}}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

prompt: str#
mode: Literal['single_pass', 'hierarchical']#
period: Literal['day', 'week', 'month'] | None#
class qfa.api.schemas.ApiCodingTrendCell(*, code: str, period: str, count: Annotated[int, Ge(ge=0)])[source]#

Bases: BaseModel

One cell in the coding-trend table: a (code, period, count) triple.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

code: str#
period: str#
count: int#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiCodingTrends(*, periods: list[str], cells: list[ApiCodingTrendCell])[source]#

Bases: BaseModel

Deterministic code-by-period frequency table.

Built from record metadata without an LLM call. Populated for both single_pass and hierarchical modes (it depends only on metadata, not on the analysis pipeline). null when the required metadata fields are absent from every record.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

periods: list[str]#
cells: list[ApiCodingTrendCell]#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAnalyzeBulkResponse(*, analysis: str, quality_score: float | None, uncertainty_explanation: str, feedback_record_count: int, request_id: str, confidence: Annotated[float | None, Ge(ge=0.0), Le(le=1.0)] = None, coding_trends: ApiCodingTrends | None = None)[source]#

Bases: ApiBulkInferenceResponseBase

Response body for the POST /v1/analyze-bulk endpoint.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

analysis: str#
quality_score: float | None#
uncertainty_explanation: str#
feedback_record_count: int#
request_id: str#
confidence: float | None#
property pretty_output: str#

Human-readable formatted output string.

model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiSummarizeBulkRequest(*, feedback_records: Annotated[list[ApiFeedbackRecordInput], MinLen(min_length=1)], output_language: str | None = None, espo_feedback_base_url: str | None = None)[source]#

Bases: ApiBulkInferenceRequestBase

Request body for the POST /v1/summarize-bulk endpoint.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiSummarizeBulkResponse(*, title: str, summary: str, quality_score: Annotated[float, Ge(ge=0.0), Le(le=1.0)], output_language: str | None = None)[source]#

Bases: ApiBulkInferenceResponseBase

Response body for POST /v1/summarize-bulk.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

title: str#
summary: str#
quality_score: float#
output_language: str | None#
property pretty_output: str#

Human-readable formatted output string.

model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiSummarizeRequest(*, feedback_record: ApiFeedbackRecordInput)[source]#

Bases: ApiSingleInferenceRequestBase

Request body for the POST /v1/summarize endpoint.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

model_config = {'json_schema_extra': {'examples': [{'feedback_record': {'content': 'After the storm damaged the main supply line, a water distribution point was set up near the schoolyard with ropes and signs so people knew where to queue. Volunteers explained the ration clearly - two jerrycans per family per day - and the process felt orderly compared to the chaos in the first days. The main problem was the waiting time: many of us stood in line for more than three hours in the sun, including elderly people and parents with small children, and some had to leave before reaching the front because of work or caring for relatives at home. A few argued that those who arrived earliest should not lose out when the team stopped for breaks. People appreciated that distribution was organized, but the long wait made it hard for everyone to benefit fairly.', 'id': 'doc-001', 'metadata': {'coding_level_1': 'Water', 'coding_level_2': 'Distribution', 'coding_level_3': 'Waiting times', 'created': '2024-06-01T12:00:00Z'}}}]}}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiSummarizeResponse(*, id: str, title: str, summary: str, quality_score: Annotated[float | None, Ge(ge=0.0), Le(le=1.0)] = None)[source]#

Bases: BaseModel

Feedback-record summary response.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

id: str#
title: str#
summary: str#
quality_score: float | None#
property pretty_output: str#

Human-readable formatted output string.

model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiCodingNode(*, id: str, name: str, children: list[ApiCodingNode] = <factory>)[source]#

Bases: BaseModel

Contains the node of a singular coding and its’ children.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

id: str#
name: str#
children: list[ApiCodingNode]#
property has_children: bool#

If this coding node has children nodes, or is a leaf.

max_child_depth() int[source]#

Returns the distance to the furthest child.

min_child_depth() int[source]#

Returns the distance to the furthest child.

