datui_lib/analysis/

quality_runs.rs

//! Data quality runs: the Setup plan, the run itself, the evidence rows it opens,
//! and the samples, copies and cached results it keeps within its memory budget.

use crate::analysis::analysis_modal::AnalysisProgress;
use crate::analysis::quality_memory::{
    KeptQualitySample, QUALITY_RELEASED_REMEMBERED, QualityCacheEntry, QualityCopyJob, RetainedCopy,
};
use crate::app::feedback::Confirm;
use crate::app::jobs::{Answer, Job, Progress};
use crate::export::export_modal::ExportFormat;
use crate::table::DataTableState;
use crate::{
    App, AppEvent, QUALITY_RUN_WAITS, analysis::analysis_modal, analysis::data_quality,
    analysis::quality_report, analysis::sampling, app::jobs, glyphs, numfmt, widgets,
};
use color_eyre::Result;
use polars::prelude::LazyFrame;
use std::path::{Path, PathBuf};
use std::sync::Arc;

/// What Data Quality runs keep: results, samples and local copies within the memory budget, and
/// the evidence view's way back.
#[derive(Default)]
pub struct QualityRuns {
    /// Reports, newest first, within [`QUALITY_MEMORY_BUDGET`](crate::analysis::quality_memory::QUALITY_MEMORY_BUDGET).
    pub(crate) cache: Vec<QualityCacheEntry>,
    /// See [`KeptQualitySample`]. Newest first, within [`QUALITY_MEMORY_BUDGET`](crate::analysis::quality_memory::QUALITY_MEMORY_BUDGET).
    pub(crate) samples: Vec<KeptQualitySample>,
    /// Acquisitions the budget released, newest first: (dataset, view, sample).
    pub(crate) released: Vec<(u64, u64, sampling::Sample)>,
    /// [`QUALITY_MEMORY_BUDGET`](crate::analysis::quality_memory::QUALITY_MEMORY_BUDGET), smaller in a test that fills it.
    pub(crate) memory_budget: usize,
    /// Local copies full scans read instead of a remote source, newest first, within
    /// `analysis.quality_local_copy`. Removed from disk when released, when the dataset
    /// is reopened or replaced, and at exit.
    pub(crate) copies: Vec<RetainedCopy>,
    /// The dataset whose copy was released, so Setup says why Run fetches again.
    pub(crate) copy_released: Option<u64>,
    /// The dataset whose copy did not read as its source: full scans read the source,
    /// and Setup says why.
    pub(crate) copy_unusable: Option<u64>,
    /// Free bytes in the cache directory and when asked: Setup redraws often, and this
    /// only feeds a line of text.
    pub(crate) copy_free: std::sync::Mutex<Option<(std::time::Instant, Option<u64>)>>,
    /// The table an analysis drill replaced, shown again on Esc.
    pub(crate) evidence_return: Option<Box<DataTableState>>,
    pub(crate) evidence_label: Option<String>,
}

impl QualityRuns {
    /// Forget the last dataset's runs: its objects may have changed, so the next run
    /// fetches again.
    pub(crate) fn reset_for_dataset(&mut self) {
        self.cache.clear();
        self.samples.clear();
        self.released.clear();
        self.copies.clear();
        self.copy_released = None;
        self.copy_unusable = None;
        self.evidence_return = None;
        self.evidence_label = None;
    }
}

impl App {
    /// The selected finding's rows: from kept rows at once, or staged as a read that
    /// says what it reads and waits for Enter. Nothing for a finding with no rows.
    pub(crate) fn open_quality_evidence(&mut self) -> Option<AppEvent> {
        let (_, finding) = self.analysis_modal.selected_finding()?;
        let results = self.analysis_modal.quality.results.as_ref()?;
        let rows = finding.evidence(results).ok()?;
        let sampled = results.precision == data_quality::QualityPrecision::Sampled;
        let count = finding.evidence_count(results);
        let label = format!(
            "Data Quality / {} / {}",
            finding.title,
            quality_report::columns_label(&finding.columns, 40)
        );
        let what = format!(
            "{} {} {}",
            finding.title,
            glyphs::get().middot,
            quality_report::columns_label(&finding.columns, 40)
        );
        self.show_quality_rows(rows, label, sampled, what, count)
    }

    /// The rows an interval's count counted: from kept rows, or staged as a read.
    /// Nothing for a count of zero.
    pub(crate) fn open_interval_evidence(&mut self) -> Option<AppEvent> {
        let schema = self.data_table_state.as_ref().map(|state| state.schema());
        let (predicate, label, count) = self
            .analysis_modal
            .interval_evidence(schema.map(|schema| schema.as_ref()))?;
        let sampled = self
            .analysis_modal
            .quality
            .results
            .as_ref()
            .is_some_and(|results| results.precision == data_quality::QualityPrecision::Sampled);
        let what = label
            .trim_start_matches("Data Quality / ")
            .replace(" / ", &format!(" {} ", glyphs::get().middot));
        self.show_quality_rows(
            quality_report::EvidenceRows::Matching(predicate),
            label,
            sampled,
            what,
            Some(count),
        )
    }

    /// The rows the on-screen report measured while kept: a sampled run's, same
    /// dataset, view and sample. `None` after a full scan or once released.
    pub(crate) fn quality_rows_kept(&self) -> Option<std::sync::Arc<data_quality::QualitySample>> {
        self.analysis_modal.quality.results.as_ref()?;
        let plan = self.analysis_modal.quality_result_plan();
        if plan.compute != data_quality::QualityCompute::Sample {
            return None;
        }
        self.kept_quality_sample(&plan.sample())
    }

