{ "cells": [ { "cell_type": "markdown", "id": "0fe9a28c-9a74-4e02-a5a6-40387f4e6d0c", "metadata": {}, "source": [ "### Finding latent variables in data - Exercises & Answers" ] }, { "cell_type": "markdown", "id": "4ab1dc6f-bd4c-457e-866d-b4a68b4d9b21", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "### 1. Grit - what is it?\n", "The 'grit' factor is a concept from psychology research made mainstream by the popular science book of the same name, by the author and researcher Professor Angela Duckworth. Those high on the 'grit' factor have greater success in life, as they are able to persevere in the face of adversity to achieve their goals. Grit is thought of as a dimension of personality, or individual differences.\n", "\n", "This is all well and good, but many researchers criticise the idea of 'grit' being an aspect of personality - rather, they claim it is simply an aspect of the trait Conscientiousness, which is indeed all about peoples tendency to persevere.\n", "\n", "One way we can identify the 'uniqueness' of grit is by conducting a factor analysis of its individual questions along with questions measuring the Big Five. If everyone completes both of these questionnaires, then we have the perfect dataset to test this question.\n", "\n", "That dataset exists! Download the data from this link: https://openpsychometrics.org/_rawdata/duckworth-grit-scale-data.zip\n", "\n", "You will need to unzip it and grab the `data.csv` file.\n", "\n", "Import everything we need first, including `FactorAnalyzer` and `parallel_analysis`.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "b10b1ef3-5af3-4e36-9128-699165b733c6", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [], "source": [ "# Your answer here\n", "# Import what we need\n", "import pandas as pd # dataframes\n", "import seaborn as sns # plots\n", "import statsmodels.formula.api as smf # Models\n", "import marginaleffects as me # marginal effects\n", "import numpy as np # numpy for some functions\n", "import pingouin as pg\n", "from factor_analyzer import FactorAnalyzer # Note we write from factor_analyzer\n", "from horns import parallel_analysis" ] }, { "cell_type": "markdown", "id": "01c9efef-abf4-4382-9393-5b2fb056ada8", "metadata": {}, "source": [ "Then read in the data into a dataframe called `grit`, specifying the separator as '\\t' (sep='\\t')." ] }, { "cell_type": "code", "execution_count": 2, "id": "bd32149d-ea3b-4f35-99a7-63ec4abb0afd", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " country surveyelapse GS1 GS2 GS3 GS4 GS5 GS6 GS7 GS8 ... O7 O8 \\\n", "0 RO 174 1 1 3 3 3 2 3 1 ... 5 4 \n", "1 US 120 2 2 3 3 2 1 3 3 ... 4 3 \n", "2 US 99 3 3 3 3 4 3 4 4 ... 5 5 \n", "3 KE 5098 1 3 4 2 4 1 5 4 ... 4 2 \n", "4 JP 340 1 2 3 3 2 2 2 4 ... 4 1 \n", "5 AU 515 1 2 5 1 3 1 4 5 ... 5 2 \n", "6 US 126 2 1 3 4 1 1 1 1 ... 5 5 \n", "7 RO 208 3 1 1 4 1 3 4 4 ... 5 3 \n", "8 EU 130 1 3 3 1 4 1 5 4 ... 5 1 \n", "9 NZ 129 2 3 2 2 4 2 4 4 ... 4 3 \n", "\n", " O9 O10 operatingsystem browser screenw screenh \\\n", "0 5 4 Windows Chrome 1366 768 \n", "1 4 5 Macintosh Chrome 1280 800 \n", "2 4 4 Windows Firefox 1920 1080 \n", "3 5 4 Windows Chrome 1600 900 \n", "4 3 2 Windows Firefox 1920 1080 \n", "5 5 5 Windows Chrome 1920 1080 \n", "6 5 5 Windows Chrome 1366 768 \n", "7 4 3 Windows Chrome 1366 768 \n", "8 4 5 Windows Microsoft Internet Explorer 1600 1000 \n", "9 4 4 Macintosh Chrome 1440 900 \n", "\n", " introelapse testelapse \n", "0 69590 307 \n", "1 33657 134 \n", "2 95550 138 \n", "3 4 4440 \n", "4 3 337 \n", "5 2090 554 \n", "6 36 212 \n", "7 6 207 \n", "8 14 183 \n", "9 68 143 \n", "\n", "[10 rows x 98 