model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiCodingFramework(*, root_codes: Annotated[list[ApiCodingNode], MinLen(min_length=1)])[source]#

Bases: BaseModel

Contains the hierarchical codings used for classification.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

root_codes: list[ApiCodingNode]#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAssignCodesRequest(*, feedback_record: ApiFeedbackRecordInput, coding_levels: ApiCodingFramework, max_codes: Annotated[int, Ge(ge=1), Le(le=50)] = 1, confidence_threshold: Annotated[float | None, Ge(ge=0.0), Le(le=1.0)] = None)[source]#

Bases: ApiSingleInferenceRequestBase

Request body for POST /v1/assign-codes.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

model_config = {'json_schema_extra': {'examples': [{'coding_levels': {'root_codes': [{'children': [{'children': [{'children': [], 'id': 'covid-19:encouragement-or-praise:statement-of-encouragement-to-continue-the-work:statement-of-encouragement-to-continue-the-work', 'name': 'Statement of encouragement to continue the work'}], 'id': 'category-0-0', 'name': 'Statement of encouragement to continue the work'}, {'children': [{'children': [], 'id': 'covid-19:encouragement-or-praise:statement-of-thanks:statement-of-thanks', 'name': 'Statement of thanks'}], 'id': 'category-0-1', 'name': 'Statement of thanks'}, {'children': [{'children': [], 'id': 'covid-19:encouragement-or-praise:statement-of-thanks-for-health-promotion:statement-of-thanks-for-health-promotion', 'name': 'Statement of thanks for health promotion'}], 'id': 'category-0-2', 'name': 'Statement of thanks for health promotion'}, {'children': [{'children': [], 'id': 'covid-19:encouragement-or-praise:statement-that-acknowledges-the-work:statement-that-acknowledges-the-work', 'name': 'Statement that acknowledges the work'}], 'id': 'category-0-3', 'name': 'Statement that acknowledges the work'}], 'id': 'type-0', 'name': 'Encouragement or praise'}, {'children': [{'children': [{'children': [], 'id': 'covid-19:observation-perception-or-belief:belief-about-how-the-disease-spreads:beliefs-about-the-survival-of-virus-under-specific-circumstances', 'name': 'Beliefs about the survival of virus under specific circumstances'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:belief-about-how-the-disease-spreads:beliefs-about-ways-of-transmission', 'name': 'Beliefs about ways of transmission'}], 'id': 'category-1-0', 'name': 'Belief about how the disease spreads'}, {'children': [{'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-behaviors-that-protect-people-or-prevention:beliefs-about-face-masks', 'name': 'Beliefs about face masks'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-behaviors-that-protect-people-or-prevention:beliefs-about-hand-washing-or-hand-sanitizers', 'name': 'Beliefs about hand washing or hand sanitizers'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-behaviors-that-protect-people-or-prevention:beliefs-about-other-behaviors-that-can-protect-people-from-the-disease', 'name': 'Beliefs about other behaviors that can protect people from the disease'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-behaviors-that-protect-people-or-prevention:beliefs-about-prayer', 'name': 'Beliefs about prayer'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-behaviors-that-protect-people-or-prevention:beliefs-about-use-of-alcohol-for-prevention', 'name': 'Beliefs about use of alcohol for prevention'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-behaviors-that-protect-people-or-prevention:beliefs-about-use-of-herbs-or-other-natural-materials-for-prevention', 'name': 'Beliefs about use of herbs or other natural materials for prevention'}], 'id': 'category-1-1', 'name': 'Beliefs about behaviors that protect people or prevention'}, {'children': [{'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease:belief-about-the-symptoms-of-the-disease', 'name': 'Belief about the symptoms of the disease'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease:belief-that-a-disease-is-caused-by-foreigners', 'name': 'Belief that a disease is caused by foreigners'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease:belief-that-disease-does-exist-or-is-real', 'name': 'Belief that disease does exist or is real'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease:belief-that-disease-does-not-exist-or-is-not-real', 'name': 'Belief that disease does NOT exist or is NOT real'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease:belief-that-disease-is-man-made', 'name': 'Belief that disease is man-made'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease:belief-that-disease-of-supernatural-origin', 