{
"cells": [
{
"cell_type": "markdown",
"id": "1ea7dc9b-172c-4723-833f-4e718c2ebc7e",
"metadata": {},
"source": [
"# Plot trace extraction example\n",
"This notebooks shows an example of how to use the `extract_traces_and_axis` fuction to extract the traces from a plot figures. \n",
"**Note**: This function was developed to extract the traces from the plots processed in the published article, therefore not all plots formats are supported"
]
},
{
"cell_type": "code",
"execution_count": 242,
"id": "b558660c-f7fa-44fc-a2aa-b2cf2643fd8b",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"import cv2 as cv\n",
"import numpy as np\n",
"import pandas as pd\n",
"import plotly.express as px"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c57154fc",
"metadata": {},
"outputs": [],
"source": [
"# Install ramanbiolib with extraction tag\n",
"#!pip install ramanbiolib[extraction]"
]
},
{
"cell_type": "code",
"execution_count": 245,
"id": "6e3befeb-9c48-4882-9b1b-db779b388502",
"metadata": {},
"outputs": [],
"source": [
"from ramanbiolib.db.extraction import extract_traces_and_axis"
]
},
{
"cell_type": "markdown",
"id": "089d7b6f-cdbd-468e-ad04-6f399d4714f2",
"metadata": {},
"source": [
"## Load image\n",
"We display the image"
]
},
{
"cell_type": "code",
"execution_count": 246,
"id": "067483b2-09e2-4278-9ffe-1ce808761e3e",
"metadata": {},
"outputs": [],
"source": [
"plot_img = cv.cvtColor(cv.imread(\"plot-example.png\"), cv.COLOR_BGR2RGB) "
]
},
{
"cell_type": "code",
"execution_count": 247,
"id": "bfe542e4-7fe4-4bd6-a4d0-853d270f517b",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "x: %{x}
y: %{y}
color: [%{z[0]}, %{z[1]}, %{z[2]}]",
"name": "0",
"source": "data:image/png;base64,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",
"type": "image",
"xaxis": "x",
"yaxis": "y"
}
],
"layout": {
"coloraxis": {
"showscale": false
},
"height": 400,
"margin": {
"t": 5
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
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bbsnRwrfccou79tpr3UMPPRRsPWIjGBURIdCQgI5w1/ku48aNW/z3Kh/1rfUldg6GDoLLckAdXQACeRNAbORNNOf85Mn4xz/+4VZbbbXFOS9cuNANHjw4U0mIjUy4iAyBpQg0EhY6eVN3xlTxkLO0vXZ3TvqWYJoaAmUQQGyUQbnDMoYNG+ZmzZq1OJctttjCPfLII5lyRWxkwkVkCASJDV3Cp2kKHYlfpdDsbhoJEF1HUDV7q8QOW4ohgNgohmtuueqOgccff3zxPQtvvvmmO+qoo9zYsWMzlYHYyISLyBAIEht2mZpu2q1KsHtWGi1etVtuWdhaldbqHzsQGzVo67lz57oNN9ywI0sRGx3hI3GfE9B9IRqoGy0Grdq6Da3VkOBoJihUF03/IDj6vFOXXH3ERsnAsxZ30EEHuZdffnmpZHZrZGh+iI1QUsSDwNIEWk2XVE1syJ52NwNLbOhgMn+xK+0OgSIJIDaKpFuhvBEbFWoMTKkdAQ3gmiqxa+P9Cui8Da2BqMIiUTvh9OCDD27JWNM/Opgsq3fjtttuS3bFESCQlQBiIyuxLsQ/4YQT3Pz5892oUaMWl37ggQdmsgSxkQkXkSGwBIFW3otJkyYl17JX4SyLLF6WLHENBmKDL0YsAcRGLLkS022//fbuzjvvdCuuuGJ0qYiNaHSVTai3Uw107CwovolaDcwSGtpWOnv27OINaVGCDhzT9EnoIWOhYuOxxx5zp556qlt//fXdLrvsgmejq61c38IRGzVoO3k