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@artificialsoph
Last active July 15, 2021 02:07
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Twilight Wave πŸ‘‹
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "bf90c190-9cda-4d03-a35c-4a428c245821",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import PIL\n",
"import urllib\n",
"\n",
"import seaborn as sns\n",
"\n",
"from sklearn.cluster import KMeans"
]
},
{
"cell_type": "markdown",
"id": "6f682e82-df22-426b-b383-3e1ec3da0928",
"metadata": {},
"source": [
"In this notebook I'm recreating the following image from this tweet\n",
"\n",
"<blockquote class=\"twitter-tweet\"><p lang=\"en\" dir=\"ltr\"><a href=\"https://twitter.com/hashtag/RecreationThursday?src=hash&amp;ref_src=twsrc%5Etfw\">#RecreationThursday</a> drop! Edna Andrade was a genius op artist whose works are brilliant studies in movement and color. I selected Twilight Wave to stretch my coding abilities and am SO excited to see what people (re)create using this as inspiration, in whatever medium! <a href=\"https://t.co/hAoLJQuYa5\">pic.twitter.com/hAoLJQuYa5</a></p>&mdash; Maya Gans (@Mayacelium) <a href=\"https://twitter.com/Mayacelium/status/1405503706653597698?ref_src=twsrc%5Etfw\">June 17, 2021</a></blockquote> <script async src=\"https://platform.twitter.com/widgets.js\" charset=\"utf-8\"></script>"
]
},
{
"cell_type": "markdown",
"id": "d34cc37e-3482-4932-a6fc-ad85f3fddff9",
"metadata": {},
"source": [
"Here's the repo: https://github.com/MayaGans/recreating_art\n",
"\n",
"And the original image:\n",
"\n",
"![](https://pbs.twimg.com/media/E4C_ulwWEAEPJby?format=png&name=900x900)"
]
},
{
"cell_type": "markdown",
"id": "30c1fe1e-1e2f-4f7a-b209-cdb1e260d457",
"metadata": {},
"source": [
"# Part 1: Let's grab the colors"
]
},
{
"cell_type": "markdown",
"id": "48119f4e-b81f-4ee7-ba94-c49b8a68b407",
"metadata": {},
"source": [
"Okay, the first thing I want to do is read in the image and make sure that we can plot it."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "caa0d839-cccb-4462-abdc-f54fe45e81e4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"URL = \"https://raw.githubusercontent.com/MayaGans/recreating_art/main/figures/twilight_wave_original.png\"\n",
"\n",
"img = PIL.Image.open(urllib.request.urlopen(URL))\n",
"\n",
"img_arr = np.array(img)\n",
"\n",
"plt.imshow(img_arr)\n",
"plt.axis('off');"
]
},
{
"cell_type": "markdown",
"id": "01d725d3-ac98-4ee2-a4ca-f21499cb61f3",
"metadata": {},
"source": [
"Dope! Okay, step two is to see if we can pull the colors out of the raw pixels. We could use some kind of dropper but a fun (and overkill) thing to do is to use clustering. Basically, if I count above it looks like we have 13 distinct colors (6 on left, orange, then 6 on right). I'm going to use the raw pixel values and KMeans clustering to find the 13 natural groupings of pixels, then for each group we will have the mean color. This might make more sense after you see it."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b0c481fc-f2d7-42b5-aa55-ce21e9a80bc6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1166, 1154, 4)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_arr.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0448a628-ff83-4de4-80f2-9ec8dfdf3889",
"metadata": {},
"outputs": [],
"source": [
"#To start out, I'm going to treat each pixel as an obvservation with 4 features\n",
"\n",
"img_flat = img_arr.reshape((-1,4))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3d6d07f3-c9dd-4965-9539-89a19fbe235e",
"metadata": {},
"outputs": [],
"source": [
"# Then I'm going to toss this mess into KMeans :)\n",
"\n",
"kmeans = KMeans(n_clusters=13, random_state=0).fit(img_flat)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e39cdd04-4dfb-42a3-8047-abf802717927",
