{ "cells": [ { "cell_type": "markdown", "id": "5cbb6f47-e374-4674-ac65-84dcf791308d", "metadata": {}, "source": [ "Linear algebra\n", "==============\n", "\n", "Linear algebra is a fast and efficient means of solving silent substitution problems." ] }, { "cell_type": "markdown", "id": "8ac84d51-9b64-4264-be18-122919fffa4c", "metadata": {}, "source": [ "Basic example\n", "-------------" ] }, { "cell_type": "code", "execution_count": 51, "id": "62f885b4-d9e9-4524-9741-a022aa8c49a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "************************************************************\n", "*************** Silent Substitution Problem ****************\n", "************************************************************\n", "Device: BCGAR (8-bit, linear)\n", "Observer: ColorimetricObserver(age=32, field_size=10)\n", "Ignoring: ['rh']\n", "Silencing: ['mc', 'lc', 'mel']\n", "Targeting: ['sc']\n", "Target contrast: [ 0.3]\n", "Background: [0.5, 0.5, 0.5, 0.5, 0.5]\n", "\n", "\n", "The background settings are: [127, 127, 127, 127, 127]\n", "The modulation settings are: [245, 56, 129, 132, 83]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pysilsub.problems import SilentSubstitutionProblem as SSP\n", "\n", "# Instantiate the problem class for a 5-primary system\n", "ssp = SSP.from_package_data('BCGAR')\n", "\n", "# Define problem\n", "ssp.ignore = ['rh']\n", "ssp.target = ['sc']\n", "ssp.silence = ['mc', 'lc', 'mel']\n", "ssp.background = [.5] * ssp.nprimaries\n", "ssp.target_contrast = .3\n", "ssp.print_problem()\n", "\n", "# Find solution\n", "solution = ssp.linalg_solve()\n", "\n", "# Plot solution\n", "fig = ssp.plot_solution(solution)\n", "\n", "# Show device settings\n", "print(f'The background settings are: {ssp.w2s(ssp.background)}')\n", "print(f'The modulation settings are: {ssp.w2s(solution)}')\n" ] }, { "cell_type": "markdown", "id": "093bfb04-52f5-4edd-8e42-68a95f6067d0", "metadata": {}, "source": [ "Worked example\n", "--------------" ] }, { "cell_type": "markdown", "id": "efba696c-e3f4-44ca-981c-24476b986b38", "metadata": {}, "source": [ "Here's what just happened. \n", "\n", "For a background spectrum we take the mixture of all primaries at half-max power, $\\alpha_{bg} = [.5 \\ .5 \\ .5 \\ .5 \\ .5]$. We then use this to compute the matrix $P_{bg}$, whose rows contain the spectral power distributions for each primary component of the background spectrum. \n", "\n", "Note that in this case we are not summing the predicted spectra as we'll be doing matrix algebra involving the individual primaries." ] }, { "cell_type": "code", "execution_count": 112, "id": "43743485-e642-4f8b-802c-534134582dc9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Wavelength380381382383384385386387388389...771772773774775776777778779780
Primary
00.0010980.0011340.0009910.0010910.0008790.0008910.0010210.0008120.0010100.001188...0.0005950.0006200.0006430.0006340.0006290.0006250.0005770.0005160.0006050.000600
10.0008560.0009330.0008380.0008280.0007450.0007100.0008040.0005230.0008400.000927...0.0004650.0005170.0005130.0005190.0005560.0005330.0005250.0003980.0005390.000559
20.0011150.0011910.0011980.0012310.0010030.0009580.0010710.0007180.0012260.001268...0.0006670.0007680.0007410.0006780.0007770.0007100.0006930.0005620.0007330.000826
30.0018420.0020670.0019450.0019450.0016730.0016080.0017150.0012900.0019550.002015...0.0024390.0024350.0024040.0023830.0023610.0023490.0023050.0021460.0021140.002350
40.0017360.0020400.0018120.0020440.0015560.0016930.0016220.0012390.0018340.002078...0.0011410.0012770.0012990.0012510.0014670.0013550.0013010.0010930.0012400.001354
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5 rows × 401 columns

