diff --git a/CHANGELOG.md b/CHANGELOG.md
index 98b24b1..c0b2dfa 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,7 +4,16 @@ All notable changes to this project are documented here. The format follows
[Keep a Changelog](https://keepachangelog.com/en/1.1.0/), and the project adheres
to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
-## [Unreleased]
+## [0.1.1] - 2026-07-01
+
+### Added
+
+- Presidential-speech allotaxonograph gallery: `examples/presidential_speeches.py`
+ (+ executed notebook and saved figures under `examples/gallery/`) comparing
+ U.S. presidential speech vocabulary across eras, with a matching docs page.
+- PNG logo (`imgs/logo.png`) so the README logo renders on PyPI.
+
+## [0.1.0] - 2026-06-30
### Added
diff --git a/README.md b/README.md
index 18726ad..96c7c2a 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
- 
+ 
# keyflux
diff --git a/docs/examples/presidential_speeches.md b/docs/examples/presidential_speeches.md
new file mode 100644
index 0000000..7a08bd9
--- /dev/null
+++ b/docs/examples/presidential_speeches.md
@@ -0,0 +1,66 @@
+# Presidential speech across eras
+
+A worked gallery: comparing the vocabulary of U.S. presidential speeches across
+25-year eras with keyness, rank-turbulence divergence, and the allotaxonograph.
+
+The data are compact frequency tables under `examples/data/`, built from the
+public-domain [Miller Center](https://data.millercenter.org/) presidential speech
+corpus (lemmatised, lowercased, punctuation stripped) bundled with
+[chronowords](https://github.com/crow-intelligence/chronowords), loaded with
+`keyflux.load_counts`. A light filter drops clitic fragments and transcription
+markers; genuine function words stay in (they populate the lockword diagonal).
+
+The full, executed notebook — with every figure inline — is at
+[`examples/presidential_speeches.ipynb`](https://github.com/crow-intelligence/keyflux/blob/main/examples/presidential_speeches.ipynb).
+
+## 1. The nineteenth century vs. the twenty-first
+
+The starkest shift: formal 19th-century governmental prose against modern
+televised address. Positive keywords for **2000–2024**: *job, help, today,
+tonight, worker, terrorist, afghanistan, billion*. For **1825–1849**:
+*appropriation, intercourse, specie, heretofore, receipt, treasury*. The
+contribution panel reads first-person modern (*we, get, help, thank, americans*)
+against formal 19th-century register (*which, upon, shall, duty, treaty*).
+
+
+
+## 2. The Progressive era vs. the Cold War
+
+**1950–1974** keywords: *vietnam, soviet, kennedy, communist, nuclear, nixon*.
+**1900–1924** keywords: *railway, isthmus, philippine, hague, reclamation,
+banking* — the vocabulary of the Panama Canal, imperial expansion, and early
+regulation.
+
+
+
+## 3. The Cold War vs. the modern era
+
+A more recent, subtler shift. **2000–2024**: *afghanistan, iraqi, qaeda, virus,
+ukraine, biden*. **1950–1974**: *viet, nam, communists, khrushchev, watergate,
+laos, mcnamara*.
+
+
+
+## How alpha reframes the map
+
+`alpha` tunes what the divergence emphasises — small `alpha` surfaces churn among
+rare, low-rank words; large `alpha` surfaces shifts among common, high-rank words.
+The 19thC↔21stC pair at three settings (divergence rises from 0.39 to 0.54):
+
+**alpha = 0** (logarithmic limit — rare, low-rank churn)
+
+
+
+**alpha = 1/3** (the text default)
+
+
+
+**alpha = 1** (emphasises common, high-rank words)
+
+
+
+## The script
+
+```python title="examples/presidential_speeches.py"
+--8<-- "examples/presidential_speeches.py"