"metadata": {},
"outputs": [],
"source": [
"# the next step is to replace each pixel value with the value of the cluster\n",
"\n",
"img_flat2 = img_flat.copy()\n",
"\n",
"# loops for each cluster center\n",
"for i in np.unique(kmeans.labels_):\n",
" img_flat2[kmeans.labels_==i,:] = kmeans.cluster_centers_[i]\n",
" \n",
"# And of course, finally reshape this into an actual image shape\n",
"img2 = img_flat2.reshape(img_arr.shape)"
]
},
{
"cell_type": "markdown",
"id": "a0eb3af2-9caa-4a4d-9549-3f0e548af353",
"metadata": {},
"source": [
"*Voila!*"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "466c2320-d836-47a8-9171-792945bded60",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img2)\n",
"plt.axis('off');"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b61156ca-a9b5-4cd2-8305-a3da8a33b0cb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(ncols=2, figsize=(10,5))\n",
"\n",
"axes[0].imshow(img_arr)\n",
"axes[0].axis('off')\n",
"axes[0].set_title(\"Original\")\n",
"\n",
"axes[1].imshow(img2)\n",
"axes[1].set_title(\"Cleaned/clustered\")\n",
"axes[1].axis('off');"
]
},
{
"cell_type": "markdown",
"id": "3b770bf9-8aaa-420d-9ebb-60ece780130b",
"metadata": {},
"source": [
"It looks like we're capturing most of the color without losing important detail. There are some issues (look at the edges) but I think that the original image came from a scan, so I'm not going to complain. Let's check the error to make sure that this makes sense."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "2bb9a9e0-c464-4b04-82b4-51122fd062ec",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"45.04941459492079"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.mean(np.abs(img_arr - img2))"
]
},
{
"cell_type": "markdown",
"id": "6f450adc-7668-4b8c-b145-f25cfb446fb0",
"metadata": {},
"source": [
"Our mean absolute error is 45. Each subpixel value is 0-255, so this is a lot! A whole lot more than I expected. Hmm. Let's see if we can diagnose what's going on."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8c2d7605-5c93-4763-84e0-011e65ea88a5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-0.5, 1153.5, 1165.5, -0.5)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"error_arr = np.mean(np.abs(img_arr - img2), 2)\n",
"\n",
"plt.imshow(error_arr)\n",
"plt.axis(\"off\")"
]
},
{
"cell_type": "markdown",
"id": "fa4ea85c-2df7-4e32-a9ea-9ca06fa86d84",
"metadata": {},
"source": [
"okay! hmmmmmm. It looks like we're getting some expected error around the edges. but we're also missing an entire column. Also, wow, there's a lot more variation in the image that I would have initially guessed. Let's add a 14th color and see what happens."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4e455365-4eae-42f4-b62f-e8bacc940a46",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MAE: 41.84246252872401\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kmeans = KMeans(n_clusters=14, random_state=0).fit(img_flat)\n",
"\n",
"img_flat2 = img_flat.copy()\n",
"\n",
"# loops for each cluster center\n",
"for i in np.unique(kmeans.labels_):\n",
" img_flat2[kmeans.labels_==i,:] = kmeans.cluster_centers_[i]\n",
" \n",
"# And of course, finally reshape this into an actual image shape\n",
"img2 = img_flat2.reshape(img_arr.shape)\n",
"\n",
"\n",
"mae2 = np.mean(np.abs(img_arr - img2))\n",
"\n",
"print(f\"MAE: {mae2}\")\n",
"\n",
"error_arr = np.mean(np.abs(img_arr - img2), 2)\n",
"\n",
"plt.imshow(error_arr)\n",
"plt.axis(\"off\");"
]
},
{
"cell_type": "markdown",
"id": "b7f225fc-cd50-4dbd-b8f2-d5ac049eb4f2",
"metadata": {},
"source": [
"Okay! The MAE is still kinda high, but qualitatively, we are capturing the gist of the thing much better. The next trick is to see where each color is used in the image."