    /// Open rows a result counted. Kept rows are cut in memory; otherwise the read is
    /// staged with what it reads, and only Enter reads.
    fn show_quality_rows(
        &mut self,
        rows: quality_report::EvidenceRows,
        label: String,
        sampled: bool,
        what: String,
        count: Option<usize>,
    ) -> Option<AppEvent> {
        let plan = self.analysis_modal.quality_result_plan().clone();
        let by_files = matches!(rows, quality_report::EvidenceRows::Files(_));
        let label = if sampled {
            format!("{label} / sampled")
        } else {
            label
        };
        if !by_files && self.quality_rows_kept().is_some() {
            return self.read_sample_rows(plan.sample(), Some((rows, label)));
        }
        let state = self.data_table_state.as_ref()?;
        let g = glyphs::get();
        let rows_label = |rows: usize| {
            format!(
                "{} {}",
                numfmt::group_chrome(rows),
                if rows == 1 { "row" } else { "rows" }
            )
        };
        let scope = match &rows {
            quality_report::EvidenceRows::Files(files) => files.clone(),
            _ => plan.scope.clone(),
        };
        // A sample as large as the scope reads every row but was not a full scan: its rows
        // were kept, and since released.
        let not_kept = if plan.compute == data_quality::QualityCompute::Full {
            "a full scan keeps no rows"
        } else {
            "the rows read are no longer kept"
        };
        let (why, reads) = match &rows {
            quality_report::EvidenceRows::Files(data_quality::QualityScope::SourceFiles(files)) => {
                (
                    "their rows are in the files, not the report".to_string(),
                    format!(
                        "the {} named {}",
                        files.len(),
                        if files.len() == 1 { "file" } else { "files" }
                    ),
                )
            }
            _ if sampled => (
                "the sampled rows are no longer kept".to_string(),
                format!(
                    "the sample again: {} {} {}",
                    widgets::data_quality::compute_label(&plan),
                    g.middot,
                    widgets::data_quality::planned_read_label(state, &plan)
                ),
            ),
            quality_report::EvidenceRows::Duplicates => (
                not_kept.to_string(),
                format!(
                    "every row of {}, once {} {}",
                    plan.scope.label(),
                    g.middot,
                    widgets::data_quality::scope_read_label(state, &plan)
                ),
            ),
            // The table counts matches (reading every row), then reads the rows it shows.
            _ => (
                not_kept.to_string(),
                format!(
                    "every row of {} to count them, then the rows on screen {} {}",
                    plan.scope.label(),
                    g.middot,
                    widgets::data_quality::scope_read_label(state, &plan)
                ),
            ),
        };
        let shows = match (&rows, count) {
            (quality_report::EvidenceRows::Duplicates, Some(count)) => {
                format!("{}, copies together", rows_label(count))
            }
            (_, Some(count)) => rows_label(count),
            (_, None) => "the rows that match".to_string(),
        };
        let source = if state.is_remote_source() {
            "remote, read only"
        } else {
            "local, read only"
        };
        self.analysis_modal.quality.evidence_read = Some(analysis_modal::EvidenceRead {
            summary: vec![
                ("Rows", what),
                ("Why", why),
                ("Reads", reads),
                ("Shows", shows),
                ("Source", source.to_string()),
            ],
            sample: (sampled && !by_files).then(|| plan.sample()),
            scope,
            rows,
            label,
        });
        None
    }

    /// Enter on a staged read: read the rows it named, as it said.
    pub(crate) fn confirm_evidence_read(&mut self) -> Option<AppEvent> {
        // Beside a cancelled run still reading, the read stays staged for later.
        let staged = self.analysis_modal.quality.evidence_read.as_ref()?;
        let kept = staged
            .sample
            .as_ref()
            .is_some_and(|sample| self.kept_quality_sample(sample).is_some());
        if !kept && self.read_waits_for_cancelled() {
            return None;
        }
        let read = self.analysis_modal.quality.evidence_read.take()?;
        if let Some(sample) = read.sample {
            return self.read_sample_rows(sample, Some((read.rows, read.label)));
        }
        let predicate = match read.rows {
            quality_report::EvidenceRows::Matching(predicate) => predicate,
            // A column a file lacks, or holds in a type the scan cannot read, has no value to
            // filter on: its rows are those files' rows.
            quality_report::EvidenceRows::Files(_) => polars::prelude::lit(true),
            quality_report::EvidenceRows::Duplicates => {
                return self.read_duplicate_rows(read.scope, read.label);
            }
        };
        self.open_quality_scope_rows(&read.scope, predicate, read.label)
    }

    /// Every repeating row of `scope`, read in one pass off the UI thread and shown as
    /// a table: a full scan's duplicate finding, once asked.
    fn read_duplicate_rows(
        &mut self,
        scope: data_quality::QualityScope,
        label: String,
    ) -> Option<AppEvent> {
        let state = self.data_table_state.as_ref()?;
        let (lf, schema) = match state.quality_scope_frame(&scope) {
            Ok(frame) => frame,
            Err(error) => {
                self.error_modal
                    .show(format!("Cannot open matching rows: {error}"));
                return None;
            }
        };
        let keys = schema.iter_names().cloned().collect::<Vec<_>>();
        // Binary values grouped as the run grouped them: one stub for all, so groups the
        // check counted are not split.
        let columns = schema
            .iter()
            .map(|(name, dtype)| {
                if matches!(dtype, polars::prelude::DataType::Binary) {
                    polars::prelude::lit(crate::table::binary_stub()).alias(name.clone())
                } else {
                    polars::prelude::col(name.clone())
                }
            })
            .collect::<Vec<_>>();
        let streaming = self.app_config.performance.streaming;
        self.analysis_modal.computing = Some(AnalysisProgress::new("Reading the rows that repeat"));
        self.spawn_job(
            Job::SampleRows,
            Some("Reading the rows that repeat..."),
            move |_| {
                let df = data_quality::duplicate_rows(lf.select(columns), &keys, streaming)
                    .map_err(|error| format!("{error}"))?;
                Ok(Answer::Sample { df, label })
            },
        );
        None
    }

    /// The rows of `scope` matching `predicate`, shown in place of the table until Esc.
    fn open_quality_scope_rows(
        &mut self,
        scope: &data_quality::QualityScope,
        predicate: polars::prelude::Expr,
        label: String,
    ) -> Option<AppEvent> {
        let state = self.data_table_state.as_ref()?;
        let view = match state.quality_evidence_view(scope, predicate) {
            Ok(view) => view,
            Err(error) => {
                self.error_modal
                    .show(format!("Cannot open matching rows: {error}"));
                return None;
            }
        };
        if let Some(original) = self.data_table_state.replace(view) {
            self.quality.evidence_return = Some(Box::new(original));
            self.quality.evidence_label = Some(label);
            self.step_back();
            self.forget_the_rows_read();
            self.spawn_async_collect("Loading matching rows...");
        }
        None
    }

    pub(crate) fn return_from_quality_evidence(&mut self, reopen_analysis: bool) -> bool {
        let Some(original) = self.quality.evidence_return.take() else {
            return false;
        };
        self.jobs.advance();
        self.counting.len_count_inflight = None;
        self.data_table_state = Some(*original);
        self.quality.evidence_label = None;
        if reopen_analysis {
            self.open_overlay(crate::Overlay::Analysis);
        }
        self.busy = false;
        self.status_message = None;
        true
    }

    pub(crate) fn restore_recent_quality_plan(&mut self) {
        let Some(view_generation) = self
            .data_table_state
            .as_ref()
            .map(DataTableState::len_generation)
        else {
            return;
        };
        if self.analysis_modal.quality.plan != data_quality::DataQualityPlan::default() {
            return;
        }
        if let Some(cached) = self.quality.cache.iter().find(|entry| {
            entry.dataset_generation == self.dataset_generation
                && entry.view_generation == view_generation
        }) {
            self.analysis_modal.quality.plan = cached.plan.clone();
        }
    }