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" ], "text/plain": [ "Wavelength 380 381 382 383 384 385 \\\n", "Primary \n", "0 0.001098 0.001134 0.000991 0.001091 0.000879 0.000891 \n", "1 0.000856 0.000933 0.000838 0.000828 0.000745 0.000710 \n", "2 0.001115 0.001191 0.001198 0.001231 0.001003 0.000958 \n", "3 0.001842 0.002067 0.001945 0.001945 0.001673 0.001608 \n", "4 0.001736 0.002040 0.001812 0.002044 0.001556 0.001693 \n", "\n", "Wavelength 386 387 388 389 ... 771 772 \\\n", "Primary ... \n", "0 0.001021 0.000812 0.001010 0.001188 ... 0.000595 0.000620 \n", "1 0.000804 0.000523 0.000840 0.000927 ... 0.000465 0.000517 \n", "2 0.001071 0.000718 0.001226 0.001268 ... 0.000667 0.000768 \n", "3 0.001715 0.001290 0.001955 0.002015 ... 0.002439 0.002435 \n", "4 0.001622 0.001239 0.001834 0.002078 ... 0.001141 0.001277 \n", "\n", "Wavelength 773 774 775 776 777 778 \\\n", "Primary \n", "0 0.000643 0.000634 0.000629 0.000625 0.000577 0.000516 \n", "1 0.000513 0.000519 0.000556 0.000533 0.000525 0.000398 \n", "2 0.000741 0.000678 0.000777 0.000710 0.000693 0.000562 \n", "3 0.002404 0.002383 0.002361 0.002349 0.002305 0.002146 \n", "4 0.001299 0.001251 0.001467 0.001355 0.001301 0.001093 \n", "\n", "Wavelength 779 780 \n", "Primary \n", "0 0.000605 0.000600 \n", "1 0.000539 0.000559 \n", "2 0.000733 0.000826 \n", "3 0.002114 0.002350 \n", "4 0.001240 0.001354 \n", "\n", "[5 rows x 401 columns]" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a_bg = [.5, .5, .5, .5, .5]\n", "P_bg = ssp.predict_multiprimary_spd(a_bg, nosum=True)\n", "P_bg.T" ] }, { "cell_type": "markdown", "id": "1c5ea75b-123b-46be-ae3d-533c236360f2", "metadata": {}, "source": [ "Next, we need to compute the matrix of $a$-opic irradiances:\n", "\n", "$A = P_{bg} \\cdot S_{a}$\n", "\n", "where the columns of $S_{a}$ are the photoreceptor action spectra of the observer." ] }, { "cell_type": "code", "execution_count": 100, "id": "88f448f1-6873-4558-84a4-e9bf1ff6f125", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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scmclcrhmel
Wavelength
3800.00.0000000.0000005.890000e-049.181600e-04
3810.00.0000000.0000006.650000e-041.045600e-03
3820.00.0000000.0000007.520000e-041.178600e-03
3830.00.0000000.0000008.540000e-041.322800e-03
3840.00.0000000.0000009.720000e-041.483800e-03
..................
7760.00.0000020.0000241.730000e-072.550000e-08
7770.00.0000020.0000231.640000e-072.420000e-08
7780.00.0000020.0000211.550000e-072.290000e-08
7790.00.0000020.0000201.470000e-072.170000e-08
7800.00.0000010.0000191.390000e-072.050000e-08
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401 rows × 5 columns

\n", "
" ], "text/plain": [ " sc mc lc rh mel\n", "Wavelength \n", "380 0.0 0.000000 0.000000 5.890000e-04 9.181600e-04\n", "381 0.0 0.000000 0.000000 6.650000e-04 1.045600e-03\n", "382 0.0 0.000000 0.000000 7.520000e-04 1.178600e-03\n", "383 0.0 0.000000 0.000000 8.540000e-04 1.322800e-03\n", "384 0.0 0.000000 0.000000 9.720000e-04 1.483800e-03\n", "... ... ... ... ... ...\n", "776 0.0 0.000002 0.000024 1.730000e-07 2.550000e-08\n", "777 0.0 0.000002 0.000023 1.640000e-07 2.420000e-08\n", "778 0.0 0.000002 0.000021 1.550000e-07 2.290000e-08\n", "779 0.0 0.000002 0.000020 1.470000e-07 2.170000e-08\n", "780 0.0 0.000001 0.000019 1.390000e-07 2.050000e-08\n", "\n", "[401 rows x 5 columns]" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pysilsub.CIE import get_CIES026_action_spectra\n", "\n", "S_a = get_CIES026_action_spectra()\n", "S_a" ] }, { "cell_type": "markdown", "id": "b4c07714-0b45-4d2a-a3db-108679611534", "metadata": {}, "source": [ "The dot product of these matrices gives $A$" ] }, { "cell_type": "code", "execution_count": 106, "id": "5f3356f8-d210-43fc-81b8-e523a2b8e938", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Primary01234