+```
diff --git a/examples/data/speeches_1825-1849.tsv b/examples/data/speeches_1825-1849.tsv
new file mode 100644
index 0000000..c0f73fc
--- /dev/null
+++ b/examples/data/speeches_1825-1849.tsv
@@ -0,0 +1,6139 @@
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diff --git a/examples/data/speeches_1900-1924.tsv b/examples/data/speeches_1900-1924.tsv
new file mode 100644
index 0000000..ee6079a
--- /dev/null
+++ b/examples/data/speeches_1900-1924.tsv
@@ -0,0 +1,7915 @@
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diff --git a/examples/data/speeches_1950-1974.tsv b/examples/data/speeches_1950-1974.tsv
new file mode 100644
index 0000000..79d8395
--- /dev/null
+++ b/examples/data/speeches_1950-1974.tsv
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diff --git a/examples/data/speeches_2000-2024.tsv b/examples/data/speeches_2000-2024.tsv
new file mode 100644
index 0000000..47eb427
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "85c16fa0",
+ "metadata": {},
+ "source": [
+ "# Allotaxonographs of U.S. presidential speech across eras\n",
+ "\n",
+ "This example compares the vocabulary of U.S. presidential speeches across\n",
+ "25-year eras with **keyflux** — keyness (keywords + lockwords), rank-turbulence\n",
+ "divergence (RTD), and the allotaxonograph.\n",
+ "\n",
+ "The data are compact frequency tables under `examples/data/`, built from the\n",
+ "public-domain [Miller Center](https://data.millercenter.org/) presidential\n",
+ "speech corpus (lemmatised, lowercased, punctuation stripped) bundled with\n",
+ "[chronowords](https://github.com/crow-intelligence/chronowords). Each table is\n",
+ "`typecount`, trimmed to count ≥ 2, and is loaded with `keyflux.load_counts`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "592b4ba4",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-07-01T10:32:52.322467Z",
+ "iopub.status.busy": "2026-07-01T10:32:52.321465Z",
+ "iopub.status.idle": "2026-07-01T10:32:53.002013Z",
+ "shell.execute_reply": "2026-07-01T10:32:53.001296Z"
+ },
+ "lines_to_next_cell": 2
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1825-1849: 440,954 tokens, 6,111 types\n",
+ "1900-1924: 460,194 tokens, 7,875 types\n",
+ "1950-1974: 555,210 tokens, 7,582 types\n",
+ "2000-2024: 627,316 tokens, 8,389 types\n"
+ ]
+ }
+ ],
+ "source": [
+ "from collections import Counter\n",
+ "from pathlib import Path\n",
+ "\n",
+ "from keyflux import Keyness, RankedList, allotaxonograph, load_counts, rtd\n",
+ "\n",
+ "try:\n",
+ " HERE = Path(__file__).resolve().parent\n",
+ "except NameError: # running as a notebook — no __file__\n",
+ " HERE = Path(\"examples\") if Path(\"examples/data\").exists() else Path(\".\")\n",
+ "DATA = HERE / \"data\"\n",
+ "GALLERY = HERE / \"gallery\"\n",
+ "GALLERY.mkdir(exist_ok=True)\n",
+ "\n",
+ "# Lemmatisation and transcription leave clitic fragments (ve, ll, re) and stage\n",
+ "# markers ([applause], speaker labels). They are real tokens but pure noise, so\n",
+ "# we drop them from the counts up front — this keeps genuine function words (the,\n",
+ "# of, be, which), which legitimately populate the lockword diagonal.\n",
+ "_NOISE = {\n",
+ " \"ve\", \"ll\", \"re\", \"s\", \"d\", \"m\", \"t\", \"s1\", \"s2\", \"p1\", \"p2\",\n",
+ " \"applause\", \"laughter\", \"crosstalk\", \"inaudible\", \"span\", \"class\",\n",
+ " \"nbsp\", \"amp\", \"quot\", \"don\", \"didn\", \"doesn\", \"isn\", \"aren\", \"wasn\",\n",
+ " \"won\", \"wouldn\", \"couldn\", \"shouldn\", \"hasn\", \"haven\", \"uh\", \"um\",\n",