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "# Read in\n", "grit = pd.read_csv('data.csv', sep='\\t')\n", "grit.head(10)" ] }, { "cell_type": "markdown", "id": "794a879b-9e34-4c70-a5d6-a7ed9b60fe45", "metadata": {}, "source": [ "There's a lot of extra variables we don't need. Make a new dataframe called `grit2`, by running the following command - this is a quick way to select the columns that correspond to the personality items we need (I am trying to save you a lot of typing!):" ] }, { "cell_type": "code", "execution_count": 3, "id": "3fa9157d-76b2-47ca-b56b-e37f565afb71", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "
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GS1GS2GS3GS4GS5GS6GS7GS8GS9GS10...O1O2O3O4O5O6O7O8O9O10
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" ], "text/plain": [ " GS1 GS2 GS3 GS4 GS5 GS6 GS7 GS8 GS9 GS10 ... O1 O2 O3 O4 O5 \\\n", "0 1 1 3 3 3 2 3 1 3 2 ... 5 2 4 1 4 \n", "1 2 2 3 3 2 1 3 3 2 1 ... 4 2 5 2 4 \n", "2 3 3 3 3 4 3 4 4 3 3 ... 4 2 4 2 4 \n", "3 1 3 4 2 4 1 5 4 1 1 ... 5 2 3 2 4 \n", "4 1 2 3 3 2 2 2 4 3 3 ... 5 3 2 2 3 \n", "\n", " O6 O7 O8 O9 O10 \n", "0 2 5 4 5 4 \n", "1 1 4 3 4 5 \n", "2 3 5 5 4 4 \n", "3 1 4 2 5 4 \n", "4 3 4 1 3 2 \n", "\n", "[5 rows x 62 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get what is needed\n", "grit2 = grit.filter(regex='[GSENACO]+\\d+')\n", "grit2.head()" ] }, { "cell_type": "markdown", "id": "e8115137-9ccc-4457-8cdc-4fa128219f8c", "metadata": {}, "source": [ "This is now suitable to work with. First, let us examine the psychometric properties of the grit scale in and of itself.\n", "\n", "Below, select out the 12 grit scale items into its own dataframe (e.g., `grit_only`). \n", "Then, conduct an EFA with *two* factors to see how well the questions load onto it. Plot it as a heatmap. Why 2 factors? This is the number that Duckworth et al suggest the scale has, tapping *persistence of interest* and *perseverance of effort*.\n", "\n", "If you are interested, you can see what questions the codes represent here (e.g. what GS1, GS2 means): https://mcnairscholars.com/wp-content/uploads/2015/02/12-item-Grit-Scale-Angela-Duckworth.pdf\n", "\n", "Does it appear that all questions in the grit scale load onto two factors?" ] }, { "cell_type": "code", "execution_count": 4, "id": "408ad43a-75a0-4f42-b2c1-a98b78cd9b04", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your answer here\n", "# Select out grit\n", "grit_only = grit2[['GS1', 'GS2', 'GS3', 'GS4', 'GS5', 'GS6', 'GS7', 'GS8', 'GS9', 'GS10', 'GS11', 'GS12']]\n", "\n", "# A single factor EFA\n", "grit_efa = FactorAnalyzer(n_factors=2).fit(grit_only)\n", "\n", "# Get loadings\n", "grit_loadings = pd.DataFrame(grit_efa.loadings_, index=grit_only.columns, columns=['grit1', 'grit2'])\n", "\n", "# Heatmap\n", "sns.heatmap(grit_loadings, annot=True, fmt='.2f', cmap='Greys')" ] }, { "cell_type": "markdown", "id": "b92400ca-5263-4c36-8639-602a830387d3", "metadata": {}, "source": [ "This appears to be the case. There's a clear separation here and the two factors appear to emerge, much like in the original publication.\n", "\n", "Now, onto the bigger question. To what extent are these grit-factors distinct from Conscientiousness? One way to test this is to use EFA to determine how many factors underpin responses to Conscientiousness *and* the grit scale at the same time. If they are distinct components, we should see separate latent variables emerge to capture them. Lets do this - extract the grit questions (e.g. GS1-GS12) and the Conscientiousness questions (C1-C10) into a single dataframe first:" ] }, { "cell_type": "code", "execution_count": 5, "id": "c3d33c91-94ae-4abd-8f6f-5cb0c162cc77", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "
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GS1GS2GS3GS4GS5GS6GS7GS8GS9GS10...C1C2C3C4C5C6C7C8C9C10
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92322424423...4343234234
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10 rows × 22 columns

\n", "
" ], "text/plain": [ " GS1 GS2 GS3 GS4 GS5 GS6 GS7 GS8 GS9 GS10 ... C1 C2 C3 C4 C5 \\\n", "0 1 1 3 3 3 2 3 1 3 2 ... 2 4 4 3 2 \n", "1 2 2 3 3 2 1 3 3 2 1 ... 4 3 4 3 1 \n", "2 3 3 3 3 4 3 4 4 3 3 ... 2 2 4 2 3 \n", "3 1 3 4 2 4 1 5 4 1 1 ... 4 1 5 1 4 \n", "4 1 2 3 3 2 2 2 4 3 3 ... 3 1 3 1 4 \n", "5 1 2 5 1 3 1 4 5 2 3 ... 5 3 4 1 4 \n", "6 2 1 3 4 1 1 1 1 4 1 ... 2 4 5 3 2 \n", "7 3 1 1 4 1 3 4 4 3 3 ... 4 1 5 3 3 \n", "8 1 3 3 1 4 1 5 4 2 1 ... 4 3 4 1 3 \n", "9 2 3 2 2 4 2 4 4 2 3 ... 4 3 4 3 2 \n", "\n", " C6 C7 C8 C9 C10 \n", "0 4 3 2 2 4 \n", "1 3 5 2 5 3 \n", "2 4 5 3 3 4 \n", "3 1 4 1 4 3 \n", "4 2 3 2 3 4 \n", "5 3 4 1 4 5 \n", "6 1 4 3 4 4 \n", "7 1 5 3 5 4 \n", "8 1 3 1 4 4 \n", "9 3 4 2 3 4 \n", "\n", "[10 rows x 22 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "# Get grit and conscientiousness\n", "grit_consc_names = ['GS1', 'GS2', 'GS3', 'GS4', 'GS5', 'GS6', 'GS7', 'GS8', 'GS9', 'GS10', 'GS11', 'GS12',\n", " 'C1', 'C2', 'C3', 'C4', 'C5', 'C6', 'C7', 'C8', 'C9', 'C10']\n", "\n", "# Extract them\n", "grit_consc = grit2[grit_consc_names]\n", "grit_consc.head(10) \n", " " ] }, { "cell_type": "markdown", "id": "903ed947-2d55-44bd-884b-9bcff572cedc", "metadata": {}, "source": [ "We could approach this by extracting a single factor, two, three, etc, and checking the loadings. Instead, we'll use parallel analysis here to determine the number of factors. Do this below, setting simulations to 500 to ensure it finishes reasonably swiftly." ] }, { "cell_type": "code", "execution_count": 6, "id": "a1493b70-dfde-4fe9-8ee0-789fc878743f", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your answer here\n", "grit_consc_parallel = parallel_analysis(grit_consc.to_numpy(), simulations=500, analysis_type='fa', full_output=True)\n", "\n", "# Print number of factors\n", "print(grit_consc_parallel['factors'])" ] }, { "cell_type": "markdown", "id": "f647c9f9-820e-475c-8f02-cb7a3350de00", "metadata": {}, "source": [ "Parallel analysis suggests SIX(!) factors! In that case, fit an EFA, create the loadings matrix, and use `seaborn` to make a heatmap of them." ] }, { "cell_type": "code", "execution_count": 7, "id": "a34d9a01-af00-490a-952f-7b34b314afcc", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your answer here\n", "# fit model\n", "efa_6 = FactorAnalyzer(n_factors=6).fit(grit_consc)\n", "\n", "# Extract loadings\n", "efa_6_loadings = pd.DataFrame(efa_6.loadings_, index=grit_consc.columns)\n", "\n", "# Visualise\n", "sns.heatmap(efa_6_loadings, annot=True, fmt='.2f', cmap='Greys')" ] }, { "cell_type": "markdown", "id": "a11a85de-fb00-4c91-acc0-d7f330c25a00", "metadata": {}, "source": [ "What is interesting here is that the grit scale emerges as two factors in its own right, but the Conscientiousness factor is diluted across around four factors - though some are indeed rather poor. We can check the communalities for more information:" ] }, { "cell_type": "code", "execution_count": 8, "id": "c3935506-268a-4656-bbe6-16610851f2be", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "array([0.54301249, 0.28436809, 0.63299058, 0.36138483, 0.3993016 ,\n", " 0.42713604, 0.45891183, 0.34347377, 0.25445919, 0.38493826,\n", " 0.63124181, 0.371517 , 0.19125906, 0.6211762 , 0.31804021,\n", " 0.40373643, 0.23457326, 