{ "cells": [ { "cell_type": "markdown", "id": "2ec5326c", "metadata": {}, "source": "# The zone of model adequacy\n\n*How close to the ideal could a model of these data be expected to come? A split-half analysis of the human data, after Dome and Wills (2025, Zone of Model Adequacy section).*\n\ng-distance places a model on the plane of accommodation ($\\alpha$) and excess flexibility ($\\beta$), and measures its distance from the PAS point, the ideal model (see [gdistance.ipynb](gdistance.ipynb)). With perfect information about human behaviour, the ideal model would sit at that point. But information is never perfect. The sample of people is finite, so some patterns people could show are not observed, and discretizing human behaviour with a statistical threshold makes errors of both commission and omission: detecting a pattern that is not there, and missing one that is. Under these conditions, even a perfect model could not be expected to sit at the PAS point. How close could one expect it to be?\n\nDome and Wills (2025) estimate a lower bound with a **split-half analysis** of the human data, after the \"noise ceiling\" used to evaluate models against neuroscience data (Kaniuth & Hebart, 2022; Nili et al., 2014). With a sufficiently large sample, the best predictor of the behaviour of a randomly chosen half of the participants is the other half. With a smaller sample, half the participants may not capture the full heterogeneity of people, so the two halves do not match perfectly: there is noise in the data. Even so, a model that predicts people worse than other people do could be improved.\n\nThe analysis splits the participants into two random halves, calculates the g-distance of one half (arbitrarily treated as the model) from the other (arbitrarily treated as the data), and repeats this many times with different random splits. The range these noise-ceiling estimates cover on each axis is the **zone of model adequacy**: a benchmark for model development specific to the data set." }, { "cell_type": "code", "execution_count": 1, "id": "9f091279", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:25.315127Z", "iopub.status.busy": "2026-10-15T16:02:25.314999Z", "iopub.status.idle": "2026-10-15T16:02:26.409841Z", "shell.execute_reply": "2026-10-15T16:02:26.409367Z" } }, "outputs": [], "source": [ "import sys\n", "\n", "import math\n", "import numpy as np\n", "import pandas as pd\n", "import torch\n", "from IPython.display import Markdown, display\n", "import matplotlib.pyplot as plt\n", "\n", "from psp import clobe\n", "\n", "sys.path.insert(0, \"..\") # for notebooks/figure_style.py\n", "from figure_style import aqua, blue, figures, ink, light, muted, orange, reference, titled\n", "\n", "show = figures(\"clobe-zone-of-adequacy\")\n", "\n", "colours = {\"linear\": blue, \"quadratic\": orange, \"random\": aqua}\n", "markers = {\"linear\": \"o\", \"quadratic\": \"^\", \"random\": \"s\"} # a second cue besides colour,\n", "styles = {\"linear\": \"-\", \"quadratic\": \"--\", \"random\": \"-.\"} # for print and colour-blind readers\n" ] }, { "cell_type": "markdown", "id": "9c2fd5e8", "metadata": {}, "source": "## The data and the models\n\nThe experiment of [getting-started.ipynb](getting-started.ipynb), with more people: 200 participants respond to four stimuli whose feature $x$ is $-1.5, -0.5, 0.5, 1.5$. Each has their own slope around 0.5 plus a little noise for each stimulus, and each response rate is a proportion of 20 trials. Their patterns are built with a threshold of 0.1, and the universal set is the 183 semiorders of four stimuli.\n\nThe three models are those of [gdistance.ipynb](gdistance.ipynb): the **linear** model $p_i = \\sigma(b \\, x_i)$, which can only produce monotonic patterns; the **quadratic** model $p_i = \\sigma(b \\, x_i + c \\, x_i^2)$, which can also produce U-shapes and inverted U-shapes; and the **random** model, 2,000 sets of independent uniform probabilities, which can produce almost anything." }, { "cell_type": "code", "execution_count": 2, "id": "b9587bd6", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:26.411264Z", "iopub.status.busy": "2026-10-15T16:02:26.411103Z", "iopub.status.idle": "2026-10-15T16:02:26.427245Z", "shell.execute_reply": "2026-10-15T16:02:26.426852Z" } }, "outputs": [ { "data": { "text/markdown": "The 200 participants show 62 of the 183 possible patterns.", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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alphabetagdistance
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" ], "text/plain": [ " alpha beta gdistance\n", "linear 0.195 0.025 0.569\n", "quadratic 0.665 0.322 0.329\n", "random 0.965 0.727 0.515" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "thresholds, w = (0.1, -0.1), 0.5\n", "universal = clobe.semiorders(4)\n", "x = torch.tensor([-1.5, -0.5, 0.5, 1.5], dtype=torch.float64)\n", "\n", "\n", "def participants(n, generator):\n", " slopes = 0.5 + torch.randn(n, generator=generator, dtype=torch.float64)\n", " p = torch.sigmoid(slopes[:, None] * x + 0.3 * torch.randn(n, 4, generator=generator,\n", " dtype=torch.float64))\n", " return torch.binomial(torch.full_like(p, 20.0), p, generator=generator) / 20\n", "\n", "\n", "g = torch.Generator().manual_seed(2025)\n", "results = participants(200, g)\n", "human = clobe.patterns(results, thresholds)\n", "\n", "grid = torch.arange(-30, 31, dtype=torch.float64) / 10\n", "b, c = (t.reshape(-1, 1) for t in torch.meshgrid(grid, grid, indexing=\"ij\"))\n", "models = {\n", " \"linear\": torch.sigmoid(grid[:, None] * x),\n", " \"quadratic\": torch.sigmoid(b * x + c * x**2),\n", " \"random\": torch.rand(2000, 4, generator=g, dtype=torch.float64),\n", "}\n", "scores = pd.DataFrame({\n", " name: vars(clobe.gdistance(human.inequality_matrices,\n", " clobe.patterns(out, thresholds).inequality_matrices,\n", " universal, w, human.frequencies))\n", " for name, out in models.items()\n", "}).T[[\"alpha\", \"beta\", \"gdistance\"]].astype(float)\n", "display(Markdown(f\"The 200 participants show {human.n} of the {universal} possible patterns.\"))\n", "scores.round(3)" ] }, { "cell_type": "markdown", "id": "500839ae", "metadata": {}, "source": "## One split\n\nShuffle the participants, call the first half the data and the second half the model, and compare them as one would compare a model with data: the patterns of each half, the frequencies of the data's patterns, and `gdistance()`." }, { "cell_type": "code", "execution_count": 3, "id": "0d30bc30", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:26.428060Z", "iopub.status.busy": "2026-10-15T16:02:26.427959Z", "iopub.status.idle": "2026-10-15T16:02:26.431797Z", "shell.execute_reply": "2026-10-15T16:02:26.431545Z" } }, "outputs": [ { "data": { "text/plain": [ "GDistanceResult(gdistance=0.2136800965777332, alpha=0.73, beta=0.1357142857142857, accommodation=tensor([ 0, 1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 14, 18, 19, 21, 22, 25,\n", " 26, 30, 32, 40]))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def one_split(results, order):\n", " half = len(order) // 2\n", " data = clobe.patterns(results[order[:half]], thresholds)\n", " model = clobe.patterns(results[order[half:]], thresholds)\n", " return clobe.gdistance(data.inequality_matrices, model.inequality_matrices,\n", " universal, w, data.frequencies)\n", "\n", "\n", "one_split(results, torch.randperm(200, generator=torch.Generator().manual_seed(1)))" ] }, { "cell_type": "markdown", "id": "cd8200b4", "metadata": {}, "source": "## Many splits at once\n\nThe paper repeats this 10,000 times. A loop of `gdistance()` calls would do, but every split only regroups the same participants, so all the splits can be computed at once. Each participant's pattern is found once; a split is then a choice of which participants are in the data half, and the patterns of each half follow from a matrix product with a table of which participant shows which pattern. The first 100 splits are checked against `gdistance()`." }, { "cell_type": "code", "execution_count": 4, "id": "f7ebdd04", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:26.432747Z", "iopub.status.busy": "2026-10-15T16:02:26.432649Z", "iopub.status.idle": "2026-10-15T16:02:26.584128Z", "shell.execute_reply": "2026-10-15T16:02:26.583712Z" } }, "outputs": [ { "data": { "text/html": [ "
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alphabetagdistance
mean0.7550.1410.201
min0.5100.0690.139
2.5%0.6700.1100.159
50%0.7600.1420.199
97.5%0.8400.1710.254
max0.9000.1990.356
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" ], "text/plain": [ " alpha beta gdistance\n", "mean 0.755 0.141 0.201\n", "min 0.510 0.069 0.139\n", "2.5% 0.670 0.110 0.159\n", "50% 0.760 0.142 0.199\n", "97.5% 0.840 0.171 0.254\n", "max 0.900 0.199 0.356" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def split_half(results, splits=10_000, seed=0):\n", " # alpha, beta and g of one half against the other, for many random splits\n", " n, half = results.shape[0], results.shape[0] // 2\n", " everyone = clobe.patterns(results, thresholds)\n", " shows = torch.nn.functional.one_hot(everyone.pattern, everyone.n).double() # participant x pattern\n", " generator = torch.Generator().manual_seed(seed)\n", " orders = torch.stack([torch.randperm(n, generator=generator) for _ in range(splits)])\n", " in_data = torch.zeros(splits, n, dtype=torch.bool).scatter_(1, orders[:, :half], True)\n", " data_counts = in_data.double() @ shows # how many people in the data half show each pattern\n", " in_model = ((~in_data).double() @ shows) > 0 # the patterns the model half produces\n", " in_data_patterns = data_counts > 0\n", " alpha = (data_counts / half * in_model).sum(1)\n", " beta = (in_model & ~in_data_patterns).sum(1) / (universal - in_data_patterns.sum(1))\n", " g = torch.sqrt(w * (1 - alpha) ** 2 + (1 - w) * beta**2)\n", " return pd.DataFrame({\"alpha\": alpha, \"beta\": beta, \"gdistance\": g}), orders\n", "\n", "\n", "halves, orders = split_half(results)\n", "for s in range(100):\n", " direct = one_split(results, orders[s])\n", " assert np.allclose([direct.alpha, direct.beta, direct.gdistance], halves.iloc[s], rtol=1e-12)\n", "halves.describe(percentiles=[0.025, 0.5, 0.975]).loc[[\"mean\", \"min\", \"2.5%\", \"50%\", \"97.5%\", \"max\"]].round(3)" ] }, { "cell_type": "markdown", "id": "127c275b", "metadata": {}, "source": "## The zone on the α-β plane\n\nEach grey dot is one split; the labelled point is their mean. The zone of model adequacy is the range the dots cover on each axis, drawn as a dashed box on the right, where the plane is enlarged around it." }, { "cell_type": "code", "execution_count": 5, "id": "ae9f6102", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:26.585333Z", "iopub.status.busy": "2026-10-15T16:02:26.585221Z", "iopub.status.idle": "2026-10-15T16:02:27.587744Z", "shell.execute_reply": "2026-10-15T16:02:27.587260Z" } }, "outputs": [ { "data": { "image/png": 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L9MXX3zYg3xK9+s5HVgNJJUkW1dJT9dWd9cqRzOwcvfzG++ZA0s6xHfV/D9yl2E71AxcPHjqiF19/12YHaZ20h5P1wmvv6PhJ6x0TrsgvKNR/33rf6fauorLSZoe6u8VER5kDZ0tKSnX8RIrVdPsO1h+hef9B63UiIzPLHEgaER5m9Zi0BidT0+q8ju9le1TbWpajA5dXVNQZ5RYAAAAA4F6Hk4/p9XdnWg1UrFUz48k8rV6/yak8S0vL9Ox/XtP6TVsd3rsXFBbp48+/0q+r1tlN97+5C/XT0hVO9aVINSPiOWJUG5r52Vf6Zfkqu30/h5OP6Z2PZjns0ysrK9PbH87Soh+XOOxTLSwq0uw587Tgh5/tpvPE8ZFqHrg+kZJq/ueo76sptITj4QqjuloffPqFVq3baH2/LN7zxLlTtyzu/YwPHj6iN9772GogaS1X6qe3j11KarpeeuM9h/2khmFo/aat+u9bHyj/tKDglqK1nnfuZNm/6UzfZnBQkLpaTNueclr/aHMqQ0vLtyE8c91Q055bCyS1tHHrdr314acqLy93attNzROfDQAAQHPHyKSw6fjJVH01/zvzaz9fX40ZNUID+vdReFiYioqLtf/gIa1cu1Hl5eUeu4lNSUvXl19/a7459/Hx0egzhmtwYj+Fh4epqKhYew8c1Kp1m1RRUeG2cmzetlNHjh43v47v1UMjhw1Rp47tFRwUpLKyMhUUFqmgsFBJh49q38H6AXc3TbtSZeXlWr56vdb81gF05shhmnT22HppT5+mxnKk0oT4Xurft7e6dems0JAQVVdXKzsnV3v2H9TmrTtUWVWlyspKffz5V/rrE48owInpTpatXKvq6mr5+fpq1IihGtC/j6IiI1VZWalDyUe1bMUaFRTWjKC6at1GnT3uTHXtHGs1r5LSUr390WxlZGaZ32sXE60zRw5Tz+5dFRoSotLSUuUXFCojK1t79h1Qbl6+1bzKKyr07szPzJ2+fr6+GjZkoPr3TVD7mGj5+/mpoKhISYeTtWb9ZvO03rP+N1ddYjs1eZCZOz9HVy1fvd7cMTV8yCANHzJA0VGRKi0r18FDR7R89TpzkOXq9ZsU36uHRjvxpOry1evMoxyOHDZYgxL7KSY60lxX21lMv+2J+urOeuXI8ZMpeuuDT5VfUChJ6h3XU3ffOt3qU/KZ2Tl69+PPzJ9pSEiwRg0fot5xPRUVGSGTyUe5efnau/+g1m/aqorKShUXl+i9jz/Tn/7vAQUGnnrC9rGH7pZhGPrf3IXmwNDLLpyqxH4J9bZrWZafli431yuTyaShgwZoYGJftW8XrQD/ABWXlKiwsEi5eXnaf/CwDtoJNPaEPr3jlPlbx/j+pMPqYWWqmtpgYpPJJF9fX1VWVmp/0iFNHD+6Xtr9FoHH7hiF2HLKG3dqzMgkkpSWnmH+Ozg4SGGhjkcv6HDaiLep6Rnq0L6dy2U4XXl5hX75dZUOJR9Vfn6BfHx8FBoaom6dY9Wnd5zbRoUGAAAAgOautLRMH83+n0rLTgX8DErsq5HDhqhdTLTKKyp0OPmolq9ar4LCQn2z4Aen8q02qlX1W4BC59iOGpTYTz27d1NEeKgkk/ILCpR0OFnrNm01ByjMXfiD+ibEWZ3dIzUtQ6vWbTS/7ti+nUaPGq7uXTorJCREVVVVKigsVEFhkY4eP6m9+w86Vc7d+w6ourpaJpNJA/v31bAhA9WhXYxMppqZV35dtVapaTX3tcnHTmj9pq12R9D77Kv52mOx7cS+CRo8sL9iO3ZQYECASsrKdOz4Sa1Zv0npv/UNLV6yXN27dtawwQPr5eep4+Nu5048S6PPGK79Bw9r7sKaMnTv2kXTr73canp/G1NtN/fj4ard+w6a+zn79+mtkcMGq0P7dgoMrOk/jAgPM6d197lTvyzu+4yLS0o0c/YclVdUmN8bMihRI4YMUruYKJWVVyj56HGtWLNeuXn5Daqf3jx2ZeXlev/TL5SXfyo4NK5nd40dNUKdOnZQdXW1jp9M1aq1G5T6W79XSmq6Zn72lR68a0adfrSrLr1QF02dJEma/b+55gfzr7zkAvVNqNv/1C46Wg3Bedc0ysrL6/TPd2jnXB9l+3btdOy3AQlSLfpHm1MZWlq+DeG564ZT7XnvuJ4ac8ZwderYXpWVVTp24qRWrF6vzN8GRjh05Kjmf/eTrr3i4kbtiy2utgGe+mwAAACaO4JJYdPchT+YO2NCQoL14J0z1L1blzppBvbvq7PHnqnX3p1pc2rmRpdjwQ/mJ76CggJ1/x03K65n3afzBib21fjRo/TauzPd9lSr5ah5o88YrpumXWkz7cTxY1RdXa3y8oo679cG9ERYTGcSFhqibl06O1WGxH4JuvLiC+pNby3VBLeeMXyIppxzlt58/xPl5uUrL79A6zdv01ljRjnMu7q6WpER4brvjpvrBTcmxPfSqOFD9cKrb5sD1tZt3KqrLr3Aal6LfvxF6Rmnnvg/d8J4XXrhFJtTul983mSbI0h+/9NS85OYsZ066K5bpqtjh/o30AP799W5E8frvY8/V9LhZFVUVOi7n5bo9puuc7jv7uTOz7ExZfD19dVtN06rNy12/z69dfaYUXrtvVOjMsxd+KNGDB1ks1PMMt/goCDde/uNiu/V02E53F1f3Vmv7Nl38JDe/+Rz89PfQwYl6tYbrrH5+Xz+1Tzzdgb076MZ11+jkJD6QafDBg/QpLPH6Y33P1ZObp6yc3K1Ys16TTnnbHOa2joTZBFgGhMd5bCNsGyfrrn8Ik0YVz8As9aUc85WRUWFZDLZzdOd+vaOMwfQ7086pCnnnFUvTW2AaLcusQoKCtKBpMM6mHTE6jTtliOWuiN40XLKG3dq7MgktcHMkhQdGenUOiEhwQoMCFDZb09uFxQUNaoM9ctUoHmLfqz3/o5de/X9z8vUuVNHXXnpBUrsWz8AGgAAAABak5+XrTDPmmEymTT9msvrBQn1S4jXhLGj9eYHn5hnPnFGl9hOuurSC9SvT2+ry4cOGqDzJ0/U2x/N0pGjx1VVVaWlK9Zo+jX1gyD2J53qM+jetYsefeBO+fvZ/xnA3qxUtWofpr79pus0eGD/OsvievbQmSOG6rV3Z5ofzl+3cYvNIKot23eaZxkKDQnR7TdNU9+E+Hrp+iXEa9LZY/Xl3IXmfoZvv/9ZQwYm1us78OTxcaeoyAhFRUYoKzvX/F5gYIDT/cW1mvvxcFVtoJ6142eNO88da2Vx12f809IV5oBLHx8f3XL91Ro5bHCdNP0S4jVh3Gi989Espx8M9/axW/Lrqjr9txefN1kXTDmnTpqE+F46e+wozZ4zTxs2b5NU85D5pq07NGrEUHO69hYDF1gOPtAuJrrB58fpOO+aRkFBYZ3+0ego5/o3YyzSNbZv01NlaGn5NoQnrxsk6+1Cn95xOmvsmfrg0y+0e+8BSdKKNet11thRTgX7N5SrbYCnPhsAAIDmrnndaaDZSM/IqjMF9fVXXVovkLRW+3YxmnHDNTJ5IFApMyu7zhTb11x+cb1A0lqxnTrolhuudtu2S0pPBaUNOa1jwBofHx8FBQU6TOes3nE9df8dt1gNzLPUuVNHXX3ZRebXO3bvdXobM264xuYomdFRkTp34qkAsCNHrU+nXVBYpNXrTk27M3bUCF1xyfk2A/5qBQcH1XuvpKRUK9dskFTz5N99t99sNZC0Vk0ny3XmoL9tO/eorMz+dDCe4I7PsbHOnzyhXiBprcjICN1x0/XmY1JUXGzuqHLkmssvciqQ1N311Z31yp5NW3fo7Q8+NQeSjh99hu6wqFOnO3L0uDmwsWP7drrz5uutBpLW6tSxvW60CERfv2lbg8pni+W0R0MGWj/ulvz9/R12criTZcdn0uGj5gcTamVmZZsfQOjbO948ukBxSYl51AFLBw+d+j6y1qnaWpRZTOVTO+KGMyzTlpU3bRuYkpautz74VIuXLG/S7QIAAABAU6qqqtLq9ZvNryeMO9NmgFBISLDuvOWGOg+O2hMUGKgnHrnXZjBcrdDQEN06/VpzH+zO3fusprPs0xzQv49T/QHWZmax5pILptQLoKoVEBCgyy6can6dfPxkvf6AWouXrDD/ffN1V9m91/f19dV1V15ino0oIzPLPLtLLU8eH0kad+YZevJ395n/OeqfairN9Xg01oRxo50KJHX3uWONOz7jqqoqrd2wxfx68oRx9QJJawUFBer2m69z+pz05rGrqqrSit/68iVp+JCB9QLGLLd947VX1OlDX7Zqrcvb9qbWet65Q9lp05Q7278ZUKdvs3FTnXuqDC0t34bw5HXDoMR+NtuFAH9/3TZ9mqIiIyTVDNSw0qJNaQ48+dkAAAA0Z4xMCqv2HjhofhqufbsYh1NmxPfqod5xPXXw0BG3lmP3vgPmcsRER2nU8CF20/dLiFdcz+5uuZG2nCply/ZdGjygv0cCZm1pSODXAIspsY8eO+nUOj26dXE4wp9lR1xmVo7VNHv2HTBPce7v76/LLppqNZ0z9uw/aJ6KaujARMVERzlcJyI8TAnxPbXntykzDicfU/8mHCHPXZ9jYwT4+2vS2ePspukc21FDBiZqy/aaINJdew84nOo+KjJCZzg452q5u766s17ZsmzlGn2z4AdzG3PhlHN00XmT7a6zdccu89/jx4xyOLqrVNMuhYWGqLCoWClp6SoqLlZoSEijyt4uOso82sbmbTs1eYL949/UIsLDFNuxg1LTM1ReXq7kY8frBCXXGWk0IU7BQUFapCW/LTukHhYPL6SkpZtH7IyOiqw3rbsr4np005O/u6/R+ZyusT8mWY5u7deAc8qyHja287BWcFCQ+vXprZ7duyoqMkIR4WEKDAxUUXGxjp9I0eZtO82juxqGoQU//KzoqMg6I0oAAAAAQGtx7MRJFRTW3Jv6+PhoqsWsI9ZERUZo9BnD9asTwVINGVmuXUy0OnVor9T0DBUUFio7J7de/5lln+auPfs1ddLZCgxw/oFFWwL8/XX2uDPtponv1UP+fn6qqKxURUWF8gsK642ylpmVreMna6bm7di+nQYm9nW4bV9fXw0dNECpab9KkpIOJ6t33Kl+Bk8eH6mmn8NyevXmoDkfj8YwmUw6d+J4p9K6+9w5nbs+42MnTqqwqMhcZkf9eOFhYRozariWLF9tN523j93xk6nm806SLpwyyeG2zz93oj6c9aUk6eixEyosKlJYaKjd9ZqT1nreucvpM/c5+5tBgP+pdOWN7Nv0VBlaWr4N4anrBkk6/9yJdpcHBQVq4vgxmv/dYknS7r37JXlmqntXePKzAQAAaM4IJoVVltP8JPZNcCqIMrFfgtuDSU8vhzMdRAMT+7olmHTUiKFatnKNDMPQxi3blZqWrpHDBqtP73h17dypQYE+jWEYho4cPa59B5J0MjVdhYWFKi0rN08Rcbqi4mKr00SfztYIr5YiI051kpaWWp8+PMliyp1+CXGN6vw5ePiI+e/9SYf171fetlhaE/BXdxbpmhfZOXnmd2qnC2oq7vocG6N3XE+nRsUdmNjXHEx69LjjqbwS4ns1eKocd9VXd9ar+oWU5n+3WD8vWympphP32isu1lljRjlc1bJcK9es18Yt2+tmLOt1tLTsVIdOfn5ho4NJzzxjuHm6q7kLf9CefQc0dPAAJcT1UscO7ZrFFEd9EuKUmp4hqSZ4tE4w6W/Tw/j6+iohrqf8/PzMU7XvTzqkKeecGs3X3VPcS1JgYGCjp8fyBMtgVFvnjDWWIxz4+Tb+u6lzbEf9v78+YfN7bkC/Pjpv8gSt3bBZX36zQJW/bX/uwh81ZGB/BTZgdBcAAAAAaAmSLR6G7do5VpG/jaJlz8DEvk4HK9ZKS8/Uzj37dDI1Tbl5eSorK1dlZd1R7Wpn+pCk/ILCegFxAxP7KjQkpOZhwJMp+ud/XtOoEUPVv09v9ejWxeV7tq5dYhXg4KFaX19fhYWFmh+AtZxZpZbl9N0FhUVW+/8ky/6Vmj8Ki4rNy07v/2uq49OcNOfj0Rgd2rdzeppnS+44d07nrs/Ysn5279pZ4WGOA5MT+/VxGEzq7WOXfOy4+e92MdEOZ6ySas47Hx8fc79X8tETTgVSNhet9bxzl9MftK9ysn+zsk7fZuMe1vdUGVpavg3hqeuGsNAQ9erRzant1waTZmbnqKioWKGhjfv9xF089dkAAAA0dwSTwqr8glM3op06tndqndiOHewur66uPu2muL7AwAA9ev+dVstRO4WH43I47rRwRveunXXdlZdqzvxFqqqq0vGTqebpl/18fdWlcyf1iY/TkEH9Fdezh0dGLT2QdFhz5i9SSmq60+sYhqHSsjKHUymE2pmau5bljaytm9jc/Hzz340Nzsqp06FXUOf4O6vESueMJ7nrc2yMTg7OvVqdLdLlO9HZ1NCOW3fWV3fWq9MtW7lWRcU1HW/+fn6aMf0aDR00wKl1LTudM7KyXdp+iRsCiseOGqFjJ05qxer1kqS9B5K090CSJCkwIEA9unVR34R4DRsy0GHb7Cl9e8eby7f/4KE609kcSDoiSXU6XOLjemjPvoM6dPioqqqqzOfNgSSLKe7dFEzaXAVZTE9UUVFhJ2Vd5RZpnZ0KyR5nRtyVZJ5ybvaceZKkgsJC7di9z+kRjQEAAACgpXCtj9L5+/H0jCzNmb9Qe/cnNahctTP8WAoOCtIdN1+n9z/9QsXFJcrJzdPiJcu1eMlymUwmdezQTglxvTQwsa8G9Ovj9Cwbzj4YW7cfrP70zpZ9KyWlpTp2wrlZliyd3rfi6ePTHDXn49EY0VGOA4EtufPcOZ27PuO6v7W4r356+9hZ9i93dvK8C/D3V/t2MUrPyKzJw2Jk05agtZ537hJ0Wr9kRUWlU+tZpgtoZN+mp8rQ0vJtCE9dN3Ts4Nxvy506tJfJZDLPIJdfUNhsgkk99dkAAAA0dwSTwirLpyWDnHyyKjgoyO5ywzDMU+I6m0edcjjIv1ZIsHPpnDF+zBnqHd9TS5ev1rade8wBaJVVVTp6/KSOHj+pX5avUpfOnXTNZRe5bdQ8Sdqxa68+mPVlnRHnnOXMiHYmH/cEv5aUnOq0CHEisNKeouKSxhZHhuH+YE173PU5NkawE6OSSlKwxblRUVmpyspKuyPsBgQ4F1Amub++urNena645FQ9CwoKVKcOzv94UOyWOmo4TuSEaVdcouGDB+rXVeu0e98Bc/BhWXm5Dhw6ogOHjmjR4iVK7Jugay6/WB07tHPLdp3Vp3cvcyfQ4aPHVVFRIX9/f6WmZZg70fsmxJvT9+0drz37DqqsvFzJx44rvldPGYZRZ8Rrd7axzZHl91xBYZFT61RWVtY5Xxx9F7vbmFEj9OOS5cr8Lbh638FDBJMCAAAAaHXq9lE61w/jbB9lalqGXnn7gzojzjnLVh9gn95x+vNjD2nZyrXauGW7OXDJMAylpWcqLT1Tq9ZtVGREuC65YIrGnDHc4bbc1Qfmib4VTx6f5qo5H4/GCGjA9MGeOHcsueszdu23FsfpvH3sSlz47Uaqu28lJY3fh6bUWs87dzm9HhQUOBcsbJkupJF9m54qQ0vLt6E8cd3gbD+1j4+PggIDzQHSzS1Q2hOfDQAAQHNHMCmssgwwq6h08kk4J9M1hL9FOSqdfCKvvAGjuTkjtmMH3XDN5br+6suUkpquI0eP63DyUe1POmy+aTiZkqbX3p2p226cpuFDBjZ6m6WlZfrsq/nmwDw/Pz8NHtBP8b16ql10lEJDg+Xn5y8fi86Lf7/ytlc6EPz9Tx2jxn72ltNxTDp7nM4cObTBeURGNOzp9dbA6XPU4hwymUxue0rSE/XVnfXqdBPGnan9SYeVkpqugsIivfrOh3rw7lvVJbaTw3V9fX3NU8hMv/YKde/a8FFTO7R3X1Bnn95x6tM7TpWVlTp24qSSj53QoSNHtf/gYXPw+579B/Wf197R7+6/w6l9dJfQkBB17dxJx0+mqrKyUoeSj6lfQrx5inup7kijloGl+w8eVnyvnjqRkmrej/btYhxOP+asI0eP6YuvF7glL0tPPHKvfHx8XF6/o0XdyM3LdxjwLUnZOXl1zqWObqxfzorv1cMcTJqXl+8gNQAAAAC0PK71UTqX7vOv55uD4Uwmk/omxKlv73h17NBOYaGh8vf3l6/vqXvNT7/4RidT0xzmGx4WpksvmKJLL5iizOwcHUk+piNHj+nAoSM6mVKzfl5+gWb/b64yMrN06QVTnCpvY1n2/yX2S9BlF05tcB6nz3DjyePT2nnieDQVT5077ubnd+ozdudvLd4+dpb9t5UN+G3Iso/a2dlxWhtvHztPiQgPU1BQoDmAOisnx6n1LNM1tu/cU2Voafm6wt3XDQ35zdgyrb+D/nBvaK7XVAAAAJ7S/K7I0CxYjgSY62RgSG6u/XS+vr568nf32U3jY6obhBNiMW1ITl6eW8rhKpPJpC6dO6lL504aN3qkJOnI0eP6ZsH3Opx8TIZh6H9zF2pQYt9Gd4Ls3LNPhUU1o9KFhATr0fvutDtFU1l5udeeRA0LDTX/nZXl3I2uzbzCTuVVUVHh9unNWytn63xO7qlzKCQ4WCaTe56k9kR9dWe9qpd3WKgevuc2vf7uxzqRkqqCwiK99s5HevDuW9W1c6zDdcuyy2teGEazqaN+fn6K69lDcT176Jyzxqq6ulq79u7XV/O/U3ZOrkpKS/XV/O/08D23NWm5+vSO1/GTNSNSHzh4qCaY9GDNtPX+fn6K69XDnLZbl1gFBweppKRU+w8e0gVTztH+g4cs8nLfqKSlZeUOR8p2RWPb4dhOHevkdfxkinr16G53neRjx81/m0wmdXJyWjF3qvOjnQceLAEAAAAAb7PsK3W+j9JxuvSMTB06clRSzT3d3TOma9CAfnbXsTZlsiPtY6LVPibaPJNERla2vvtxiTZu3S5J+mnpCo0aMbRJpn4PCzvV31tUVOyWvhVPHZ+2wBPHoyk01bnjDnV/a3Gyfjrxm4y3j53lfmU7eT4ZhlFn35ydNr618fax86TYjh105GhNf+XR4ycdpq+urtaxEymn1ndD36anytDS8m0Md1w3OPs9W1BYWKdP2d0z1blbc7qmAgAA8BTXh89Cq2Y5et3h5KNOrXPIiXTdunS2+69L57qj5nWJPRVYU9s55EjSkWSn0rlDrx7ddO/tN5mnTyosKjLf9NXRwKC94xY3gmNHjXB4M3jiZIrd5Z7UvWsX89/7Dh5yaoogWyw7TXbvO9CovNqSQ8lHnQpiszw3Tj/XGsMT9dWd9cqasNBQPXTPreaRRQuLivXaOzPrdMJYY1lHd+7d774CuSeu18zHx0eDB/TXbTdOM7938NCRJp8ixnLk0f1Jh+tMWx/Xq3udIEQfHx8lxPeSJB0+elwVFRU6kHTYal6tVedOHeqMKrB3f5LDdfYeOJWma+dYBTZgOjh3Sc/INP9t+VAAAAAAALQWln2lycdOmGdnsSfJib5My36IhPheDoPhysrKlOmGh247tIvRzddfpR7davpfDMPQrj37Gp2vMyz7Vo6dSFFefkGj8/TU8fEkNz3j3WieOB5NwVvnjiss6+fRYyedqp/O/Bbi7WNnuV8nT6aqpMRxv+OJlDQVW0xt35SzKEmcd02hd6+e5r/3HUhy2K+ffOx4nboTb7F+cytDS8vXnVy5bsjIylZBYaHDvJMOn2rvgoOC3DY7mTWeaAO8eU0FAADgKYxMCqt6W4wWdyDpiDKystWhXYzN9MXFJdq2Y7f7y/FbYJEkJR1OVmp6ht2nuQoKi7Rt5x63l8OekOBgdezQXkePnZAkqzf+dUdtc9xZZBnwFe5EYM6qdZucKapH9O/bW/O/q/k7OydXm7ftND+R11CJ/fpowQ8/m/Nav3mbxpwx3F1FbbWyc3K190CSEvsm2ExTXlGhDZu3mV/3jnNfB4Mn6qs765UtoSEhevDuW/XG+5/o6LETKiou1uvvztQDd96iHt27Wl0nsV+Ctu2saet27Nqr4ydT1a2L/dFMneHvd2o0Y3eO7Nize1f5+PiourpahmGooKBIwUFBbsvfkYT4XubtJx87oaQjyeZp6/v2jq+Xvm/veO3YtVeVlZU6eDhZBw+fCoDum+C+YNK4Ht0cjpTtCl+LKapcXX/QgH5av2mrJGn1+k2aOulsm/kWFhVpy/Zd5tfDBg9o1PZdkZqeUecHuG5dW89ICgAAAABQK65nd/P9bUlJqbZs32W3n6K6ulqr1290mG/ttLaSc30qazducSoQzRk+Pj7q0b2reRS0vHzHAR/u0DuupwICAlT+28w1Py75VdOuuKRReXrq+HhSc5nlwxPHoyl489xpKMv6WVRcrO279mr4kIE20xuGoTXrNzvM19vHLr5nD/N+VVZVafX6TTp34ni76yxfvc78d1hoqDp1bO/pYtbBeed5Qwcn6pflqyTVjLC7a89+DR7Y32b6FWs2mP+OjopUTxv98s2hDC0tX3dr6HWDYRhavX6Tzp880W66VWtP7U9cr+5um1HPGk+1Ad66pgIAAPAURiaFVX0T4hUdFSmp5oL/8znzVGHjwrq6ulpfzl2g0rIyq8sbo098L/NTaIZh6LM581ReUWGzHF98/a3Ky8vdsu3vf1qqjKxsh+mKiovrjMoWamUKhmCLkeYysx3naTmy2+59B+2mXb9pqznwyBu6demsBIvAxP/NW+hwdEdbunftrD4WAcRz5i3SISdHmk1JTdeS5atd2m5rMGfeIhUVFdtcPm/hj+YphEwmk0a7MUjXE/XVnfXKnpDgYD145wz16tFNklRcUqLX3/vY+gjDkkYNH6LwsDBJNW3SB598ruycXKe2tfdAkjZt3WGjHKcCPDOz7Y+SUFlZqfnfLTYHZdpz5OjxOk8yW2ufPCkoKND8RG51dbW+/2mZeZm14FDL9375daX5h4HYjh0UER7utnIFBgY6HCnblX/uMPbMEea/c3Lz9N1PS22mnTNvkSp++0708/PTqBFD3VIGZxUUFuqjWf8z1zGTyaShA5s+oBUAAAAAPC00NKTOyIfzFv2oHDvTt/74y69KSU13mK/lVMcHDyXb7dc8euyEFnz/s8M8V67d4NRMU9XV1Uq26P9oqj4Df39/nT1mlPn1yjUbtNrJB+XzCwrMD6Jb8tTx8STL/uKs7FyvlcMTx6MpeOLc8ZSw0FAN6NfH/Hruwh+UX2B7JMqfl63UcSdmdvL2sQsJCa7zYPP3Py3VyZQ0m+l37tmntRtOBcmOGz3So0Fj1nDeeV6vHt3V2WLGwa8XfG9z1Np9Bw9p45bt5tdjRo1wS53wVBlaWr7O8uR1w+IlK+y2C2s2bK4z89bYUSNspnWHhrYBzf2aCgAAwFMIJoVVPj4+mnLO2ebXBw4d0evvzqwXYJWSmq53Z36mzdt2eqwcF5x76qm1w8nH9No7H9W7eD+Rkqq3PvxU23e5b1TSLdt36dkXXtW7H3+mLdt3qaCwqM7yqqoq7dy9T6+/+7E54Mnf31/xFqO61upsMe33/oOHdfDwEbvbtgyi23/wkD754ut6ga0ZmVn6cu4Czfrf3IbumttdfvH55pHzSkpK9d8339d3i5fUC7IzDENZ2TlauWaDZtso95WXXmh+OrC8vFyvvP2Rvv72e6Wk1e/gzcsv0MYt2/XWB5/quZff0N799gMZW7OMzCy99Ob72r3vQJ3gwcysbM38bI5WrFlvfm/UiKFqHxPttm17qr66s17ZExwcpAfunGE+d0tKS/XG+x9bnU4qICBAV15yvvl1ZnaO/vXfN/XT0hVWf6RIz8jS8tXr9cKrb+uN9z5WSqr1jpPYTqc6i9Zv2qpMO4HshmHo52Ur9fT/e0mfzZmnvfsPquy0YP6y8nKt3bhF73/yhfm9bl06KzQ05PTsJElvvP+x/vXym/rXy2/qezvBi67oYznV/cFDkqSgwED16Fb/ienOnTqaR5PYd+CQ1Txau4S4XhqU2Nf8evGS5fr62+9VWHTqOyg7J1cfzf5fne/es8eOsjsF0PGTKeZj/K+X39SRo8espjt2/KQ+/fIbrVm/SekZWVZH7cgvKNCylWv0/158Qyct6vTokcOafEQJAAAAAGgq50+eKB+fmu70vPwCvfzm+9q2c3ed+6ac3Dx9+c0Cuw8GWorv1cOcZ35Bgd784FMdTq57v1ZQWKTFS5brv29/qDInHqI/nHxML73xvl5+832tWrfR6kOrh5OP6b2PP6/z4G6/Pr2dKrM7TJ10dt2BDL6erw8+/VKHjiTXuw8tLinRrj379ckXX+tv//qvVq21PqKoJ45PrdXrNtW5p3Y0BbEzYjt2MAcAFRQWauXaDTIMo9H5usITx8PTPHHueNJ5kyeYj3dObp5efuN97di9t87nm5eXr6/mf6dvv//J6Xy9fezOnzxRfr/15ZeVl+uVdz7U6nWb6gT3FheXaPGS5frg0y/NdTwsNEQTx49p9PYbivPO80wmky67cKr5dVZ2jv771gd1zs/KykqtWb9J7878zKJOhOrcCePs5u1sW+ypMrS0fJ3lyeuG8vJyvfrOR1q7YbN5UASpZsathT/+oi++/tb8XtfOsRo8wPaIrO7Q0DagJVxTAQAAeALT3MOms8eO0o5de8xPhR06clQvvv6uwkJDFBYWqqKiEhUUnhqqv3/f3tq7vyatycd9T5SOPXOktu3co11790uqGWnvpTfeV2hIiMLDrZSjT+86T7I1RnV1tXbs2qsdu/ZKqpkyJzQkRGXl5SooLKo3DcKFU85RYGBgvXzie/VQWGiICouKVVlZqVfe+lAR4WEKCw0137i0i4nWXTNuqNmHvgnq3rWz+eZjw+Zt2rB5m83PPrFvgvYdPOSWjkxX9OrRTddefrG+nLtAhmGovKJC3/+8TN//vEwR4WEKCQlWaWmZCgqLzB0htaM7nq571866cdqV+uSLr1VdXa3q6motW7lGy1auUXBwkHm94uJiFdoZibMt6dM7TkmHk5Wekam3PvhUwUFBiowIV2lZmXk00lox0VG6+tIL3bp9T9VXd9YrR4KCAnX/HTfr7Q9n6eDhZJWWlunN9z/RfXfcrN4WwbJSTTBuSlq6flq6QlJNoOu33/+kb7//qaaNCA1RZWWVCouK6ky5Zc/gAf00b9GPkmoCBf/x71cUHRWpoKBAmVTTRgxM7KtLL5hiXqesvFxrNmzWmg2b5ePjo4jwMAUFBaqkpFQFhUV1Pl+TyaTLL5oqW1LTMsx1pXYkUXfp2zvO/FnVio/rYXXqdpPJpIT4OG3ZXvcBBXdOcd8SXH/VZXrxjffMAcrLVq7R8tXrFBMdpaqqKuXm5dfp5OretYsuPv9cu3mWlZXrREqq+XVpmfUfUUrLyuqMIGwymRQUFKjQkBD5+fmquLhE+QX1p+np2b2rrr7soobuKgAAAAC0GD26ddF5kyfoh5+XSaoJCHv/ky8UFBioyMhwlZdX1Llfc6aPMjwsTKNHDtOa30brSzqcrJfeeE9BQYGKiohQWXl5nTzbt4uRj8mk9Mwsh+U9dOSo+UHZ4OAghYeGqtowlF9QWG8Ux2GDB5hnbWkKoaEhuvvW6XrtnZkqLimRJG3dsUtbd+xSgL+/IiPC5fvbPWhBYVGde+AAf3+reXri+NTKLyyoc0/tjuCzoKBA9endS/sPHpYkffnNAn37/U+KiogwB0lK0v89eJfNfXYXTxwPT/PkueMJcT2769yJ4/XzspWSah5Qf3fmZ7brp8VvLZLq1AlL3j52XTp30pWXnK858xZJqgkc/fzr+fpq/iJFR0Wq2jCUnZNbp5/Sx8dHN067UhHhrvXjNgbnXV1Hj53QZ1/Nr/e+5UAR6zdtq/PQf63HHrrbHEh8ukGJ/XT22DPNA1ycTE3TS2+8p7DQUIWEBCs3N6/ODIS+vr6accPVVn9bs9SQtthTZWhp+TaEu68bunXprJzcPBUVF2v2nHn637xFio6MUFV1tXJy8+q0CwEBAbrpuiut/mbgTq62Ac35mgoAAMATGJkUNplMJt054wb1TYiv835hUbFS0zLqBIeNH32Gpkw8y/w6yI03MJJ0+83XaUD/PnXeKyquX46xZ47U+VMmnr66Sy6cOqneCGsFhUVKTc9QTm5enUBSHx8fnX/uRE2ddPbp2UiqubGzfLJQkvILCnUyNU0nUlJ1IiVVqekZ5mUmk0m333Sd+cnUWtY++3594nXHzde5vJ/uMn7MGbr9pmkKtpiuW6rZz9pANWsj3FkzcthgPXzPbfX2v6SkVOkZmUrPyKwXSNq1c6wmu+EpzJaob0Kcrr/qUvnVjuJZWqrU9Ix6gaQd2sXo4XtuU4ibp9jwZH11Z71yJDAwUPfdcbM5cLGsvFxvfvCpDiQdrpf2sgun6sZpVyooqG5bV1BYpNS0DGVmZdcLJE3sm6CRw4dY3XbHDu111thTUxsZv3W0nkw51UbUjsjq5+enyy86zzyCp1QT+J6bl6/UtAzl5RfU6YgJDAjQLddfrf59E5z7INw8vVR8XE9z3azVt3e8jdT1A0drAkx7ubVMzV1kZITuu+PmOt9B1dXVyszKVk5uXp2O0vhePXTv7TcqMCDAI2UxDEMlJaXKzMpWalqG1UDSMWcM1wN3zah3PgAAAABAa3PxeZN17oTxdd4rLStTWnpmnfu13nE9dcsN1ziV59WXX1RvpqPS0jJzH2Rtnh07tNf9d9zssF/n7LGj6t1Hl5SUKj0zS5lZ2VaCHgbq5uuvdqqs7tStS2c9/si99QIuyisqlGFxD2p5DxwVGVGvj9WSJ46PJ116wdQ6wVglJaVKSUs39wWdSEmV0USDB3jieHiau88dT7vswqmaMG50nfes1c+E+F6afs0V5jR+fn52A6y8fewmjBut66+6zDzbmCRVVFaa2xzLfsrg4CDdfet0DUrs55Ztu4Lz7pSy8vI6+137z/J7orCoyGoaR0H111x+UZ3+7tq80jMy6wRFBgcF6dbp1zjfd23B0fT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", 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" ] }, "metadata": { "image/png": { "height": 638, "width": 1353 } }, "output_type": "display_data" } ], "source": [ "zone = halves.agg([\"min\", \"max\"])\n", "mean = halves.mean()\n", "\n", "\n", "def plane(ax, zoom):\n", " beta_line = np.linspace(0, 1, 400)\n", " ax.plot(beta_line, 1 - np.sqrt((1 - w) * (1 - beta_line**2) / w), color=muted, linewidth=1.2)\n", " ax.axhline(0, color=ink, linestyle=(0, (1, 3)), linewidth=1.2)\n", " ax.scatter(halves.beta, halves.alpha, s=4, color=reference, alpha=0.25, linewidths=0,\n", " rasterized=True)\n", " ax.add_patch(plt.Rectangle((zone.beta[\"min\"], zone.alpha[\"min\"]),\n", " zone.beta[\"max\"] - zone.beta[\"min\"], zone.alpha[\"max\"] - zone.alpha[\"min\"],\n", " fill=False, edgecolor=ink, linestyle=\"--\", linewidth=1.2))\n", " ax.plot(mean.beta, mean.alpha, \"o\", color=ink, markersize=9, markeredgecolor=\"white\",\n", " markeredgewidth=1.5)\n", " if zoom:\n", " ax.annotate(f\"human split-half ({mean.gdistance:.2f})\", (mean.beta, mean.alpha),\n", " xytext=(10, -14), textcoords=\"offset points\", color=ink, fontsize=10,\n", " bbox={\"boxstyle\": \"round,pad=0.2\", \"facecolor\": \"white\", \"edgecolor\": \"none\",\n", " \"alpha\": 0.9})\n", " else:\n", " ax.annotate(f\"human split-half ({mean.gdistance:.2f})\", (mean.beta, zone.alpha[\"min\"]),\n", " xytext=(0, -8), textcoords=\"offset points\", ha=\"center\", va=\"top\", color=ink,\n", " fontsize=10)\n", " for name, row in scores.iterrows():\n", " ax.plot(row.beta, row.alpha, markers[name], color=colours[name], markersize=12,\n", " markeredgecolor=\"white\", markeredgewidth=2)\n", " offset, align = {\"random\": ((-12, 0), \"right\"), \"quadratic\": ((10, -14), \"left\")}.get(\n", " name, ((10, 6), \"left\"))\n", " ax.annotate(f\"{name} ({row.gdistance:.2f})\", (row.beta, row.alpha), xytext=offset,\n", " textcoords=\"offset points\", ha=align, va=\"center\", color=ink, fontsize=10,\n", " annotation_clip=True)\n", " if not zoom:\n", " for b_, a_, name in [(0, 1, \"PAS\"), (1, 1, \"degenerate\"), (1, 0, \"anti-PAS\")]:\n", " ax.plot(b_, a_, \"o\", color=reference, markersize=12, markeredgecolor=ink)\n", " ax.annotate(name, (b_, a_), xytext=(-8, -16), textcoords=\"offset points\", ha=\"right\",\n", " color=ink, fontsize=10)\n", " ax.set(xlim=(-0.05, 1.05), ylim=(-0.1, 1.08))\n", " else:\n", " pad_b = (zone.beta[\"max\"] - zone.beta[\"min\"]) * 0.15\n", " pad_a = (zone.alpha[\"max\"] - zone.alpha[\"min\"]) * 0.15\n", " ax.set(xlim=(max(-0.01, zone.beta[\"min\"] - pad_b), zone.beta[\"max\"] + pad_b),\n", " ylim=(zone.alpha[\"min\"] - pad_a, min(1.01, zone.alpha[\"max\"] + pad_a)))\n", " ax.set(xlabel=\"β, excess flexibility\", ylabel=\"α, accommodation\")\n", "\n", "\n", "fig, (left, right) = plt.subplots(1, 2, figsize=(12.5, 6))\n", "plane(left, zoom=False)\n", "titled(left, \"Models and the split-half humans\", \"g-distance in brackets, w = 0.5\")\n", "plane(right, zoom=True)\n", "titled(right, \"Enlarged around the zone\", \"dashed: the range of the 10,000 splits\")\n", "fig.tight_layout()\n", "show(fig, \"zone-plane\")" ] }, { "cell_type": "markdown", "id": "f58bc47d", "metadata": {}, "source": "## Where each model falls\n\nOn each axis separately, a model can be **in the zone** (within the range of the splits), **beyond it** (better than every split: higher $\\alpha$, or lower $\\beta$), or **outside it** (worse than every split). The share of splits a model beats tells how far into the zone it reaches." }, { "cell_type": "code", "execution_count": 6, "id": "abeda6f6", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:27.589021Z", "iopub.status.busy": "2026-10-15T16:02:27.588903Z", "iopub.status.idle": "2026-10-15T16:02:27.596414Z", "shell.execute_reply": "2026-10-15T16:02:27.596130Z" } }, "outputs": [ { "data": { "text/html": [ "
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αα beatson αββ beatson βg
linear0.1950% of splitsoutside the zone0.025100% of splitsbeyond the zone0.569
quadratic0.6652% of splitsin the zone0.3220% of splitsoutside the zone0.329
random0.965100% of splitsbeyond the zone0.7270% of splitsoutside the zone0.515
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" ], "text/plain": [ " α α beats on α β β beats \\\n", "linear 0.195 0% of splits outside the zone 0.025 100% of splits \n", "quadratic 0.665 2% of splits in the zone 0.322 0% of splits \n", "random 0.965 100% of splits beyond the zone 0.727 0% of splits \n", "\n", " on β g \n", "linear beyond the zone 0.569 \n", "quadratic outside the zone 0.329 \n", "random outside the zone 0.515 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def place(value, samples, higher_is_better):\n", " beats = float(((samples < value) if higher_is_better else (samples > value)).mean())\n", " if samples.min() <= value <= samples.max():\n", " where = \"in the zone\"\n", " elif (value > samples.max()) == higher_is_better:\n", " where = \"beyond the zone\"\n", " else:\n", " where = \"outside the zone\"\n", " return beats, where\n", "\n", "\n", "rows = {}\n", "for name, row in scores.iterrows():\n", " alpha_beats, alpha_where = place(row.alpha, halves.alpha, True)\n", " beta_beats, beta_where = place(row.beta, halves.beta, False)\n", " rows[name] = {\"α\": f\"{row.alpha:.3f}\", \"α beats\": f\"{alpha_beats:.0%} of splits\",\n", " \"on α\": alpha_where, \"β\": f\"{row.beta:.3f}\", \"β beats\": f\"{beta_beats:.0%} of splits\",\n", " \"on β\": beta_where, \"g\": f\"{row.gdistance:.3f}\"}\n", "pd.DataFrame(rows).T" ] }, { "cell_type": "code", "execution_count": 7, "id": "599458c3", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:27.597497Z", "iopub.status.busy": "2026-10-15T16:02:27.597394Z", "iopub.status.idle": "2026-10-15T16:02:28.321414Z", "shell.execute_reply": "2026-10-15T16:02:28.320916Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 484, "width": 1353 } }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12.5, 4.6))\n", "for ax, column, label, better in [(axes[0], \"alpha\", \"α, accommodation\", \"higher\"),\n", " (axes[1], \"beta\", \"β, excess flexibility\", \"lower\")]:\n", " ax.hist(halves[column], bins=40, color=reference)\n", " ax.axvspan(zone[column][\"min\"], zone[column][\"max\"], color=light, zorder=0)\n", " for name, value in scores[column].items():\n", " ax.axvline(value, color=colours[name], linestyle=styles[name], linewidth=2.4)\n", " ax.annotate(name, (value, 1), xycoords=(\"data\", \"axes fraction\"), xytext=(4, -4),\n", " textcoords=\"offset points\", color=ink, fontsize=10, va=\"top\", rotation=90)\n", " ax.set(xlabel=label, ylabel=\"splits\")\n", " ax.grid(axis=\"x\", visible=False)\n", " titled(ax, f\"Splits by {label.split(',')[0]}\", f\"{better} is better; shaded: the zone\")\n", "fig.tight_layout()\n", "show(fig, \"zone-histograms\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "f41c00df", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:28.322643Z", "iopub.status.busy": "2026-10-15T16:02:28.322509Z", "iopub.status.idle": "2026-10-15T16:02:28.327763Z", "shell.execute_reply": "2026-10-15T16:02:28.327328Z" } }, "outputs": [ { "data": { "text/markdown": "- **linear**: outside the zone on α, beyond the zone on β.\n- **quadratic**: in the zone on α, outside the zone on β.\n- **random**: beyond the zone on α, outside the zone on β.", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def verdict(name):\n", " _, on_alpha = place(scores.alpha[name], halves.alpha, True)\n", " _, on_beta = place(scores.beta[name], halves.beta, False)\n", " return on_alpha, on_beta\n", "\n", "\n", "lines = [f\"- **{name}**: {verdict(name)[0]} on α, {verdict(name)[1]} on β.\" for name in scores.index]\n", "display(Markdown(\"\\n\".join(lines)))" ] }, { "cell_type": "markdown", "id": "6c0ed5ef", "metadata": {}, "source": "A model can be beyond the zone on $\\alpha$: it then accommodates more of the people than half of the people do. That is not implausible. Half the sample is not enough to show every pattern the full sample shows, so the split-half humans miss some of the patterns the other half shows, while a model is compared with the full sample. With a large enough sample no model could outperform the data, but with the sample at hand a model can \"max out\" the accommodation component of the split-half analysis.\n\nWhere the zone lies on $\\beta$ depends on how many of the possible patterns people show. For the split-half humans, $\\beta$ counts the patterns the model half shows that the data half does not, out of all the patterns the data half does not show. Its numerator can never exceed the number of patterns people show, while its denominator is the rest of the universal set." }, { "cell_type": "code", "execution_count": 9, "id": "fab4cc56", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:28.328764Z", "iopub.status.busy": "2026-10-15T16:02:28.328650Z", "iopub.status.idle": "2026-10-15T16:02:28.331240Z", "shell.execute_reply": "2026-10-15T16:02:28.330811Z" } }, "outputs": [ { "data": { "text/markdown": "In Dome and Wills (2025), people showed 90 of the over 2,000 patterns that could have been observed, so the denominator was large and the zone sat close to zero on β. Here, people show 62 of 183, so the zone on β runs from 0.07 to 0.20. Either way, a model that produces many patterns nobody showed is far outside the zone on β, however well it accommodates.", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Markdown(\n", " f\"In Dome and Wills (2025), people showed 90 of the over 2,000 patterns that could have been observed, \"\n", " f\"so the denominator was large and the zone sat close to zero on β. Here, people show {human.n} of \"\n", " f\"{universal}, so the zone on β runs from {zone.beta['min']:.2f} to {zone.beta['max']:.2f}. Either way, \"\n", " \"a model that produces many patterns nobody showed is far outside the zone on β, however well it \"\n", " \"accommodates.\"\n", "))" ] }, { "cell_type": "markdown", "id": "972c406f", "metadata": {}, "source": "## The zone depends on the data set\n\nThe zone is specific to the data: it moves with the number of people, the task and how their behaviour is discretized. With more participants, each half captures more of the patterns people show. The halves then accommodate each other better, so $\\alpha$ rises; and fewer of the possible patterns are left unobserved by the data half, so each pattern the other half adds weighs more, and $\\beta$ rises too." }, { "cell_type": "code", "execution_count": 10, "id": "f4e7f558", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:28.332079Z", "iopub.status.busy": "2026-10-15T16:02:28.331980Z", "iopub.status.idle": "2026-10-15T16:02:29.162960Z", "shell.execute_reply": "2026-10-15T16:02:29.162511Z" } }, "outputs": [ { "data": { "image/png": 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yUi+/+IzNdF/9Zt5QJy5WDRsk6PiJU5KkrDJtvzLKjj3WiYtVxw72x2UG9etlCcQ8dz5Th9OOqXnTxtW+XFd5ol/48txir0/+umS5Fi9fXS5/2rHjlmvVpV79+7MKCwuzvPfk9cRVnu7znryelWU2m7V+01Zt2LxN+w8eVlGZcXFJiomOUrs2rdQxuZ26d+nkVOBnYWGhflm8XOs2bS0X9BsaEqIO7dvqylHD1CjJuUB7AAAA1D4EjsJpq9dt1Odz5pe7QbrgTMZZfbdgodZt3KKH751sNcCpe9fO+t/8H5WfX6BTp8/owMHDat3ScUDLmvWbLUGjbVo2V8MG7t9M7t67Xx/O/LxcEOal8vLztX3XHm3ftUchwSHq36dHxTx5+fr2x1+0cu2GCje/F+Tk5mrT1u3atHW7hg7sq/Fjx7j0FOL6TVs1+6tvVGxldsr0jLP6cu587TtwUHfcfL2CgoK0Zfsuzfzif1a/W8bZc/rftz/qwMEjuuvWG5yuR2WPuTu27yodNMnJtf6keV5+vjZv26nN23aqf+8emnjtVR6Z1c9TbcMXfPWbeUtgQEC5wNGwsMoHP5rNZh06nGZ5n9yutcNtktu2sbwuLi5W2tHjatOqRbUu11Xe6he+OLd4mi/PGZ7s8968nm3fuUezvrRdT8MwlHH2nJavXqct23fpn3952mGZW3fs0iefW7/W5eTm/RakukuP3HuHkhomOiwPAAAAANx14OBhfTDjM8sKG2Xl5OZp2arS4Jl777jJ6uyAjZIaqGXzpjp4OE0lJSVau3Gzhg3q73C/+w4ctASNRkZGqGvnFLe/w+n0DE35cIbOlAk0uVRRcbH2Hzys/QcP69z5zAoPSUul4xgLFi3Vr0tW2LxPLioq0u69B7R77wF1aN9Gd958g83ZAq05dOSopk6fXS6g6oKc3Dz9+OsSbd+1Vw/dc5tioqN19PgJfTDjs3JBNGXzL1y6Urv3HdDv779TUZHOTVJQ2WPujhMnT+uDTz7T6fQzVtOLS0q0d3+q9u5PVdtWLXTnrZM8snKIp9qGL/jqN/OmoDLjMJ4YK5VK2/MF7du2djjW07xpE0WEhyu/oOC37Q9ZDcSsbuW6wlv9whfnFk/z5TnDk33em9ez4ydPadrMz3XqtPV6SlJ2Tq42bN6mDZu3qU2rFg5nFD9+4pTenz7b6rWuqLhYW7bv1I7de3XXLTeoc8dkh3UEAABA7cN6nnDKvgMH9enX8yxBPuHhYWqQGK86cbHl8p0+k6G3//uRZamkskJDQtS7zNPvK9ducGrfq9ZttLwe0LeXO9WXVLrMxoeflA/yCQgIUN06cUpqmKh6deso1MnZ7Y4cO67lq9eVC7KJiY5Sw8QEJcTXr7CcxOLlq/X9goVO13XfgUOa+cUcS9BodFSkGjZIqPBE6eZtO7Ro2UodOHhY08oEMEVGRqhhg4QKs9tt2b5TS1eucbIOlT/mrlq3cYumTv+0XJBRcFCQ4uvXU1KDxAo38yvXbtCsL+ZWer+ebBuONEiIV+Okhk79Kzvboq0ZJ3z1m3nT8ROnyvWtygSLX3Am45yKywQpNmvSyOE2DRLjFR5+8Ynpk6fTq325rvBWv/DFucWWhPj6apzUsNy5NToqymp/LPsEfFWeMy7l6T7vrevZqrUb9P702RWCRi+U7eyygGUdSD2sj2Z+YfndI8LD1TAxQfXr1S33ZH9Wdo4+mv2F5aETAAAAAPC0c+cy9cGMTy1BPiHBwUqMr696deuUu9fJy8/Xex/O1LETJ62WU3asc9XajVbzXKrsmGqfHt3cXq3DZDJp6ozZFYJ8YmOi1bBB6T1h2XEGewoKC/XdTwvL3SdHRIQrMb6+EhPiK8zquWvPfn08+8sKK3fYcv58pt7/eJYlaDQ8rHQs4dKHTY8eP6Ev536nzMws/d8HMyyBNKGhoWqQGF/h/vH4iVP6et4PTtXBU8fcFUfSjuk//ze1XDDUhdU7khokVggo2pd6SP/3wfQKM9i5ypNtw5G6deKcHistG+Bra6zUV7+ZNxUVFelUeoblfcMGnnlQtmzwmjNjj4GBgWraJMny/qSN4LfqVq6zvNUvfHFusSUuNlaNkxqWO7eGhoba7JMBv9WvKs8Zl/J0n/fW9ezg4SP6zztTKwSNRkSEKzGh9Hrm6jL1589n6d0y17qQ4GAlxNdXYnz9cjOVlpSUaMbnX+t8ZpZL5QMAAKB28N8p5+BX9u4/KKk0yGbCuCvUoV0by01resZZzf/xF23csl2SdObsOc359kfdcsP4CuUM6NtLS1aUBi5u3rpD14+70u6TePtTD1lu+KKjItWlEk/Qr16/UQWFpTd74eFhGn/VGHXv0qnCDWtBQaEOHDqsXXv2KzbW/tIfzZo21qB+vdWhXZtyy+KazWYdOHhY3/+8SPtTD0mSFixapj69uiuhfj2Hdd27P1VS6SyD4664XE0bXxzgOHQkTdM//VpnfptZYMHCZQoNDZHZbFbbVi007srL1aJZE0v+I2nHNP3Tr3T6TOng0i+Ll2tw/z4OA3Y8dcyddfzEKX369TxL8FK7Ni01athgtW3VotxN7un0M/pl8XJLQPH6zVvVsUM79ex2mdv79kbbsGXyzdc7lW/ztp2aNvNzSaVLZF9/zZUV8vjyN/OmZavWWl5fCOyrrPQzGeXe169X16nt6tetaxmMO52eUSG9upXrCm/1i6o+t9hz62/lzv/xF/20cKkkqXePLho/dozd7arynFGWN/u8J69nh44c1Rdz5lsGTENCQjR8cH/1792j3MCzYRjKOHdeu/bs05G0Yw6//+59ByRJrVs219VjRqpl86aWtpOZla253/2k9Zu2SiqdaWDrjl3qdlknh+UCAAAAgKuOHj8hSYqMiNC1V12uHt0uszxAmJ2Tq0XLVuqXxctlGIYKi4o08/M5eur391cYj+t+WUf979sflJeXrxOnTuvg4SNq2byZzf3m5eVra5nlmgf06en2d9izP1UnT5U+dBoQEKAxI4ZoYL9eFR5ELy4pUdrRY9q1Z7/NYL0L6terq0H9eqlzSrISE+LLpR07cVILl67U2g2bJUk79+zT5m07nLpvSztW+ns3bJCg68aOKTfb4JmMs5r91Tfad6B0vGHT1h06cfK0snNylRhfX+OvHqMO7dpY7pvPnjuvT7/6xnKPuX7TVo0dPcLhiieeOubOysvPL7fSScPEBI0ZOVSdUtorLPTijJPZOTlavmqdFixappKSEh09flLzf/pV1119hVv7lbzTNmwZPWKIRo8Y4jDf8ZOn9Mb/fSipdCzm7lsnVcjjy9/Mm9Zu2GIJcgsODlanDu0rXWZ2To5lJk6pdEzRGaX5SvtaupXZHatbua7wVr+o6nOLPSOHDtTIoQO1ZfsufTDjU0mlQbqPPnCX3e2q8pxRljf7vCevZ9k5ufrwk89VWCZYtW/Pbho6qJ8aNWxQ7oGG7Jwc7dmXqp179ik42P4y9WnHjkuS4uvX0zVXXq6OHdpZgk8LCwv169KV+vGXxTIMQwUFhVqyYrWuufJyu2UCAACg9iFwFE6Lr19Pjz90T4XZzBLq19Odt9ygiPBwrVizXpK0ZsNmjRk5tEKwU1KDRLVu2VwHDh5WUXGx1m/eqkH9etvcZ7kn6Ht2c/mJu7KOnzhteX31mJE2lwwODw9Tx+R26pjczmZZUZGRuuPmierRtbPV9MDAQLVt3VK/a9lcH8z4TNt27pZhGFqxep2uvWq0U/Xt2rmj7rxlYoUBgBbNmure22/Sy2/8nwzDUH5BgfILCtSpQ3vdO/mmCvmbNW2se++4Wf987R0ZhqHMrGwdOnJUrVrYHoS+wBPH3Flzv/vJMsPq0IF9dd3VV5S7Yb4gMSFeN0+8VvHx9fTtD79IkhYsXFqpIEhPtg1POHg4TTM++1qGYSg6KkoP3nWr1SWzfPmbecuBg4e1ev0my/srRw3zSLllBxYDAgIUHeXc8lMxMVFS6didCsqUUV3LdYU3+0VVnlu8wVfnDG/0eW9cz+Z+95NKfpvtMzw8TL+79w41s7IUWEBAgOLr1S3974B+zv0GnTsm6+5bJ5ULlJWkuNgY3X7jBJ3PzLIEuG7ZTuAoAAAAAO8JDQnR7+6/U00alX/gNSY6SuOuGKX69erqs6/nSSoNDNq6Y3eFZeVDQkLUp0dXLVq2SpK0cu1Gu4GjazdusaxQ0rZ1SzVIjLeZ15HjJ05ZXvfu0VVXXj7car6Q4GC1atFcrVo0t1lWUGCgrr5ipEYMHlDhfu2CxkkNdduk61Svbh39+MtiSdKyVeucvm9Lapioxx+6p8Jsb/H16+neyTfp7/9+U9k5pTP2nTydrsT4+nrikfsUGRlRLn+9unV0z+036m//fktZ2dkyDENbd+zW0IF9HdbBE8fcWQuXrNDZc+clSe3atNL9d95idXWTmOhoXTFqmFo0b6opH34iwzC0fPV6jR4xxOp4ojM82TY8ITMrW+9Nm6n8ggIFBgbq7lsnqVFSgwr5fPmbeUtWdra+/fEXy/tB/XrbXGLbFfn55ccNY2Kce+C5bL58K8t4V7dyXeHNflGV5xZv8NU5wxt93hvXs58XLVVmVrak0vHQ2yZdp15lVme8tK49u13m9N9uGiTG6w8P3VvhWhcWFqYrRw1TQUGB5b8xtmzfReAoAAAAKmCpejht4rVX2R2UuO7qMZZZygzD0JoywV9lDSy3BJPt5erz8wu0edtOSaU3U5V5gr60jIuvIyMibGd0QtPGSTaDbMoKDAzU2DEjLO/3/RbM4khoaKhuvO5qm0+NNkpqoOZlgnCCg4N144RxNvM3TExQ6zKBoheeYnXEU8fckZOn07Vr735JUny9uho/dozVYKiyRg4ZaJkJ4MSp0xWWQXGFJ9tGZZ3JOKv3P56t4uJihYSE6P47b1a8lVn9fP2beUNmZla5ZV06Jrdzqp85o7Dw4tO8wcHBDn+rC8ou91ZQWHH5mupWriu82S+q6tziLb44Z3irz3v6epZ27IQOHDxseX/DtWOtBo26IzQkRDdNuMbmoG1AQICGDOhjee/stQ4AAAAA3DFq+KAKQT5lDejTU+3btrK8X73O+lL0A/pcHCvduGV7ueVxL7Vq3cWxVH8aKw0LC9PlwwbbvF8ra/TwwZYVOw4eTlPJb4Gwjkwaf3WFoNELIsLD1fWyjuU+u/7aqyoE0pStb9l7YWfvHz11zB0xmUxatmqdJCk4KEi3TbrOajBUWR3atVHnjsmSpOLiYsuKL+7wp7HSwqIi/fejmTp3PlOSdOOEcUpu16ZCPl//Zt5QXFKiDz/5XHn5+ZJKg6SvGDXUI2UXXjJuGBLi3IQdZfMVFlY8V1W3cl3hzX5RVecWb/HFOcNbfd7T17Pi4mKtWHPx2j1kQB+bQaPumDT+apvXOkkaOvDi0/pnMs5Wuh8AAACg5mHGUTilXt066mBlQKas0NBQ9e7RVT8vWiZJ2l8mcKSsLp1TFD0vUjm5eUo7dkJpx06UW4r9gnWbtlpmVmvXpqUS4utX6js0a9LYsvzx9wsWqkFigtX9uquwqEi5uXkqKCy0LCMsSWazoYCAABmGoRMnT9sp4aLktq0dLtWR1CBRh44clSS1adm83NLCVvMnNbAck+zsHId18OQxd2T33gOW1y2aNdXJ0+kXE40L/2dc/Oi3lwnx9SxPlB49dkLxbs5I6O224azcvDxNmTZTObm5CggI0OSbJqhFs6ZW8/r6N/O0goJC/ffjWTqfmSVJqlsnTrdNus7pgElHLsx+KJU+Neys4DIDRCWmigM/1a1cV3irX1TlucVbfHHOqMo+X5nr2Z59+y2v69Wt47Hgb0lKbtfG4awaTRpdPA7Z2bke2zcAAAAAlBUQEKD+vR0Hbg7s20t79qVKklIPHZFhGBXGOhokxqttqxbal3pIRUVF2rBlm9Wg0ENHjlpmdYuJjlKXTh0q9R2aNbn4kN+qtRvUtnULderQ3nNjMSUlys7JVWFhUYUxirjYGBUUFKqkpETpGWeV1CDRbll14mLVuqX9GeoaNbg4A2VkZISS27a2n7/MjJXOjJV68pg7cjjtmCVYsEFigvLy8y3vy9z6W8YBLowB1I2Ls6SlHTuubpcE0zrL223DWWazWR/N/EJpx0oDe0ePGKJ+vbpbzevr38zTDMPQ7C/mKvXQEUmlMzXe9dsqPZ5QduxRcn78sfzYo6lCenUr1xXe6hdVeW7xFl+cM6qyz1fmepZ6OE1Fvy1RHxAQoJFDB7n0Pe2pExertq1b2s1Tr24dRUZEKC8/X4ZhKDsnV2FhYR6rAwAAAKo/AkfhlFbNmzl1k1d2+fMTJ09ZzRMSHKw+Pbrp16UrJJXeSDYdP7ZCvrKzkZZ98t5d/Xv30JIVq3XufKbSM87q329OUcPEBLVt3VLNmjZW8yaN1bBBgks3s4eOHNXqdRu1Z98BZZw7b5kp0Zbi4mLLTJL2OLPMVHiZQaLEBMf5yw4qFRY5nonQk8fckcNpRy2v12/eqvWbt7pcRk6u+wFC3mgbriouKdHU6Z/qdPoZSdL4saPVpZPt5WZ8/Zt5UtFvMwdcGASOjorSQ3ff7jB42hWhoRf7XLGTM1lIsgSvS1JYaGi1L9cV3uoXVXlu8RZfnDO83ec9dT270I8lqX2bVjZnwnaHM9fGsrMaOHOtAwAAAAB3JNSvp1gnlkouuxxvfkGBzp3PtKwMUdaAvr0sKzusWrvBauBo2bHSPj27KTi4ckP7bVu3VLs2LbV3/0EVFBbq/Y9nq05crNq1aaXmTZuoWZMkNW3cyKlZ1y44c/acVq5Zr+279ujU6TPlHka0JS8v32Ee58ZKLwbCJMbXd3hPHlEmvzP3j54+5vaUHQM4duKkXvrPuy5tL0k5uXkub3OBN9qGO7765nvt2L1XktSz22UaO3qEzby+/s087Ys58y1jP0FBQbrr1klq2qSRx8ovO/YoOT/+WFR8MV+ogzHN6lCuK7zVL6ry3OItvjhneLvPe+p6dvTYccvrRg0bOJwAxhXOXBslKTIi3BJUy3gpAAAALkXgKJxSp06sU/nq1rn4tF5efoHNpx4H9O2phctWyjAMrd+8VdeOHV1uGYm0o8ctSwTFxkTrst+Wj6iMiIhw/f7+OzXzizmWZXRPnk4vnbVtVWme6Kgode6YrIF9e6mZnYEYk8mkL+d+p5VrNzgMrrlUUZHjwNFLB0KsKfuzOpW/zGtn6uzpY25PTk7lAxjLBsy5ypNtwx2GYWhWmX0PGdBHwwb1t7uNr38zTykqKtJ702ZaZpSMiozUI/dNVsMGCR7dT9kgSpPJpJKSEqf+wFJ2GSRrgZjVrVxXeKtfVOW5xVt8cc7wVp/39PWsbHBq/fqendHYmWtd2Yudq98HAAAAAJxVp8w9qz2xMdEKDgqyzHSXm5dvNdCna+cUxURHKTsnV4fTjun4iVPlZsQsLCqyrHwREBBQ6WXqL7jn9pv0xZz52rB5mwzD0PnMLK3dsFlrN2yWVDq2kNyujfr26qZOHdrbLWvRspWa98MvTi89f0GRE0EszgR8lR0zcC5A7GJ+58ZKPXvM7cn2g3E/T7YNd/y6ZLmWrVorSWrTqoVumXit3fz+8Jt5yhdz5mv56tIluAMDA3XHzderU4pnf+NLxw0vXQreliIXxjSrQ7mu8ka/qMpzizdV9TnDm33ek9ezssGpnh8rdbJNB7h2vQMAAEDtQuAonBLi5BPsZYM/zWazTCaT1WCnhPj6atempfbsS1V+foE2bd2hPj26WtJXlnmCvm+v7h57EjG+fj099uDdSj10RJu37dD+1EM6duKU5WnBnNxcrVq7QavWblDfXt01afxYq/X/at73WrFmfYXPIyMiFBUZoeCQYAUGXJxl7diJk5bXZZcS9meePub2FBQWWl7XiYtVVKTrM01GR9lfvtgRT7UNd3z74y/asHmbJKlzSrKuu/oKh9v4w29WWYUXgkZ/m1EjMiJCD987WY2TGnp8X5cub30uM0sJ9es53O7c+cyLZVh58ru6lesqb/SLqjy3eFNVnzO81ec9fT0rKro44Brq4CEJAAAAAKiunL23laSQkBBLoI+tIJWgoCD17dVdPy9aJklauXa9rr/mKkv6xs3bLPeF7du2UrwTYwTOiAgP1+SbrteYEUO1Ycs27dufqiNHj6vot3oWFhVpy/ad2rJ9p9q2aqE7brnB6sx4q9Zt1P++/bHC52GhoYqOjlJISLCCAi+O76afybDso3qMlHr+mNtTNiguMjKi3NLKzqpsQJmn2oY7Nm/boW++/1mS1DAxQffefpPDMRV/+M0qyzAMfTF3vpavuhg0evuNE9S1s+OltF0VEx2lgIAASxBZ2TFFe86WG3usOM5U3cp1lTf6RVWeW7ypqs8Z3urznr6eMVYKAAAAf+c/ERjwa2UDVuzJzy+wvA4JDrY7oDOgTy/t2ZcqqXSppQuBo0XFxZYguoCAAPXv3cPNWtvWqkUzyzLIxcXFOpx2THv3p2rTth06eSpdkrR63UYFBQbqxgnjym17Ov2MVqy+GGTTrk1LDR80QK1aNFNERLguZRiGHn3mxWr3JJ83jrktEeEXf7cBfXtqzIihLpfhKZVpG+5YtXaD5Y8CzZo00h03X+/U0s7+9Ju5o7CwUFOmzbTM1hgREa6H752spo2TvLK/S2cwTT+T4TAQs7ikROcysy6WkVhxFtTqVq67PNkvqvLcUhWq6pzhjT7vjetZ2aXinVluEAAAAACqI2fvbc1mc7m8Ze/tLtW/T0/9sni5DMPQuo1bdc2Vl1tWeSj7kP3Avr3crLVtDRLjdeWoYdKoYTKbzTp2/KT2pR7S1h27LGM3+1IP6b8fzdQTj9xXbuzKZDJp3vcLLO8TE+I1ZsQQtW/bSrEx1pfkfeWt93Tk6HGraf7KG8fclojwMMvr1i2b677JN7tchqdUpm244+DhNM349GsZhqGY6Gg9cNetioyMcLidP/1m7jAMQ5//71vLw72BgYG6bdJ16tG1s1f2FxYWpjpxsZYAzPSMDKe2O1Mmn7Wxx+pWrrs82S+q8txSFarqnOGNPu+N61lkmTFWxkoBAADgjyp3F49a40LwiyMnTl/MFxtr/Ubqgss6Jltutg4cPKzT6WckSZu2bFd+QWnAUId2bVS/nmeXb7hUSEiI2rRqoSsvH65nn/idrrlylCVt5doNyszKLpd/2849lqCZ5k0b6+F7Jqtjh3ZWg2yk0iUzqlvQqOSdY25LXNzFpavTjp5wqwxvcLVtuGrX3v367H/fSip9uvX+O291enkRf/3NnJFfUKB3P5hxMWg0PFyP3DPZI8t52xITHV1uFs/UQ0ccbnPocJpMvz3BLUlJDROrfbmeUNl+UZXnlqrmzXOGN/q8N65ndcrU8+jxk3ZyAgAAAED1deq0c/e2p9LPlLuPsje7Wny9ukpu21qSlJefry3bd0mSTpw6rUNHjkqS4mJjvLIseFmBgYFq2qSRhg/ur8cevFsP3n2bZTWoI0ePa+eefeXypx46YlmKNzIyQn946B716t7FZpCNJGVl53jvC3iJN465LWXHAI4e859xP1fbhqvSM87q/Y9nq7ikRKEhIbr/zluc/tuAv/5mzjCbzZr95VxL0GhAQIBuvWG8ena7zKv7LTt26MzYY35BgY6dOFVm+wY1otzKqmy/qMpzS1Xz5jnDG33eG9ezOmVmQmWsFAAAAP6IwFE45cChIyoocPzk487dey2vmzVpbDdvUFCQ+vXqZnl/4cl5bz9B78jIoYMsS1QYhqHDaUfLpWecO2d53aVTisMnIvfuT/V4HauCN465LW1aNre83rV3v3Jyc90qx9sctQ1XHDtxUtNmfi6z2ayIiHA9eNdtLg32VJff7FL5+QV6d+p0HTycJqk0aPShe25Xs6butR1XdGjf1vJ6629/fLFnS5k8devEKamB9UDM6laup7naL6ry3OKsgDLncU/G+XvynOGNPu+N61nrMvXcuz9Vub8NtgIAAABATZKTm6fDaccc5it7bxtfr66ioiLt5h9QZizUMla65uJYab9e3S1BN1UlpX1bdU5Jtry/EMR6Qca585bX7Vq3cvgdT6dn6HyZFVOqC28dc2vatGxheX3ufKb2px5yuYyq4KhtuCI3L0/vffiJcnJzFRAQoMk3X6/mLowXVpff7FJms1kzv5ij1es3SboYNNqrexev7zulzNjj/tTDys2zP4azbcdumc1mSaX17NCuTY0o19Nc7RdVeW5xVmBgwMU3Hhws9eQ5wxt93hvXs7JjpVnZ2dp/8FBlqggAAAB4HIGjcEpRUZGWrFhtN8/JU+nlApdSktvayV2qf5+eCggovQldu2Gzjp88ZXlatE5crDp2aFeJWpdXXFzsdN6yy0cUF5eUSyv7VGdRUZHDfS5YuNTp/foTbx1za1KS21mW3iouLtac+T+5tL0rx7ay29trG87KzMzSe9NmqqCgUMFBQbr39psqLE3uiK9/M3fk5eXr7fc/tgyEhYeH6aF7blOLZk2qZP9dO6dYXp84dVrbdu62mTcrO1trNmyyvO/SqYPlXFXdy3WWt/pFVZ5bnBX6W1+SnFseqqrPGZJ3+rw3rmcpyW0t9SwqLta3P/7iUj0BAAAAoLr4aeESu+mFhYVasmKN5X0HJ+5tO6e0t6zksD/1kE6cOq31m7ZIKg186te7RyVqXJ4r97ZlV6YoqcRYqSR9t+BXp/frb7xxzK1JapioBonxlvf/+/ZHl45XVY6V2msbTu+vpETvfzxbp8+ULit+3dVX6LKOHVwqw9e/mTvMZrM++ex/WrfxYh+/5Ybx6t2ja5Xsv0unFMv4YXFxsRYvtz1eZzKZ9OvSFZb3LZs3VZyNFYKqW7nO8ma/qKpzi7O8OVbqiXOG5J0+743rWcMGCeXq+c13C8qtGgYAAAD4GoGjcNqPvyy2GbiUlZ2tD2d+ZrnhiYyMUPcunRyWWa9uHXVoX/qkZ3ZOrqbP/sqS1q9Xd4ezn7ni7fc/1g8/L1J2jv1Z2nbv3V9uCZOE+vXKpcfXu/h+9fpNNpeiKCgo1IeffK4Tp05Xota+5Y1jbk1MdFS52WXXbtisz+d86/BGPzMzS998v0Aff/qV3XyOeKptOKOwsFDvfTTT8iTqzROvVdvWLV0ux5u/2Zmz53T0+AkdPX5Cp06fcblu1uTm5emdqR8r7dhxSb8Fjd59u1o0a1rpsp2tb8fkduWWNPrs63k6nZ5RIV9hUZGmf/qVZVbM4KAgDR3Yr8aU6yxv9ouqOrc4q065ZeAdP+FfleeMC7zR571xPYuOilK/Xt0t71esWa95P/zscEA0P7/AYdkAAAAA4E+27dhtM9inuLhY0z/9WufOZ0oqDQhzZmWlwMBA9f3tnsowDH0860vLsrkp7dtaVrXwhC+/+d7mWENZZzLOasv2nZb38RXGSi8uJb5nf6rNGeTMZrPmzv9JG7dsr0Stfcsbx9yWMSOGWl6nHTuu/348S9k59pdELigo1OLlq/Xvt95ze7+S59qGMwzD0MzP51gmkxg6sJ+GDuzrcjmS936zrOwcy9jj0eOeWRLbbDZr+qdfa/3mrZJK28vNE69VHw8EjTpb3zpxserZ7TLL+58XLdOuvfsr5DMMQ//79kcdLzPGNXLowBpTrrO82S+q8tzijLLLwJ86fUaFDoJHq/KcUZan+7y3rmejhg6yvD505Kg+nPm58gvsj4UWFRURYAoAAIAqEezrCqB6CAwMVInJpKnTP1W3yzqq22UdVScuToWFhdqfekhLV65VXn6+Jf+1V40u91SiPQP79tLO3fskScdPnrLsz5NP0EulN4Tf/7xIPy1cquS2rdWmVQslNUxUVGSkioqKlJmVra07dmnrjt2WJwsbJMaraZNG5crpnJKseT/8LLPZrPOZWfrna+9oUL9eat6siWKio5Wbl6fUg4e1cu1GZefkKDAw0LIkSnXizWNuzVWjh2vP/gOWAZ3lq9Zp6/Zd6tW9i1o2b2ZZxj03L0/HT5zSvtSD2rv/oMxmc6WXmfFU23DEbDZr2swvdPT4SUlSj66dldQw0akBx/CwsAoDKd76zf737Q/atqM0qK9xUkM98/hDLn3PSxUUFOqd96dbvmdAQIDGXTFKISHBTn336KiocoF97tY3MDBQ48eO0ZQPP5FhGMrKztGr7/xXg/v3UdtWLRQcHKxjJ05pyYrVOp1+MQB16KB+ql9m0Ki6l+ssb/WLqj63OKNZk4tLnx09flKzvpyr7pd1VHRUlAJ+W5opODhYDRNLZwauqnPGpTzd5711PRs7ZoR27d2v9N9mCvl50TJt2rpDfXp0VfOmjRUZGamCggJlZeco/UyGdu3dr3PnM/X/nnuqUr8PAAAAAFSVC/dH83/8Vbv37FffXt2VmFBfJpNZaceOa+nKtTqTcdaSf0DfnmrUsIFTZffv3UMLFi6V2Wy2jJVK8nigkMlk0qoNm7VizXq1bN5U7du2VtPGSYqJjpLZXDoOsWffAW3YvM0y41xoSIgu61R+JsiWzZsqNiZaWdk5MplMeuu9aerdo6s6tG+juNhYFRUVKe3Yca1et0knT6dLUrUcL/XmMbemZ7fLtG3nbktg0p59qXrx5TfUo2tntWvdUvXqxikoKFh5eXk6lZ6h1EOHtWPXXhUVFysqsnJLWHuqbTjj2x9/0cYt2yRJTRolqXf3Lk6NFwYGBlb4fb31m61cu17f/bTQ8v6Nl15QUFCQy9+1rOmffm353pI0ZEAfNWnU0KnvHhYaqoT4+h6p79jRI7Rtx24VFBbKZDLpvWkz1a9Xd3VOSVZkZITOZJzVijXrdeDgYcs27dq0KrfceE0o1xne6hdVfW5xRmJ8fUWEhyu/oEDFJSWaOuNTDerXW3Xj4hQYdHGyl0YNGygwMLBKzxllebrPe+t61rtHV23etkPbd+2VVBoo/OLLr6tPj25q06q5YmOiVVxcoqzsHJ07n6k9+w9of+ph/eXpR1W3TlylfiMAAADAEQJH4ZTB/Xtr2849yjh7Thu3bLf7JF3fnt3KzTbmSMfkdqpbJ87yxGTZzzwpJKS0uZtMJu3YvVc7du+1mz8sNFS33jC+wnLPiQn1Nbh/Hy1evkpSaYDOj7/aXkpk4jVX6ctvvqt2g6HePObWhIWG6oE7b9X7H8+yBFZmZefo1yUrJK2wu21IJYPKPNU2HDl6/KR27tlneb9h8zZt2LzNzhYXdWjXRg/dc3uFevjqN3PFmbNnyw16GoahL+bMd3r7oQP7asK4Kz1Slw7t2mjcFaP0zfcLJJXOcvjTr0v0k40+3DG5na4eM7LGlesMb/WLqj63OKNBYrxaNGtieYp89bqNWr1uY7k8iQnxev6p30uqunOGtXI82ee9dT2LCA/XA3feoikffqIzZ89JKp1R4LsFC21uExMdbbdMAAAAAPAnKe3bqKTEpN37Dmj/wcPaXyZI6VItmzfVtVde7nTZdevEqWNyu3IrddStE6cUDy9NXPYhzYOH03TwcJrd/AEBAZo4fqzlocULgoODde1VozXjs68llS47vmLNeq1Ys95qOf16ddeJU6dtzuTmr7x5zG255YbxKjGZtHX7LkmlM9CtWrtBq9ZusLvdhXELd3mqbTjj50XLLK+PHj/h9GypUZGRevnFZyp87qvfzFWbt+0o937x8tV2l14vq1WLZnr8oXs8Uo96devortsm6b1pM2U2m2U2m+3238T4+rrrlhtqXLnO8Fa/8MW5xZHAwED16t5FS1eukVQakLlnX2qFfK/+/VmFhYVV6TnjUp7s8966ngUEBOj2G6/X+9Nna3/qIUlSXl6+Fi1bqUXLVjr6igAAAIBXsVQ9nBIVFanf3XeHWja3vax0UFCQRg8frJuuv8alsgMDAysEBg3o29Otetrzu/vu1NgxIxQXG+Mwb7OmjfXYQ3fbXEZ7/NjRGty/j90yIiMjdPuNEzSwn3eXDfEWbx5zW+rWidPjD9+rUcMGKTwszKn848eO1h03X1+p/Xqybdj128yDnuSN36zsEiihoVUXYOouV+s7cuhA3X7jBEVEhNvMExAQoBFDBuju229UYKBzl8rqVq4j3uoXvji3OOPWG65zesm/KjtnWOHpPu+t61liQrye+N196tOzm1NtMjLSdvsGAAAAAH8TEBiou26bVG7ZZGu6d+msB+++TWFO3L+VNaBP+bHR/r17eOx+/4Lrr7lSt0y8VkkNEh3mrVe3ju6dfJP69uxmNb1X9y66YfxYBQfbDr4LDgrSFSOHatJ1V7tdZ1/y9jG3JjQkRPfefpNuGD/W7mo8F0RGRGj44P7642MPVmq/nmwbVc0bv5nJdPEB2pDg4Eo/GOxtrta3Q7s2evSBO5XgYNnwLp1S9NhD9ygqyrkZbatbuY54q1/44tzijLFjRtgdvy3Ll+cMT/d5b13PIiLC9ci9kzVmxBCFhYY6zB8aGlrpmY0BAAAAZzDjKGyqExerxkkNJUmx0TGqX6+uHnvwbu3Zd0Bbd+zWmbNnlZ9foKioSLVo2kQ9u3dxeLNuS5tWLSyv69WtU+mlx60JDw/T6OFDNGroIO3dn6o9+1N1/MQp5eTlKSgwUNHRUWrcsIFSktuqZfNmdssKDAzUxGuv0oA+PbVu0xYdPXZCefn5Cg8PV1xsjNq3ba3OKe0VGREhqXT57AsztNka5L3093YkLvZi/rhYxzfEsbExLuWX5LFjHhsdbdm3o5lkQ0NCNO6KURo5dKB27dmv/amHdPbceeXm5SkwMFAx0dFq3Kih2rZqoTatWnhkoM6TbcPedw0JDbGkuerSZerL8uRvZhiGjqQdt7wfMqCvW/UtKyTY/e8t2W+v7ta3V/cu6pTSXlu27dSe/ak6n5klk8mk2JgYNWvaSD27XuZ0EGF1LtceT/aLS1XlucXZ80+DxHg9+8Qj2rR1h/anHlLG2XMqKCyynLvr16tryevN38YZnuzz3rieXRAdFaVbbxivK0YO1fZde5V66Iiys7NVWFysqMg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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 464, "width": 1351 } }, "output_type": "display_data" } ], "source": [ "more = participants(1600, torch.Generator().manual_seed(7))\n", "sizes = [50, 100, 200, 400, 800, 1600]\n", "ranges = {n: split_half(more[:n], splits=2_000)[0] for n in sizes}\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12.5, 4.6))\n", "for ax, column, label in [(axes[0], \"alpha\", \"α, accommodation\"), (axes[1], \"beta\", \"β, excess flexibility\")]:\n", " low = [ranges[n][column].min() for n in sizes]\n", " high = [ranges[n][column].max() for n in sizes]\n", " middle = [ranges[n][column].median() for n in sizes]\n", " ax.fill_between(sizes, low, high, color=light, label=\"the zone (range of splits)\")\n", " ax.plot(sizes, middle, \"-o\", color=ink, linewidth=2, markersize=6, markeredgecolor=\"white\",\n", " label=\"median split\")\n", " ax.set_xscale(\"log\")\n", " ax.minorticks_off()\n", " ax.set(xticks=sizes, xlabel=\"participants\", ylabel=label)\n", " ax.xaxis.set_major_formatter(lambda v, _: f\"{v:,.0f}\")\n", " ax.legend(loc=\"upper center\", bbox_to_anchor=(0.5, -0.2), ncol=2)\n", " titled(ax, f\"{label.split(',')[0]} of the split-half humans\", \"by sample size, 2,000 splits each\")\n", "fig.tight_layout()\n", "show(fig, \"zone-by-sample-size\")" ] }, { "cell_type": "markdown", "id": "ee00c335", "metadata": {}, "source": "## In practice\n\n1. Collect the results of every participant, and build their patterns with the thresholds the models will be judged by.\n2. Run `split_half()` above (or the loop of `one_split()`) for many random splits.\n3. Place each model on the plane against the cloud of splits, axis by axis: in the zone, beyond it, or outside it.\n\nA model outside the zone on an axis is worse on that axis than people are at predicting each other, and could be improved. A model in or beyond the zone on both axes is as adequate as these data allow one to tell.\n\n## References\n\nDome, L., & Wills, A. J. (2025). g-Distance: On the comparison of model and human heterogeneity. *Psychological Review, 132*(3), 632-655. https://doi.org/10.1037/rev0000550\n\nKaniuth, P., & Hebart, M. N. (2022). Feature-reweighted representational similarity analysis: A method for improving the fit between computational models, brains, and behavior. *NeuroImage, 257*, Article 119294. https://doi.org/10.1016/j.neuroimage.2022.119294\n\nNili, H., Wingfield, C., Walther, A., Su, L., Marslen-Wilson, W., & Kriegeskorte, N. (2014). A toolbox for representational similarity analysis. *PLOS Computational Biology, 10*(4), Article e1003553. https://doi.org/10.1371/journal.pcbi.1003553" } ], "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": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 5 }