def search_projects(search_dto: ProjectSearchDTO,
                        user) -> ProjectSearchResultsDTO:
        """ Searches all projects for matches to the criteria provided by the user """
        all_results, paginated_results = ProjectSearchService._filter_projects(
            search_dto, user)
        if paginated_results.total == 0:
            raise NotFound()

        dto = ProjectSearchResultsDTO()
        dto.results = [
            ProjectSearchService.create_result_dto(
                p,
                search_dto.preferred_locale,
                Project.get_project_total_contributions(p[0]),
            ) for p in paginated_results.items
        ]
        dto.pagination = Pagination(paginated_results)
        if search_dto.omit_map_results:
            return dto

        features = []
        for project in all_results:
            # This loop creates a geojson feature collection so you can see all active projects on the map
            properties = {
                "projectId": project.id,
                "priority": ProjectPriority(project.priority).name,
            }
            # centroid = project.centroid
            feature = geojson.Feature(geometry=geojson.loads(project.centroid),
                                      properties=properties)
            features.append(feature)
        feature_collection = geojson.FeatureCollection(features)
        dto.map_results = feature_collection

        return dto
    def get_popular_projects() -> ProjectSearchResultsDTO:
        """ Get all projects ordered by task_history """
        rate_func = func.count(TaskHistory.user_id) / extract(
            "epoch", func.sum(cast(TaskHistory.action_date, Time)))

        query = TaskHistory.query.with_entities(
            TaskHistory.project_id.label("id"), rate_func.label("rate"))
        # Implement filters.
        query = (query.filter(
            TaskHistory.action_date >= date.today() - timedelta(days=90)
        ).filter(
            or_(
                TaskHistory.action == TaskAction.LOCKED_FOR_MAPPING.name,
                TaskHistory.action == TaskAction.LOCKED_FOR_VALIDATION.name,
            )).filter(TaskHistory.action_text is not None).filter(
                TaskHistory.action_text != ""))
        # Group by and order by.
        sq = (query.group_by(TaskHistory.project_id).order_by(
            desc("rate")).limit(10).subquery())
        projects_query = ProjectSearchService.create_search_query()
        projects = projects_query.filter(Project.id == sq.c.id)

        # Get total contributors.
        contrib_counts = ProjectSearchService.get_total_contributions(projects)
        zip_items = zip(projects, contrib_counts)

        dto = ProjectSearchResultsDTO()
        dto.results = [
            ProjectSearchService.create_result_dto(p, "en", t)
            for p, t in zip_items
        ]

        return dto
    def get_recommended_projects(user_name: str, preferred_locale: str):
        """ Gets all projects a user has mapped or validated on """
        from backend.services.project_search_service import ProjectSearchService

        limit = 20
        user = (
            User.query.with_entities(User.id, User.mapping_level)
            .filter(User.username == user_name)
            .one_or_none()
        )
        if user is None:
            raise NotFound()

        # Get all projects that the user has contributed
        sq = (
            TaskHistory.query.with_entities(TaskHistory.project_id.label("project_id"))
            .distinct(TaskHistory.project_id)
            .filter(TaskHistory.user_id == user.id)
            .subquery()
        )
        # Get all campaigns for all contributed projects.
        campaign_tags = (
            Project.query.with_entities(Project.campaign.label("tag"))
            .filter(or_(Project.author_id == user.id, Project.id == sq.c.project_id))
            .subquery()
        )
        # Get projects with given campaign tags but without user contributions.
        query = ProjectSearchService.create_search_query()
        projs = (
            query.filter(Project.campaign.any(campaign_tags.c.tag)).limit(limit).all()
        )

        # Get only user mapping level projects.
        len_projs = len(projs)
        if len_projs < limit:
            remaining_projs = (
                query.filter(Project.mapper_level == user.mapping_level)
                .limit(limit - len_projs)
                .all()
            )
            projs.extend(remaining_projs)

        dto = ProjectSearchResultsDTO()

        # Get all total contributions for each paginated project.
        contrib_counts = ProjectSearchService.get_total_contributions(projs)

        zip_items = zip(projs, contrib_counts)

        dto.results = [
            ProjectSearchService.create_result_dto(p, "en", t) for p, t in zip_items
        ]

        return dto
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    def get_featured_projects(preferred_locale):
        """ Sets project as featured """
        query = ProjectSearchService.create_search_query()
        projects = query.filter(Project.featured == true()).group_by(Project.id).all()

        # Get total contributors.
        contrib_counts = ProjectSearchService.get_total_contributions(projects)
        zip_items = zip(projects, contrib_counts)

        dto = ProjectSearchResultsDTO()
        dto.results = [
            ProjectSearchService.create_result_dto(p, preferred_locale, t)
            for p, t in zip_items
        ]

        return dto