0.5091881 , 0.28339791, 0.19473899,\n", " 0.72426748, 0.36885508])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "# get communalities\n", "efa_6.get_communalities()" ] }, { "cell_type": "markdown", "id": "eba7bb0a-8a24-48c8-9082-72c2c2cb0a01", "metadata": {}, "source": [ "Most of these are not particularly strong. What about the proportion of variance explained by each factor?" ] }, { "cell_type": "code", "execution_count": 9, "id": "e9b94a7c-d3ae-4cc5-8c67-7aca3f0fd180", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "(array([2.30893142, 2.19415419, 1.73302355, 1.30210127, 0.82039219,\n", " 0.5833656 ]),\n", " array([0.10495143, 0.09973428, 0.0787738 , 0.05918642, 0.03729055,\n", " 0.02651662]),\n", " array([0.10495143, 0.20468571, 0.28345951, 0.34264593, 0.37993648,\n", " 0.4064531 ]))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "efa_6.get_factor_variance()" ] }, { "cell_type": "markdown", "id": "04098c48-7151-4237-a575-af965b19bd29", "metadata": {}, "source": [ "The center row shows that these factors alone don't explain much variance each, and together they get around 40% of the variance in the data. One final suggestion would be to consider the grit scales against the backdrop of all the other traits in the Big 5. Perhaps not just Conscientiousness plays a role. So, the next challenge is to fit an EFA to *all the trait data* - grit, Conscientiousness, and the rest of the traits! You can access that in the `grit2` dataframe already. Use parallel analysis to see how many factors emerge from this. Try setting simulations to 100 to get this to work faster." ] }, { "cell_type": "code", "execution_count": 10, "id": "21a4db60-c53b-4b7d-bdcb-974c8e9d51f0", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/py11/lib/python3.11/site-packages/scipy/stats/_multivariate.py:931: RuntimeWarning: divide by zero encountered in log\n", "/opt/miniconda3/envs/py11/lib/python3.11/site-packages/horns/__init__.py:361: RuntimeWarning: invalid value encountered in multiply\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "18\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your answer here\n", "all_factors = parallel_analysis(grit2.to_numpy(), simulations=100, analysis_type='fa', full_output=True)\n", "\n", "# print number of factors\n", "print(all_factors['factors'])" ] }, { "cell_type": "markdown", "id": "e3e38633-f9ef-4991-b8a1-2e87ea4bfd62", "metadata": {}, "source": [ "This suggests *eighteen* factors, and is a good example of why you should not always trust blindly in approaches like parallel analysis!\n", "\n", "As a final step, build a 5-factor model with EFA and examine the loadings, showing them in an annotated heatmap." ] }, { "cell_type": "code", "execution_count": 11, "id": "c313dcb6-2388-473f-860a-588cc17f2a4e", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your answer here\n", "all_data_efa = FactorAnalyzer(n_factors=5).fit(grit2)\n", "\n", "# Loadings\n", "all_loadings = pd.DataFrame(all_data_efa.loadings_,\n", " index=grit2.columns)\n", "\n", "# Heatmap\n", "import matplotlib.pyplot as plt # this code\n", "plt.figure(figsize=(15, 10)) # and this - makes plot bigger\n", "sns.heatmap(all_loadings, cmap='Greys', annot=True, fmt='.2f')" ] }, { "cell_type": "markdown", "id": "3193a594-9ad2-4713-8d10-2b28b6ec5752", "metadata": {}, "source": [ "Finally, this is what the criticisms were about. It is interesting to note that when considered against the backdrop of the other traits, Conscientiousness and grit appear on the same factor, but not when considered in isolation. The parallel analysis results also suggest there may be more to this story; and also highlights the theme we have touched on throughout these examples - there are trade offs to building models, and no-one way is correct - both theory and data have to join to build a good model." ] }, { "cell_type": "markdown", "id": "f06be0cd-006b-4a03-8edb-0c7c75f86152", "metadata": {}, "source": [ "### 2. The Nerdiness Scale - how many factors determine nerd status?