    /// What the data offers Setup's choices, from the schema and rows on screen; reads
    /// nothing.
    pub(crate) fn quality_plan_context(&self) -> analysis_modal::PlanContext {
        let Some(state) = self.data_table_state.as_ref() else {
            return analysis_modal::PlanContext::default();
        };
        let plan = &self.analysis_modal.quality.plan;
        let scope = &plan.scope;
        let schema = state.schema();
        let mut partitions = state.partition_columns().unwrap_or_default().to_vec();
        // A directory whose files agree opens as one scan with no partition columns; its
        // directory names still count.
        if partitions.is_empty()
            && let Some(dir) = self.path.as_ref().filter(|path| path.is_dir())
        {
            partitions = crate::formats::readers::hive::discover_hive_partition_columns(dir)
                .into_iter()
                .filter(|column| schema.get(column).is_some())
                .collect();
        }
        // Date and time columns, then text read as time: a window can split by either.
        let mut time_columns: Vec<(String, bool)> = state
            .quality_temporal_columns(scope)
            .into_iter()
            .map(|column| {
                let has_time =
                    !matches!(schema.get(&column), Some(polars::prelude::DataType::Date));
                (column, has_time)
            })
            .collect();
        for format in &plan.time_formats {
            if !time_columns
                .iter()
                .any(|(column, _)| *column == format.column)
            {
                time_columns.push((
                    format.column.clone(),
                    format.kind == data_quality::TimeKind::Datetime,
                ));
            }
        }
        analysis_modal::PlanContext {
            partitions,
            time_columns,
            files: state.quality_source_file_count() > 1,
            text_columns: state
                .quality_text_columns(scope)
                .into_iter()
                .map(|column| {
                    let examples = state.buffered_values(&column, 3);
                    (column, examples)
                })
                .collect(),
        }
    }

    /// The columns a time role can take: date and time columns, then text (read
    /// through a Text as time format).
    pub(crate) fn quality_time_candidates(&self) -> Vec<String> {
        let Some(state) = self.data_table_state.as_ref() else {
            return Vec::new();
        };
        let scope = &self.analysis_modal.quality.plan.scope;
        let mut columns = state.quality_temporal_columns(scope);
        columns.extend(state.quality_text_columns(scope));
        columns
    }

    /// The columns Column intent lists: the draft's scope's, from the schema.
    pub(crate) fn quality_intent_columns(&self) -> Vec<(String, polars::prelude::DataType)> {
        self.data_table_state
            .as_ref()
            .map(|state| {
                crate::widgets::quality_intent::intent_columns(
                    state.quality_schema(&self.analysis_modal.quality.plan.scope),
                )
            })
            .unwrap_or_default()
    }

    /// What a run reads from, as the app knows without reading: the origin, its files,
    /// and the view's effect on rows when the scope is the view.
    fn quality_source_identity(
        &self,
        state: &DataTableState,
        scope: &data_quality::QualityScope,
    ) -> crate::analysis::quality_export::SourceIdentity {
        let format = self
            .source
            .original_file_format
            .map(|format| format.as_str().to_string())
            .or_else(|| {
                self.path
                    .as_ref()
                    .and_then(|path| path.extension())
                    .and_then(|extension| extension.to_str())
                    .map(str::to_string)
            });
        let mut view = Vec::new();
        if !scope.uses_source() {
            if !state.get_active_query().is_empty() {
                view.push(format!("query: {}", state.get_active_query()));
            }
            if !state.get_active_sql_query().is_empty() {
                view.push(format!("SQL: {}", state.get_active_sql_query()));
            }
            if !state.get_active_fuzzy_query().is_empty() {
                view.push(format!("text: {}", state.get_active_fuzzy_query()));
            }
            for (index, filter) in state.view_filters().iter().enumerate() {
                let join = if index == 0 {
                    String::new()
                } else {
                    format!("{} ", filter.logical_op.as_str())
                };
                view.push(format!(
                    "filter: {join}{} {} {}",
                    filter.column,
                    filter.operator.as_str(),
                    filter.value
                ));
            }
            if state.reshape_source().is_some() {
                view.push("reshaped: pivot or melt".to_string());
            }
        }
        let remote = state.is_remote_source();
        // A local path made absolute so the report names the file anywhere; no filesystem
        // access.
        let piped = self.reads_stdin();
        let location = self.path.as_ref().map(|path| {
            match std::path::absolute(path).ok().filter(|_| !remote && !piped) {
                Some(path) => path.display().to_string(),
                None => path.display().to_string(),
            }
        });
        crate::analysis::quality_export::SourceIdentity {
            location,
            remote,
            format,
            view,
            ..crate::analysis::quality_export::SourceIdentity::default()
        }
        .with_files(state.quality_source_file_names())
    }

    /// The Setup setting the current Data Quality page needs before it can show
    /// anything; Enter opens it, and the footer says so.
    pub(crate) fn quality_page_setup(&self) -> Option<data_quality::QualitySetup> {
        let modal = &self.analysis_modal;
        data_quality::page_setup(
            modal.quality.page,
            modal.quality_result_plan(),
            modal.quality.results.as_ref(),
            self.has_quality_time_columns(),
        )
    }

    /// Whether the scope has a column read as time (date/time, or text with a format):
    /// what an empty Trends page points to.
    pub(crate) fn has_quality_time_columns(&self) -> bool {
        !self.analysis_modal.quality.plan.time_formats.is_empty()
            || self.data_table_state.as_ref().is_some_and(|state| {
                !state
                    .quality_temporal_columns(&self.analysis_modal.quality.plan.scope)
                    .is_empty()
            })
    }

    /// Whether the retained rows are the rows `plan` reads, so the run starts from
    /// them. Any grain works: every column and row position is kept.
    pub(crate) fn quality_kept_serves(&self, plan: &data_quality::DataQualityPlan) -> bool {
        plan.compute == data_quality::QualityCompute::Sample
            && self.kept_quality_sample(&plan.sample()).is_some()
    }

    /// Where a run of `plan` gets exact segment totals: retained rows' counts, the pass
    /// reading a new sample, or a read of their own.
    pub(crate) fn quality_segment_count(
        &self,
        plan: &data_quality::DataQualityPlan,
    ) -> data_quality::SegmentCount {
        if plan.compute != data_quality::QualityCompute::Sample {
            return data_quality::SegmentCount::NotNeeded;
        }
        match self.kept_quality_sample(&plan.sample()) {
            Some(kept) => kept.segment_count(plan),
            None => data_quality::fresh_segment_count(plan, self.quality_may_read_blocks(plan)),
        }
    }

    /// Whether `plan`'s rows were read this session and released to the budget, so Run
    /// reads them again.
    pub(crate) fn quality_released(&self, plan: &data_quality::DataQualityPlan) -> bool {
        let Some(view_generation) = self
            .data_table_state
            .as_ref()
            .map(DataTableState::len_generation)
        else {
            return false;
        };
        let sample = plan.sample();
        plan.compute == data_quality::QualityCompute::Sample
            && self
                .quality
                .released
                .iter()
                .any(|(dataset, view, released)| {
                    *dataset == self.dataset_generation
                        && *view == view_generation
                        && *released == sample
                })
    }

    /// Whether the dataset is one Parquet or IPC file, the only kind the sampler reads
    /// seeded runs of.
    fn quality_one_columnar_file(&self) -> bool {
        let Some(state) = self.data_table_state.as_ref() else {
            return false;
        };
        let columnar = matches!(
            self.source.original_file_format,
            Some(ExportFormat::Parquet | ExportFormat::Ipc)
        ) || self.path.as_ref().is_some_and(|path| {
            path.extension()
                .and_then(|extension| extension.to_str())
                .is_some_and(|extension| {
                    matches!(
                        extension.to_ascii_lowercase().as_str(),
                        "parquet" | "pq" | "arrow" | "arrows" | "ipc" | "feather"
                    )
                })
        });
        columnar && state.loaded_file_count() == 1
    }