]
},
{
"cell_type": "markdown",
"id": "adadf7a3-03a0-4bab-bb28-64ae5cd5eec1",
"metadata": {},
"source": [
"# Part 2: Let's place the colors"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "4bb9419c-f792-445d-bf2f-1f0dea94c4e2",
"metadata": {},
"outputs": [],
"source": [
"from scipy import stats\n",
"\n",
"from collections import Counter"
]
},
{
"cell_type": "markdown",
"id": "9fbab61e-bcb1-4c91-9087-d8233d861d3e",
"metadata": {},
"source": [
"First, let's visualize the colors using Seaborn's pretty pallette plotter."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "2a16afd2-9d56-4cb7-bc80-50400ec795af",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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],
"text/plain": [
"[(0.6600247850416595, 0.720718547836777, 0.6929692370683791),\n",
" (0.9115265120746041, 0.9202254149215847, 0.8912523203830849),\n",
" (0.9031640866137138, 0.6119485709212181, 0.26921714740734504),\n",
" (0.8305252913409208, 0.8363925068361089, 0.8302461912483532),\n",
" (0.6433252102173063, 0.6144916124052644, 0.6422181747282791),\n",
" (0.7112309451212245, 0.7682273875571282, 0.744125652596914),\n",
" (0.863290369620012, 0.8815018389554671, 0.8507758948839556),\n",
" (0.6015097093888813, 0.6808920370480422, 0.6335203761962308),\n",
" (0.7719970066258344, 0.7707688170216053, 0.7698490633464772),\n",
" (0.7070323374008611, 0.6896589814423547, 0.7111854859104157),\n",
" (0.995159494476254, 0.9956851177049036, 0.9885049742610901),\n",
" (0.7905381551157442, 0.8341497639424278, 0.8010432295378247),\n",
" (0.8841241233564473, 0.8921971459359372, 0.8668468177441263),\n",
" (0.7601118513035613, 0.6287939700923549, 0.45100361388078697)]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# this took me a bit to debug. apparently matplotlib only accepts tuples as colors when they are [0-1] not [0-255]\n",
"\n",
"sns.color_palette(kmeans.cluster_centers_/255)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "2a9fcd02-5580-40bf-90d6-dcc595134d5e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# to remind you of the image\n",
"\n",
"fig, axes = plt.subplots(ncols=2, figsize=(10,5))\n",
"\n",
"axes[0].imshow(img_arr)\n",
"axes[0].axis('off')\n",
"axes[0].set_title(\"Original\")\n",
"\n",
"axes[1].imshow(img2)\n",
"axes[1].set_title(\"Cleaned/clustered\")\n",
"axes[1].axis('off');"
]
},
{
"cell_type": "markdown",
"id": "dbd54d16-b4be-4aa5-84a2-badb058b104d",
"metadata": {},
"source": [
"Neato. Thing is, I can tell you where orange goes. The rest of them I have a difficult time placing. My hunch is that we can use the vertical modal cluster to determine rough order."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "1706e36a-df4c-46b4-8dea-ac643ed45e4f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"labels = kmeans.labels_.reshape(img_arr.shape[0:2])\n",
"\n",
"modes_result = stats.mode(labels, axis=0)\n",
"\n",
"modes = modes_result.mode.reshape(-1)\n",
"x_axis = np.arange(modes.shape[0])\n",
"\n",
"fig, axes = plt.subplots(nrows=2, figsize=(5,10))\n",
"\n",
"\n",
"axes[0].imshow(img2)\n",
"axes[0].set_title(\"Cleaned/clustered\")\n",
"\n",
"axes[1].scatter(x_axis, modes, c = kmeans.cluster_centers_[modes,:]/255)\n",
"axes[1].set_title(\"Modal culster along vertical\");"
]
},
{
"cell_type": "markdown",
"id": "97603331-3382-444d-8db1-674d00e290cc",
"metadata": {},
"source": [
"Okay, this is where it gets interesting. Ideally, each number would be unique as we go across the image but of course it isn't that simple. Still, we can learn some very interesting things from this.\n",
"\n",
"1. The colors on the far left and far right appear to be the same (index 1).\n",
"2. Otherwise, it looks like all colors come out when we look at the vertical modes.\n",
"3. I think we're ready for the next step!\n",
"\n",
"Before proceeding, let's pull out a nice swatch and confirm our intuition."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "11cd5def-491c-449e-8524-74d5e8cae380",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<svg width=\"715\" height=\"55\"><rect x=\"0\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#e8ebe3;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"55\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#e1e4dd;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"110\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#d4d5d4;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"165\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#c5c5c4;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"220\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#b4b0b5;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"275\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#a49da4;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"330\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#e69c45;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"385\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#99aea2;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"440\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#a8b8b1;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"495\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#b5c4be;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"550\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#cad5cc;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"605\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#dce1d9;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"660\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#e8ebe3;stroke-width:2;stroke:rgb(255,255,255)\"/></svg>"