\n", "Researchers in personality use EFA and psychometrics to measure other interesting kinds of individual differences. In the following example, we'll take a look at the development of a 'nerdiness' scale, examine its properties, and see how well the models predictions (i.e. scores on a factor) correlate with someones self-reported nerdiness. \n", "\n", "Download the dataset from the following location: http://openpsychometrics.org/_rawdata/NPAS-data-16December2018.zip\n", "\n", "Read in the dataset from that folder, called `data.csv`, using a tab-separated delimeter. I've renamed it below just for organisation purposes." ] }, { "cell_type": "code", "execution_count": 12, "id": "5fd7bdc2-6146-4e58-886d-767dab4fd555", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "
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5 rows × 80 columns

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" ], "text/plain": [ " Q1 Q2 Q3 Q4 Q5 Q6 Q7 Q8 Q9 Q10 ... race_arab race_asian \\\n", "0 3 5 3 3 5 5 5 3 5 5 ... 0 0 \n", "1 4 4 4 3 5 2 5 1 4 4 ... 0 0 \n", "2 5 5 5 5 5 5 5 5 5 5 ... 0 0 \n", "3 5 5 5 5 5 5 5 3 5 5 ... 0 0 \n", "4 4 4 4 4 4 4 4 4 4 5 ... 0 0 \n", "\n", " race_black race_white race_hispanic race_nativeam race_nativeau \\\n", "0 0 1 0 0 0 \n", "1 0 1 0 0 0 \n", "2 0 1 0 0 0 \n", "3 0 1 0 0 0 \n", "4 0 1 0 0 0 \n", "\n", " race_other nerdy ASD \n", "0 0 7 2 \n", "1 0 6 2 \n", "2 0 7 2 \n", "3 0 7 2 \n", "4 0 6 2 \n", "\n", "[5 rows x 80 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "# Read in nerdiness with tab\n", "nerd = pd.read_csv('data_nerd.csv', sep='\\t')\n", "nerd.head()" ] }, { "cell_type": "markdown", "id": "fb3f700e-8fbd-4ca6-99df-4880e2f3c17c", "metadata": {}, "source": [ "Run the following code to subset the data, which selects only the nerd columns (Q1-Q26) and the self-reported nerdiness column." ] }, { "cell_type": "code", "execution_count": 13, "id": "144d3fd2-0f67-4a7a-a7a6-ee81f15a6952", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "
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Q1Q2Q3Q4Q5Q6Q7Q8Q9Q10...Q18Q19Q20Q21Q22Q23Q24Q25Q26nerdy
03533555355...5555555557
14443525144...3133344456
25555555555...4555555357
35555555355...5554155557
44444444445...5355445406
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5 rows × 27 columns

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" ], "text/plain": [ " Q1 Q2 Q3 Q4 Q5 Q6 Q7 Q8 Q9 Q10 ... Q18 Q19 Q20 Q21 Q22 Q23 \\\n", "0 3 5 3 3 5 5 5 3 5 5 ... 5 5 5 5 5 5 \n", "1 4 4 4 3 5 2 5 1 4 4 ... 3 1 3 3 3 4 \n", "2 5 5 5 5 5 5 5 5 5 5 ... 4 5 5 5 5 5 \n", "3 5 5 5 5 5 5 5 3 5 5 ... 5 5 5 4 1 5 \n", "4 4 4 4 4 4 4 4 4 4 5 ... 5 3 5 5 4 4 \n", "\n", " Q24 Q25 Q26 nerdy \n", "0 5 5 5 7 \n", "1 4 4 5 6 \n", "2 5 3 5 7 \n", "3 5 5 5 7 \n", "4 5 4 0 6 \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Run to save typing\n", "nerd_only = nerd.filter(regex='^Q\\d+|nerdy')\n", "nerd_only.head()" ] }, { "cell_type": "markdown", "id": "f11de9db-3911-4559-82b7-95d069a4ece3", "metadata": {}, "source": [ "The questions are as follows:\n", "\n", "- Q1\tI am interested in science.\n", "- Q2\tI was in advanced classes.\n", "- Q3\tI like to play RPGs. (Ex. D&D)\n", "- Q4\tMy appearance is not as important as my intelligence.\n", "- Q5\tI collect books.