{
"cells": [
{
"cell_type": "markdown",
"id": "cs000001",
"metadata": {},
"source": [
"# Case study: vocal pitch and register\n",
"\n",
"This case study fits a crossed mixed-effects model on a real linguistics dataset to answer a\n",
"concrete question:\n",
"\n",
"> *Do speakers lower their voice pitch when speaking politely?*\n",
"\n",
"**Dataset.** Based on Winter, B., & Grawunder, S. (2012). The phonetic profile of Korean formality.\n",
"*Journal of Phonetics*, 40(6), 808–815.\n",
"[doi:10.1016/j.wocn.2012.08.006](https://doi.org/10.1016/j.wocn.2012.08.006)\n",
"\n",
"The dataset contains 83 pitch measurements (fundamental frequency, F0, in Hz) from\n",
"**6 Korean speakers** responding to **7 everyday scenarios** (asking a stranger for directions,\n",
"leaving a message for a professor, etc.) in both a **polite** and an **informal** register.\n",
"\n",
"**Note:** The data bundled here is synthetically generated to reproduce the published statistical\n",
"properties of the original Winter & Grawunder (2012) dataset (variance components, register effect\n",
"size, and crossed structure). The research question and interpretation are unchanged.\n",
"\n",
"**Why this dataset?** It is small enough to inspect by hand, well-understood in the\n",
"linguistics literature, and has a genuinely crossed structure — making it a natural fit for\n",
"interlace. The same dataset is used in Bodo Winter's widely-read lme4 tutorial, so readers\n",
"coming from R can compare the two workflows directly."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "cs000002",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:18.104786Z",
"iopub.status.busy": "2026-03-30T08:28:18.104636Z",
"iopub.status.idle": "2026-03-30T08:28:19.284848Z",
"shell.execute_reply": "2026-03-30T08:28:19.284443Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Observations : 83\n",
"Speakers : 6 (3 F, 3 M)\n",
"Scenarios : 7\n",
"Pitch range : 65.5 – 326.1 Hz\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import interlace\n",
"from pathlib import Path\n",
"from plotnine import (\n",
" ggplot, aes,\n",
" geom_boxplot, geom_jitter, geom_point, geom_line, geom_hline,\n",
" facet_wrap, labs, theme_bw,\n",
" scale_color_manual, scale_fill_manual,\n",
")\n",
"\n",
"# Data bundled with the docs (Winter & Grawunder 2012, via Bodo Winter's lme4 tutorial)\n",
"_data_path = Path(\"_static/data/politeness_data.csv\")\n",
"df = pd.read_csv(_data_path)\n",
"\n",
"# One observation has a missing pitch value; drop it\n",
"df = df.dropna(subset=[\"frequency\"]).copy()\n",
"df = df.rename(columns={\"frequency\": \"pitch_hz\"})\n",
"\n",
"# Binary predictor: 1 = polite register, 0 = informal\n",
"df[\"is_polite\"] = (df[\"attitude\"] == \"pol\").astype(int)\n",
"\n",
"print(f\"Observations : {len(df)}\")\n",
"n_f = df.query(\"gender == 'F'\")[\"subject\"].nunique()\n",
"n_m = df.query(\"gender == 'M'\")[\"subject\"].nunique()\n",
"print(f\"Speakers : {df['subject'].nunique()} ({n_f} F, {n_m} M)\")\n",
"print(f\"Scenarios : {df['scenario'].nunique()}\")\n",
"print(f\"Pitch range : {df['pitch_hz'].min():.1f} – {df['pitch_hz'].max():.1f} Hz\")"
]
},
{
"cell_type": "markdown",
"id": "cs000003",
"metadata": {},
"source": [
"## Dataset\n",
"\n",
"| Column | Description |\n",
"|---|---|\n",
"| `subject` | Speaker ID: F1, F2, F3 (female) and M3, M4, M7 (male) |\n",
"| `gender` | Speaker gender (F / M) |\n",
"| `scenario` | Scenario number (1–7) |\n",
"| `attitude` | Register: `pol` (polite) or `inf` (informal) |\n",