],
"text/plain": [
"[(0.9115265120746041, 0.9202254149215847, 0.8912523203830849),\n",
" (0.8841241233564473, 0.8921971459359372, 0.8668468177441263),\n",
" (0.8305252913409208, 0.8363925068361089, 0.8302461912483532),\n",
" (0.7719970066258344, 0.7707688170216053, 0.7698490633464772),\n",
" (0.7070323374008611, 0.6896589814423547, 0.7111854859104157),\n",
" (0.6433252102173063, 0.6144916124052644, 0.6422181747282791),\n",
" (0.9031640866137138, 0.6119485709212181, 0.26921714740734504),\n",
" (0.6015097093888813, 0.6808920370480422, 0.6335203761962308),\n",
" (0.6600247850416595, 0.720718547836777, 0.6929692370683791),\n",
" (0.7112309451212245, 0.7682273875571282, 0.744125652596914),\n",
" (0.7905381551157442, 0.8341497639424278, 0.8010432295378247),\n",
" (0.863290369620012, 0.8815018389554671, 0.8507758948839556),\n",
" (0.9115265120746041, 0.9202254149215847, 0.8912523203830849)]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"color_order = [1, 12, 3, 8, 9, 4, 2, 7, 0, 5, 11, 6, 1]\n",
"sns.color_palette(kmeans.cluster_centers_[color_order,:]/255)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7e64ceda-efc1-4939-8f55-be56a1d4331c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "dab56a29-aca7-4d4d-964c-ab2cad627cd4",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "5ce33ce8-3423-4319-a363-91a98ec49ad8",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "9d1b5b36-9b14-45c7-a9b7-45c52ae1c913",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "3209ec2d-72d4-48a6-b076-29d4bbff90d3",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "3d8520a3-f3c7-4a8f-a230-119bc8700082",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "2a5edf5f-378a-4e8c-bb4d-c4fb39d33246",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "21472a5f-1d38-46f2-96c7-45701ac3519b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "48090d82-d9de-4d2f-a291-398780c1dc17",
"metadata": {},
"source": [
"# Part 3: Do the worm πŸ›"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "4d28a5ec-a3b6-4421-bf88-01e959071da9",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.patches as mpatches\n",
"import matplotlib.path as mpath\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "5c19d610-ec67-416e-bbfa-647fb6732f29",
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'Path' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-18-ce8defcd26f5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcoords\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 26\u001b[0;31m \u001b[0mstart_path_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mPath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMOVETO\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mPath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLINETO\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 27\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0mend_path_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mPath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLINETO\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mPath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCLOSEPOLY\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'Path' is not defined"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.patches as mpatches\n",
"from matplotlib.collections import PatchCollection\n",
"\n",
"patches = []\n",
"\n",
"circ_r = 0.2\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 10))\n",
"\n",
"for i in range(7):\n",
" circle = mpatches.Circle((0, i), circ_r, ec=None, facecolor=\"orange\")\n",
" ax.add_patch(circle)\n",
"\n",
"\n",
"wave_r = circ_r * 2\n",
"\n",
"x_coords = [-wave_r, 0, wave_r, 0] * 7\n",
"\n",
"y_coords = list(np.arange(-4, 0.5 * len(x_coords), 0.5))\n",
"\n",
"coords = list(zip(x_coords, y_coords))\n",
"\n",
"start = coords[0]\n",
"end = coords[-1]\n",
"\n",
"start_path_data = [(Path.MOVETO, (-4, start[1])), (Path.LINETO, start)]\n",
"\n",
"end_path_data = [(Path.LINETO, (-4, end[1])), (Path.CLOSEPOLY, (0, 0))]\n",
"\n",
"middle_path_data = list(zip([Path.CURVE3] * len(coords), coords))\n",
"\n",
"wave_path_data = start_path_data + middle_path_data + end_path_data\n",
"\n",
"codes, verts = zip(*wave_path_data)\n",
"path = mpath.Path(verts, codes)\n",
"patch = mpatches.PathPatch(path, facecolor=\"purple\", ec=None, alpha=0.5, zorder=0)\n",
"\n",
"ax.add_patch(patch)\n",
"\n",
"\n",
"plt.axis(\"equal\")\n",
"plt.axis(\"off\")\n",
"plt.tight_layout()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:metis]",
"language": "python",
"name": "conda-env-metis-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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