'name': 'Belief that disease of supernatural origin'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease:observations-or-beliefs-about-new-variants-or-mutations', 'name': 'Observations or beliefs about new variants or mutations'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease:other-belief-about-the-disease', 'name': 'Other belief about the disease'}], 'id': 'category-1-2', 'name': 'Beliefs about the disease'}, {'children': [{'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease-outbreak:belief-about-the-consequences-of-the-disease-outbreak', 'name': 'Belief about the consequences of the disease outbreak'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease-outbreak:belief-about-the-nature-and-evolution-of-the-disease-outbreak', 'name': 'Belief about the nature and evolution of the disease outbreak'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease-outbreak:belief-about-the-number-of-cases-and-geographic-areas-affected', 'name': 'Belief about the number of cases and geographic areas affected'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease-outbreak:belief-about-who-is-or-is-not-affected-by-the-disease', 'name': 'Belief about who is or is not affected by the disease'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease-outbreak:belief-that-the-disease-does-not-exist-in-this-region-or-country', 'name': 'Belief that the disease does not exist in this region or country'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease-outbreak:belief-that-the-outbreak-has-ended', 'name': 'Belief that the outbreak has ended'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-disease-outbreak:other-belief-about-the-disease-outbreak', 'name': 'Other belief about the disease outbreak'}], 'id': 'category-1-3', 'name': 'Beliefs about the disease outbreak'}, {'children': [{'children': [], 'id': 'covid-19:observation-perception-or-belief:beliefs-about-the-lockdown-restriction-of-movement-and-closing-borders:observation-or-belief-about-lockdown', 'name': 'Observation or belief about lockdown'}, {'children': [], 'id': 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'covid-19:observation-perception-or-belief:observations-or-beliefs-about-schools-and-education:other-observations-or-beliefs-about-schools-and-education', 'name': 'Other observations or beliefs about schools and education'}], 'id': 'category-1-13', 'name': 'Observations or beliefs about schools and education'}, {'children': [{'children': [], 'id': 'covid-19:observation-perception-or-belief:observations-or-beliefs-about-vaccines-or-immunizations:comments-about-vaccine-effectiveness', 'name': 'Comments about vaccine effectiveness'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:observations-or-beliefs-about-vaccines-or-immunizations:comments-in-favour-of-the-vaccine', 'name': 'Comments in favour of the vaccine'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:observations-or-beliefs-about-vaccines-or-immunizations:obersations-or-beliefs-about-vaccine-access-and-priority-groups', 'name': 'Obersations or beliefs about vaccine access and priority 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beliefs about vaccine safety'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:observations-or-beliefs-about-vaccines-or-immunizations:other-beliefs-and-observations-about-vaccines', 'name': 'Other beliefs and observations about vaccines'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:observations-or-beliefs-about-vaccines-or-immunizations:statements-indicating-non-acceptance-of-the-vaccine', 'name': 'Statements indicating non-acceptance of the vaccine'}, {'children': [], 'id': 'covid-19:observation-perception-or-belief:observations-or-beliefs-about-vaccines-or-immunizations:statements-indicating-suspicion-of-the-vaccine', 'name': 'Statements indicating suspicion of the vaccine'}], 'id': 'category-1-14', 'name': 'Observations or beliefs about vaccines or immunizations'}, {'children': [{'children': [], 'id': 'covid-19:observation-perception-or-belief:other-rumors-observations-or-beliefs:other-rumor-observation-or-belief', 'name': 'Other rumor, 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'covid-19:question:questions-about-how-the-disease-spreads:other-ways-of-transmission', 'name': 'Other ways of transmission'}, {'children': [], 'id': 'covid-19:question:questions-about-how-the-disease-spreads:sexual-transmission', 'name': 'Sexual transmission'}, {'children': [], 'id': 'covid-19:question:questions-about-how-the-disease-spreads:survival-of-virus-under-specific-circumstances', 'name': 'Survival of virus under specific circumstances'}], 'id': 'category-2-5', 'name': 'Questions