+ "}\n",
+ "\n",
+ "\n",
+ "def clean(counter):\n",
+ " \"\"\"Drop single-character tokens and known clitic/transcript noise.\"\"\"\n",
+ " return Counter({t: c for t, c in counter.items() if len(t) > 1 and t not in _NOISE})\n",
+ "\n",
+ "\n",
+ "PERIODS = [\"1825-1849\", \"1900-1924\", \"1950-1974\", \"2000-2024\"]\n",
+ "counts = {p: clean(load_counts(DATA / f\"speeches_{p}.tsv\")) for p in PERIODS}\n",
+ "for p in PERIODS:\n",
+ " print(f\"{p}: {sum(counts[p].values()):>8,} tokens, {len(counts[p]):>6,} types\")\n",
+ "\n",
+ "\n",
+ "def content_words(rows, n=12):\n",
+ " \"\"\"Top keyword surface forms for the printed lists.\"\"\"\n",
+ " return [row.type for row in rows[:n]]\n",
+ "\n",
+ "\n",
+ "def show(fig):\n",
+ " \"\"\"Embed a Figure as a PNG output when run in a notebook; no-op in a script.\"\"\"\n",
+ " try:\n",
+ " from io import BytesIO\n",
+ "\n",
+ " from IPython.display import Image, display\n",
+ " except ImportError:\n",
+ " return\n",
+ " buf = BytesIO()\n",
+ " fig.savefig(buf, format=\"png\", dpi=110, bbox_inches=\"tight\")\n",
+ " display(Image(data=buf.getvalue()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "90421b33",
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "source": [
+ "## The comparison helper\n",
+ "\n",
+ "For a focus era vs. a reference era it prints the positive keywords (typical of\n",
+ "the focus era), the negative keywords (typical of the reference era), and a few\n",
+ "lockwords (stable across both), then renders the allotaxonograph."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "ab940747",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-07-01T10:32:53.005142Z",
+ "iopub.status.busy": "2026-07-01T10:32:53.004773Z",
+ "iopub.status.idle": "2026-07-01T10:32:53.014122Z",
+ "shell.execute_reply": "2026-07-01T10:32:53.012774Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "def compare(focus_period, reference_period, *, alpha=1 / 3, save_as=None):\n",
+ " \"\"\"Keyness + RTD + allotaxonograph for two eras; returns the Figure.\"\"\"\n",
+ " focus, reference = counts[focus_period], counts[reference_period]\n",
+ " k = Keyness(\n",
+ " focus, reference,\n",
+ " min_focus_freq=10, min_reference_freq=10,\n",
+ " reference_id=reference_period,\n",
+ " )\n",
+ " kw = k.keywords()\n",
+ " print(f\"\\n=== {focus_period} vs {reference_period} ===\")\n",
+ " print(f\"typical of {focus_period}: {content_words(kw.positive())}\")\n",
+ " print(f\"typical of {reference_period}: {content_words(kw.negative())}\")\n",
+ " print(f\"lockwords (stable): {content_words(k.lockwords(min_freq_both=50))}\")\n",
+ "\n",
+ " r_focus = RankedList.from_counts(focus, label=focus_period)\n",
+ " r_reference = RankedList.from_counts(reference, label=reference_period)\n",
+ " result = rtd(r_focus, r_reference, alpha=alpha)\n",
+ " print(f\"rank-turbulence divergence (alpha={alpha:.3g}): {result.divergence:.4f}\")\n",
+ "\n",
+ " fig = allotaxonograph(\n",
+ " r_focus, r_reference, alpha=alpha,\n",
+ " labels=(focus_period, reference_period),\n",
+ " )\n",
+ " if save_as:\n",
+ " fig.savefig(GALLERY / save_as, dpi=130, bbox_inches=\"tight\")\n",
+ " print(f\"saved gallery/{save_as}\")\n",
+ " return fig"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "12c5f19e",
+ "metadata": {},
+ "source": [
+ "## 1. The nineteenth century vs. the twenty-first\n",
+ "\n",
+ "The most dramatic shift: formal 19th-century governmental prose\n",
+ "(*appropriation, intercourse, specie*) against modern televised address\n",