sc3.5800092.4536890.2113580.0952640.057067
mc0.6275731.3558433.5732564.6830280.156777
lc0.4357270.8736362.9151428.6864730.853310
rh1.7307302.9651323.6389271.2882650.076642
mel2.0947213.5207152.8416000.5093120.069365
\n", "
" ], "text/plain": [ "Primary 0 1 2 3 4\n", "sc 3.580009 2.453689 0.211358 0.095264 0.057067\n", "mc 0.627573 1.355843 3.573256 4.683028 0.156777\n", "lc 0.435727 0.873636 2.915142 8.686473 0.853310\n", "rh 1.730730 2.965132 3.638927 1.288265 0.076642\n", "mel 2.094721 3.520715 2.841600 0.509312 0.069365" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = S_a.T.dot(P_bg)\n", "A" ] }, { "cell_type": "markdown", "id": "00527914-ce5d-451c-b056-fb263bd80bad", "metadata": {}, "source": [ "Now, given a set of scaling coefficients for the primaries, $\\alpha_{sc}=\\left[p_1\\ p_{2\\ }p_{3\\ }p_{4\\ }p_5\\right]$, the forward model predicts that the output modulation $\\beta=\\left[sc\\ mc\\ lc\\ rh\\ mel\\right]$ is $\\beta= \\alpha_{sc}A$.\n", "\n", "To invert this process, we calculate $\\alpha_{sc}=\\beta A^{-1}$, which yields the desired scaling coefficients that must be added to the primary weights for the background in order to produce the desired output modulation $\\beta$." ] }, { "cell_type": "code", "execution_count": 113, "id": "4c5834ab-9fd2-49c2-8e8a-e912b08327c8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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scmclcrhmel
Primary
00.473797-0.159332-0.0018030.993080-1.104764
1-0.2794870.340021-0.037472-1.6549251.750941
2-0.002424-0.2864090.0153291.342032-1.022070
30.0265720.502356-0.059770-0.8558850.523675
4-0.218010-4.4021571.7672625.315177-3.067724
\n", "
" ], "text/plain": [ " sc mc lc rh mel\n", "Primary \n", "0 0.473797 -0.159332 -0.001803 0.993080 -1.104764\n", "1 -0.279487 0.340021 -0.037472 -1.654925 1.750941\n", "2 -0.002424 -0.286409 0.015329 1.342032 -1.022070\n", "3 0.026572 0.502356 -0.059770 -0.855885 0.523675\n", "4 -0.218010 -4.402157 1.767262 5.315177 -3.067724" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "# Calculate inverse of A\n", "A1 = pd.DataFrame(\n", " np.linalg.inv(A.values),\n", " A.columns, \n", " A.index)\n", "A1" ] }, { "cell_type": "code", "execution_count": 114, "id": "66681fd3-f1b8-4c08-9175-c6e55897ee6a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Primary\n", "0 0.303106\n", "1 -0.178799\n", "2 -0.001551\n", "3 0.016999\n", "4 -0.139469\n", "dtype: float64" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Requested modulation for S-cones\n", "requested_contrast = .2\n", "\n", "# sc, mc, lc, rh, mel\n", "b = np.array([requested_contrast, 0., 0., 0., 0.])\n", "\n", "# Scale requested contrasts to percentage of background units\n", "b = A.sum(axis=1).mul(b)\n", "\n", "# Calculate the scaling coefficients\n", "a_sc = A1.dot(b) / 2\n", "a_sc" ] }, { "cell_type": "markdown", "id": "aa2f6519-0362-4f31-9952-84e873eb1578", "metadata": {}, "source": [ "Following on from above, $\\alpha_{mod} = \\alpha_{bg} + \\alpha_{sc}$." ] }, { "cell_type": "code", "execution_count": 115, "id": "ebfdd9f2-9f3d-43ff-9f43-7a205b354606", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.8031061259025292,\n", " 0.32120125937804056,\n", " 0.4984491198072997,\n", " 0.5169994543850375,\n", " 0.36053050404907117]" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a_mod = (a_bg + a_sc).to_list()\n", "a_mod" ] }, { "cell_type": "markdown", "id": "da666463-a201-4417-b8e0-b4396a352601", "metadata": {}, "source": [ "Obviously, these values need to be between zero and one for the solution to be valid, which in this case they are. As