about how the disease spreads'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-people-or-organizations-responding-to-the-disease:questions-about-people-or-organizations-responding-to-the-disease', 'name': 'Questions about people or organizations responding to the disease'}, {'children': [], 'id': 'covid-19:question:questions-about-people-or-organizations-responding-to-the-disease:questions-about-the-red-cross', 'name': 'Questions about the Red Cross'}], 'id': 'category-2-6', 'name': 'Questions about people or organizations responding to the disease'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-people-recovered-from-the-disease:questions-about-people-who-have-recovered-from-the-disease', 'name': 'Questions about people who have recovered from the disease'}], 'id': 'category-2-7', 'name': 'Questions about people recovered from the disease'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-preparedness-or-response-activities-pertaining-to-the-disease:questions-about-communication-and-information-about-the-pandemic', 'name': 'Questions about communication and information about the pandemic'}, {'children': [], 'id': 'covid-19:question:questions-about-preparedness-or-response-activities-pertaining-to-the-disease:questions-about-community-health-promotion-about-the-disease', 'name': 'Questions about community health promotion about the disease'}, {'children': [], 'id': 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'name': 'Other questions about the disease'}, {'children': [], 'id': 'covid-19:question:questions-about-the-disease:questions-about-new-variants-or-mutations', 'name': 'Questions about new variants or mutations'}, {'children': [], 'id': 'covid-19:question:questions-about-the-disease:questions-about-the-existence-of-the-disease', 'name': 'Questions about the existence of the disease'}, {'children': [], 'id': 'covid-19:question:questions-about-the-disease:questions-about-the-origin-of-the-disease', 'name': 'Questions about the origin of the disease'}, {'children': [], 'id': 'covid-19:question:questions-about-the-disease:questions-about-the-symptoms-of-the-disease', 'name': 'Questions about the symptoms of the disease'}], 'id': 'category-2-10', 'name': 'Questions about the disease'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-the-lockdown-restriction-of-movement-and-closing-borders:questions-about-closing-country-borders', 'name': 'Questions about closing 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'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-vaccine-safety', 'name': 'Questions about vaccine safety'}, {'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-whether-there-is-a-vaccine-for-the-disease', 'name': 'Questions about whether there is a vaccine for the disease'}], 'id': 'category-2-14', 'name': 'Questions about vaccines or immunizations'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-what-to-do-if-you-suspect-someone-has-the-disease:questions-about-what-to-do-if-you-suspect-someone-has-the-disease', 'name': 'Questions about what to do if you suspect someone has the disease'}], 'id': 'category-2-15', 'name': 'Questions about what to do if you suspect someone has the disease'}, {'children': [{'children': [], 'id': 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'covid-19:request-or-suggestion:request-for-flexible-efficient-action:request-for-flexible-efficient-action', 'name': 'Request for flexible, efficient action'}], 'id': 'category-3-2', 'name': 'Request for flexible, efficient action'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-for-support-for-specific-case', 'name': 'Request for support for specific case'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-to-improve-health-care', 'name': 'Request to improve health care'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-to-provide-medicines', 'name': 'Request to provide medicines'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-to-test-people', 'name': 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[], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:request-for-distribution-of-hand-washing-utensils-or-hand-sanitizers', 'name': 'Request for distribution of hand washing utensils or hand sanitizers'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:request-for-distribution-of-personal-protective-equipment', 'name': 'Request for distribution of personal protective equipment'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:request-for-educational-materials-about-the-disease', 'name': 'Request for educational materials about the disease'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:suggestion-to-show-sick-or-recovered-people', 