+ "(*job, help, tonight*). Function words fill the lockword diagonal."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "256231da",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-07-01T10:32:53.016331Z",
+ "iopub.status.busy": "2026-07-01T10:32:53.016094Z",
+ "iopub.status.idle": "2026-07-01T10:32:54.193356Z",
+ "shell.execute_reply": "2026-07-01T10:32:54.192453Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "=== 2000-2024 vs 1825-1849 ===\n",
+ "typical of 2000-2024: ['job', 'help', 'today', 'talk', 'tonight', 'woman', 'iraq', 'worker', 'big', 'terrorist', 'afghanistan', 'billion']\n",
+ "typical of 1825-1849: ['appropriation', 'intercourse', 'indians', 'heretofore', 'favorable', 'specie', 'receipt', 'entertain', 'satisfactory', 'disposition', 'furnish', 'proceeding']\n",
+ "lockwords (stable): ['have', 'it', 'country', 'these', 'great', 'those', 'two', 'before', 'mean', 'force', 'continue', 'hope']\n",
+ "rank-turbulence divergence (alpha=0.333): 0.4573\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "saved gallery/era_2000-2024_vs_1825-1849.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig1 = compare(\"2000-2024\", \"1825-1849\", save_as=\"era_2000-2024_vs_1825-1849.png\")\n",
+ "show(fig1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5637619f",
+ "metadata": {},
+ "source": [
+ "## 2. Progressive era vs. the Cold War"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "696afdbd",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-07-01T10:32:54.195186Z",
+ "iopub.status.busy": "2026-07-01T10:32:54.194982Z",
+ "iopub.status.idle": "2026-07-01T10:32:55.386423Z",
+ "shell.execute_reply": "2026-07-01T10:32:55.385430Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "=== 1950-1974 vs 1900-1924 ===\n",
+ "typical of 1950-1974: ['vietnam', 'tonight', 'soviet', 'kennedy', 'communist', 'viet', 'nam', 'nuclear', 'vietnamese', 'nixon', 'communists', 'eisenhower']\n",
+ "typical of 1900-1924: ['39', 'railway', 'isthmus', 'colon', 'philippine', 'imperial', 'porto', 'hague', 'reclamation', 'belligerent', 'exposition', 'banking']\n",
+ "lockwords (stable): ['to', 'for', 'their', 'there', 'other', 'any', 'united', 'so', 'country', 'good', 'need', 'give']\n",
+ "rank-turbulence divergence (alpha=0.333): 0.3284\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "saved gallery/era_1950-1974_vs_1900-1924.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig2 = compare(\"1950-1974\", \"1900-1924\", save_as=\"era_1950-1974_vs_1900-1924.png\")\n",
+ "show(fig2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "71b57f7e",
+ "metadata": {},
+ "source": [
+ "## 3. The Cold War vs. the modern era — a subtler shift"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "8770fc91",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-07-01T10:32:55.388427Z",
+ "iopub.status.busy": "2026-07-01T10:32:55.388212Z",
+ "iopub.status.idle": "2026-07-01T10:32:56.397771Z",
+ "shell.execute_reply": "2026-07-01T10:32:56.397013Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "=== 2000-2024 vs 1950-1974 ===\n",
+ "typical of 2000-2024: ['afghanistan', 'trump', 'iraqi', 'okay', 'qaeda', 'virus', 'ukraine', 'guy', '39', 'yeah', 'biden', 'iraq']\n",
+ "typical of 1950-1974: ['viet', 'nam', 'communists', 'negro', 'khrushchev', 'watergate', 'appropriation', '1960', 'laos', '1954', 'mrs', 'mcnamara']\n",
+ "lockwords (stable): ['to', 'that', 'our', 'with', 'can', 'at', 'there', 'if', 'now', 'time', 'my', 'new']\n",