    /// Whether a random sample of `plan` reads seeded runs of one file rather than
    /// streaming every row, as Setup's Read says, judged from path and view (the
    /// sampler's own test needs the built plan). Yes only where the scan is read as
    /// loaded: the whole source, or a view selecting no rows (samples ignore the sort).
    /// When unsure, Setup names the longer read.
    pub(crate) fn quality_reads_blocks(&self, plan: &data_quality::DataQualityPlan) -> bool {
        let Some(state) = self.data_table_state.as_ref() else {
            return false;
        };
        self.quality_one_columnar_file()
            && match plan.scope {
                data_quality::QualityScope::WholeSource => true,
                data_quality::QualityScope::CurrentView => !state.changes_rows(),
                // Read in the order on screen, sort included.
                data_quality::QualityScope::FirstRows(_)
                | data_quality::QualityScope::ViewRows { .. } => {
                    state.source_file_count() == Some(1)
                }
                _ => false,
            }
    }

    /// Whether a random sample of `plan` may read seeded runs: where
    /// [`Self::quality_reads_blocks`] is sure, and wherever the view (a query too) may
    /// still read the scan as loaded. Leans yes: a yes makes Setup name a count pass,
    /// and a run that streams instead reads less than Setup said, never more.
    pub(crate) fn quality_may_read_blocks(&self, plan: &data_quality::DataQualityPlan) -> bool {
        let Some(state) = self.data_table_state.as_ref() else {
            return false;
        };
        self.quality_reads_blocks(plan)
            || (self.quality_one_columnar_file()
                && state.may_keep_scan_rows()
                && matches!(
                    plan.scope,
                    data_quality::QualityScope::CurrentView
                        | data_quality::QualityScope::FirstRows(_)
                        | data_quality::QualityScope::ViewRows { .. }
                ))
    }

    /// Whether the session cache holds a report measuring what `plan` does on this
    /// view; expected windows are checked against it, not read.
    pub(crate) fn quality_cached(&self, plan: &data_quality::DataQualityPlan) -> bool {
        let Some(view_generation) = self
            .data_table_state
            .as_ref()
            .map(DataTableState::len_generation)
        else {
            return false;
        };
        self.quality.cache.iter().any(|entry| {
            entry.dataset_generation == self.dataset_generation
                && entry.view_generation == view_generation
                && entry.plan.same_measurement(plan)
        })
    }

    /// What runs kept for reuse on this dataset, as `d` in Setup releases it: sampled
    /// rows in memory and a full scan's local copy. `None` when neither.
    pub(crate) fn quality_kept_rows(&self) -> Option<widgets::data_quality::KeptRows> {
        let kept = self
            .quality
            .samples
            .iter()
            .filter(|kept| kept.dataset_generation == self.dataset_generation)
            .collect::<Vec<_>>();
        let copy_bytes = self
            .quality
            .copies
            .iter()
            .filter(|kept| kept.dataset_generation == self.dataset_generation)
            .map(|kept| kept.copy.bytes())
            .sum::<u64>();
        (!kept.is_empty() || copy_bytes > 0).then(|| widgets::data_quality::KeptRows {
            samples: kept.len(),
            rows: kept.iter().map(|kept| kept.rows.df().height()).sum(),
            bytes: kept.iter().map(|kept| kept.rows.estimated_bytes()).sum(),
            copy_bytes,
        })
    }

    /// `d` in Setup: release every kept row and the full scan's local copy (removed
    /// from disk). Runs that would reuse them read again, as Setup's Read says.
    /// Reports stay: showing one reads nothing.
    pub(crate) fn release_quality_rows(&mut self) {
        let Some(kept) = self.quality_kept_rows() else {
            self.flash_note("Nothing kept to release".to_string());
            return;
        };
        for released in std::mem::take(&mut self.quality.samples) {
            self.quality.released.retain(|(dataset, view, sample)| {
                !(*dataset == released.dataset_generation
                    && *view == released.view_generation
                    && *sample == released.sample)
            });
            self.quality.released.insert(
                0,
                (
                    released.dataset_generation,
                    released.view_generation,
                    released.sample,
                ),
            );
        }
        self.quality.released.truncate(QUALITY_RELEASED_REMEMBERED);
        // A run still reading the copy holds it until it ends; then the files go.
        let generation = self.dataset_generation;
        self.quality
            .copies
            .retain(|kept| kept.dataset_generation != generation);
        if kept.copy_bytes > 0 {
            self.quality.copy_released = Some(generation);
        }
        let rows = format!(
            "{} kept {} ({})",
            numfmt::group_chrome(kept.rows),
            if kept.rows == 1 { "row" } else { "rows" },
            crate::numfmt::bytes(kept.bytes as u64)
        );
        let copy = format!("the local copy ({})", crate::numfmt::bytes(kept.copy_bytes));
        self.flash_note(match (kept.samples > 0, kept.copy_bytes > 0) {
            (true, true) => format!("Released {rows} and {copy}; the next run reads again"),
            (false, true) => format!("Released {copy}; the next full scan fetches again"),
            _ => format!("Released {rows}; the next run reads again"),
        });
    }

    /// Rows a sampled run read, when they are the rows `sample` names now (same
    /// dataset, view, sample).
    fn kept_quality_sample(
        &self,
        sample: &sampling::Sample,
    ) -> Option<std::sync::Arc<data_quality::QualitySample>> {
        self.kept_quality_entry(sample)
            .map(|kept| kept.rows.clone())
    }

    fn kept_quality_entry(&self, sample: &sampling::Sample) -> Option<&KeptQualitySample> {
        let view_generation = self.data_table_state.as_ref()?.len_generation();
        self.quality.samples.iter().find(|kept| {
            kept.dataset_generation == self.dataset_generation
                && kept.view_generation == view_generation
                && &kept.sample == sample
        })
    }

    /// Keep what a run read, newest first, replacing an older copy of the same rows: a
    /// later run returns them with its added counts.
    pub(crate) fn retain_quality_sample(&mut self, kept: &KeptQualitySample) {
        if kept.dataset_generation != self.dataset_generation {
            return;
        }
        self.quality.samples.retain(|entry| !entry.same_rows(kept));
        self.quality.released.retain(|(dataset, view, sample)| {
            !(*dataset == kept.dataset_generation
                && *view == kept.view_generation
                && *sample == kept.sample)
        });
        self.quality.samples.insert(0, kept.clone());
        self.trim_quality_memory();
    }