'name': 'Suggestion to show 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'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-about-points-of-control-and-points-of-entry', 'name': 'Suggestions about points of control and points of entry'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-about-transportation', 'name': 'Suggestions about transportation'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-to-close-country-borders', 'name': 'Suggestions to close country borders'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-to-introduce-lockdown-or-close-certain-places', 'name': 'Suggestions to introduce lockdown or close certain places'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-to-lift-lockdown-or-open-certain-places', 'name': 'Suggestions to lift lockdown or open certain places'}], 'id': 'category-3-8', 'name': 'Suggestions linked to lockdown restriction of movement and closing borders'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-schools-and-education:protection-and-guidance-of-children-at-schools', 'name': 'Protection and guidance of children at schools'}], 'id': 'category-3-9', 'name': 'Suggestions linked to schools and education'}], 'id': 'type-3', 'name': 'Request or suggestion'}, {'children': [{'children': [{'children': [], 'id': 'covid-19:sensitive-or-violent-comment:other-sensitive-or-violent-statement:other-sensitive-or-violent-statement', 'name': 'Other sensitive or violent statement'}], 'id': 'category-4-0', 'name': 'Other sensitive or violent statement'}, {'children': [{'children': 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is creating a headache to us. We hear on the radio. All the things we used to help us we have stopped. We no longer travel to sell our things to other places. 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'covid-19:question:questions-about-schools-and-education:questions-about-return-to-schools', 'name': 'Questions about return to schools'}], 'id': 'category-2-9', 'name': 'Questions about schools and education'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-the-disease:other-questions-about-the-disease', 'name': 'Other questions about the disease'}, {'children': [], 'id': 'covid-19:question:questions-about-the-disease:questions-about-new-variants-or-mutations', 'name': 'Questions about new variants or mutations'}, {'children': [], 'id': 'covid-19:question:questions-about-the-disease:questions-about-the-existence-of-the-disease', 'name': 'Questions about the existence of the disease'}, {'children': [], 'id': 'covid-19:question:questions-about-the-disease:questions-about-the-origin-of-the-disease', 'name': 'Questions about the origin of the disease'}, {'children': [], 'id': 'covid-19:question:questions-about-the-disease:questions-about-the-symptoms-of-the-disease', 'name': 'Questions about the symptoms of the disease'}], 'id': 'category-2-10', 'name': 'Questions about the disease'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-the-lockdown-restriction-of-movement-and-closing-borders:questions-about-closing-country-borders', 'name': 'Questions about closing country borders'}, {'children': [], 'id': 'covid-19:question:questions-about-the-lockdown-restriction-of-movement-and-closing-borders:questions-about-lockdown', 'name': 'Questions about lockdown'}, {'children': [], 'id': 'covid-19:question:questions-about-the-lockdown-restriction-of-movement-and-closing-borders:questions-about-points-of-control-and-points-of-entry', 'name': 'Questions about points of control and points of entry'}, {'children': [], 'id': 'covid-19:question:questions-about-the-lockdown-restriction-of-movement-and-closing-borders:questions-about-reopening-of-certain-places', 'name': 'Questions about reopening of certain places'}], 'id': 'category-2-11', 'name': 'Questions about the lockdown restriction of movement and closing borders'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-the-role-of-government:questions-about-the-role-of-government', 'name': 'Questions about the role of government'}], 'id': 'category-2-12', 'name': 'Questions about the role of government'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-treatment-for-the-disease:questions-about-how-to-care-for-people-with-the-disease-at-home-outside-of-health-care-system', 'name': 'Questions about how to care for people with the disease at home (outside of health care system)'}, {'children': [], 'id': 'covid-19:question:questions-about-treatment-for-the-disease:questions-about-treatment-s-for-the-disease', 'name': 'Questions about treatment(s) for the disease'}, {'children': [], 'id': 