+ "rank-turbulence divergence (alpha=0.333): 0.3110\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "saved gallery/era_2000-2024_vs_1950-1974.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig3 = compare(\"2000-2024\", \"1950-1974\", save_as=\"era_2000-2024_vs_1950-1974.png\")\n",
+ "show(fig3)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "04a9c13b",
+ "metadata": {},
+ "source": [
+ "## How alpha reframes the map\n",
+ "\n",
+ "`alpha` tunes what the divergence emphasises. Small `alpha` surfaces churn\n",
+ "among rare, low-rank words; large `alpha` surfaces shifts among the common,\n",
+ "high-rank words. Here is the 19thC↔21stC pair at three settings."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "b4d2c8c8",
+ "metadata": {
+ "execution": {
+ "iopub.execute_input": "2026-07-01T10:32:56.399826Z",
+ "iopub.status.busy": "2026-07-01T10:32:56.399564Z",
+ "iopub.status.idle": "2026-07-01T10:32:59.629385Z",
+ "shell.execute_reply": "2026-07-01T10:32:59.628353Z"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "=== 2000-2024 vs 1825-1849 ===\n",
+ "typical of 2000-2024: ['job', 'help', 'today', 'talk', 'tonight', 'woman', 'iraq', 'worker', 'big', 'terrorist', 'afghanistan', 'billion']\n",
+ "typical of 1825-1849: ['appropriation', 'intercourse', 'indians', 'heretofore', 'favorable', 'specie', 'receipt', 'entertain', 'satisfactory', 'disposition', 'furnish', 'proceeding']\n",
+ "lockwords (stable): ['have', 'it', 'country', 'these', 'great', 'those', 'two', 'before', 'mean', 'force', 'continue', 'hope']\n",
+ "rank-turbulence divergence (alpha=0): 0.3922\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "saved gallery/alpha_sweep_0.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "=== 2000-2024 vs 1825-1849 ===\n",
+ "typical of 2000-2024: ['job', 'help', 'today', 'talk', 'tonight', 'woman', 'iraq', 'worker', 'big', 'terrorist', 'afghanistan', 'billion']\n",
+ "typical of 1825-1849: ['appropriation', 'intercourse', 'indians', 'heretofore', 'favorable', 'specie', 'receipt', 'entertain', 'satisfactory', 'disposition', 'furnish', 'proceeding']\n",
+ "lockwords (stable): ['have', 'it', 'country', 'these', 'great', 'those', 'two', 'before', 'mean', 'force', 'continue', 'hope']\n",
+ "rank-turbulence divergence (alpha=0.333): 0.4573\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "saved gallery/alpha_sweep_0.33.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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xKlWqpJCQkDTtxhh98sknWr16tc6ePWu9ScilS5fSfX0qVaqkOnXq2LTVrVtXgYGB1lz27HdWJCQkyM3NLd1l9u5PenJiH7MjV7ly5VSuXLlM9c0MV1dXSUr3xjAJCQmSdMffsVstW7ZMN27cUFRUlFatWqXJkydrzZo1OnjwoLy8vPJN37uR+vPVu3dvm3aLxaJevXrp999/v+MYTzzxhMLCwrRs2TJ1795dkjR79mwVLFhQPXv2tPbbtWuXddmPP/5oM4YxRpJ07Ngxm/b0PkcOHjyokiVLqlmzZjbtFStWVN26dbVnzx6bbTo7O9v8e5Hq8uXLkqS///5bpUqVsrY/9NBDcnKyvY9ljRo1tGnTJutnwZ49e+Th4aH+/funGdfDw+Outp+emjVrZrjcXtnxu7hw4UJt2bJFe/fuzdQ2N23aZDNm69at1bVrV4WEhOjbb7/VhAkTbrvenj17NHbsWDk7O6fbJ3XczNx0CgCQf1FwBADcVlxcnH744Qc5OzurXbt2NsuioqJ0/fp1fffddxo6dKhd4yYkJNjcJfNWqcXLhISEO/4BtmzZMnXr1k1JSUnpLr9+/Xqatvj4eGu7j49Pmj90U//4Sy/frdlu5e3tnaZv6t2VU1JS7B43MTFRktItdNzudUvvD+gbN26oWbNm2rlzZ7rrpPf63G78QoUKKTIy0qYtM/udFcWKFbMWB26Vlf1JT3bvY3bleuutt7Rw4cJM9e3UqdNtCwap/Pz8JKVfeE9tK1myZKa2J0nVqlWz/n/79u1VtGhRvfzyy1qwYIGeeOKJfNP3bqT+bqf3M5jez1p6evXqpREjRujrr79W9+7dFRUVpV9++UV9+/a1+cxI/eLln0XFW/3zZzO9z5HExMTbFl3/uR/x8fFKTk7W7t27M73NzP6OFSpUKM3n9T9lZfvpad68uWJjY+/YT5I++OCDNP8+/tOtv4vBwcE2yzL7u/jcc88pISFBrVq1sralvj6bN29W7dq11atXL/3rX/+SlH4Bs0qVKqpZs6Z27NihlJSUdF/Pzz77TBaLJc3dqW918eJFSVLx4sUzzAwAyN8oOAIAbmvu3Lm6evWqJN32D7iZM2faXXAsU6aMDh8+rOjoaJvZkQkJCfrzzz/l