"| `pitch_hz` | Fundamental frequency of the utterance (Hz) |"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "cs000004",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:19.286207Z",
"iopub.status.busy": "2026-03-30T08:28:19.286115Z",
"iopub.status.idle": "2026-03-30T08:28:19.292517Z",
"shell.execute_reply": "2026-03-30T08:28:19.292150Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" subject | \n",
" gender | \n",
" scenario | \n",
" attitude | \n",
" pitch_hz | \n",
" is_polite | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" F1 | \n",
" F | \n",
" 1 | \n",
" inf | \n",
" 218.2 | \n",
" 0 | \n",
"
\n",
" \n",
" | 1 | \n",
" F1 | \n",
" F | \n",
" 1 | \n",
" pol | \n",
" 199.2 | \n",
" 1 | \n",
"
\n",
" \n",
" | 2 | \n",
" F1 | \n",
" F | \n",
" 2 | \n",
" inf | \n",
" 222.3 | \n",
" 0 | \n",
"
\n",
" \n",
" | 3 | \n",
" F1 | \n",
" F | \n",
" 2 | \n",
" pol | \n",
" 205.4 | \n",
" 1 | \n",
"
\n",
" \n",
" | 4 | \n",
" F1 | \n",
" F | \n",
" 3 | \n",
" inf | \n",
" 224.8 | \n",
" 0 | \n",
"
\n",
" \n",
" | 5 | \n",
" F1 | \n",
" F | \n",
" 3 | \n",
" pol | \n",
" 199.0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 6 | \n",
" F1 | \n",
" F | \n",
" 4 | \n",
" inf | \n",
" 245.5 | \n",
" 0 | \n",
"
\n",
" \n",
" | 7 | \n",
" F1 | \n",
" F | \n",
" 4 | \n",
" pol | \n",
" 235.6 | \n",
" 1 | \n",
"
\n",
" \n",
" | 8 | \n",
" F1 | \n",
" F | \n",
" 5 | \n",
" inf | \n",
" 270.3 | \n",
" 0 | \n",
"
\n",
" \n",
" | 9 | \n",
" F1 | \n",
" F | \n",
" 5 | \n",
" pol | \n",
" 247.4 | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" subject gender scenario attitude pitch_hz is_polite\n",
"0 F1 F 1 inf 218.2 0\n",
"1 F1 F 1 pol 199.2 1\n",
"2 F1 F 2 inf 222.3 0\n",
"3 F1 F 2 pol 205.4 1\n",
"4 F1 F 3 inf 224.8 0\n",
"5 F1 F 3 pol 199.0 1\n",
"6 F1 F 4 inf 245.5 0\n",
"7 F1 F 4 pol 235.6 1\n",
"8 F1 F 5 inf 270.3 0\n",
"9 F1 F 5 pol 247.4 1"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(10)"
]
},
{
"cell_type": "markdown",
"id": "cs000005",
"metadata": {},
"source": [
"## The crossed structure\n",
"\n",
"Every speaker responded to every scenario in both registers — the design is fully crossed.\n",
"The table below confirms this: each cell shows the number of pitch measurements for that\n",
"speaker × scenario combination (2 per cell: one polite, one informal).\n",
"\n",
"Because the grouping factors are **crossed** rather than nested, a model that treats\n",
"scenario as nested inside speaker — or that ignores one grouping factor entirely — would\n",
"misrepresent the data structure. interlace handles both factors simultaneously."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cs000006",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:19.293773Z",
"iopub.status.busy": "2026-03-30T08:28:19.293702Z",
"iopub.status.idle": "2026-03-30T08:28:19.300836Z",
"shell.execute_reply": "2026-03-30T08:28:19.300148Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | scenario | \n",
" 1 | \n",
" 2 | \n",
" 3 | \n",
" 4 | \n",
" 5 | \n",
" 6 | \n",
" 7 | \n",
"
\n",
" \n",
" | subject | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | F1 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
" | F2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
" | F3 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
" | M3 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
" | M4 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
" | M7 | \n",
" 2 | \n",
" 2 | \n",
" 1 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"scenario 1 2 3 4 5 6 7\n",
"subject \n",
"F1 2 2 2 2 2 2 2\n",
"F2 2 2 2 2 2 2 2\n",
"F3 2 2 2 2 2 2 2\n",
"M3 2 2 2 2 2 2 2\n",
"M4 2 2 2 2 2 2 2\n",
"M7 2 2 1 2 2 2 2"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"crossing = df.pivot_table(\n",
" index=\"subject\", columns=\"scenario\",\n",
" values=\"pitch_hz\", aggfunc=\"count\", fill_value=0,\n",
")\n",
"crossing.columns.name = \"scenario\"\n",
"crossing"
]
},
{
"cell_type": "markdown",
"id": "cs000007",
"metadata": {},
"source": [
"## Exploratory analysis\n",
"\n",
"### Overall register effect\n",
"\n",
"Collapsing across speakers and scenarios, polite speech tends to be lower-pitched.\n",
"The spread within each group reflects the large between-speaker variation (female speakers\n",
"have higher baseline pitch than male speakers)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "cs000008",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:19.302424Z",
"iopub.status.busy": "2026-03-30T08:28:19.302330Z",
"iopub.status.idle": "2026-03-30T08:28:19.732159Z",
"shell.execute_reply": "2026-03-30T08:28:19.731660Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" ggplot(df, aes(x=\"attitude\", y=\"pitch_hz\", fill=\"attitude\"))\n",
" + geom_boxplot(alpha=0.45, outlier_shape=None, width=0.4)\n",
" + geom_jitter(width=0.08, alpha=0.6, size=2)\n",
" + scale_fill_manual(values={\"pol\": \"#1565C0\", \"inf\": \"#B71C1C\"})\n",
" + labs(\n",
" x=\"Register\",\n",
" y=\"Fundamental frequency (Hz)\",\n",
" title=\"Polite speech is lower-pitched than informal speech\",\n",
" fill=\"Register\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "markdown",
"id": "cs000009",
"metadata": {},
"source": [
"### Within-speaker variation\n",
"\n",
"Each panel shows one speaker; each line connects the polite and informal measurement\n",
"for the same scenario. The consistent downward slope from informal to polite confirms\n",
"that **every speaker** lowers their pitch when speaking politely, regardless of scenario.\n",
"\n",
"Note how different the y-axis ranges are across speakers — female speakers (F1–F3) produce\n",
"substantially higher baseline pitch than male speakers (M3–M7). This between-speaker\n",
"variation is what the subject random intercept will absorb, allowing the `is_polite`\n",
"coefficient to estimate the average *within-speaker* shift."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "cs000010",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:19.733582Z",
"iopub.status.busy": "2026-03-30T08:28:19.733489Z",
"iopub.status.idle": "2026-03-30T08:28:19.941103Z",
"shell.execute_reply": "2026-03-30T08:28:19.940506Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"(\n",
" ggplot(df, aes(x=\"attitude\", y=\"pitch_hz\", group=\"scenario\"))\n",
" + geom_line(alpha=0.4, color=\"steelblue\")\n",
" + geom_point(aes(color=\"attitude\"), size=2.5)\n",
" + facet_wrap(\"~subject\", ncol=3)\n",
" + scale_color_manual(values={\"pol\": \"#1565C0\", \"inf\": \"#B71C1C\"})\n",
" + labs(\n",
" x=\"Register\",\n",
" y=\"Pitch (Hz)\",\n",
" title=\"Within-speaker pitch by register (lines = scenarios)\",\n",
" color=\"Register\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "markdown",
"id": "cs000011",
"metadata": {},
"source": [
"## Model specification\n",
"\n",
"```python\n",
"interlace.fit(\n",
" \"pitch_hz ~ is_polite\",\n",
" data=df,\n",
" groups=[\"subject\", \"scenario\"],\n",
")\n",
"```\n",
"\n",
"- **Outcome**: `pitch_hz` — continuous, approximately Gaussian.\n",
"- **Fixed effect**: `is_polite` (1 = polite, 0 = informal). This estimates the average\n",
" pitch shift from informal to polite speech, controlling for both grouping dimensions.\n",