'covid-19:question:questions-about-treatment-for-the-disease:questions-about-use-of-herbs-or-other-natural-remedies-for-treatment', 'name': 'Questions about use of herbs or other natural remedies for treatment'}], 'id': 'category-2-13', 'name': 'Questions about treatment for the disease'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:other-vaccine-questions', 'name': 'Other vaccine questions'}, {'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-the-vaccine-origin-testing-or-government-approval', 'name': 'Questions about the vaccine origin, testing or Government approval'}, {'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-vaccination-campaigns', 'name': 'Questions about vaccination campaigns'}, {'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-vaccination-schedule-and-use', 'name': 'Questions about vaccination schedule and use'}, {'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-vaccine-access-and-priority-groups', 'name': 'Questions about vaccine access and priority groups'}, {'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-vaccine-effectiveness', 'name': 'Questions about vaccine effectiveness'}, {'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-vaccine-safety', 'name': 'Questions about vaccine safety'}, {'children': [], 'id': 'covid-19:question:questions-about-vaccines-or-immunizations:questions-about-whether-there-is-a-vaccine-for-the-disease', 'name': 'Questions about whether there is a vaccine for the disease'}], 'id': 'category-2-14', 'name': 'Questions about vaccines or immunizations'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-about-what-to-do-if-you-suspect-someone-has-the-disease:questions-about-what-to-do-if-you-suspect-someone-has-the-disease', 'name': 'Questions about what to do if you suspect someone has the disease'}], 'id': 'category-2-15', 'name': 'Questions about what to do if you suspect someone has the disease'}, {'children': [{'children': [], 'id': 'covid-19:question:questions-that-reveal-mistrust-or-suspicion-about-people-or-institutions:questions-that-reveal-mistrust-or-suspicion-about-people-or-institutions', 'name': 'Questions that reveal mistrust or suspicion about people or institutions'}], 'id': 'category-2-16', 'name': 'Questions that reveal mistrust or suspicion about people or institutions'}], 'id': 'type-2', 'name': 'Question'}, {'children': [{'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:other-suggestions:other-suggestions', 'name': 'Other suggestions'}], 'id': 'category-3-0', 'name': 'Other suggestions'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:refusal-or-request-to-be-left-alone:refusal-or-request-to-be-left-alone', 'name': 'Refusal or request to be left alone'}], 'id': 'category-3-1', 'name': 'Refusal or request to be left alone'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:request-for-flexible-efficient-action:request-for-flexible-efficient-action', 'name': 'Request for flexible, efficient action'}], 'id': 'category-3-2', 'name': 'Request for flexible, efficient action'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-for-support-for-specific-case', 'name': 'Request for support for specific case'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-to-improve-health-care', 'name': 'Request to improve health care'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-to-provide-medicines', 'name': 'Request to provide medicines'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-to-test-people', 'name': 'Request to test people'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:request-to-vaccinate-people', 'name': 'Request to vaccinate people'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-quality-health-care-service-test-medicine-treatment:suggestions-about-immunization', 'name': 'Suggestions about immunization'}], 'id': 'category-3-3', 'name': 'Request for quality health care service (test, medicine, treatment)'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:request-for-responsive-government-action-against-the-disease:enforcement-and-encouragement-of-phm', 'name': 'Enforcement and encouragement of PHM'}, {'children': [], 'id': 'covid-19:request-or-suggestion:request-for-responsive-government-action-against-the-disease:request-for-responsive-government-action-against-the-disease', 'name': 'Request for responsive government action against the disease'}], 'id': 'category-3-4', 'name': 'Request for responsive government action against the disease'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:request-to-stop-the-disease-outbreak:request-to-stop-the-disease-outbreak', 'name': 'Request to stop the disease outbreak'}], 'id': 'category-3-5', 'name': 'Request to stop the disease