25Lrcaaedoq1FbESjq2xCDRYKWV3hla1QRQ3TyaESE60G8dCBu6gqttqB0qzMRoeUNYq75557uhkzZiR/wrNRVAv2fr6IjRq08YQJE5aycvz48ZksR2xkwlWLyBrg9tprLzd69OhksV8dg86DOP744528NAqqz4033lipqmgdhKZIWq3J6LbYiC0/JJ3axBakIzYq1TVrZQxiowbNpfUa6TBkyJBMliM2MuGqRWQNFBoEZ86cWYn1AqHQbOul4mvBpa5qtwWNetvWVID9TQN8FvFht7HmKVxCBuSQOKF8ssbTThmJgdDpEz9/LW5VG7RirPY67bTT3KBBgxJhywLRrC1EfBFAbNSsH8ybN8/NmTPH7bvvvpksR2xkwpV7ZHNzK+P0tEd6OkRx9cavey2a7SrQ4KL1GroUzB/o5CHQABK7rVFbIjW4aP2B7tIoIoQOzOIgIaW66EdrU8QkHcRCvPSvfjQgJg+3FjtIQusVug6iWyeJxkyfpOueB6dQnsTrXwKIjRq2/fDhw5OHcJaQl9jQQ10P/jIvdbK31Soes9zuACVrIz3Q9eYpfloDoB+9UUoc6P81wOsNXz9yW5vr2h8802+ktt3SH7z1/xIgEhzNtmo26zc6tEqDl4RG3sdaK2/VVT/qO1l3bsjbIa+HPB0SHOb9UF3ESnmmF8rGDMS6yVX5qa/pp5E4bMQvditplu+wCSj9a+doWL9qJMJC8zZORQrMUFuI17sEEBs1aFsJBT/89Kc/dbofJUvIQ2z4Jw+W9TZkdzxoANBAHLsYUrZrQNKApYerBFO7swga8bXBSH/TA1556iIuiQ4N8vqs/7c1CBbPP9FR7CQiJBr9cxvMNrvC3B9czBarf1pg2N9twJCAkeAI4SVbbe2ExVda5ZHO12dig5Q4iKfF9+1XfIlFtZ94yxuTZVok3QayUwOtmId4XrL0U3kxJDDEQG0olo3O1Wj2vQv12GT53lpcEzMSrOJtIjcvgcBi45hWIU0WAoiNLLS6FFe3vFp497vfnTy8s4ZOxYYednbqoN4gQ+Z6s9rYKL4dUiTXuOptD9sseds6APMkWFo9tEPnuVVfCRZxUDp7Szd79LD2f6//12CsAVHp/LI0YIYKHdkuuxVf/P3yTBjIa6CBXgO+BmELsilkMLKBy7fRhKXKtkE9LSJMVPnCSmVrwacN0rJb8UJET5Y2DY0rNo28Ho3Si1e7kzdblat6mvjsxNPglyEBJL6yS/8WxVHTQJ2I+dD2IF7/EkBs9Enbx4oNm8MXpvTgbG9D+ltWl71htzfoRg/R9Hy57+61g5T0xjx06NDkIa+/K79GQfnr7/4goDw0MCq0EjGqp+JJZDV709VAIK+HvBV5DTTpetjbbaO2aFRn46F/LRhn5SVBIcb6ezvRlX5rl/ATi0bpbIBXvhokY/tGXl/NZqLLprDUhyTqFLJO76RttIvOJP7UFxTse5KVg8SL+pKmjsS66KPF1aYSrCrLPDx5tQH5QACx0Sd9wBcbGmDaBb3l2Ft8u4HIX/zYLl8bKM0zoM/2MNW/GgA1xWBvy41EiHkR9EBU2Xqwm5CQKLAFgiG22ECsB7sFuflVvnYBqYxO3nZDbCg6juqiAcSmVlQ/DYrGPWRaQ31G7aL2Uaji+plWHNVn0p4t63s2/ZOn10DlaeBW37HpGOtjZoeEhASsFnyLq+LrXxvsZV+eNoX0MxPx8khJuKe9WSF5bL311h0dQBhSBnHqRwCxUb82czpR9Ne//nUmy7OKDb2VFXXXgwZ4/4Gripi7WA9glR0yH58JQIbI8uaofA3SIQNxhqy7HlWDmVzmMYOI3v47ffPvFgB5nSSWZL9Na2VZjxFjt/q0Bm3f0yVhIxGr36sdbMGsvHOKr++cftfKixZjS0waWx+TNe0RRxzh9t9//6zJiN/jBBAbPd7AVr3YaZQ+wUM1IQABCECgQAKIjQLh5pX1I4884r70pS+5rbbayj399NPJIsBNN900U/aIjUy4iAwBCEAAAjkSQGzkCLOorHTbq+bYbRGbf3xwaJmIjVBSxIPAkgTskLTQHUTwgwAEliaA2KhBrxgxYoS77LLL3Pvf//7EWt28eMcdd2SyHLGRCReRIZAQkMDXGgqt9wjZRgw2CECgMQHERsV7RvpAL5m77rrrunvuuSeT5YiNTLiIDIHkoDPtENGOkLJOCAU7BHqVAGKjBi17xRVXJNMoK6+8crS1iI1odCTsUwLpM2CKPCG0TxFT7T4igNioQWPr7IhNNtnEHX744dHWIjai0ZGwTwlIXPh3AOkMCk2nxGwb7lOEVBsCiwkgNmrQGbQgNB300MsSEBtZaBG3agRa3ZpblK2NLqPL4+KzouwlXwhUmQBio8qtk6NtiI0cYZJV6QRskNeBazporagD5/yKNTrm3NZusFi09C5AgTUngNioQQP+8Y9/dBMmTHCPP/54Yu0yyyzj7r///kyWIzYy4SJyxQjYegmduqngXzhXlKnN1mhoh4pOIZXgIEAAAmEEEBthnLoaS+s1Zs2a5fbdd1938803u8997nNO18xnCYiNLLSIWyUC6Z0gWa6Nj62HjhXX8eHN1mfYXSu6XI0AAQi0J4DYaM+o6zG++tWvJveF6G1Ki0R1uNDdd9+dyS7ERiZcRK4QAbs4UPeFKDRaS5G3ufKg6O4UKzOdv+5a0Vqqsi9Ky7ue5AeBsgggNsoinVM5r7zyStQWWMRGTg1ANqUTSHsyyvAq6Lp13Xbc6rK2Mqd0SodOgRDImQBiI2egeWenk0MfeOABp1NER44cmbzV3X777e6ss85yjz32WHBxiI1gVD0XUR4xLaxU0MLKum3dTK+d0Jkz2o1VpFch9EyN0Hg916moEAQyEkBsZATWzegvvPCCW7RokRs0aFBmMxAbmZH1TAINiLrmXG/qdRwc0zZPnTo1OUYcsdEzXZSK9AEBxEYfNLKqiNjok4ZuUE0N1jp2e8qUKU7TA9pFIfEREnRktzwjZez+aGSPna/hCwvz1FRBbIRMt4Rwrnoc7Yg74IAD3DXXXBPcd6peJ+wrlwBio1zeXSsNsdE19F0tWIO1jt2WV0Oh3S4L31gtzJw4cWIyuGjtQjemX+TB0Cme48aNW4KjpoUkgIo4byPNrFUD9sOpok899ZQ76aSTkp1wBAjEEkBsxJIrMd2uu+7qFixY4M4++2yn6+ZjAmIjhlr902h9g3ZN+Nejt5pK0TZTG2z1/+Y96Mb0i38RWrolNJWiHSE64CvvIIEjgdVsJ0q6vG6wybvOrfLT+T6nnHKKmzFjRpnFUlaPEUBs1KxBL730Ujd58uTkjTPLWx1io2YNnZO5jQbCZudUrLfeesntpvJiaNrFH2zlHZFoSXsYcjJzqWzkVTn99NMXrzVpVE5Rg3zWfPthKmXu3LlJn9A0ivoJAQJZCSA2shLrQnwtCtWhXkcffbQ76KCD3HHHHZcsFNUhXzfccEOQRYiNIEw9F6nRwJl2/duhWbauoxGEsq5YN5GhywcldlptPc0qCkIbN2u+mpqSB6kKB3zJ9kZBPLu17iaUO/F6mwBiowbtq21+n/70p91yyy2XWLtw4UI3ePDgxK255557BtUAsRGEqaci6Q1U3gF/CsUqaDeaarGlgtZjtPOUZR2Es8JsNW3SKC+JJtUvz0FeUygKWkybJRTNJsSWVpfEqS9o7UsR004hthEHAoiNGvSBYcOGJZ4NC1tuuaV7+OGHM1mO2MiEq6PI8gJo0NK/GrRCd350VOj/JdZBU5piU5BXoNVArHUP8maEBk2lSJCErmUIzVfxJBz09p11h4m59G0BbJYyG8WNFQ3yyMjD0Y1FtKqHFsxKTLQSSa3ESKfcSA+BdgQQG+0IdfnvY8aMSS5gM3fym2++6Y466ig3duzYTJYhNjLhiooscWE7OPwMWk1PRBXUIJGVKxsUtL5CA0+raYisZRc1XaB8JWTkpcgqZGxrbB6MG22zDWVU1jRTM3tC7ouRAFYduyWIQlkSrzcJIDZq0K5anLXhhht2ZClioyN8TRObKz+9sNIGeT3c5W3QVJg8CY2mNNKZK42mN2bOnJl4R0aPHp2Ih3TwxY15HNpNhXRKIa+jws2TIXvEqt3R4O3s1kAqvhbk3dFiVlsD4qdXWY28TZ2++Wvdhtqt2dRVuzqE/l3trv5k7FR3ia2QNRl5tV+orcSDgBFAbFS8L2hB6Msvv7yUlfawCTXfFxv2UH7ppZeSwcyCHvqrrLJK8nH+/PnJg1N/9x/MGgjlrtXvhg4d2rB4xVFedj6D8tFn/T6dl8rxg8VRfJWtB3ejoEFVg4mVo7jaCmn18e0eMmTI4jql81J61UPlanDXvxb0xt0u2EM+xIMgl7/yT+/qmDNnTjKFYEGM9KM6Kl+1dTNbbFBtZ2defxdXDaqyRzbLTvUnW/uhviEmEkgKqq/q58fR70MWgHZis4mP9MJI80DIbnl+/CkvHXYm+zsJWnei9rLvp9pa7ag+aILUvgsqp9kUm+LoR1z1HVFatbXlYeJTn33eIbbLi6T2k11mm9lh37t0PirHvluKm/4u+/G32WYbt/zyy4eYQpw+IoDYqEFjv/7664sXh+qBaPdcZDHdFxu2CC79sPMfKHro6gHpPxgtvgYPe/tuZIMeRsrLBiB7kNlDKj2o+nmoTD1c7WFmgiJdjh7merDbuRCyUw9gG/QlmkzIWL0aPdjNTqXTAOnHKcpLILv9t3CxbrfzIktblxVXXgPxk7fGBmkNYjbgmhDU38S2KJ4x9ZWNdmCZ+lhRttkJrCbA033RF7d+PSye2BlHMexUDPll6Dtk32Wzw8RMmqmJH/3e4jSzXc8XvSQRIOATQGzUoD9stdVWbvr06U4n+W277bZO6zhuvfXWTJYzjZIJF5EhAAEIQCBHAoiNHGEWldU+++yT7G4488wz3YMPPujSu1NCykVshFAiDgQgAAEIFEEAsVEE1QrmidjIt1GyngmRb+nkBgEIQKBeBBAbNWmv1157zT399NOLrc06d4vYyLehbZFd1nMh8rWC3CAAAQjUgwBiowbttNtuuyXbJ0eOHBltLWIjGl3DhNpCaDtiGm1Lzbc0coMABCBQbwKIjRq0n44qv/baa91KK60UbS1iIxpdU7Gho581ncIR0PmyJTcIQKD3CCA2atCmm266qXv11VeXsHTevHmZLEdsZMLVNrIdax17vHXbAuPiqMYAACAASURBVIgAAQhAoIcIIDZ6qDFbVQWxkV9D6ywJnTGhY58RG/lxJScIQKB3CSA2atC2kydPdjfffLNbsGBBctbG7rvvzjkbXWw3CQ0FHcSF2OhiQ1A0BCBQGwKIjRo01fbbb5+sDdB18k8++aTbeOON3RNPPJHJcjwbmXC1jIzYyI8lOUEAAv1BALFRg3Y+4ogjnNZtXHzxxe7+++9PXPghly75VUNs5NfQ2vYqr4Z2o+DZyI8rOUEAAr1LALFRo7bVjhRd5qXjy7MGxEZWYs3jqw20XkP3qCA28uNKThCAQO8SQGzUoG3Tx5NvtNFGyXRKloDYyEKrdVxfYCA28uOqnMRTgcPS8uVKbhDoNgHERrdboE35OsPhlFNOcbq2WeEd73hHMo0yaNCgTJYjNjLhahnZFxi+lyO/Evo3J7E9/fTTk5tFs04V9i+1Ymse83JTrEXkXkcCiI06tlqEzYiNCGhNkvhiY++9906uWOcU0c756spzOyQNj1HnPPPKAbGRF8n+zgexUYP2P+GEE9z8+fPdqFGjFlt74IEHZrIcsZEJV7Bnw9+Zkl8J/ZmTFt6OGzcuEW51Ehvybj333HM9O/UjsXHYYYe5sWPHJrvgzMvan72UWscSQGzEkisxnba+3nnnnW7FFVeMLhWxEY1uqYT+QDhp0qRkoMHl3znfVVdd1c2ePbt2C297fZ2JxIYWRK+55pruzDPPdKeddlrnjU0OfUcAsVGDJpdnQ5ex7bTTTtHWIjai0bUUG48++qg79NBDk0GS0BmBui68ld3HH398IpLkmem1ILFx9913u7XXXhux0WuNW2J9EBslwo4tasKECUslHT9+fKbselVs6DZcW0w4cODATExiI6dd/HVy+cfWuYx0Pkffy9GsbPMo6O/d2r1ini2du6LplBdffLEMVKWWMXr0aKfLIK+66io3c+bMUsumsN4hgNioeFu+9tprDS1cfvnlM1nei2JDHgV5FiQ2ypoz9+9FsQYoW2xoEeUhhxzitKBSA0G7oIFbjKZOnZosZm0UtF5CdVO+U6ZMWSqKlam3d+0WaZZPO1ua/V3tJxueffbZJIrWwrTakaK2V5Ctqp92bemQtUZBecvuIoIEhsrebLPNarXOpAgW5AmBVgQQGxXvHwsXLmxo4eDBgzNZ3g2xYW+eGgQ052tBA5fczhpMmg1uIZXzB3kNPhpQ9IZZZGi0RiNWbPhv5rI5hIUGYQ32epMPKVdcxFkDYjNPgH6vRZmKo8FTHiJ/WkiDtX6vMlV/tZ3e4PP0JCl/CQcTDLJZIkLiIy0UTPiYN8Pipr0b9nvZKTGgPmj8xLtR3ln7Tl2nfrLWk/gQ6JQAYqNTgjVJ34nYsKkKDeShb4h6CGvA0kNe20P11qwBSr9XHhMnTkzeyvU3vaFndYNrIFIe/ht2yODbaXOlB0XlF1Ou3uI1wPtz/Mqn3SCuOBo8Fa/dG30z20zsqX1UH2snY7P55psnniINzmq/dJ3lTVKcrG3WjH0zsWAemXQ51ofMC6J8TUT4AkLx7LOlMQ+YCahQ71Az29NTPyovTxHWaX8lPQSqQgCxUZWWKNiOWLFhYsDMCx1gGq1r0ENYA0t6QFXcVi7+NJpmAiVksO4Es/+G7+fTrlyl0wDve138gdDykgDRm30r74zSmQek3VRDKyFk+Yh7ozb1B/RGYipGYDVir/6geutfXzworomatMenWX8xmxVf4lY/VjfrM/IKGV/xk2DtZJ2Fz8G/M6eTfkZaCPQiAcRGL7ZqgzplFRvyZuhBLJe5bev0XfitsOlNuNG8vgYPvSk3Cubi10DRzINig71vk5+X/T2LcAltft8lnx6cbFBMewjs/AWJLNls0x/NREsrcaC/pdc1WPxm0y+tppasLZuxtDrJdnlg0us4NJ2i+sQM1GkBK09XWmj47WIc7Xdpzn5ciTpxkt0hO0PU72xKT16yZus+VIZ5WtSHZYPKkqAxNvp/MW9Vl9D+RjwI9BoBxEavtWiT+vhiQ0JCD0Y9lPWgtUWWttBS/9oDNZ2diRANQBokNBWiA8fsga347QaPVsjTA1E6brtpBntTVp38oAFZ9fUHk+HDh7s5c+Ykb9UaOC3o//U3/V6DlgZm8Wrlck8PiEqnsrQOwoIN4PrcbL3AtGnTksFdDPWvhJPs0P83m26ydRTKV4Og4mvQy2PRrOrdbAD262yCasiQIU59REFiVZ9VF9mozwrNBE63vopqX9lp4qGZHeYV8ftouh39dTHqc6q72s3qPXTo0KRP6UflqVwF9UO1l34UxN2Yqi/q9/qe1SGov8hmAgR8AoiNPukPvtjQw1UPAwkKDQL+A1APx5A5Zz1A9fDTv4qvt7uQdGXi1qCrILusnrZ1Tw9v87SYaDKvi9zhls4G+pC3ZKUxgdLKi9Pqb8ZHA5Hy0tu27Bfndkeiq04aCM0bEWpzHm2issXYbBZT2zGi+mrgVV2aebbysKFqeUh0qS30XTPRKk4m6sXE/l8DtL6HtiZKn236TW2v39eF3ciRIzlltGqdsQL2IDYq0AhlmJB1GqUMmygDAhCAAAT6gwBioz/a2SE2+qShqSYEIACBChJAbFSwUYowCbFRBFXyrBIBW3hrNuVxjkaV6octEKgzAcRGnVsvg+2IjQywiFpLAjr7Q2sjtJvJzoZhZ0gtmxKje5AAYqMHG7VRlRAbfdLQOVXTdrTYTgplW7VdJOmqNjrbRQeTtdrOmhMusoEABNoQQGz0SRdBbPRJQ0dUU9MP/smwdhx4+ph5nTOh7Z9l7nIJrY5/V4qfptXhY7ZzKLQM4kEAAvEEEBvx7GqVErFRq+YqxVj/nAzzALQ6cExG+feolGJkYCHNRIW2ecs749/1YvWwE211pgXnQgSCJhoEIgkgNiLB1S0ZYqNuLVa8vXbstw5mk9fCLndrtbDSvB5VW3zZyoPhHyevQ9LkBfGPLW9010rx9CkBAv1FALHRJ+2N2OiThg6spkSD3vjthFMbrEPuPGl2cVpg0blHa3dMuH9yqw7S0jSQf0BWs+PmczeUDCHQxwQQG33S+CFiQ4OI3S1h96H0CZ6+q6be7rUmw27NtcvQGl2I1ghOldZv6ORSCYb