before, we can visualise the solution." ] }, { "cell_type": "code", "execution_count": 116, "id": "193be33b-15d4-427f-ae2c-81228933261f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The background settings are: [127, 127, 127, 127, 127]\n", "The modulation settings are: [204, 81, 127, 131, 91]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the solutution\n", "result_fig = ssp.plot_solution(a_mod)\n", "\n", "# Show device settings\n", "print(f'The background settings are: {ssp.w2s(a_bg)}')\n", "print(f'The modulation settings are: {ssp.w2s(a_mod)}')" ] }, { "cell_type": "markdown", "id": "d9692b66-303a-483c-8818-1ebf34664532", "metadata": {}, "source": [ "Contrast modulations\n", "--------------------\n", "\n", "Multiprimary devices with good linearity, sufficient bit depth and rapid spectral switching capabilities may be used to present temporal modulations of photoreceptor-targeted contrast. Such stimuli have helped to shed light on how the pupil responds to input from different photoreceptors as a function of time (e.g., [Barrionuevo et al., 2016](https://jov.arvojournals.org/article.aspx?articleid=2565122); [Spitschan et al., 2014](https://www.pnas.org/doi/10.1073/pnas.1400942111)). \n", "\n", "To make contrast modulations, first define a stimulus profile with a sampling frequency in line with the switching capability of the stimulation device. In this case, its a 1 Hz sinusoid with 50 samples per cycle.\n" ] }, { "cell_type": "code", "execution_count": 117, "id": "8250cf7a-e57e-4450-af84-736170b3372d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "from pysilsub import waves \n", "\n", "duration = 1 # s\n", "frequency = 1 # Hz\n", "sampling_frequency = 50 # Hz\n", "\n", "stimulus_profile = waves.make_stimulus_waveform(\n", " frequency=frequency,\n", " duration=duration,\n", " sampling_frequency=sampling_frequency\n", ")\n", "\n", "time = np.linspace(0, duration, len(stimulus_profile))\n", "\n", "plt.plot(time, stimulus_profile)" ] }, { "cell_type": "markdown", "id": "967d7d77-e8f3-4089-82e1-2e6d9ef1a83b", "metadata": {}, "source": [ "Now, define a problem. Here we define the background spectrum as all primaries at half-max power so we can maximise bidirectional contrast. Then we say that we want to ignore rods, minimize contrast on M-cones, L-cones and melanopsin, and modulate the S-cones." ] }, { "cell_type": "code", "execution_count": 118, "id": "c94214c2-fbc5-4a5e-907e-544d8cb56a64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "************************************************************\n", "*************** Silent Substitution Problem ****************\n", "************************************************************\n", "Device: STLAB_1 (binocular, left eye)\n", "Observer: ColorimetricObserver(age=32, field_size=10)\n", "Ignoring: ['rh']\n", "Silencing: ['mc', 'lc', 'mel']\n", "Targeting: ['sc']\n", "Target contrast: None\n", "Background: [0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]\n", "\n", "\n" ] } ], "source": [ "# Load some example data for a 10-primary system\n", "ssp = SSP.from_package_data('STLAB_1_York')\n", "\n", "ssp.background = [.5] * ssp.nprimaries\n", "ssp.ignore = ['rh']\n", "ssp.silence = ['mc', 'lc', 'mel']\n", "ssp.target = ['sc']\n", "ssp.print_problem()" ] }, { "cell_type": "markdown", "id": "1839fda0-795e-4bf7-b55c-8c99ee2fd31d", "metadata": {}, "source": [ "Next, choose a peak contrast value that is known to be in gamut and solve for each point in the stimulus profile. The algebraic approach is well suited here as it guarantees a linear uni-directional scaling of the primaries and is less computationally expensive than optimisation. " ] }, { "cell_type": "code", "execution_count": 