\n", "- Q6\tI prefer academic success to social success.\n", "- Q7\tI watch science related shows.\n", "- Q8\tI spend recreational time researching topics others might find dry or overly rigorous.\n", "- Q9\tI like science fiction.\n", "- Q10\tI would rather read a book than go to a party.\n", "- Q11\tI am more comfortable with my hobbies than I am with other people.\t\t\n", "- Q12\tI spend more time at the library than any other public place.\n", "- Q13\tI would describe my smarts as bookish.\n", "- Q14\tI like to read technology news reports.\n", "- Q15\tI have started writing a novel.\n", "- Q16\tI gravitate towards introspection.\n", "- Q17\tI am more comfortable interacting online than in person.\n", "- Q18\tI love to read challenging material.\n", "- Q19\tI have played a lot of video games.\n", "- Q20\tI was a very odd child.\n", "- Q21\tI sometimes prefer fictional people to real ones.\n", "- Q22\tI enjoy learning more than I need to.\n", "- Q23\tI get excited about my ideas and research.\n", "- Q24\tI am a strange person.\n", "- Q25\tI care about super heroes.\n", "- Q26\tI can be socially awkward at times." ] }, { "cell_type": "markdown", "id": "010e56c8-11a8-48aa-83b2-55365fe41425", "metadata": {}, "source": [ "From this, drop the 'nerdy' column, and do a parallel analysis on the remaining columns to see what the dimensional structure of the questionnaire might be." ] }, { "cell_type": "code", "execution_count": 14, "id": "8d457f2e-592c-42ec-a4e9-4eadfeb8e280", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n", "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your answer here\n", "no_nerdy = nerd_only.drop(columns='nerdy')\n", "\n", "# Parallel\n", "nerd_pa = parallel_analysis(no_nerdy.to_numpy(), simulations=100, analysis_type='fa', full_output=True)\n", "\n", "# Print results\n", "print(nerd_pa['factors'])" ] }, { "cell_type": "markdown", "id": "45e6244e-a787-4c2a-a386-9fb589700141", "metadata": {}, "source": [ "This suggests 9 factors. Let's explore what those might look like, though this is probably too much! Fit an EFA of 9 factors, extract the loadings, and show the heatmap." ] }, { "cell_type": "code", "execution_count": 15, "id": "d15b2582-a32b-485b-a501-18e01692d9e4", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your answer here\n", "nerd_efa_9 = FactorAnalyzer(n_factors=9).fit(no_nerdy)\n", "\n", "# Loadings\n", "nerd_efa_9_loadings = pd.DataFrame(nerd_efa_9.loadings_, \n", " index=no_nerdy.columns)\n", "\n", "# Show\n", "sns.heatmap(nerd_efa_9_loadings, cmap='Greys', annot=True, fmt='.2f')" ] }, { "cell_type": "markdown", "id": "0cef61d5-48a7-4c68-913a-4f71e668bffc", "metadata": {}, "source": [ "This shows parallel analysis has found a series of factors that have few high loadings - e.g., it is quite a sparse output. Lets see what the variance explained looks like:" ] }, { "cell_type": "code", "execution_count": 16, "id": "e90ddf83-bebc-43b8-8e48-1f866b509cb8", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "(array([1.80913475, 1.68391653, 1.57982306, 1.5178765 , 1.2784141 ,\n", " 1.11135939, 0.90480629, 0.65422835, 0.57337248]),\n", " array([0.06958211, 0.06476602, 0.06076243, 0.05837987, 0.04916977,\n", " 0.04274459, 0.03480024, 0.02516263, 0.02205279]),\n", " array([0.06958211, 0.13434813, 0.19511055, 0.25349042, 0.30266019,\n", " 0.34540478, 0.38020502, 0.40536765, 0.42742044]))" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "nerd_efa_9.get_factor_variance()" ] }, { "cell_type": "markdown", "id": "09c7635e-b9aa-4406-ad23-cad88ee5327c", "metadata": {}, "source": [ "Each contributes a small amount, which suggests