0/S2+3ZpOaXVfinio7v7x8n3XKagwBAokgNgoEG6Vsg4RG3qr1RufHrraeVDFhYBVYlpnW/K4yTXEC1IGI215lTjudNdJaH1Unt2940/HlFFXyoBAXQkgNurachntbic20jdYhj54M5pB9CYE7KIyLdT0d4YUBSyP9pU3RAO8XdlelK3t8s2jLipD3g+t6Wh3NodfXl5lt6sjf4dA3QkgNuregoH2txMb/iI6ZclDNBBsDtHsunYJDb01a6FmXsGupde/dhV9er1GJ2VVoZ/kaYOmhzTd0kxwiJ0EidrKviftbiLuhC9pIdArBBAbvdKSbeoRIjb8QU5vrbpllKmU5mD9q93ljZBL3dZAhHYr291h7DXYad1Ap1MCtoVVA6flJyFjt4zmJWjyHOhDmfnx2m3VjcnT1q+kt8sqr/SUjU4qVWCNUwxp0vQTAcRGn7R2VrFRtR0HVWsm7YDQoGSDtkSDxIZCOze81UUDtYI/8OutWXnZm3NsvdOeKstHV9CrbTvN3/KT4BKLbi2sVBvY9fWxrBqla8Yvj7UuedpJXhCoCwHERl1aqkM7W4mNZm71br+1dljlQpM3G4xCPRMmThqt0VDeeqv2t2dmqUy7raBZ8gqJ281+UlTZ5jHR9mCdQ+ILxLRXqCgbQtiXEWfu3LlunXXWcZdccok76aSTyiiSMnqQAGKjBxu1UZVaiQ25gu0CKz+tTpiMmRroB6StTqzUYN/Oc9CKrfKeOHFi9BSWvBeaAss6pRPbbnkOttrlYVMT7RiGLujspF6+58kEYtpzlWf9Y20tI919993ntttuuzKKooweJIDY6MFGzSo2mr2lK59+eZBm6QYadCQGGs3pt2M2bdq0RAjop9nUg21BbpZ/K1vT0ztZ6hUbV1MZWtujOsUG5SHbJXp1XsZLL72UTI8042QHceW19qSZ3Tp/Q3ZJYDT7LvT6ug21wZVXXulmzZrldtxxx9gmJl2fE0Bs9EkHaOXZaCUo9PYY8qbeJxiTarYTYBo4tR00vcgzdDGjpmK0riLLQGq7TpROuyPKDCpTnpqYcs1uiYy0uDJBYeJMnhoTJb7Hoei6mvjTIuBWAjFLexVtc575S3BJbJ1wwglujz32yDNr8uojAoiNPmnsWLERMrg2Q6g3Pi14bLWVsG74QwRDs8W1GrRC7hSRwNP0VcjgZYtMxTF9S2uZbNsJsEa22G4erU1p5cUxT5LER7u4RdVZbdLqPJGY+hdlK/lCoIoEEBtVbJUCbPLFhha9mcs7fW5Ao6Jtblzu7dAtmeZ+1ry7lRG6S6OA6ueWpd7gQzjYQlENjhok7UjtEAahO4E6XUiaG5S3M8pywJfVz879yNOObuXV7V053ao35UIglABiI5RUzeP5YsOuFpfbW+cGhJxaKS+FBk2bv251ymWjt3+bGhDGThY/drMZJKDkqQnxOJhHSF4dCQ79ZDmLodmiXat/lYSGb5OOuffraSejqr9IZNgx3yEenm62dUzZeDdiqJGmXwggNvqkpX2xoYe+3kQ1AMjLETp4CpUJFQ26jXY7WN6K67vGNchol4Q8I0rbydbOoppMLBSaLXRsdC5GK1skzEI9Qel8lFa8Gq2DkKdJgi1mjURR7Exc6V/rTyY602V2c7qnyPpLUKtv+1tliyyPvCFQJwKIjTq1Vge2NlqzocFTgiPEte8XrUHEpkl8L4UNxu0upzLBEipyNLgOHz687cDtr19oJIbMfd8MowZBe/tOn69gu0jKfCPX4KX20VoBE0Axi0c76DaZk8pTZgspW+1yypxxTRJkFaRWLX2nzFuovmvesJpUGzMh0JYAYqMtot6I0O4E0dha+tMjWbwVM2fObCkebNujBlm55jX464HcKvgix6Y8FF/pJYoUQsSCpZUNGgCUNuvukFie6XR24JrqrykZ2aNpL/1/VYMNuHWdLuuUq+2i8ftdljzV7+TZUn9X/zePW5Y8uhlXO1ZmzJjRTRMou4IEEBsVbJQiTCpKbMhWPRQlHvI8REoDvh6ynU4VyDZ5JWLueNEb5vz584O8KkW0WTpP241RRlmdliFxVmVB1Gn9QtK328HSLg/1Xa15Ud8t4ybgdvbwdwh0QgCx0Qm9GqUtUmzUCAOmQgACEIBAFwggNroAvRtFIja6QZ0yIQABCEBABBAbfdIPEBt90tBUEwIQgEAFCSA2KtgoRZiE2CiCKnlCAAIQgEAIAcRGCKUeiIPY6IFGpAoQgAAEakoAsVHThstqNmIjKzHiQwACEIBAXgQQG3mRrHg+EhsECEAAAlUiMG/evCqZgy0FEkBsFAiXrJcmEHvQUZkszz77bLflllu6nXfeucxiM5e1++67u1tvvTVzujIT/OxnP3Of+cxnyiwyqqzDDjvM/fjHP45KW1aixx57zG266aZlFRddjg6d03UIBAj4BBAb9IdSCSA28sON2MiPJWIjP5aIjfxY9lJOiI1eas0a1AWxkV8jITbyY4nYyI8lYiM/lr2UE2Kjl1qTukAAAhCAAAQqSACxUcFGwSQIQAACEIBALxFAbPRSa1IXCEAAAhCAQAUJIDYq2Ci9YpJW9z/wwAPuhz/8YVKl7bff3t1zzz3uyiuvdJojT3/uVr1PPfVU941vfMPdfffd7l//+pfbc8893X/+8x/3pz/9yenm1+985zvJ6nrdbFt2eP31192ECRMS+xQOOuighOeoUaPcnXfemXzWVe6ydeONN3bnn39+YuuGG27oVlhhhdLM3W233dx+++3ndFuvwvPPP5/8DBs2zO