Lo que lee el agenteList the 16 ParlaIbero datasets: DOI, published version, size, and whether each one is already downloaded locally (with rows, sessions and date range).

Se usa en: Inicio § 2

Lo que lee el agenteDownload a country's dataset from Harvard Dataverse (MD5-verified) and load it into the local database. Skips files already current. Large countries (BR, MX, ES, PT, EC) are 1-1.5 GB: if the client times out, run `parlaibero-mcp download XX` in a terminal instead.

Lo que lee el agenteLoad ParlaIbero CSV files that were downloaded by hand from Dataverse.

Lo que lee el agenteData-quality check before interpreting a trend: sessions, rows, speech words, linked and sex-known shares per period, missing years and low-base periods, plus each corpus's linkage figures. Call it before comparing countries or reading peaks.

Se usa en: Inicio § 2

Lo que lee el agenteSchema of the local DuckDB tables, the countries loaded, and example queries.

Lo que lee el agenteReturn a documentation file deposited with a country's dataset. Works before the data are downloaded (small files are fetched from Dataverse).

Lo que lee el agenteFormatted citation (latest published version) and DOI of a country's dataset.

Se usa en: Inicio § 5

Lo que lee el agenteGoogle Books Ngram-style viewer: yearly frequency of one or more words or phrases, with the base behind every point (words, sessions) and low-base years flagged. Optionally writes the chart to an SVG or HTML file.

Se usa en: Feminicidio § 2, Feminicidio § 5

Lo que lee el agenteCounter for one or more terms: occurrences, interventions, sessions, speakers, breakdown by sex and party (with per-million rates), and the FIRST and LAST use in each country, with the intervention id — when a term entered each chamber's vocabulary.

Se usa en: Feminicidio § 1, Pandemia § 1, Bibliotecas § 3

Lo que lee el agenteHow often a term is used, grouped by year, decade, country, legislature, party, sex, speaker, session type or session: occurrences, interventions using it, total words and occurrences per million words. Same counting as ngram_viewer. by='session' lists the sessions where the term concentrates — a way to find the date of an event in each chamber.

Se usa en: Feminicidio § 3, Marcos § 4

Lo que lee el agenteHow much each group speaks compared with its weight in the chamber: share of words (or turns) and of speakers among linked deputies, against the group's share of members on the register in that period, and their ratio (>1 = speaks more than its weight).

Se usa en: Pandemia § 5, Voz y escaños § 1, Voz y escaños § 2, Voz y escaños § 3, Voz y escaños § 5

Lo que lee el agenteWords that most distinguish group A from group B (weighted log-odds with an informative Dirichlet prior, Monroe et al. 2008): e.g. women vs men deputies, one party vs another, one period vs another, a library vs the rest of its chambers. Compare within one language.

Se usa en: Pandemia § 4, Voz y escaños § 3, Voz y escaños § 4, Marcos § 3, Bibliotecas § 8

Lo que lee el agenteKeyword in context: concordance lines (left context · match · right context) from a sample of the interventions that use the term, for close reading.

Se usa en: Pandemia § 1, Marcos § 4, Bibliotecas § 3, Bibliotecas § 5, Bibliotecas § 8

Lo que lee el agenteWords that keep company with a term: over-represented within ±window tokens of it (Dunning log-likelihood). Run with different dates to see how a term's associations shift.

Se usa en: Feminicidio § 6, Marcos § 4

Lo que lee el agenteFind interventions containing a word, phrase or regex, newest first, with a snippet around the first match and the total number of matching rows. Plain searches ignore case and accents ('nacion' finds 'Nación').

Lo que lee el agenteFull text and metadata of one intervention, optionally with surrounding turns.

Lo que lee el agenteMetadata and the ordered list of turns of a session (speaker, party, words, first words of each turn, or the full text).

Se usa en: Feminicidio § 3

Lo que lee el agenteCreate a library: a named, saved subset of interventions — on a topic, in a period, of a group — from one or SEVERAL countries, for focused and comparative analysis. Each country gets its own definition (terms, filters, time window), recorded with the edition of the data. Returns the description of what was gathered (see library_describe). Then pass library=<name> to any analysis tool. Equivalent terms across countries are the user's claim: say so when reporting.

Se usa en: Pandemia § 3, Marcos § 1, Bibliotecas § 4, Bibliotecas § 6, Bibliotecas § 9

Lo que lee el agenteWhat is in a library, per country: interventions, sessions, dates, speakers, words, linkage, share of the chair and of very long turns, years too thin to read as trends, the definitions and the data edition — with warnings for comparing countries. Call it before analysing.

Se usa en: Pandemia § 3, Bibliotecas § 5, Bibliotecas § 7

Lo que lee el agenteRefine a library by hand: add or remove interventions, or attach a note and tags to one. Removed interventions stay excluded when the library is rebuilt from its definitions.

Se usa en: Bibliotecas § 7

Lo que lee el agenteA new library from two existing ones (notes and tags travel with the interventions).

Se usa en: Bibliotecas § 4, Bibliotecas § 9

Lo que lee el agenteExport for the Diarios Explorer: one .2replib per country (the explorer holds one country at a time) plus an index (.parlaibero-biblioteca.json) that library_import uses to rebuild the whole comparative library. Each file must be imported in the explorer with ITS country's CSV loaded.

Se usa en: Bibliotecas § 10, Inicio § 5

Lo que lee el agenteBring libraries made in the Diarios Explorer into the MCP — several countries' files become one comparative library. Every item is checked against the loaded data (row → intervention, then its date and speaker); whatever does not match is reported, not translated silently.

Lo que lee el agenteAfter downloading a new edition of a country: rebuild the library on it. Definitions run again; interventions added by hand, combined or imported, and their notes, are found again by their text; exclusions are kept. Reports what came in and what was lost, per country.

Se usa en: Bibliotecas § 10

Lo que lee el agenteDelete a library (only the library: the data are not touched). Without confirm=true it only says what would be deleted.

Se usa en: Bibliotecas § 10

Lo que lee el agenteNetwork of WORDS of a library and its themes: the library's characteristic words and expressions (its lexicon against the rest of the country's corpus), joined when they occur in the same intervention (or fragment) more than chance (signed G², each term's k strongest neighbours, weight = observed/expected), clustered by Leiden into themes. Per theme: terms, coverage, words of the parties (per 1,000 of their words) and the interventions to read first. The Diarios Explorer's method, ported and tested against its code. Writes an interactive HTML, CSV, JSON and a summary. One network per country. Not for people or institutions (comention_network) nor for who names whom (mention_network).

Se usa en: Marcos § 2

Lo que lee el agenteNetwork of ACTORS (people and institutions) mentioned in the same intervention of a library: co (volume), NPMI (affinity), Jaccard, counts by group and each actor's bias between two groups, Leiden communities, centralities, examples (KWIC) and ambiguity warnings. Writes an interactive HTML (light/ dark, accessible, with tables), CSV, JSON and a summary. One network per country. Without `entities` it proposes candidates (proper names, acronyms) and builds nothing until you confirm them. Words and ideas are not actors: their network is cooccurrence_network.

Se usa en: Marcos § 5

Lo que lee el agenteDirected network of who mentions whom in a library: an arrow speaker → deputy (or external actor) counts the speaker's interventions that name them. Names come from the deputies register (in office on the day), by full name anywhere or by surname after a title; homonyms are resolved by the title's gender and the party written next to the name, otherwise listed apart (never guessed). The record's notes in brackets are not counted. Gives in/out strength, PageRank, reciprocity, Leiden communities, a group → group matrix, E-I and asymmetric pairs, and writes an interactive HTML (network and heat map, with tables), CSV, JSON and a summary. One network per country.

Se usa en: Marcos § 6

Lo que lee el agenteThe evidence to READ the themes of a word network, so that a theme is more than a list of words. It rebuilds what the network read and proves it (every theme's interventions equal the file's), then gives per theme: core and bridge terms, links to other themes, who sustains it (speakers, sessions: a theme held by one debate is an episode), its profile by year, the words each group says more inside it (a first hint of frames), its stability when Leiden is re-run, and a reading sample stratified by group and year with passages cut from the record. Writes the dossier (JSON, Markdown) and a codebook template; read each theme with theme=k, fill the codebook (verdict, label, definition, anchors with verbatim quotes, frames with stance) and check it with check_codebook. Method: parlaibero://methods/networks § 4.

Lo que lee el agenteChecks a codebook of themes and frames written after reading theme_dossier: its schema and theme numbers, and every anchor against the record (the id exists and is in the library; the quote appears verbatim; it holds the theme's words). Writes a blind sample of passages (no group, no theme) with two empty coding files, one for a person and one for the agent, who codes in a fresh context without the key or the dossier; with both filled (human=, agent=) it gives their agreement (Cohen's κ) and each theme's and frame's share of the coded passages, overall and by group, with Wilson intervals. Method: parlaibero://methods/networks § 4.

Lo que lee el agenteThe last step of reading a word network's themes: a report that interprets them for the researcher. Without `report` it writes a spec template (JSON) listing the quotable anchors and every figure as a placeholder; you write the interpretation in it (title, lede, findings, a paragraph after each figure, the themes in blocks with their frames and quotes, caveats, next steps). With `report` it checks the spec (every figure is a placeholder the engine fills, every quote an anchor of the codebook found verbatim in the record now, every codable theme in the report once; bare numbers, missing caveats and names are warned) and, without errors, writes the report as Markdown and HTML (three figures with their tables, the seat of every quote, what is measured and what is reading, the method and the citation) and a _check.json. It refuses a codebook with merge or split verdicts or a network that no longer matches. No language model runs here: the prose is yours. Method: parlaibero://methods/networks § 4.

Lo que lee el agenteRun a read-only SQL query (DuckDB dialect). The connection cannot write, read other files or reach the network.

Se usa en: Feminicidio § 4, Pandemia § 1, Pandemia § 2, Voz y escaños § 2, Voz y escaños § 3, Voz y escaños § 4, Marcos § 1, Bibliotecas § 7, Bibliotecas § 8, Bibliotecas § 9

Lo que lee el agenteSave the full result of a query to CSV or Parquet, to continue in R, Python or Stata. Only the destination folder can be written (or read); nothing else on disk is reachable.

Se usa en: Inicio § 5

Lo que lee el agenteThe analyses run so far (tool, parameters, dataset versions), for reproducibility. Can write a methods appendix ready to adapt.

Se usa en: Inicio § 5