7e1t/UPWYrFI+r8ZObd699135ezsrPHjx6tBgwby8fGRs7Ozdu7cqUGDBqVZJyUlRY899piuXLmixx9/XF9//bWmTp2q4cOH22STpN9//13Nmze3WT91ZmFqH3v3ObPjli5dWpK0Y8cO1a5d26bv9u3bM73NJUuWaOfOnercubOefvpplSpVyjobqF+/frp27VqadQ4fPqyYmBibIkBMTIyOHDmS5g/lnBIUFKRNmzal+YM4K/uTnuzex+zKderUqQwLJbeqWrXqHfsEBwfLzc1Nq1atUnJyss1speXLl0tSmp8ve6T+nP6zSJvf+tojddxt27alee0zM7tRulmgS51hfunSJX333XdKTExMUxhNnS07adIktW7dOt2xihUrlqnMq1evVlRUlE3/hISENLPtypUrpyNHjmjdunW3naVcqVKlO27zn8qXL6+9e/fq0KFDGf7sZ9f29+7dq+jo6Exly8xs7tRZo8uXL1enTp1sli1fvlwWiyXdGeq3ioqK0o0bN3ThwoU0y2JjY7V79241atQowzESExN16tQpFSxYMN1i48WLFzV//ny1bNkyzczuW4WHh0vK2nsJAMg/Mv6aEACQr82cOVMWi0UrV67Uzp070zzat2+v7du325xSlxkdOnTQ1atX9dRTTykmJkbSzZkpzz77rE6fPq0OHTpY+6YWHg8dOpRmnCtXrqhkyZIaPHiw2rRpo3r16qlYsWL65ptv0t3ue++9p1WrVum9997Tl19+qVatWumFF16wyd+2bVs5OTnp3Xff1YYNG6zta9as0XvvvZfubM/MsGfctm3bymKx6M0337QpQP3000/68ssvM73N1D+Ee/bsqYcffliNGjVSjRo19Mcff+jw4cPprhMXF6enn35acXFxaZ7f+r7kpBYtWig2NjbNe56V/UlPdu9jduV644030v09S+/x3nvv3XE8T09PdezYUSdPntS//vUv62yoP//8UxMnTpSLi4u6deuW4RinT5/W66+/nqbwtn37do0bN07SzdPO83rf7NKuXTvr7/aOHTus7fPmzdOsWbMyPc4TTzyhhIQEzZ07V19//bXKli2bpqjYuXNneXh46PPPP1dSUpJq165tfZQoUUI//fST9fP3TpmTkpIUFhZm7X/jxg09//zzioiIsOnbo0cPxcfH63//+5/8/Pys2wsJCVFCQoJmz56dpVPUU39O+/Xrp/3791vbz507Z53Rl53b37BhQ6Z/F9u3b3/H8Tp16iRPT09NmzZNa9eulXTzS7QPP/xQO3bsULNmze44w3Hbtm1ptr1582ZJUpMmTbRz507rJUIWLlyoWbNmWWe5SjeL5wMGDND58+dtZkne6ssvv1R8fLzCwsIyzLJ161ZJUsuWLe+47wCAfMyB148EAORiBw4cMJJM+/btb9sn9UYoqTc3yexNY86ePWuKFStmJBk3NzcTFBRkChQoYCQZT09P6x2WjTHmypUrxtXV1UgygYGBJiQkxIwZM8YYY8wzzzxjHaNq1arWmx40adIkzY1utmzZYlxcXMyDDz5obTt9+rQpWrSoCQ4ONlevXrW2p44ryZQuXdp6B+Nb9zWVv7+/zd1UM9pve8ZNvUmCxWIx5cuXNyVKlDCSTGhoqJFkfv311ztmOHjwoHFxcTGSTJkyZUxwcLApVKiQKVy4sKlWrZrx9/dPsy9VqlQxPj4+xt3d3VSqVMm4u7sbSaZEiRLm/PnzWdpve+3fv98onbs727s/t7tpTHbvo7257qVdu3YZDw8P612Gg4KCjMViMZLMiy++aNN3/PjxJiQkxGzdutXadvToUevPaLFixUxwcLD1d1eSadasmfWGH3m5rzE3b8wSEhJiZs2adVfvSVhYmHUb5cuXt969PrM3jTHm5h2oS5cubb3ZzSuvvJLutqZMmWLdVupnXdGiRa1tW7Zssfa93c97dHS0KVeunM3ntaenp/Hw8DC1atUy3t7e1r6JiYmmdevWRpJxcnIyZcuWNVWqVLF+vpcpU8baN/WmMbfeuCZV6mdl6g1hbty4YX19JBk/Pz/rHcV9fHyytP177e2337bmDwwMtN7AxcXFxWzcuNGmb6tWrUyzZs3uOObtbhrz/vvvW18Df39/4+/vb5ydnY0kU7BgQbN79+40Y6WkpJigoCBTuHBhmxvxpKdJkyamVq1amdhrAEB+RsERAJCuF154wUgyP/zww237JCYmmlKlSpmiRYua+Pj4TBccjblZ0GzZsqW1+CHJ1K1b16bYkWrKlCnG09PT2q9nz57GGGNiYmJMjx49rO0uLi5m4MCBZtu2bTYFxytXrpiAgABTpkwZExUVZTP2zz//bCSZsLAwa1tSUpJ57bXXjLe3t3Vsb29v88Ybb6S5m6o9hTd7xo2PjzdhYWHWQpabm5t54YUXzIcffmgk2bxOt8tgjDFff/21KVKkiHV7lStXNps2bTJt27ZNt+DYsmVLs2bNGlO2bFnrOiEhIWn+QM3JgqMxN+/E26BBg7van9sVHHNiH+3Jda/99ttvpkqVKtZsBQsWNC+//HKaO9AOGTLESDIrV660tsXHx5v333/fBAUFWddPLdC98MILJjY2Nl/0Neb/inefffbZXb0fN27cMEOGDLH53R49erT55ptvMl1wNMaYl156yZr5wIEDt93e999/b4KDg232sVy5cmbcuHEmJibG2i+jz5FDhw6ZBg0a2BT8Fi9ebJo2bWrKli1r0/f69evmpZdeMr6+vtb+qV8E3frviT0FR2Nuft4PHjzY5t+CUqVKmalTp2Zp+44wfvx4m8//gIAAs3jx4jT9ihYtalNIvZ3bFRz//vtvM2TIEFOoUCHrtpydnU27du3S3IU8VepdzZ955pkMt/nXX38ZSWledwAA/sliTDoXxQIA5HtHjx7V1atXVaNGDesF/NNz4sQJXblyRVWrVlVSUpL++usv+fv7y9fXV9LN01X/2Xarixcv6ty5cypatGiGp5TFx8frxIkTio+PV+HChRUQEGBdFhMTo7Nnz6p06dLy9vZWfHy8Dh06pDJlyqh48eK6fPmyTp48qZIlS6Z7U4SDBw8qISFBNWvWtLmuVWJioo4fPy6LxaIKFSqk+zocOHBAbm5uaa5lldF+Z2bcVNHR0Tp79qzKli2rQoUKqWfPnlq4cKGioqJUtGjRDDOkSk5O1smTJ+Xi4qLy5ctLunkjiRs3btjcLCMgIEABAQFau3atkpOTdeLECbm6ulrXudv9tseyZcvUpUsX/fHHH6pfv36W9ufw4cOyWCyqXLnyPdnHzOZylPDwcF27dk3+/v42d/ZNdfr0aUVFRalSpUrpnnYaHR2t06dPy8fHR2XLls1wW3mxb58+fbRx40YdPXpUnp6eGY6XGTExMTpz5ozKlCkjb29vXblyRSdOnFBgYKD1UhLp/Qzfmvn48eNydnbO1F2Vz507p4sXL6p06dIqXLhwmuV3+hyRbv6MxMfHKyAgQHFxcQoICFCdOnW0Zs2aNH1TUlJ08uRJJSYmyt/fP81NTK5fv67Dhw+rbNmyaa4leebMGV24cEEhISHW6/imunHjhk6cOCEvL68Mr6d7p+07SkJCgk6cOCE3Nzf5+/un2T9J2rdvn4wxd3xfU1JStGfPHnl7e6tixYpplhtjrL/35cqVU8GCBW87VmRkpCIjIxUQEJDuz0eqMWPG6Ntvv9XRo0czHA8AAAqOAADkQps2bdL58+fVrVs3OTk5KSUlRVOnTtWIESNUt25dm+u/ZZdbi3G5Qfv27eXq6qply5Zl25i5bR9xf0hJSVHx4sX1wQcf6Mknn3R0nHtu+vTpatq0qbVwfvHiRYWFhemnn37SO++8o7Fjxzo4Ie6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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "=== 2000-2024 vs 1825-1849 ===\n",