20005Ju19++eXJzcA77rhj8vnII490l1xySWk2qqADDjjAff3rX3cf/ehHk3LHjBmT2LDGGmss0R9XXnnlJfqB2JYVRo8e7dZZZx138cUXJ/1x7733Ttp6wIAB7oQTTljcH++44w6ndTvdYKnv9dVXX+0233zzpM233npr9+CDDzr1gwsvvNC9853vdGuuuWbyXVd/1OdzzjnHXXDBBWVhpJyKEUBsVKxBesmcvfbay22zzTbud7/7nbv22mvdDTfckDzcN9lkE/f4448v9blbdR85cmQyCOqhLqEh0aHwxS9+0T3zzDPu3nvvdd/97nfdiSee2BUT33jjDbfssssuHsQHDRrkfvWrX7lPfvKTyYCuz7L1W9/6llt77bWTeD/60Y/cEUccUaq9U6ZMWSw2VLDYfehDH3Inn3xyMtAoaPvmVVddlXzed9993c9//vNSbVRhTz31VCI2JB6HDx/u/vrXvyZiw++fGij9fnDppZeWaudRRx2ViI2jjz7afeQjH3G33Xabu/HGG536qvXHgQMHJoy7xfJ73/ueW3XVVZM2//a3v52ISrH8zW9+k3xW0Hdd3yl9fu2119zyyy9fKkcKqw4BxEZ12qLnLPn85z/vrrnmmqRejz76qPvDH/6QvP3qLfGJJ55w11133RKfuwVAXoNjjjkmeUhOnjzZ3XXXXYkphx9+uPv973/v7rvvvuRhecopp3TFRF9szJ8/3w0ZMiQZCPVwt8+yVTautdZaiY3yfowdO7ZUe32xsWjRIvf973/fjRs3zn3ta19z5513XmLLnDlz3BVXXJF81hv8tGnTSrXRFxsawPUmbmLD748SbX4/uOyyy0q108TGZz/7WacdXBLt8gbqO2T9cfXVV0/6Z7dY+mJDfVF9Ujw/9rGPubPOOivhpe+62lmf5aVZaaWVSuVIYdUhgNioTlv0nCUjRoxwv/jFL5J66W1SA8v48eOTN50ZM2Yk0wP+524BWLhwoRs8eLDTA/6tt95a7NqXp+Cmm25yDz/8cOI5KPvt1nj4YkMuc01DmOfCPstWTQ+88sor7j3veU/CXfzLDL7YkDCzt1t5uMRR9dCAc8ghhySfNSjJ61V2MM+GpgAsnHHGGe7JJ59c3B/f9773LdEPNNVWZjCxoWkTeV/0ndHv1BetP0qI/OAHP+gaS19snHTSScn0jg5wk+CQMFKQ3fIY6nNdDiUrs537qSzERj+1dsl1XbBggdND6L///W/yQLz55pudHur3339/Moeb/lyyeYuLk1dAtk6fPt2tuOKKyfyz5sc1L/3yyy8nHgQ9WLXGpBvBFxt6oF9//fWJ+NE0iT7L/S9bFTQg6QhomwIo014TG88++6zbddddk6Ll1dB0zxe+8AX3wQ9+MJlOmzt3bvJZ0wLrrrtumSYuFr62ZkO/MM9Guj/6/aBsI01sqFytKfnJT37idH6F1hL5/bGbLH2xobUZslEiU+JI3xV97+27rs/iee6555aNkvIqQgCxUZGGwAwIQAACEIBArxJAbPRqy1IvCEAAAhCAQEUIIDYq0hCYAQEIQAACEOhVAoiNXm1Z6gUBCEAAAhCoCAHERkUaAjMgAAEIQAACvUoAsdGrLUu9IAABCEAAAhUhgNioSENgBgQgAAEIQKBXCSA2erVlqRcEIAABCECgIgQQGxVpCMyAAAQgAAEI9CoBxEavtiz1gkBBBOz48YKyJ1sIQKAHCSA2erBRqVJvEbALy3RPho731uVmCjoCXgN/2SEvsaHjynVvRtYwa9as5Ojuj3/848n9KrqMbqONNsqaDfEhAIESCSA2SoRNURCIIfDhD384ue1zq622Sq6Q1x0uus9Dl8b95S9/Sa74/sQnPpFcbKfLxXRfhsLpp5+e3JWy8847u9VWWy25mlx3a+h2W93CeeaZZyZ3WNglWkpjN7TecsstTvddKP8vf/nL7oILLkhu8NV19hIb73rXu5wusNNV9woSRK+//nqSXnd36GbXSZMmuUceeST5/L///S+5pOu4445L4usWYN1PojtyJB50OduJJ57oXnjhBff3v/89uVPjoosucrpgTpe33X777cldMAq6hE5BZeveFf/Stxi+pIEABIongNgonjElQKAjAieffLI755xzkkFVIkMXXenmUrtVVZlfeOGF7rnnnnPbbrttIgZ0EZtuh5XQsEvZDjjggOTqed2+qSvLN9lkk+QyNP1OF7r5YmPy5MnumGOOcS+99FJysduWW27pdtllF3fHHXck+curoqDbUHVDqgSJwrHHHptcLb/DDjsk4uaZZ55xK6ywQnKrrh/2339/d/XVVydxdfOrLnFTsJuA9f+60fToo49OLvSS4NCV6n4wsbHBBhskNhIgAIHqEkBsVLdtsAwCCYG//e1vyaC/1lprJYOuPAWLFi1yTz/9dOLJ0JXjEhsa2OVN0AB+2WWXJd6DMWPGJLfCWvj3v/+deDfWWGMNN2zYsMRLoEE/LTZ0A+oee+zhXnvtNffiiy8mHpXtttvO3XfffUuIjYMPPtgNHDgwKdcPp512WuI5MftHjhzpxo4dm3haFOSleeihh5Ipofe///2JRyQtNqZNm5Z4TBQ0VTJkyJCGPULia+bMmfQWCECgwgQQGxVuHEyDgBGQqJg9e3byUVMaAwYMSLwImoqQZ0BCQFMpGvQ1kB955JHu8MMPd/vtt1/iLXjve9/rnnzyyUScpMWGRIq8FpqqkfA477zzXDuxoamXV1991a2zzjqJEJk6dWpybby8JvKmmNhYsGCBW