"- **Random intercept for `subject`**: speakers differ in their baseline pitch, partly\n",
" due to sex-related physiology. Including this random effect prevents the between-speaker\n",
" variance from inflating the standard error of `is_polite`.\n",
"- **Random intercept for `scenario`**: some scenarios elicit higher or lower pitch\n",
" regardless of register. The second random effect removes this source of noise.\n",
"\n",
"The two random effects are **crossed** (not nested) because the same speaker appears\n",
"in all scenarios and the same scenario is measured by all speakers. Crossing is the\n",
"right choice whenever neither grouping factor is a sub-unit of the other."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "cs000012",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:19.942248Z",
"iopub.status.busy": "2026-03-30T08:28:19.942161Z",
"iopub.status.idle": "2026-03-30T08:28:19.976108Z",
"shell.execute_reply": "2026-03-30T08:28:19.975645Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Converged : True\n",
"Observations : 83\n",
"Groups : {'subject': 6, 'scenario': 7}\n",
"AIC / BIC : 797.0 / 809.1\n"
]
}
],
"source": [
"result = interlace.fit(\n",
" \"pitch_hz ~ is_polite\",\n",
" data=df,\n",
" groups=[\"subject\", \"scenario\"],\n",
")\n",
"\n",
"print(f\"Converged : {result.converged}\")\n",
"print(f\"Observations : {result.nobs}\")\n",
"print(f\"Groups : {result.ngroups}\")\n",
"print(f\"AIC / BIC : {result.aic:.1f} / {result.bic:.1f}\")"
]
},
{
"cell_type": "markdown",
"id": "cs000013",
"metadata": {},
"source": [
"## Fixed effects\n",
"\n",
"The `is_polite` coefficient estimates how much pitch changes, on average, when a speaker\n",
"switches from informal to polite speech — after adjusting for their individual baseline\n",
"(subject random intercept) and the scenario's baseline (scenario random intercept)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "cs000014",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:19.977292Z",
"iopub.status.busy": "2026-03-30T08:28:19.977218Z",
"iopub.status.idle": "2026-03-30T08:28:19.981104Z",
"shell.execute_reply": "2026-03-30T08:28:19.980664Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" estimate | \n",
" se | \n",
" p | \n",
" ci_lo | \n",
" ci_hi | \n",
"
\n",
" \n",
" \n",
" \n",
" | Intercept | \n",
" 191.829 | \n",
" 28.729 | \n",
" 0.0 | \n",
" 135.520 | \n",
" 248.137 | \n",
"
\n",
" \n",
" | is_polite | \n",
" -18.607 | \n",
" 5.120 | \n",
" 0.0 | \n",
" -28.642 | \n",
" -8.571 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" estimate se p ci_lo ci_hi\n",
"Intercept 191.829 28.729 0.0 135.520 248.137\n",
"is_polite -18.607 5.120 0.0 -28.642 -8.571"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fe_table = pd.DataFrame({\n",
" \"estimate\": result.fe_params,\n",
" \"se\": result.fe_bse,\n",
" \"p\": result.fe_pvalues,\n",
" \"ci_lo\": result.fe_conf_int.iloc[:, 0],\n",
" \"ci_hi\": result.fe_conf_int.iloc[:, 1],\n",
"}).round(3)\n",
"fe_table"
]
},
{
"cell_type": "markdown",
"id": "cs000015",
"metadata": {},
"source": [
"The `is_polite` estimate should be around **−19 Hz**: speakers produce lower-pitched\n",
"utterances in the polite register. The intercept is the estimated pitch for informal speech\n",
"at an average-baseline speaker and scenario.\n",
"\n",
"The standard error accounts for both sources of clustering. It is larger than a naive\n",
"OLS standard error on the same data would be, because the effective sample size is reduced\n",
"by the repeated-measures structure."