+ "typical of 2000-2024: ['job', 'help', 'today', 'talk', 'tonight', 'woman', 'iraq', 'worker', 'big', 'terrorist', 'afghanistan', 'billion']\n",
+ "typical of 1825-1849: ['appropriation', 'intercourse', 'indians', 'heretofore', 'favorable', 'specie', 'receipt', 'entertain', 'satisfactory', 'disposition', 'furnish', 'proceeding']\n",
+ "lockwords (stable): ['have', 'it', 'country', 'these', 'great', 'those', 'two', 'before', 'mean', 'force', 'continue', 'hope']\n",
+ "rank-turbulence divergence (alpha=1): 0.5366\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "saved gallery/alpha_sweep_1.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for a, tag in [(0.0, \"0\"), (1 / 3, \"0.33\"), (1.0, \"1\")]:\n",
+ " fig = compare(\"2000-2024\", \"1825-1849\", alpha=a,\n",
+ " save_as=f\"alpha_sweep_{tag}.png\")\n",
+ " show(fig)"
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "cell_metadata_filter": "-all",
+ "main_language": "python",
+ "notebook_metadata_filter": "-all"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.13"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/presidential_speeches.py b/examples/presidential_speeches.py
new file mode 100644
index 0000000..76da32e
--- /dev/null
+++ b/examples/presidential_speeches.py
@@ -0,0 +1,143 @@
+# %% [markdown]
+# # Allotaxonographs of U.S. presidential speech across eras
+#
+# This example compares the vocabulary of U.S. presidential speeches across
+# 25-year eras with **keyflux** — keyness (keywords + lockwords), rank-turbulence
+# divergence (RTD), and the allotaxonograph.
+#
+# The data are compact frequency tables under `examples/data/`, built from the
+# public-domain [Miller Center](https://data.millercenter.org/) presidential
+# speech corpus (lemmatised, lowercased, punctuation stripped) bundled with
+# [chronowords](https://github.com/crow-intelligence/chronowords). Each table is
+# `typecount`, trimmed to count ≥ 2, and is loaded with `keyflux.load_counts`.
+
+# %%
+from collections import Counter
+from pathlib import Path
+
+from keyflux import Keyness, RankedList, allotaxonograph, load_counts, rtd
+
+try:
+ HERE = Path(__file__).resolve().parent
+except NameError: # running as a notebook — no __file__
+ HERE = Path("examples") if Path("examples/data").exists() else Path(".")
+DATA = HERE / "data"
+GALLERY = HERE / "gallery"
+GALLERY.mkdir(exist_ok=True)
+
+# Lemmatisation and transcription leave clitic fragments (ve, ll, re) and stage
+# markers ([applause], speaker labels). They are real tokens but pure noise, so
+# we drop them from the counts up front — this keeps genuine function words (the,
+# of, be, which), which legitimately populate the lockword diagonal.
+_NOISE = {
+ "ve", "ll", "re", "s", "d", "m", "t", "s1", "s2", "p1", "p2",
+ "applause", "laughter", "crosstalk", "inaudible", "span", "class",
+ "nbsp", "amp", "quot", "don", "didn", "doesn", "isn", "aren", "wasn",
+ "won", "wouldn", "couldn", "shouldn", "hasn", "haven", "uh", "um",
+}
+
+
+def clean(counter):
+ """Drop single-character tokens and known clitic/transcript noise."""