this isn't that good of a solution. Let's see what the communalities look like:" ] }, { "cell_type": "code", "execution_count": 17, "id": "7be33019-6eca-4697-ad08-00481fad96e1", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "array([0.65057301, 0.37629346, 0.4854228 , 0.4292649 , 0.47732474,\n", " 0.32642961, 0.47671123, 0.30240136, 0.29431115, 0.27203165,\n", " 0.46464797, 0.59778914, 0.4400656 , 0.13828528, 0.41991108,\n", " 0.38072231, 0.57348669, 0.28334579, 0.79627027, 0.44664745,\n", " 0.21578513, 0.32416882, 0.70342826, 0.60850485, 0.30315238,\n", " 0.32595654])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "nerd_efa_9.get_communalities()" ] }, { "cell_type": "markdown", "id": "06c5f6cf-e542-4661-a779-1835582ce961", "metadata": {}, "source": [ "These are all fairly middling, with the occasional high value, which suggests we could revise our factor structure. Reduce the number of factors to 5." ] }, { "cell_type": "code", "execution_count": 18, "id": "49471c93-8aa7-465c-93a0-3bfc11f77a01", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your answer here\n", "nerd_efa_5 = FactorAnalyzer(n_factors=5).fit(no_nerdy)\n", "\n", "# Loadings\n", "nerd_efa_5_loadings = pd.DataFrame(nerd_efa_5.loadings_, \n", " index=no_nerdy.columns)\n", "\n", "# Show\n", "sns.heatmap(nerd_efa_5_loadings, cmap='Greys', annot=True, fmt='.2f')" ] }, { "cell_type": "markdown", "id": "05950795-e2fd-409e-b82d-4576a84230fe", "metadata": {}, "source": [ "There is a some evidence of a clearer pattern here - check the explained variance!" ] }, { "cell_type": "code", "execution_count": 19, "id": "5e4b93a7-5f65-4b7e-bcea-1da582431ae5", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "(array([2.94564003, 2.16992506, 1.83222901, 1.48538128, 1.03485483]),\n", " array([0.11329385, 0.08345866, 0.07047035, 0.05713005, 0.03980211]),\n", " array([0.11329385, 0.1967525 , 0.26722285, 0.3243529 , 0.36415501]))" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "nerd_efa_5.get_factor_variance()" ] }, { "cell_type": "markdown", "id": "b9b892a0-b65b-4136-afa7-b92b4cb62df8", "metadata": {}, "source": [ "Its not far stronger, but it does show a mild improvement - finally, check the communalities." ] }, { "cell_type": "code", "execution_count": 20, "id": "493e33da-502f-4b2e-bae8-76591850b646", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "array([0.40237144, 0.37008014, 0.37003355, 0.41325162, 0.3282594 ,\n", " 0.25575626, 0.6595952 , 0.35995927, 0.35441523, 0.13336557,\n", " 0.41267179, 0.48688008, 0.47408185, 0.1495102 , 0.35756844,\n", " 0.41037199, 0.56767258, 0.12039242, 0.39628197, 0.2844804 ,\n", " 0.32080873, 0.21858848, 0.50649838, 0.27521572, 0.48077126,\n", " 0.35914825])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Your answer here\n", "nerd_efa_5.get_communalities()" ] }, { "cell_type": "markdown", "id": "62808d0a-510a-4a66-a16e-b95e5f183bf5", "metadata": {}, "source": [ "These are, sadly, lower - the price of fewer factors is less of a clear association between the factors and the questions. At this stage, we might question whether the scale itself is doing what we want. A conclusion a circumspect psychometrician might have here is that the scale is too diluted to be measuring one thing - or, to expand the definition of nerdiness to be multidimensional. Looking over both the 5 and 9 factor solutions, and the questions, can you find a theme in the questions and their associated factor loadings? This is one of the real challenges of factor analysis - outside of the factors, variances, and values - does it seem to make sense?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 5 }