3XVVZOpH3kv7rrrrqQOsuu6665zf/7zn92IESMSsfD8888n5Y4fPz6JEyo28GzwPYFA9QkgNqrfRlgIgZ4j8Nvf/tZtscUWyZqNToMWzp577rmdZkN6CECgQAKIjQLhkjUEINCcgK3r6ISRRIbEBgECEKg2AcRGtdsH6yAAAQhAAAK1J4DYqH0TUgEIQAACEIBAtQkgNqrdPlgHAQhAAAIQqD0BxEbtm5AKQAACEIAABKpNALFR7fbBOghAAAIQgEDtCSA2at+EVAACEIAABCBQbQKIjWq3D9ZBAAIQgAAEak8AsVH7JqQCEIAABCAAgWoTQGxUu32wDgIQgAAEIFB7AoiN2jchFYA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""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(\n",
" px.imshow(plot_img, height=400, width=700)\n",
" .update_layout(coloraxis_showscale=False, margin=dict(t=5))\n",
" .update_xaxes(showticklabels=False)\n",
" .update_yaxes(showticklabels=False)\n",
")"
]
},
{
"cell_type": "markdown",
"id": "31eba235-3b10-4ca4-ba7d-ba1b44a8bf6a",
"metadata": {},
"source": [
"## Extract traces\n",
"For trace extraction, first we need to define the `figure_info` dict, where the image path and the traces names are set. \n",
"The traces names are ordered bottom-up. \n",
"**Note**: A folder named `logs` needs to be created in this notebook folder"
]
},
{
"cell_type": "code",
"execution_count": 248,
"id": "f6f6e232-8cb4-4a25-b6c6-263dd371a7ba",
"metadata": {},
"outputs": [],
"source": [
"figure_info = {\n",
" \"image_path\": \"plot-example.png\", \n",
" \"subfigures\": [ \n",
" { \"text\": \"a\" }, \n",
" { \"text\": \"b\" }, \n",
" { \"text\": \"c\" }, \n",
" { \"text\": \"d\" }, \n",
" { \"text\": \"e\" }\n",
" ]\n",
"}"
]
},
{
"cell_type": "markdown",
"id": "bccf7959-9fe4-4364-904b-02da4b339951",
"metadata": {},
"source": [
"Then we can call the `extract_traces_and_axis` function with the following paramters:\n",
"- **figure_info** : *(dict)*\n",
" The figure information dict in the format: { \"image_path\": \"{path}\", \"subfigures\": [ { \"text\": \"{bottom-trace-name}\"}, ...]}\n",
"- **threshold** : *(int)*\n",
" The binary threshold value\n",
"- **axis_y_ticks** : *(list)*\n",
" The list of the ticks wavenumbers values. If None, OCR is tried for extract the values from the figure.\n",
"- **same_contour_axis_trace** : *(bool)*\n",
" A flag to indicate if the bottom trace and axis are overlapping.\n",
"- **ticks_down** : *(bool)*\n",
" A flag to indicate if the x-axis ticks are down the axis.\n",
"- **prominence_ticks** : *(bool)*\n",
" The minimum prominence used in the x-axis ticks peaks detection. Useful to fine-tune the ticks detection.\n",
"- **ignore_first_tick** : *(bool)*\n",
" A flag to indicate if the first tick detected needs to be avoided. Useful in cases where the ticks are over the x-axis and therefore the y-axis can be confused with a tick. \n",
"- **horizontal_crop** : *(int)*\n",
" The horizontal crop min value in pixels. Default 0, no crop. Useful when is necessary to do not consider some region of the plot image."