]
},
{
"cell_type": "markdown",
"id": "cs000016",
"metadata": {},
"source": [
"## Variance components\n",
"\n",
"How much variance is explained by speaker identity versus scenario identity versus\n",
"residual within-cell noise?"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "cs000017",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:19.982225Z",
"iopub.status.busy": "2026-03-30T08:28:19.982140Z",
"iopub.status.idle": "2026-03-30T08:28:19.984652Z",
"shell.execute_reply": "2026-03-30T08:28:19.984173Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Source σ² σ (Hz) ICC\n",
"------------------------------------------\n",
"subject 4344.36 65.91 0.789\n",
"scenario 618.48 24.87 0.112\n",
"residual 542.91 23.30\n"
]
}
],
"source": [
"total_var = sum(result.variance_components.values()) + result.scale\n",
"\n",
"print(f\"{'Source':<12} {'σ²':>8} {'σ (Hz)':>8} {'ICC':>6}\")\n",
"print(\"-\" * 42)\n",
"for g, v in result.variance_components.items():\n",
" icc = v / total_var\n",
" print(f\"{g:<12} {v:>8.2f} {v**0.5:>8.2f} {icc:>6.3f}\")\n",
"print(f\"{'residual':<12} {result.scale:>8.2f} {result.scale**0.5:>8.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "cs000018",
"metadata": {},
"source": [
"**Interpreting the ICCs:**\n",
"\n",
"- A high ICC for `subject` (≈ 0.79) means that knowing which speaker produced an\n",
" utterance explains a large fraction of its pitch. This is unsurprising — sex-related\n",
" vocal anatomy creates a strong baseline difference between female and male speakers.\n",
"- A moderate ICC for `scenario` (≈ 0.11) means that some scenarios consistently\n",
" elicit different pitch, but scenario identity matters less than speaker identity.\n",
"- The residual captures measurement-to-measurement variation within each speaker × scenario\n",
" × register cell.\n",
"\n",
"Both ICCs exceed the conventional 0.05 threshold, confirming that both random effects\n",
"are warranted. Dropping the scenario random effect would inflate the residual and\n",
"widen the confidence interval on `is_polite`."
]
},
{
"cell_type": "markdown",
"id": "cs000019",
"metadata": {},
"source": [
"## Speaker random effects (BLUPs)\n",
"\n",
"BLUPs estimate each speaker's baseline pitch relative to the population mean, after\n",
"removing the fixed effect of register. They absorb all speaker-specific variation that\n",
"`is_polite` does not explain.\n",
"\n",
"The plot below reveals that the subject BLUPs closely track gender: female speakers\n",
"(F1–F3) are substantially above zero and male speakers (M3–M7) are below. This\n",
"suggests that adding `gender` as a fixed effect would absorb most of the subject-level\n",
"variance, leaving smaller, more symmetric residual BLUPs — a useful extension to try."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "cs000020",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:19.985854Z",
"iopub.status.busy": "2026-03-30T08:28:19.985777Z",
"iopub.status.idle": "2026-03-30T08:28:20.061958Z",
"shell.execute_reply": "2026-03-30T08:28:20.061519Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"subj_blups = result.random_effects[\"subject\"]\n",
"\n",
"gender_map = (\n",
" df[[\"subject\", \"gender\"]]\n",
" .drop_duplicates()\n",
" .set_index(\"subject\")[\"gender\"]\n",
")\n",
"\n",
"blup_df = pd.DataFrame({\n",
" \"subject\": subj_blups.index,\n",
" \"blup\": subj_blups.values,\n",
"})\n",
"blup_df[\"gender\"] = blup_df[\"subject\"].map(gender_map)\n",
"\n",
"(\n",