    /// Hold reports and retained rows to the memory budget
    /// ([`QUALITY_MEMORY_BUDGET`](crate::analysis::quality_memory::QUALITY_MEMORY_BUDGET)). First to go: reports
    /// whose rows are retained (remade without reading); then the oldest rows (reread
    /// next run, as Setup says); last, row-less full-scan reports (dearest to remake).
    /// The newest report and rows always stay.
    fn trim_quality_memory(&mut self) {
        loop {
            let used = self
                .quality
                .cache
                .iter()
                .map(|entry| entry.bytes)
                .sum::<usize>()
                + self
                    .quality
                    .samples
                    .iter()
                    .map(|kept| kept.rows.estimated_bytes())
                    .sum::<usize>();
            if used <= self.quality.memory_budget {
                return;
            }
            let remakeable = self
                .quality
                .cache
                .iter()
                .enumerate()
                .skip(1)
                .rev()
                .find(|(_, entry)| {
                    entry.plan.compute == data_quality::QualityCompute::Sample
                        && self.quality.samples.iter().any(|kept| {
                            kept.dataset_generation == entry.dataset_generation
                                && kept.view_generation == entry.view_generation
                                && kept.sample == entry.plan.sample()
                        })
                })
                .map(|(index, _)| index);
            if let Some(index) = remakeable {
                self.quality.cache.remove(index);
            } else if self.quality.samples.len() > 1 {
                if let Some(released) = self.quality.samples.pop() {
                    self.quality.released.insert(
                        0,
                        (
                            released.dataset_generation,
                            released.view_generation,
                            released.sample,
                        ),
                    );
                    self.quality.released.truncate(QUALITY_RELEASED_REMEMBERED);
                }
            } else if self.quality.cache.len() > 1 {
                self.quality.cache.pop();
            } else {
                return;
            }
        }
    }

    pub(crate) fn restore_cached_quality(&mut self) -> bool {
        let Some(view_generation) = self
            .data_table_state
            .as_ref()
            .map(DataTableState::len_generation)
        else {
            return false;
        };
        let plan = self.analysis_modal.quality.plan.clone();
        let Some(cached) = self.quality.cache.iter().find(|entry| {
            entry.dataset_generation == self.dataset_generation
                && entry.view_generation == view_generation
                && entry.plan.same_measurement(&plan)
        }) else {
            return false;
        };
        let mut results = cached.results.clone();
        if cached.plan != plan {
            // Compared as the plan compares, and kept under the windows it expects now.
            if cached.plan.compares_differently(&plan) {
                results.compare_segments(&plan);
            }
            self.cache_quality_result(&results, plan.clone());
        }
        self.analysis_modal.quality.results = Some(results);
        self.analysis_modal.quality.last_plan = Some(plan);
        self.analysis_modal.quality.from_cache = true;
        self.analysis_modal
            .set_quality_page(data_quality::QualityPage::Overview);
        true
    }

    pub(crate) fn cache_quality_result(
        &mut self,
        results: &data_quality::DataQualityResults,
        plan: data_quality::DataQualityPlan,
    ) {
        let Some(view_generation) = self
            .data_table_state
            .as_ref()
            .map(DataTableState::len_generation)
        else {
            return;
        };
        // One report per measurement: a plan expecting other windows replaces it.
        self.quality.cache.retain(|entry| {
            !(entry.dataset_generation == self.dataset_generation
                && entry.view_generation == view_generation
                && entry.plan.same_measurement(&plan))
        });
        self.quality.cache.insert(
            0,
            QualityCacheEntry {
                dataset_generation: self.dataset_generation,
                view_generation,
                plan,
                bytes: results.estimated_bytes(),
                results: results.clone(),
            },
        );
        self.trim_quality_memory();
    }

    /// The scope a full scan reads: `lf` over a local copy of its remote objects,
    /// fetched first when `job` says. `kept` hears the copy to keep, or `None` if it
    /// does not read as the source (later full scans read the source). The copy is
    /// returned for the caller to hold while the passes read it.
    pub(crate) fn quality_scope_on_copy(
        lf: LazyFrame,
        job: QualityCopyJob,
        watch: &data_quality::QualityWatch,
        fetch: impl FnOnce(
            &[crate::cloud::local_copy::RemoteObject],
            &Path,
        ) -> Result<crate::cloud::local_copy::LocalCopy>,
        kept: impl FnOnce(Option<Arc<crate::cloud::local_copy::LocalCopy>>),
    ) -> Result<(LazyFrame, Option<Arc<crate::cloud::local_copy::LocalCopy>>)> {
        let (copy, fetched) = match job {
            QualityCopyJob::Source => return Ok((lf, None)),
            QualityCopyJob::Kept(copy) => (copy, false),
            QualityCopyJob::Fetch { objects, root } => {
                watch.stage(data_quality::QualityStage::CopyingSource, true, true)?;
                let copy = fetch(&objects, &root).map_err(|error| {
                    if watch.cancelled() {
                        color_eyre::eyre::eyre!(crate::analysis::sampling::CANCELLED)
                    } else {
                        error
                    }
                })?;
                (Arc::new(copy), true)
            }
        };
        // The copy must read as the source does, or the source is read as before.
        let local = copy.redirect(&lf).filter(|local| {
            let schemas = (local.clone().collect_schema(), lf.clone().collect_schema());
            matches!(schemas, (Ok(local), Ok(source)) if local == source)
        });
        let Some(local) = local else {
            log::warn!(target: "datui", "local copy does not read as the source; reading the source");
            kept(None);
            return Ok((lf, None));
        };
        if fetched {
            kept(Some(copy.clone()));
        }
        watch.use_copy(data_quality::CopyRead {
            bytes: copy.bytes(),
            objects: copy.objects(),
            fetched,
        });
        Ok((local, Some(copy)))
    }

    /// Copy `objects` under `root`, streaming each as it arrives; a cancel stops at the
    /// next chunk and removes the partial copy.
    #[cfg(feature = "cloud")]
    fn fetch_quality_copy(
        objects: &[crate::cloud::local_copy::RemoteObject],
        root: &Path,
        cloud: &crate::config::CloudConfig,
        runtime: &tokio::runtime::Handle,
        stop: &crate::analysis::sampling::ReadWatch,
    ) -> Result<crate::cloud::local_copy::LocalCopy> {
        use crate::cloud::download::StreamError;
        use object_store::ObjectStoreExt;

        crate::cloud::local_copy::LocalCopy::fetch(root, objects, stop, |object, write| {
            let url = object.url.as_str();
            let (_, _, store) = Self::cloud_store_for(Path::new(url), cloud, runtime)
                .map_err(StreamError::Write)?;
            let (_, key) = Self::cloud_bucket_and_key(url).map_err(StreamError::Write)?;
            let path = crate::cloud::cloud_browse::object_path(&key);
            let listed = object.etag.clone();
            let gone = crate::error_display::gone_since_opened_message(url);
            let open = async move {
                let got = store.get(&path).await.map_err(|e| match e {
                    object_store::Error::NotFound { .. } => gone.clone(),
                    e => e.to_string(),
                })?;
                // Rewritten since opened (perhaps same size): the copy would not be the dataset on
                // screen.
                if let (Some(listed), Some(fetched)) = (&listed, &got.meta.e_tag)
                    && !crate::cloud::local_copy::same_etag(listed, fetched)
                {
                    return Err(gone);
                }
                Ok((got.into_stream(), None))
            };
            let watch = stop.clone();
            crate::cloud::download::stream_into(runtime, open, move || watch.stopped(), write)
        })
    }

    /// Where Data Quality's local copies are written.
    fn quality_copies_root(&self) -> PathBuf {
        self.cache
            .cache_dir()
            .join(crate::cloud::local_copy::COPIES_DIR)
    }