]
},
{
"cell_type": "code",
"execution_count": 249,
"id": "b9f22c2a-c6df-4c03-87aa-72da55301a13",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 103 contours\n",
"Axis countour size: 1659\n",
"Axis extracted labels (OCR):\n",
"600 800 1000 1200 1400 1600 1800\n",
"\n",
"Wavenumbers (cm)\n",
"\f",
"\n",
"\n",
" \n",
"Trace 0 countour size: 1336\n",
"Trace 1 countour size: 1331\n",
"Trace 2 countour size: 1251\n",
"Trace 3 countour size: 1266\n",
"Trace 4 countour size: 1268\n",
"Processing trace a ...\n",
"Wavenumbers\n",
" ticks: [600, 800, 1000, 1200, 1400, 1600, 1800]\n",
" pixels: [141 217 294 370 447 524 600]\n",
"x len: 519, y len: 519\n",
"Processing trace b ...\n",
"Wavenumbers\n",
" ticks: [600, 800, 1000, 1200, 1400, 1600, 1800]\n",
" pixels: [141 217 294 370 447 524 600]\n",
"x len: 519, y len: 519\n",
"Processing trace c ...\n",
"Wavenumbers\n",
" ticks: [600, 800, 1000, 1200, 1400, 1600, 1800]\n",
" pixels: [141 217 294 370 447 524 600]\n",
"x len: 519, y len: 519\n",
"Processing trace d ...\n",
"Wavenumbers\n",
" ticks: [600, 800, 1000, 1200, 1400, 1600, 1800]\n",
" pixels: [141 217 294 370 447 524 600]\n",
"x len: 519, y len: 519\n",
"Processing trace e ...\n",
"Wavenumbers\n",
" ticks: [600, 800, 1000, 1200, 1400, 1600, 1800]\n",
" pixels: [141 217 294 370 447 524 600]\n",
"x len: 519, y len: 519\n"
]
}
],
"source": [
"traces = extract_traces_and_axis(\n",
" figure_info, \n",
" threshold=180, \n",
" axis_y_ticks=None,\n",
" same_contour_axis_trace=False, \n",
" ticks_down=True, \n",
" prominence_ticks=0.5,\n",
" ignore_first_tick=False, \n",
" horizontal_crop=0\n",
")\n",
"traces_df = pd.concat(traces)"
]
},
{
"cell_type": "markdown",
"id": "bfbd42a0-017a-4918-9a4a-97bd52403aa2",
"metadata": {},
"source": [
"We can display the dataframe with the extracted traces. "
]
},
{
"cell_type": "code",
"execution_count": 250,
"id": "5d476689-9189-4c50-9bb5-d5c231dfb17c",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "component_name=a
wavenumbers=%{x}
intensity=%{y}",
"legendgroup": "a",
"line": {
"color": "#636efa",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "a",
"showlegend": true,
"type": "scattergl",
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"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.line(traces_df, x='wavenumbers', y='intensity', color='component_name', height=500, width=800)"
]
},
{
"cell_type": "markdown",
"id": "9ac5c07b-f714-459e-a16c-7c3bb462a977",
"metadata": {},
"source": [
"The intensity value is the pixel height in the image. Therefore, min-max normalization can be applied to the intensity values, for each trace, to obtain a normalized intensity."
]
},
{
"cell_type": "code",
"execution_count": 251,
"id": "6c3662c2-cd23-4d2a-b673-277a0c6b63d0",
"metadata": {},
"outputs": [],
"source": [
"# Group intensity and wavenumbers by component\n",
"grouped_traces_df = (\n",
" pd.DataFrame(traces_df.groupby(\"component_name\")['intensity'].apply(list)).reset_index()\n",
" .merge(\n",
" pd.DataFrame(traces_df.groupby(\"component_name\")['wavenumbers'].apply(list)).reset_index(),\n",
" on='component_name'\n",
" )\n",
")\n",
"# Normalize the intensity\n",
"grouped_traces_df['intensity'] = grouped_traces_df['intensity'].apply(lambda x: (np.array(x)-np.min(x))/(np.max(x)-np.min(x)))"
]
},
{
"cell_type": "code",
"execution_count": 252,
"id": "1f4b9297-7532-498c-bef6-6eaa0d9c963e",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "component_name=a
wavenumbers=%{x}
intensity=%{y}",
"legendgroup": "a",
"line": {
"color": "#636efa",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines",
"name": "a",
"showlegend": true,
"type": "scattergl",
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px.line(\n",
" grouped_traces_df.explode([\"wavenumbers\", \"intensity\"]), \n",
" x='wavenumbers', \n",
" y='intensity', \n",
" color='component_name', \n",
" height=300, width=700\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ebd444e4-cd6b-45b6-9646-f3d48a9930a0",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.12.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}