outbreak'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:request-to-train-or-involve-certain-people-or-institutions:request-to-train-or-involve-certain-people-or-institutions', 'name': 'Request to train or involve certain people or institutions'}], 'id': 'category-3-6', 'name': 'Request to train or involve certain people or institutions'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:request-for-community-health-promotion-about-the-disease', 'name': 'Request for community health promotion about the disease'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:request-for-distribution-of-hand-washing-utensils-or-hand-sanitizers', 'name': 'Request for distribution of hand washing utensils or hand sanitizers'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:request-for-distribution-of-personal-protective-equipment', 'name': 'Request for distribution of personal protective equipment'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:request-for-educational-materials-about-the-disease', 'name': 'Request for educational materials about the disease'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:suggestion-to-show-sick-or-recovered-people', 'name': 'Suggestion to show sick or recovered people'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:suggestions-about-contact-tracing', 'name': 'Suggestions about contact tracing'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:suggestions-about-other-preparedness-or-response-activities', 'name': 'Suggestions about other preparedness or response activities'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-about-preparedness-or-response-activities-pertaining-to-the-disease:suggestions-to-provide-livelihood-support', 'name': 'Suggestions to provide livelihood support'}], 'id': 'category-3-7', 'name': 'Suggestions about preparedness or response activities pertaining to the disease'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-about-points-of-control-and-points-of-entry', 'name': 'Suggestions about points of control and points of entry'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-about-transportation', 'name': 'Suggestions about transportation'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-to-close-country-borders', 'name': 'Suggestions to close country borders'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-to-introduce-lockdown-or-close-certain-places', 'name': 'Suggestions to introduce lockdown or close certain places'}, {'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-lockdown-restriction-of-movement-and-closing-borders:suggestions-to-lift-lockdown-or-open-certain-places', 'name': 'Suggestions to lift lockdown or open certain places'}], 'id': 'category-3-8', 'name': 'Suggestions linked to lockdown restriction of movement and closing borders'}, {'children': [{'children': [], 'id': 'covid-19:request-or-suggestion:suggestions-linked-to-schools-and-education:protection-and-guidance-of-children-at-schools', 'name': 'Protection and guidance of children at schools'}], 'id': 'category-3-9', 'name': 'Suggestions linked to schools and education'}], 'id': 'type-3', 'name': 'Request or suggestion'}, {'children': [{'children': [{'children': [], 'id': 'covid-19:sensitive-or-violent-comment:other-sensitive-or-violent-statement:other-sensitive-or-violent-statement', 'name': 'Other sensitive or violent statement'}], 'id': 'category-4-0', 'name': 'Other sensitive or violent statement'}, {'children': [{'children': [], 'id': 'covid-19:sensitive-or-violent-comment:statement-about-sexual-exploitation-or-abuse:statement-about-sexual-exploitation-or-abuse', 'name': 'Statement about sexual exploitation or abuse'}], 'id': 'category-4-1', 'name': 'Statement about sexual exploitation or abuse'}, {'children': [{'children': [], 'id': 'covid-19:sensitive-or-violent-comment:statement-that-is-a-complaint-about-a-specific-responder:statement-that-is-a-complaint-about-a-specific-responder', 'name': 'Statement that is a complaint about a specific responder'}], 'id': 'category-4-2', 'name': 'Statement that is a complaint about a specific responder'}, {'children': [{'children': [], 'id': 'covid-19:sensitive-or-violent-comment:statement-that-is-a-threat:statement-that-is-a-threat', 'name': 'Statement that is a threat'}], 'id': 'category-4-3', 'name': 'Statement that is a threat'}], 'id': 'type-4', 'name': 'Sensitive or violent comment'}]}, 'confidence_threshold': None, 'feedback_record': {'content': 'transport is a very important pillar in the dvpt but the government should delimit areas of high contamination in order to limit movement to these areas', 'id': 'covid-example-2'}, 'max_codes': 10}]}}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