    /// `analysis.quality_local_copy`, in bytes.
    fn quality_copy_limit(&self) -> u64 {
        self.app_config.analysis.quality_local_copy.bytes()
    }

    /// Bytes on disk in the copies kept.
    pub fn quality_copy_bytes(&self) -> u64 {
        self.quality
            .copies
            .iter()
            .map(|kept| kept.copy.bytes())
            .sum()
    }

    /// The copy this dataset's objects were fetched into this session, while kept.
    fn quality_copy_kept(&self) -> Option<&Arc<crate::cloud::local_copy::LocalCopy>> {
        let state = self.data_table_state.as_ref()?;
        self.quality
            .copies
            .iter()
            .find(|kept| {
                kept.dataset_generation == self.dataset_generation
                    && state.each_remote_object().is_some_and(|mut objects| {
                        objects.all(|object| {
                            object.is_some_and(|object| kept.copy.covers(&object.url))
                        })
                    })
            })
            .map(|kept| &kept.copy)
    }

    /// Free bytes where copies are written, asked at most every few seconds.
    fn quality_copy_free_space(&self) -> Option<u64> {
        let root = self.quality_copies_root();
        let Ok(mut cached) = self.quality.copy_free.lock() else {
            return crate::cloud::local_copy::free_space(&root);
        };
        match *cached {
            Some((asked, free)) if asked.elapsed() < std::time::Duration::from_secs(5) => free,
            _ => {
                let free = crate::cloud::local_copy::free_space(&root);
                *cached = Some((std::time::Instant::now(), free));
                free
            }
        }
    }

    /// How a run of `plan` gets a remote source's rows, from what the open learned;
    /// at most a stat of the cache directory.
    pub(crate) fn quality_copy_plan(
        &self,
        plan: &data_quality::DataQualityPlan,
    ) -> data_quality::CopyPlan {
        use data_quality::{CopyPlan, NoCopy};
        let Some(state) = self.data_table_state.as_ref() else {
            return CopyPlan::NotApplicable;
        };
        if plan.compute != data_quality::QualityCompute::Full || !state.is_remote_source() {
            return CopyPlan::NotApplicable;
        }
        if !state.quality_reads_whole_source(&plan.scope) {
            return CopyPlan::Passes(NoCopy::PartOfTheSource);
        }
        if let Some(copy) = self.quality_copy_kept() {
            return CopyPlan::Kept {
                bytes: copy.bytes(),
                objects: copy.objects(),
            };
        }
        let limit = self.quality_copy_limit();
        if limit == 0 {
            return CopyPlan::Passes(NoCopy::Off);
        }
        if self.quality.copy_unusable == Some(self.dataset_generation) {
            return CopyPlan::Passes(NoCopy::Unusable);
        }
        let Some((bytes, objects)) = state.remote_objects_size() else {
            return CopyPlan::Passes(NoCopy::SizeUnknown);
        };
        if bytes > limit {
            return CopyPlan::Passes(NoCopy::TooLarge { bytes, limit });
        }
        let free = self.quality_copy_free_space();
        if free.is_none_or(|free| bytes > free) {
            return CopyPlan::Passes(NoCopy::NoRoom { bytes, free });
        }
        CopyPlan::Fetch { bytes, objects }
    }

    /// Whether this dataset's copy was released this session, so Run fetches again.
    pub(crate) fn quality_copy_released(&self) -> bool {
        self.quality.copy_released == Some(self.dataset_generation)
    }

    /// Keep a fetched copy, newest first; older ones go past the budget, the newest
    /// always stays. `None` means the copy did not read as its source: any kept one
    /// goes too.
    pub(crate) fn retain_quality_copy(
        &mut self,
        dataset_generation: u64,
        copy: Option<Arc<crate::cloud::local_copy::LocalCopy>>,
    ) {
        if dataset_generation != self.dataset_generation {
            return;
        }
        let Some(copy) = copy else {
            self.quality
                .copies
                .retain(|kept| kept.dataset_generation != dataset_generation);
            self.quality.copy_unusable = Some(dataset_generation);
            return;
        };
        self.quality.copies.insert(
            0,
            RetainedCopy {
                dataset_generation,
                copy,
            },
        );
        self.quality.copy_released = None;
        let limit = self.quality_copy_limit();
        while self.quality.copies.len() > 1 && self.quality_copy_bytes() > limit {
            self.quality.copies.pop();
        }
    }

    /// Read `sample` off the UI thread and show its rows (all, or a finding's under its
    /// label). Redrawn from its seed, so these are the rows the tool measured.
    pub(crate) fn read_sample_rows(
        &mut self,
        sample: sampling::Sample,
        evidence: Option<(quality_report::EvidenceRows, String)>,
    ) -> Option<AppEvent> {
        let state = self.data_table_state.as_ref()?;
        let (source, known_total) = Self::sample_source_for(state, &sample.scope);
        let streaming = self.app_config.performance.streaming;
        // The rows Data Quality just measured, if they are the rows asked: cut from memory
        // rather than redrawn.
        let kept = self.kept_quality_sample(&sample).map(|kept| {
            let columns: Vec<_> = state
                .schema()
                .iter_names()
                .filter(|name| kept.df().column(name.as_str()).is_ok())
                .map(|name| polars::prelude::col(name.clone()))
                .collect();
            (kept, columns)
        });
        if kept.is_none() && self.read_waits_for_cancelled() {
            return None;
        }
        self.analysis_modal.computing = Some(AnalysisProgress::new(if evidence.is_some() {
            "Reading the matching sampled rows"
        } else {
            "Reading the sample"
        }));
        self.spawn_job(Job::SampleRows, Some("Reading the sample..."), move |_| {
            // Shown columns are the table's; a finding is cut from every column the run read
            // first, so duplicates are judged as the run judged them.
            let (rows, columns) = match kept {
                Some((kept, columns)) => (Ok(kept.analysis_rows(kept.df().clone())), Some(columns)),
                None => (
                    source
                        .cut(&sample.scope)
                        .and_then(|lf| sampling::read(&lf, &sample, known_total, streaming)),
                    None,
                ),
            };
            let shown = |df: polars::prelude::DataFrame| match &columns {
                Some(columns) => polars::prelude::IntoLazy::lazy(df)
                    .select(columns.clone())
                    .collect()
                    .map_err(color_eyre::eyre::Report::from),
                None => Ok(df),
            };
            let read = rows.and_then(|rows| {
                let label = format!(
                    "Sample {} {}",
                    crate::glyphs::get().middot,
                    sample.outcome(
                        rows.total_rows,
                        rows.sample_size,
                        rows.per_value.as_ref().map(|per_value| per_value.kept),
                    )
                );
                match evidence {
                    Some((quality_report::EvidenceRows::Duplicates, label)) => {
                        // Every column the run grouped by: the scope's own, not the kept row numbers.
                        let keys = rows
                            .df
                            .get_column_names()
                            .into_iter()
                            .filter(|name| !name.starts_with("__datui"))
                            .cloned()
                            .collect::<Vec<_>>();
                        let df = data_quality::duplicate_rows(
                            polars::prelude::IntoLazy::lazy(rows.df),
                            &keys,
                            streaming,
                        )?;
                        Ok((shown(df)?, label))
                    }
                    Some((quality_report::EvidenceRows::Matching(predicate), label)) => {
                        let df = polars::prelude::IntoLazy::lazy(rows.df)
                            .filter(predicate)
                            .collect()?;
                        Ok((shown(df)?, label))
                    }
                    // Files are read from the scope, never from a sample.
                    Some((quality_report::EvidenceRows::Files(_), label)) => {
                        Ok((shown(rows.df)?, label))
                    }
                    None => Ok((shown(rows.df)?, label)),
                }
            });
            let (df, label) = read.map_err(|error| format!("{error}"))?;
            Ok(Answer::Sample { df, label })
        });
        None
    }