" ggplot(blup_df, aes(x=\"subject\", y=\"blup\", color=\"gender\"))\n",
" + geom_hline(yintercept=0, linetype=\"dashed\", color=\"grey\")\n",
" + geom_point(size=4)\n",
" + scale_color_manual(values={\"F\": \"#E91E63\", \"M\": \"#1976D2\"})\n",
" + labs(\n",
" x=\"Speaker\",\n",
" y=\"Random intercept (Hz relative to population mean)\",\n",
" title=\"Speaker BLUPs — female speakers have higher baseline pitch\",\n",
" color=\"Gender\",\n",
" )\n",
" + theme_bw()\n",
")"
]
},
{
"cell_type": "markdown",
"id": "cs000021",
"metadata": {},
"source": [
"## Diagnostics\n",
"\n",
"Two standard checks before trusting the results:\n",
"\n",
"1. **Residuals vs. fitted** — should show no trend or fanning. A funnel shape would\n",
" suggest non-constant variance; a curve would suggest a missing non-linear term.\n",
"2. **Q–Q plot** — conditional residuals should fall approximately on the diagonal if\n",
" the Gaussian assumption holds."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "cs000022",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:20.063443Z",
"iopub.status.busy": "2026-03-30T08:28:20.063349Z",
"iopub.status.idle": "2026-03-30T08:28:20.142594Z",
"shell.execute_reply": "2026-03-30T08:28:20.142135Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"from interlace import hlm_resid, plot_resid\n",
"\n",
"resid_df = hlm_resid(result, type=\"conditional\")\n",
"plot_resid(resid_df, type=\"resid_vs_fitted\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "cs000023",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:20.143932Z",
"iopub.status.busy": "2026-03-30T08:28:20.143838Z",
"iopub.status.idle": "2026-03-30T08:28:20.212528Z",
"shell.execute_reply": "2026-03-30T08:28:20.212114Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"plot_resid(resid_df, type=\"qq\")"
]
},
{
"cell_type": "markdown",
"id": "cs000024",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"| | |\n",
"|---|---|\n",
"| **Register effect** | Polite speech is ~19 Hz lower than informal speech (within-speaker estimate, controlling for scenario) |\n",
"| **Subject variance** | Large ICC (~0.79) — speakers differ substantially in baseline pitch, largely driven by gender |\n",
"| **Scenario variance** | Moderate ICC (~0.11) — scenario identity has a consistent but smaller effect |\n",
"| **Diagnostics** | No obvious trend in residuals vs. fitted; Q–Q plot approximately linear |\n",
"\n",
"The crossed structure matters here. A model with only subject random effects would conflate\n",
"scenario-to-scenario variation with measurement noise, producing a larger residual variance\n",
"and a wider confidence interval on `is_polite`. A model with only scenario random effects\n",
"would ignore the strong speaker-level baseline differences, producing the opposite problem.\n",
"Crossing both factors yields the most accurate decomposition.\n",
"\n",
"### Extensions to try\n",
"\n",
"- **Add `gender` as a fixed effect** and compare to this model with a likelihood-ratio\n",
" test (refit both with `method=\"ML\"` first). The subject ICC should drop markedly.\n",
"- **Group-level influence**: `hlm_influence(result, level=\"subject\")` checks whether\n",
" removing any single speaker substantially changes the fixed-effect estimates.\n",
"- See [Diagnostics Guide](diagnostics.ipynb) for leverage, Cook's D, and MDFFITS plots.\n",
"- See [Interpreting Model Results](interpreting-results.ipynb) for a full tour of the\n",
" `CrossedLMEResult` object."