+ return Counter({t: c for t, c in counter.items() if len(t) > 1 and t not in _NOISE})
+
+
+PERIODS = ["1825-1849", "1900-1924", "1950-1974", "2000-2024"]
+counts = {p: clean(load_counts(DATA / f"speeches_{p}.tsv")) for p in PERIODS}
+for p in PERIODS:
+ print(f"{p}: {sum(counts[p].values()):>8,} tokens, {len(counts[p]):>6,} types")
+
+
+def content_words(rows, n=12):
+ """Top keyword surface forms for the printed lists."""
+ return [row.type for row in rows[:n]]
+
+
+def show(fig):
+ """Embed a Figure as a PNG output when run in a notebook; no-op in a script."""
+ try:
+ from io import BytesIO
+
+ from IPython.display import Image, display
+ except ImportError:
+ return
+ buf = BytesIO()
+ fig.savefig(buf, format="png", dpi=110, bbox_inches="tight")
+ display(Image(data=buf.getvalue()))
+
+
+# %% [markdown]
+# ## The comparison helper
+#
+# For a focus era vs. a reference era it prints the positive keywords (typical of
+# the focus era), the negative keywords (typical of the reference era), and a few
+# lockwords (stable across both), then renders the allotaxonograph.
+
+
+# %%
+def compare(focus_period, reference_period, *, alpha=1 / 3, save_as=None):
+ """Keyness + RTD + allotaxonograph for two eras; returns the Figure."""
+ focus, reference = counts[focus_period], counts[reference_period]
+ k = Keyness(
+ focus, reference,
+ min_focus_freq=10, min_reference_freq=10,
+ reference_id=reference_period,
+ )
+ kw = k.keywords()
+ print(f"\n=== {focus_period} vs {reference_period} ===")
+ print(f"typical of {focus_period}: {content_words(kw.positive())}")
+ print(f"typical of {reference_period}: {content_words(kw.negative())}")
+ print(f"lockwords (stable): {content_words(k.lockwords(min_freq_both=50))}")
+
+ r_focus = RankedList.from_counts(focus, label=focus_period)
+ r_reference = RankedList.from_counts(reference, label=reference_period)
+ result = rtd(r_focus, r_reference, alpha=alpha)
+ print(f"rank-turbulence divergence (alpha={alpha:.3g}): {result.divergence:.4f}")
+
+ fig = allotaxonograph(
+ r_focus, r_reference, alpha=alpha,
+ labels=(focus_period, reference_period),
+ )
+ if save_as:
+ fig.savefig(GALLERY / save_as, dpi=130, bbox_inches="tight")
+ print(f"saved gallery/{save_as}")
+ return fig
+
+
+# %% [markdown]
+# ## 1. The nineteenth century vs. the twenty-first
+#
+# The most dramatic shift: formal 19th-century governmental prose
+# (*appropriation, intercourse, specie*) against modern televised address
+# (*job, help, tonight*). Function words fill the lockword diagonal.
+
+# %%
+fig1 = compare("2000-2024", "1825-1849", save_as="era_2000-2024_vs_1825-1849.png")
+show(fig1)
+
+# %% [markdown]
+# ## 2. Progressive era vs. the Cold War
+
+# %%
+fig2 = compare("1950-1974", "1900-1924", save_as="era_1950-1974_vs_1900-1924.png")
+show(fig2)
+
+# %% [markdown]
+# ## 3. The Cold War vs. the modern era — a subtler shift
+
+# %%
+fig3 = compare("2000-2024", "1950-1974", save_as="era_2000-2024_vs_1950-1974.png")
+show(fig3)
+
+# %% [markdown]
+# ## How alpha reframes the map
+#
+# `alpha` tunes what the divergence emphasises. Small `alpha` surfaces churn
+# among rare, low-rank words; large `alpha` surfaces shifts among the common,
+# high-rank words. Here is the 19thC↔21stC pair at three settings.
+
+# %%
+for a, tag in [(0.0, "0"), (1 / 3, "0.33"), (1.0, "1")]:
+ fig = compare("2000-2024", "1825-1849", alpha=a,
+ save_as=f"alpha_sweep_{tag}.png")
+ show(fig)
diff --git a/imgs/logo.png b/imgs/logo.png
new file mode 100644
index 0000000..603e720
Binary files /dev/null and b/imgs/logo.png differ
diff --git a/mkdocs.yml b/mkdocs.yml
index f82db26..6846d8f 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -57,6 +57,7 @@ nav:
- Examples:
- examples/keyness_quickstart.md
- examples/allotaxonograph_demo.md
+ - examples/presidential_speeches.md
- Troubleshooting: troubleshooting.md
- API Reference:
- api/measures.md
diff --git a/pyproject.toml b/pyproject.toml
index 6b0774f..eda0990 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
[project]
name = "keyflux"
-version = "0.1.0"
+version = "0.1.1"
description = "Corpus keyness, rank-turbulence divergence, and allotaxonographs"
readme = "README.md"
authors = [