    /// Mirror the shared sample into the Data Quality plan, which carries it to the
    /// engine and the cache key. Metadata-only stays metadata-only.
    pub(crate) fn sync_quality_plan(&mut self) {
        let sample = self.analysis_modal.sample.clone();
        self.analysis_modal.quality.plan.adopt_sample(&sample);
    }

    /// Open Setup with the plan staged: edits wait for Run, and Esc restores the plan.
    /// Reopening while open changes nothing.
    pub(crate) fn open_quality_setup(&mut self) {
        use data_quality::QualityPage;
        let modal = &mut self.analysis_modal;
        if !modal.quality.page.is_setup() {
            modal.quality.setup_return = modal.quality.page.tab();
        }
        if modal.quality.setup_before.is_none() {
            modal.quality.setup_before = Some(modal.quality.plan.clone());
        }
        if modal.quality.page != QualityPage::Setup {
            modal.set_quality_page(QualityPage::Setup);
            modal.quality.plan_field = 0;
        }
        modal.focus = analysis_modal::AnalysisFocus::Main;
    }

    /// Esc on Setup: staged edits go and the report returns. With no report, Setup stays
    /// and the cursor goes to the tools.
    pub(crate) fn leave_quality_setup(&mut self) {
        use data_quality::QualityPage;
        let modal = &mut self.analysis_modal;
        if let Some(before) = modal.quality.setup_before.take() {
            modal.quality.plan = before;
        }
        modal.quality.setup_note = None;
        modal.quality.picker = None;
        if modal.quality.results.is_some() {
            let back = match modal.quality.setup_return {
                page if page.is_setup() => QualityPage::Overview,
                page => page,
            };
            modal.set_quality_page(back);
        } else {
            modal.set_quality_page(QualityPage::Setup);
            modal.focus = analysis_modal::AnalysisFocus::Sidebar;
        }
    }

    /// A full scan's confirmation: what it reads, what it fetches from a remote source,
    /// and that it writes nothing there.
    fn quality_full_scan_question(&self, plan: &data_quality::DataQualityPlan) -> String {
        let mut lines = vec![
            "Run a full scan?".to_string(),
            String::new(),
            "Reads: every eligible row, up to the whole source".to_string(),
        ];
        if let data_quality::CopyPlan::Fetch { bytes, .. } = self.quality_copy_plan(plan) {
            lines.push(format!(
                "Fetch: {} once, to a local copy",
                crate::numfmt::bytes(bytes)
            ));
        }
        lines.push("Source writes: none".to_string());
        lines.join("\n")
    }

    /// What stops Setup from running, on its own line: a time window on text with no
    /// format.
    fn quality_setup_problem(&self) -> Option<String> {
        let plan = &self.analysis_modal.quality.plan;
        let schema = self.data_table_state.as_ref()?.quality_schema(&plan.scope);
        match &plan.grain {
            data_quality::QualityGrain::TimeWindows { column, .. }
                if plan.compute != data_quality::QualityCompute::Metadata
                    && !plan.reads_as_time(column, schema) =>
            {
                Some(format!(
                    "{column}: text, no format {} set Text as time",
                    crate::glyphs::get().middot
                ))
            }
            _ => None,
        }
    }

    /// Run from Setup, the one place a run starts: the draft becomes the plan and its
    /// sample every tool's; the report is shown if cached, else read once. Waits while
    /// a cancelled run still stops (two reads can run memory out). A full scan asks
    /// first; `confirmed` is that question's Yes, and Esc leaves the draft staged.
    pub(crate) fn run_quality_setup(&mut self, confirmed: bool) -> Option<AppEvent> {
        use data_quality::QualityPage;
        if self.cancelled_analysis_running().is_some() {
            self.analysis_modal.quality.setup_note = Some(QUALITY_RUN_WAITS.to_string());
            return None;
        }
        if let Some(problem) = self.quality_setup_problem() {
            self.analysis_modal.quality.setup_note = Some(problem);
            return None;
        }
        // A report already here, on screen or cached, reads nothing: nothing to confirm.
        let plan = &self.analysis_modal.quality.plan;
        let here = (self.analysis_modal.quality.results.is_some()
            && self
                .analysis_modal
                .quality
                .last_plan
                .as_ref()
                .is_some_and(|last| last.same_measurement(plan)))
            || self.quality_cached(plan);
        if plan.requires_confirmation() && !here && !confirmed {
            // Asked with the one confirmation; its Yes comes back here.
            let message = self.quality_full_scan_question(plan);
            self.confirmation_modal
                .show(message, Confirm::QualityFullScan);
            self.confirmation_modal.yes_label = "Run";
            return None;
        }
        self.commit_quality_plan();
        let modal = &mut self.analysis_modal;
        if modal.quality.results.is_some()
            && modal.quality.last_plan.as_ref() == Some(&modal.quality.plan)
        {
            let back = match modal.quality.setup_return {
                page if page.is_setup() => QualityPage::Overview,
                page => page,
            };
            modal.set_quality_page(back);
            return None;
        }
        // Only expected windows or the comparison changed: the report on screen holds every
        // count and segment needed, so it is relabeled, not reread.
        if let (Some(results), Some(last)) = (
            modal.quality.results.as_ref(),
            modal.quality.last_plan.as_ref(),
        ) && last.same_measurement(&modal.quality.plan)
        {
            let mut results = results.clone();
            let plan = modal.quality.plan.clone();
            let page = if last.compares_differently(&plan) {
                results.compare_segments(&plan);
                QualityPage::Segments
            } else {
                QualityPage::Trends
            };
            modal.quality.results = Some(results.clone());
            modal.quality.last_plan = Some(plan.clone());
            modal.set_quality_page(page);
            self.cache_quality_result(&results, plan);
            return None;
        }
        if self.restore_cached_quality() {
            return None;
        }
        self.analysis_modal.quality.from_cache = false;
        let mut progress = AnalysisProgress::new("Preparing the plan");
        if self.quality_kept_serves(&self.analysis_modal.quality.plan) {
            progress.reuse = Some("Starts from rows a run already read".to_string());
        }
        self.analysis_modal.computing = Some(progress);
        self.busy = true;
        Some(AppEvent::AnalysisCompute(
            analysis_modal::AnalysisTool::DataQuality,
        ))
    }