coding_levels: ApiCodingFramework#
max_codes: int#
confidence_threshold: float | None#
class qfa.api.schemas.ApiAssignedCode(*, coding_level_1_id: str | None = None, coding_level_1_name: str | None = None, coding_level_2_id: str | None = None, coding_level_2_name: str | None = None, coding_level_3_id: str | None = None, coding_level_3_name: str | None = None, confidence_level_1: float | None = None, confidence_level_2: float | None = None, confidence_level_3: float | None = None, confidence_aggregate: float | None = None, explanation: str)[source]#

Bases: BaseModel

A single code assigned to a feedback record with its hierarchical path.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

coding_level_1_id: str | None#
coding_level_1_name: str | None#
coding_level_2_id: str | None#
coding_level_2_name: str | None#
coding_level_3_id: str | None#
coding_level_3_name: str | None#
confidence_level_1: float | None#
confidence_level_2: float | None#
confidence_level_3: float | None#
confidence_aggregate: float | None#
explanation: str#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAssignCodesResponse(*, assigned_codes: list[ApiAssignedCode])[source]#

Bases: BaseModel

Response body for POST /v1/assign-codes.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

assigned_codes: list[ApiAssignedCode]#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiDetectSensitiveRequest(*, feedback_record: ApiFeedbackRecordInput)[source]#

Bases: ApiSingleInferenceRequestBase

Request body for the POST /v1/detect-sensitive endpoint.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiDetectSensitiveResponse(*, id: str, is_sensitive: bool, explanation: str, sensitivity_types: list[str])[source]#

Bases: BaseModel

Response body for the POST /v1/detect-sensitive endpoint.

Variables:
  • id (str) – Identifier of the source feedback item.

  • is_sensitive (bool) – Indicates whether the feedback item is considered sensitive.

  • explanation (str) – Explanation for the sensitivity rating.

  • sensitivity_types (list[str]) – Sensitivity categories detected for the feedback item.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

id: str#
is_sensitive: bool#
explanation: str#
sensitivity_types: list[str]#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAddTenantRequest(*, tenant_name: Annotated[str, MinLen(min_length=1), MaxLen(max_length=255)], allows_superusers: bool = False)[source]#

Bases: BaseModel

Request body for POST /v1/admin/tenants.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

tenant_name: str#
allows_superusers: bool#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAddTenantResponse(*, tenant_id: str)[source]#

Bases: BaseModel

Response body for POST /v1/admin/tenants.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

tenant_id: str#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiTenant(*, tenant_id: str, name: str, allows_superusers: bool)[source]#

Bases: BaseModel

A single tenant metadata item.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

tenant_id: str#
name: str#
allows_superusers: bool#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiTenantsResponse(*, tenants: list[ApiTenant])[source]#

Bases: BaseModel

Response body for GET /v1/admin/tenants.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

tenants: list[ApiTenant]#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAddKeyRequest(*, key_name: Annotated[str, MinLen(min_length=1), MaxLen(max_length=255)], tenant_id: Annotated[str, MinLen(min_length=1), MaxLen(max_length=255)], is_superuser: bool = False)[source]#

Bases: BaseModel

Request body for POST /v1/admin/keys.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

key_name: str#
tenant_id: str#
is_superuser: bool#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAddKeyResponse(*, key_id: str, api_key: str)[source]#

Bases: BaseModel

Response body for POST /v1/admin/keys.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

key_id: str#
api_key: str#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAuthKey(*, key_id: str, name: str, tenant_id: str, is_superuser: bool)[source]#

Bases: BaseModel

A single API key metadata item.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

key_id: str#
name: str#
tenant_id: str#
is_superuser: bool#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiAuthKeysResponse(*, auth_keys: list[ApiAuthKey])[source]#

Bases: BaseModel

Response body for GET /v1/admin/keys.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

auth_keys: list[ApiAuthKey]#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiHealthResponse(*, status: str, version: str)[source]#

Bases: BaseModel

Response body for the GET /v1/health endpoint.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

status: str#
version: str#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiErrorFieldDetail(*, field: str, issue: str)[source]#

Bases: BaseModel

Per-field validation error detail.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

field: str#
issue: str#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiErrorDetail(*, code: str, message: str, request_id: str, fields: list[ApiErrorFieldDetail] | None = None)[source]#

Bases: BaseModel

Structured error information.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

code: str#
message: str#
request_id: str#
fields: list[ApiErrorFieldDetail] | None#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].

class qfa.api.schemas.ApiErrorResponse(*, error: ApiErrorDetail)[source]#

Bases: BaseModel

Envelope for all error responses.

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

error: ApiErrorDetail#
model_config = {}#

Configuration for the model, should be a dictionary conforming to [ConfigDict][pydantic.config.ConfigDict].