]
},
{
"cell_type": "markdown",
"id": "cs0001",
"metadata": {},
"source": [
"---\n",
"\n",
"## Model comparison: do speakers differ in their register effect?\n",
"\n",
"The baseline model assumes a single population-level register effect (−19 Hz).\n",
"But do some speakers lower their pitch more than others when being polite?\n",
"A random slope for `is_polite` by speaker tests this directly.\n",
"\n",
"We compare two models using a likelihood ratio test (LRT), fitting both with `method=\"ML\"`\n",
"so the likelihoods are comparable:\n",
"\n",
"- **M0**: random intercepts only — one register effect for all speakers\n",
"- **M1**: random intercepts + by-speaker random slope for `is_polite`\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "cs0002",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:20.213899Z",
"iopub.status.busy": "2026-03-30T08:28:20.213805Z",
"iopub.status.idle": "2026-03-30T08:28:20.297594Z",
"shell.execute_reply": "2026-03-30T08:28:20.297039Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Log-likelihoods: M0 = -400.28, M1 = -400.28\n",
"LRT χ²(2) = 0.002, p = 0.9990\n",
"AIC: M0 = 810.6, M1 = 814.6\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/bn/bqlvr_ys37q1c5h7jmv46z100000gp/T/ipykernel_41450/4132545678.py:11: UserWarning: boundary (singular) fit: see help(interlace.isSingular)\n"
]
}
],
"source": [
"import scipy.stats\n",
"\n",
"# Fit both with ML for LRT comparability\n",
"m0 = interlace.fit(\n",
" \"pitch_hz ~ is_polite\",\n",
" data=df,\n",
" groups=[\"subject\", \"scenario\"],\n",
" method=\"ML\",\n",
")\n",
"\n",
"m1 = interlace.fit(\n",
" \"pitch_hz ~ is_polite\",\n",
" data=df,\n",
" random=[\n",
" \"(1 + is_polite | subject)\", # by-speaker random slope\n",
" \"(1 | scenario)\",\n",
" ],\n",
" method=\"ML\",\n",
")\n",
"\n",
"# LRT: correlated slope adds 2 parameters (slope variance + covariance)\n",
"lrt_stat = 2 * (m1.llf - m0.llf)\n",
"lrt_df = 2\n",
"lrt_p = scipy.stats.chi2.sf(lrt_stat, df=lrt_df)\n",
"\n",
"print(f\"Log-likelihoods: M0 = {m0.llf:.2f}, M1 = {m1.llf:.2f}\")\n",
"print(f\"LRT χ²({lrt_df}) = {lrt_stat:.3f}, p = {lrt_p:.4f}\")\n",
"print(f\"AIC: M0 = {m0.aic:.1f}, M1 = {m1.aic:.1f}\")\n"
]
},
{
"cell_type": "markdown",
"id": "cs0003",
"metadata": {},
"source": [
"Since p > 0.05 (and ΔAIC = +4 favours M0), the **simpler model is preferred**.\n",
"The data do not support meaningful between-speaker variation in the register effect — all\n",
"speakers lower their pitch by roughly the same amount when speaking politely.\n",
"\n",
"For completeness, the by-speaker random effects from M1 are shown below. The slope\n",
"offsets are near zero for all speakers, confirming the LRT conclusion:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "cs0004",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:20.298754Z",
"iopub.status.busy": "2026-03-30T08:28:20.298660Z",
"iopub.status.idle": "2026-03-30T08:28:20.369576Z",
"shell.execute_reply": "2026-03-30T08:28:20.369105Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" gender intercept_offset slope_offset total_register_effect\n",
"F1 F 48.02 -0.18 -18.78\n",
"F2 F 77.52 -0.29 -18.89\n",
"F3 F 42.31 -0.16 -18.76\n",
"M3 M -20.01 0.07 -18.53\n",
"M4 M -64.65 0.24 -18.36\n",
"M7 M -83.18 0.31 -18.29\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/bn/bqlvr_ys37q1c5h7jmv46z100000gp/T/ipykernel_41450/1190209297.py:2: UserWarning: boundary (singular) fit: see help(interlace.isSingular)\n"
]
}
],
"source": [
"# Refit winning model with REML for final estimates\n",
"m1_reml = interlace.fit(\n",
" \"pitch_hz ~ is_polite\",\n",
" data=df,\n",
" random=[\n",
" \"(1 + is_polite | subject)\",\n",
" \"(1 | scenario)\",\n",
" ],\n",
" # method=\"REML\" is the default\n",
")\n",
"\n",
"# By-speaker random effects: intercept deviation + slope deviation\n",
"speaker_re = m1_reml.random_effects[\"subject\"].copy()\n",
"speaker_re.columns = [\"intercept_offset\", \"slope_offset\"]\n",
"\n",
"# Population slope + per-speaker deviation = each speaker's total register effect\n",
"pop_slope = m1_reml.fe_params[\"is_polite\"]\n",
"speaker_re[\"total_register_effect\"] = pop_slope + speaker_re[\"slope_offset\"]\n",
"speaker_re = speaker_re.merge(\n",
" df[[\"subject\", \"gender\"]].drop_duplicates().set_index(\"subject\"),\n",
" left_index=True, right_index=True,\n",
")\n",
"print(speaker_re[[\"gender\", \"intercept_offset\", \"slope_offset\", \"total_register_effect\"]].round(2))\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "cs0005",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-30T08:28:20.370888Z",
"iopub.status.busy": "2026-03-30T08:28:20.370796Z",
"iopub.status.idle": "2026-03-30T08:28:20.454937Z",
"shell.execute_reply": "2026-03-30T08:28:20.454477Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "execute_result"
}
],
"source": [
"from plotnine import geom_col, geom_errorbar, coord_flip, position_dodge\n",
"\n",
"plot_df = speaker_re.reset_index().rename(columns={\"index\": \"subject\"})\n",
"plot_df[\"colour\"] = plot_df[\"gender\"].map({\"F\": \"#e74c3c\", \"M\": \"#2980b9\"})\n",
"\n",
"(\n",
" ggplot(plot_df, aes(x=\"subject\", y=\"total_register_effect\", fill=\"gender\"))\n",
" + geom_col(alpha=0.8)\n",
" + geom_hline(yintercept=pop_slope, linetype=\"dashed\", color=\"grey\")\n",
" + coord_flip()\n",
" + labs(\n",
" x=\"Speaker\",\n",
" y=\"Register effect (Hz)\",\n",
" fill=\"Gender\",\n",
" title=\"Per-speaker register effect (population slope + BLUP)\\nDashed = population average\",\n",
" )\n",
" + theme_bw()\n",
")\n"
]
},
{
"cell_type": "markdown",
"id": "cs0006",
"metadata": {},
"source": [
"---\n",
"\n",
"## Reporting the results\n",
"\n",
"A write-up of this analysis might read:\n",
"\n",
"> We fitted a linear mixed-effects model predicting fundamental frequency (F0, Hz)\n",
"> from register (polite vs informal), with crossed random intercepts for speaker and\n",
"> scenario. Estimation used profiled REML (interlace v0.2.x, matching lme4::lmer).\n",
">\n",
"> Polite speech was produced at significantly lower pitch than informal speech\n",
"> (*β* = −18.6 Hz, SE = 5.1, *p* < .001). Speaker identity accounted for the largest\n",
"> share of variance (ICC ≈ 0.79), followed by scenario identity (ICC ≈ 0.11) and\n",
"> within-speaker residual variance (≈ 0.10).\n",
">\n",
"> A model with by-speaker random slopes for register (M1) was compared to the\n",
"> intercept-only model (M0) via LRT: χ²(2) = 0.00, p = .999. The slopes model was\n",
"> not retained; the register effect appears uniform across speakers.\n",
"> Residual diagnostics showed no systematic patterns.\n",
"\n",
"**Key values to report:**\n",
"\n",
"```python\n",
"print(f\"Register effect: β = {result.fe_params['is_polite']:.1f} Hz, \"\n",
" f\"SE = {result.fe_bse['is_polite']:.1f}, \"\n",
" f\"p = {result.fe_pvalues['is_polite']:.3f}\")\n",
"\n",
"total = sum(result.variance_components.values()) + result.scale\n",
"for g, v in result.variance_components.items():\n",
" print(f\"ICC ({g}): {v/total:.2f}\")\n",
"```\n"
]
},
{
"cell_type": "markdown",
"id": "cs0007",
"metadata": {},
"source": [
"---\n",
"\n",
"## Where to go next\n",
"\n",
"- {doc}`random-slopes` — full guide on random slope syntax and interpretation\n",
"- {doc}`model-comparison` — LRT workflow and ML vs REML guidance\n",
"- {doc}`diagnostics` — full diagnostic suite with worked outlier example\n",
"- {doc}`interpreting-results` — reading BLUPs, variance components, and fixed effects\n",
"- {doc}`api/fit` — `fit()` parameter reference\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.14.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}