    /// Commit the draft: Setup closes and its sample becomes every tool's. Other tools'
    /// results were of the old sample and go; Data Quality's last report stays,
    /// labeled, until the run replaces it.
    fn commit_quality_plan(&mut self) {
        let modal = &mut self.analysis_modal;
        let sample = modal.quality.plan.sample();
        if sample != modal.sample {
            modal.describe_results = None;
            modal.distribution_results = None;
            modal.correlation_results = None;
        }
        modal.sample = sample;
        modal.sample_dataset = Some(self.dataset_generation);
        modal.sample_run_for = Some(self.dataset_generation);
        modal.quality.setup_before = None;
        modal.quality.setup_note = None;
        modal.quality.picker = None;
    }

    /// Run the data quality check on the plan Setup committed.
    pub(crate) fn run_quality_compute(&mut self) -> Option<AppEvent> {
        if let Some(state) = &self.data_table_state {
            let plan = self.analysis_modal.quality.plan.clone();
            let source_scope = plan.scope.uses_source();
            let (lf, source, cached_rows) = if source_scope {
                let (lf, source) = state.data_quality_source_scan();
                (lf, source, None)
            } else {
                let ordered = matches!(
                    plan.scope,
                    data_quality::QualityScope::FirstRows(_)
                        | data_quality::QualityScope::ViewRows { .. }
                );
                let (lf, source) = state.data_quality_scan(ordered);
                let rows = state.num_rows_if_valid().map(|rows| match &plan.scope {
                    data_quality::QualityScope::CurrentView => rows,
                    data_quality::QualityScope::FirstRows(limit) => rows.min(*limit),
                    data_quality::QualityScope::ViewRows { start, end } => {
                        rows.min(*end).saturating_sub(start.saturating_sub(1))
                    }
                    _ => unreachable!(),
                });
                (lf, source, rows)
            };
            let streaming = state.polars_streaming();
            // An audio file's signal checks read its samples whole: a full run's.
            let audio = (plan.compute == data_quality::QualityCompute::Full)
                .then(|| state.window_for_quality(&plan.scope))
                .flatten()
                .and_then(crate::formats::audio::recording);
            let view_generation = state.len_generation();
            let dataset_generation = self.dataset_generation;
            let kept_entry = self.kept_quality_entry(&plan.sample());
            let kept = kept_entry.map(|kept| kept.rows.clone());
            // A sampled run on rows already read is labeled as their read was: the file may
            // have changed since.
            let kept_source = kept_entry
                .filter(|_| plan.compute == data_quality::QualityCompute::Sample)
                .map(|kept| kept.source.clone());
            let mut identity = self.quality_source_identity(state, &plan.scope);
            let copy_job = match self.quality_copy_plan(&plan) {
                data_quality::CopyPlan::Kept { .. } => self
                    .quality_copy_kept()
                    .cloned()
                    .map_or(QualityCopyJob::Source, QualityCopyJob::Kept),
                data_quality::CopyPlan::Fetch { .. } => match state.remote_objects() {
                    Some(objects) => QualityCopyJob::Fetch {
                        objects,
                        root: self.quality_copies_root(),
                    },
                    None => QualityCopyJob::Source,
                },
                _ => QualityCopyJob::Source,
            };
            #[cfg(feature = "cloud")]
            let (cloud, runtime) = (self.app_config.cloud.clone(), self.runtime.clone());
            // Only a confirmed full scan pays to read values a type conflict hides, as its
            // access plan promised.
            let mut source = source;
            if plan.compute == data_quality::QualityCompute::Full
                && let Some(source) = source.as_mut()
            {
                source.conflict_scan = state.quality_conflict_scan();
            }
            // Each stage comes back as progress, so a cancelled run's are dropped; Esc stops the
            // run through the job's watch.
            let started = self.start_job(
                Job::Analysis(jobs::AnalysisRun::default()),
                Some("Profiling data quality..."),
            );
            let ticket = started.ticket();
            let phases = self.events.clone();
            let watch = data_quality::QualityWatch::new(move |phase| {
                let _ = phases.send(AppEvent::JobProgress {
                    ticket,
                    progress: Progress::QualityPhase(phase),
                });
            });
            if let Some(progress) = self.analysis_modal.computing.as_mut() {
                progress.read = Some(watch.read().clone());
            }
            if let Some(Job::Analysis(run)) = self.jobs.job_mut(ticket) {
                run.watch = Some(watch.clone());
            }
            started.run(&self.runtime, move |worker| {
                // A stat of a local file as the run begins, not a read.
                match kept_source {
                    Some(source) => identity = source,
                    None => identity.stat(),
                }
                let lf = if source_scope {
                    data_quality::prepare_source_quality_scan(lf, source.as_ref())
                        .map_err(|error| format!("{error}"))?
                } else {
                    lf
                };
                let lf = data_quality::apply_quality_scope(lf, &plan.scope, source.as_ref())
                    .map_err(|error| format!("{error}"))?;
                // Held to the end of the run: the copy stays on disk while read, released or not.
                let fetch = |objects: &[crate::cloud::local_copy::RemoteObject], root: &Path| {
                    #[cfg(feature = "cloud")]
                    {
                        Self::fetch_quality_copy(objects, root, &cloud, &runtime, watch.read())
                    }
                    #[cfg(not(feature = "cloud"))]
                    {
                        let _ = (objects, root);
                        Err(color_eyre::eyre::eyre!("Built without cloud support"))
                    }
                };
                let kept_copy = |copy: Option<Arc<crate::cloud::local_copy::LocalCopy>>| {
                    worker.send(AppEvent::BackgroundQualityCopyKept {
                        dataset_generation,
                        copy,
                    });
                };
                let (lf, held) =
                    Self::quality_scope_on_copy(lf, copy_job, &watch, fetch, kept_copy)
                        .map_err(|error| format!("{error}"))?;
                let (results, rows) = crate::analysis::data_quality::compute_data_quality_watched(
                    &lf,
                    cached_rows,
                    &plan,
                    source.as_ref(),
                    streaming,
                    kept.as_deref(),
                    &watch,
                );
                let results = match (results, audio) {
                    (Ok(mut results), Some(audio)) => {
                        crate::analysis::data_quality::add_signal_observations(
                            &mut results,
                            &audio,
                            &watch,
                        )
                        .map(|()| results)
                    }
                    (results, _) => results,
                };
                // Released before the answer goes out, so a `d` handled on arrival finds the app's
                // handle the last.
                drop(held);
                let kept = rows.map(|rows| KeptQualitySample {
                    dataset_generation,
                    view_generation,
                    sample: plan.sample(),
                    rows: std::sync::Arc::new(rows),
                    source: identity.clone(),
                });
                match results {
                    Ok(mut results) => {
                        results.source = Some(Box::new(identity));
                        Ok(Answer::DataQuality {
                            results: Box::new(results),
                            kept,
                            plan: Box::new(plan),
                        })
                    }
                    Err(error) => {
                        // Stopped after the sample was read: the read is kept.
                        if let Some(kept) = kept {
                            worker.send(AppEvent::BackgroundQualitySampleKept { kept });
                        }
                        Err(format!("{error}"))
                    }
                }
            });
        } else {
            self.analysis_modal.computing = None;
            self.busy = false;
        }
        None
    }
}