119, "id": "64b3aec7-d53f-4a12-a6dc-bc4b0f2ede43", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "peak_contrast = .3 # Known to be within gamut\n", "solutions = []\n", "for point in stimulus_profile:\n", " ssp.target_contrast = point * peak_contrast\n", " solutions.append(ssp.linalg_solve())\n", "\n", "# Plot the modulation\n", "_ = ssp.plot_contrast_modulation(solutions) " ] }, { "cell_type": "markdown", "id": "6ca18c15-eb37-45c4-b8c1-bb3bbfa008fd", "metadata": {}, "source": [ "Plotting the forward projection of contrast for each solution in this case reveals a smooth S-cone modulation with little contrast splatter on the other photoreceptors." ] }, { "cell_type": "markdown", "id": "5498a363-62bd-48c8-a3dc-7610eeb9c3dd", "metadata": {}, "source": [ "Finally, convert the solutions to settings compatible with the native resolution of the stimulation device." ] }, { "cell_type": "code", "execution_count": 120, "id": "c042708c-66b6-4838-a096-306b9320529b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 1 2 3 4 5 6 7 8 9\n", "time \n", "0.000000 2047 2047 2047 2047 2047 2047 2047 2047 2047 2047\n", "0.020408 2194 2194 2021 1977 1924 2033 2118 2034 1971 2014\n", "0.040816 2338 2339 1995 1907 1804 2019 2189 2020 1897 1982\n", "0.061224 2477 2480 1971 1840 1687 2006 2257 2008 1824 1951\n", "0.081633 2610 2613 1947 1776 1576 1993 2322 1996 1756 1921\n", "... ... ... ... ... ... ... ... ... ... ...\n", "0.918367 1360 1356 2169 2377 2622 2113 1712 2110 2402 2201\n", "0.938776 1484 1481 2147 2318 2518 2101 1772 2098 2338 2173\n", "0.959184 1617 1614 2123 2254 2407 2088 1837 2086 2270 2143\n", "0.979592 1756 1755 2099 2187 2290 2075 1905 2074 2197 2112\n", "1.000000 1900 1900 2073 2117 2170 2061 1976 2060 2123 2080\n", "\n", "[50 rows x 10 columns]\n" ] } ], "source": [ "device_settings = [ssp.w2s(s) for s in solutions]\n", "device_settings = pd.DataFrame(device_settings, index=time)\n", "device_settings.index.name = 'time'\n", "with pd.option_context('display.max_rows', 10):\n", " print(device_settings)" ] }, { "cell_type": "markdown", "id": "e5cfbf58-a16d-49dc-b6ec-a2ac17ecc260", "metadata": {}, "source": [ "Now you just need to tell the stimulation device to set the primary inputs to these values at the specified timepoints and it will produce the S-cone modulation shown above. \n", "\n", "Note that with this method one can also modulate multiple photoreceptors together." ] }, { "cell_type": "code", "execution_count": 121, "id": "3f0667ad-f803-49e3-97ac-07d8373842b0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssp.ignore = ['rh']\n", "ssp.silence = ['sc', 'mel']\n", "ssp.target = ['mc', 'lc']\n", "\n", "peak_contrast = .2 # Known to be within gamut\n", "solutions = []\n", "for point in stimulus_profile:\n", " ssp.target_contrast = point * peak_contrast\n", " solutions.append(ssp.linalg_solve())\n", " \n", "# Plot the modulation\n", "_ = ssp.plot_contrast_modulation(solutions)" ] }, { "cell_type": "markdown", "id": "790d0ad6-f791-40a9-9468-bd23ac30ff26", "metadata": {}, "source": [ "We can even modulate photoreceptors in counterphase." ] }, { "cell_type": "code", "execution_count": 122, "id": "a048416d-0f09-4a7f-b5c0-fde9039ebce4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssp.ignore = ['rh']\n", "ssp.silence = ['mel']\n", "ssp.target = ['sc', 'mc', 'lc']\n", "\n", "peak_contrast = .35 # Known to be within gamut\n", "solutions = []\n", "for point in stimulus_profile:\n", " c = point * peak_contrast\n", " ssp.target_contrast = [-c, c, c]\n", " solutions.append(ssp.linalg_solve())\n", "\n", "# Plot the modulation\n", "_ = ssp.plot_contrast_modulation(solutions)" ] } ], "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }