diff --git a/CHANGELOG b/CHANGELOG new file mode 100644 index 0000000..71f58c9 --- /dev/null +++ b/CHANGELOG @@ -0,0 +1,9 @@ +v0.9.0b1 + +* Added Workflows for HYSCORE, ESEEM experiments +* Updated tests in accordance with change of the parameter default for `npts`. +* Updated docs with Workflow examples +* Other minor updates to documentation +* Logo adapted also for dark backgrounds. +* Added exponential decay as a background correction function. +* Added workflow method to EprData, detects experiment type from pulse program \ No newline at end of file diff --git a/README.md b/README.md index 97f110b..3c23221 100644 --- a/README.md +++ b/README.md @@ -25,12 +25,10 @@ For EPRpy documentation, see [here](https://davistdaniel.github.io/EPRpy/). Sour ## Features * Read and export EPR data acquired on Bruker EPR spectrometers. -* Basic processing capabilities such as [interactive baseline correction](https://davistdaniel.github.io/EPRpy/notebooks/examples.html#Baseline-correction), integration etc. +* Data processing capabilities such as [interactive baseline correction](https://davistdaniel.github.io/EPRpy/notebooks/examples.html#Baseline-correction), integration etc. * [Interactive data inspection](https://davistdaniel.github.io/EPRpy/plotting.html#interactive-plots) for 1D and 2D datasets. * Generate quick plots of 1D and 2D datasets, compare different datasets. - -## Upcoming -* Automated workflow templates for specific EPR experiments +* [Automated processing pipelines](https://davistdaniel.github.io/EPRpy/notebooks/examples.html#Workflows) for specific pulse programs. Read more about [workflows](https://davistdaniel.github.io/EPRpy/workflows.html). ## Limitations * Supports reading of files only in Bruker BES3T format v.1.2 and upto 2D datasets. diff --git a/docs/source/Examples.rst b/docs/source/Examples.rst index 0231309..26c2190 100644 --- a/docs/source/Examples.rst +++ b/docs/source/Examples.rst @@ -3,7 +3,7 @@ Examples .. toctree:: - :maxdepth: 2 + :maxdepth: 3 :caption: Contents: notebooks/examples.ipynb \ No newline at end of file diff --git a/docs/source/conf.py b/docs/source/conf.py index 7b84f45..920ba39 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -9,7 +9,7 @@ project = 'EPRpy' copyright = '2024, Davis Thomas Daniel' author = 'Davis Thomas Daniel' -release = '0.9.0a8' +release = '0.9.0b1' # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration diff --git a/docs/source/images/eprpy_logo.png b/docs/source/images/eprpy_logo.png index b36b2f1..f32e41c 100644 Binary files a/docs/source/images/eprpy_logo.png and b/docs/source/images/eprpy_logo.png differ diff --git a/docs/source/index.rst b/docs/source/index.rst index c305897..0a2ea64 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -10,6 +10,7 @@ Welcome to **EPRpy**'s documentation :width: 400px :align: center + **EPRpy** is a Python library designed to streamline the handling, inspection, and processing of Electron Paramagnetic Resonance (EPR) spectroscopic data acquired on Bruker EPR spectrometers. **EPRpy** focusses on ease of use, enabling quick data visualization, data comparisons, and having transperent as well as highly customisable control over data analysis. @@ -49,6 +50,7 @@ Using EPRpy loading processing plotting + workflows EprData Examples diff --git a/docs/source/notebooks/examples.ipynb b/docs/source/notebooks/examples.ipynb index ba74ce7..cfd81b8 100644 --- a/docs/source/notebooks/examples.ipynb +++ b/docs/source/notebooks/examples.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Author : Dr. Davis Thomas Daniel\n", + "# Last updated : 03.09.2025" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -16,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -41,12 +51,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -61,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -70,7 +80,7 @@ "eprpy.loader.EprData" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -95,12 +105,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -122,17 +132,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -158,12 +168,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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Kzs62JvCYANivX7+kvj8nJyd634b3BwB/EACBNJo+fbo+HnzwwSk9jy0VwD179qS0BIyNYyJnz56dUgVQ9oq2qT0A+IMACKTRtGnTPAmAtlQAZbarhJS8vLykdgGxcVY0Y0QBpAMBEMhAABw0aFBKz2NLBdB0iffv31935SbLlorXxo0bo2siphIAbXl/APAPARBIE5n8UVJSou9TAYwPgAMGDEjpeWwJgKb616VLF1VQUKBcbw8A/iEAAmny7bff6mOPHj1Uq1atUnouWyo8M2fO9CQA2tIFnOr4P9vaA4B/CIBAyLp/bawADhw4MKXnsaXiZf5IoD0A+I0ACKTJ5MmT9fGQQw5J+blsqADKeLfly5dHxwCmwpaKl1d/JBAAAdSHAAikaQeQL7/8Ut8fNmxYys9nQwVw1qxZ+ti1a9ek9gC2LfDI1m2mTbyaJBTm9wcAfxEAgTRYsmSJ3gUkNzeXCqDHE0BsCYAyAURCoIwPlXGirrcHAH8RAIE0MNU/qezEbtXl8gXeq/FutlS8YteIlMWcXX9/APAXARBIYwA84ogjPHk+G7qAzZjIQw89NOXnsiHweDlJyIZADMBfBEAgDT7++GN9PPLIIz15vrB3AVdUVKi5c+fq+4cddljKz2dDIJ46darns8TD+v4A4D8CIOCzpUuXqkWLFumdLo466ihPnjPsgUfCjkyM6datm2rfvr1yPRBv3bpVzZgxQ9+nIgogHQiAgM8mTJigj4cffrjKz8/35DnDHnhM968X1T8bAs8333yjKisrVefOnXUoThVdwADqQwAEfPbhhx/q4zHHHOPZc4a9Auh1AAx74Pniiy+iY0RTnQBiQyAG4D8CIOCjqqoq9dFHH+n7xx57rGfPG+YKoHT9UgGsPQB6IeztAcB/BEDAR5MmTVLr169XLVu29GRslw0VwAULFqjS0lIdYr2Y8BD2wCNdv1999ZWnATDsFVEA/iMAAj565ZVX9PHkk09WOTk5nj1vmCuAn3zyiT4OGTLEkzURwx54ZEHsLVu26D8S+vXrp1wPxADSgwAI+NjV+eqrr+r7p59+uqfPbS7wsnOEvE4YA+CIESM8e84wBx7T/Tt06FA9U9z19gCQHgRAwCfTp09Xy5YtU3l5eer444/39LlNxStsVS8Jq59++qnnATDMFcCJEyd62v0b9vYAkB4EQMAnzz//vD6OHj1ah0AvxXadhukiL4s/l5WV6fP3Y0xk2CpeMknIBGKvFgkPc3sASB8CIOAD6Zp95pln9P0LLrjA8+fPzc2N3g/TRd6EnWHDhsVVMV0NPDL+b926dap58+aezYgOc3sASB8CIOCDt956S1/YO3bsqCuAXpO14sLYzffBBx943v0rwtgWwiwRNHz48LhQ72p7AEgfAiDgg7///e/R6l92drYvrxG2Ks/27duju6KceOKJTreFYdpj5MiRnj5vWNsDQPoQAAEf9v59//339f0LL7zQt9cJW5VHun+3bdumOnXqpAYOHOjpc4dxXUQZJvD55597vktM2JcJApAeBEDAY//93/+tB/fLRX2fffbx7XXCVuV5++239fGkk07yZLuzsAeer7/+Wgfidu3aebb+X5gDMYD0IgACHiovL1dPPvmkvn/dddf5+lphqgDK8i8yLtIsiu16GI4d/yfdv1lZ3v4qDmN7AEgvAiDgoXHjxqnNmzfrio7Xa/+F+SL/zTffqBUrVujZrkcffbTTYbj6+D+vu3/DWhEFkF4EQMAjJSUluvtX/PnPf/a8mzPMoefFF1/Ux1NOOUU1a9bM6TAsNm7cqCZPnuzLBBBBFzCA+hAAAY+MHTtWD+w/9thjfVn6JayhR8ZD/vvf/9b3x4wZ48trxAaeMGyNJ5OE9uzZo/r27au6d+/u63sjDO0BIP0IgIBHF/SXXnpJV/3uvfde36t/YaoAyl63K1euVAUFBWrUqFG+vEbsotISwoNu/PjxviyHU709JHxXVlb68hoAwo0ACKRIFny+6KKL9P0rrrhCDRgwIC2vG5YKoJkUc8YZZ3i6+0dtW+MFvT2k8vfOO+9EZ0T7IaxbBQJIHwIgkAK5uJ522mm6wiVLvtx1111pe+0wVAA3bNigK6Pikksu8e11YnfRCHJ7iEmTJul2KSwsVEOHDvXlNWKDdtADMYDMIAACSZKxVb/61a90F6d0b77++usqLy8vba8fhgrg008/rQPZgQceqA499FDfXid2a7wgt4d4/vnno9U/v3aJady4cfS5g94eADKDAAgk6fbbb1fPPvusvti+/PLLekB/OgU9AEpAfvTRR/X9Sy+91PdxkUFvDyFh2MyIPv/88319LWYCA6gLARBIwt/+9jd1yy236PsPP/ywnvmbbkHvApat3xYsWKBatGihzj33XOV6e5jqnywB07lzZ1/WQwxbIAaQOQRAIAEyo/L3v/+9uuaaa/THN9xwg7r44oszci5Bv8Cb6t95552n8vPzlevtITNy77nnHn3/qquu0pVjP4WlSxxAZvgzAAWwUGlpqTr77LPVZ599pj++4447dADMlCBXvJYuXapeeeWVaPdvOgS9y1OWfpk3b54eL5qOPxqC3h4AMosKINCAqt9jjz2ml3eR8CddmrKw8Y033piW9f7CWPG677779HIn0jU+cODAtLxmkCteMh7y1ltv1fcvu+wyHQJdfn8AyDwqgEAt5ML53HPP6YWdv//+e/052eNXJnz06dMn06cX2AqgrIto1v77wx/+kLbXDXLgeeONN9S0adP0XsjXXXedcj0QA8g8AiBQrVIje7TK2nUyYH/NmjX6861bt1Z/+tOfdHdmTk6OCoKgBp77779fbd++XQ0aNMj3iQ5hCDwy9u+mm27S96+++mrVrl27tLwuXcAA6kIAhPMkMEyZMkW9+eabOvgtX748+rUuXbroi7as95eObruwX+BlnKTMkBZ//OMf09pFHsT2EDJcYPbs2aply5Zpq/4FORADCAYCIJyr8JWVlenAJws4T5w4UU2dOjVu/1gZ43fKKaeos846S51wwgmBqfiF4QIvE2O2bdumDj/8cHXqqacq1yuici5motC1116rWrVq5XR7AAgOAiCsU1FRobdm++GHH9SKFSv0bdGiRWrWrFlq8eLFasuWLT/5ng4dOqijjjpK/eIXv1CjR49WzZo1U0EXtAu8tK1MlhF333132ifIBHFMpCz7smTJElVcXBxdOsj1iiiAYCAAIhBkxuju3bvjbhLU1q9frycVlJeX68/JjFwJPLKXqtzk6+YoN+mC3Lx5c52vJcFk3333VUceeaQ64ogj9K1nz54ZndFrQ+C5+eab9b/PqFGj1PDhw5XrgViWwrnzzjv1/b/+9a9pWQsx6BViAMERyAAoMy7ll5aEArnJIOqa7svFRrru5AIoN/N16eaTRVal605usidm7FGeO/aiGXvhN/ezsrJ0V6A8Xl5DbvJ6hryOfCyvab5PvkeOsffl++T15Jzk9Wu7yS9reT65SdAxP58MppdzleeTn0mO8lyxP2v1mzkfcx7yfHIe8vjY8469Vf9cTY+R58nNzdX73cq5VA9tpp3kfOUoAU7CWOxjzM9X/WbO2yuFhYV6t4VOnTrpcXzdu3dX/fv317N3u3XrFg0LYRakwDNjxozoHrcm9KRb0CpeMt5P/m0kDI8ZM8bp9weA4AlkAJRxVyUlJZk+DWSYBM22bdvqmwQ6CZ8SluUos3LbtGkTPZr7RUVFOvhJeLddkAKPrIkoZKHsgw46KCPnEKSK1wcffKBeffVV/YfSgw8+mJHqcpDeHzaTP3Zlez85mj+Eq/+BW/1zpnghfyBv3bo17g93w/wBb/5wr/4HeWxBxPzRbT4n3yvDWOT/ierfK2N0pdfEPE5ewxQs5HMitphQ/X4qnwvC9wjzM1dWVuq2k6P5uikUyXXGtKF5nGln06Y1Hc3zyP/75iYFiI8//lgFTSADoIzHiq16mcpXTfflH0duJhzI14SpYsVWncxRfjHK4+UNH/umiL0vj5X/MeXx8vymgmieX75XPpZzMP/jVK/IycfyOvJ65s0WW+Uz903lLLZSaSqY8gaU5zDPJz+XvJ5pB1Ppq34zj5ebCU1yjD1vc6v+cV2fk/OWXyByHtWrrLH/FnKTNc+k28s8pr6b+fnN/bB1yboaeD7//HP1zjvv6H+z22+/PWPnEZSKl/y/fMUVV+j7cpS1I11+fwSF/M6SoSQS1uQmIcjcNzf53SbtJTfpfTG9GHKrHuJMTxIBG/Xxe9tHqwLgV199lelTAAIvCIFH/tC4/vrr9f1f//rXqnfv3sr1MZGyDM6CBQtU+/bt9dqRLr8/0vH+kyAnE5Ck18hM/JJJYLEBT+7L5DA/yR+95g/Y2Ps1fWz+2JU/kOUPZVNYMD+T+SNeQqupVsX+MV69IBJbBDHDc6oPHzI36VmR3hJ5rClamGKBKSoIU0yo6X4qn8v098T+vDn/929j2lGYAo20nQn5psBhihux/wbVj7GvYQpR8j1BFMgACCAcgUcqf/IHm1SqzWLHLgceCR633Xabvv+Xv/xFr/2XKbZ1AcsEL1m6ac6cOWrhwoX6JkFbqnqJkOEhshyPuUkYkqMMM5GvSbuZm3ws63/KUf5/i+2lMI+RACffHxvigDAgAAIhlenAI3/hymLP4vLLL1cdO3ZULreHuOqqq/TQkWHDhqn//M//VJkU5i5gqaBIRU/W6ZQhBnKUwFcbmezVo0cP1bVr1+jkLxk7XD3oScgL6rqeQLoRAIGQynTgkUkOMvtXurHSuedvUCuib7/9tnrllVd0N9DDDz+c8TGsmX5/JErG30kbvv766zr0STU1lrSnzOQ/5JBD1D777KNvspxTr169dLcmgMQQAIGQMoFHxquY8TvpImNbZN0/s8OFzMLOtEwGHqn6/eY3v4ku/zJgwACVaWHpApZlv/785z/rLfOkHQ3pbh08eLBer/NnP/uZGjp0aFp3UgFsRwAEQip2LUO5yKdz95LnnntOzZs3T1+Q073DRRArgPfee6/eQ1rWmDTBONOC3gUs759bb71V779tVmCQblxZM/G4445Thx12GJU9wEcEQCCkzAU+3QFQlsMws1ul6zeTEx2CUAFcu3atDoBm4odMCgiCoHYBb9q0SQe///mf/4kuri/7Rv/+979XQ4YMyXjXOeAKAiAQUjKY3Sw5kM6L/FNPPaUH6MsyJzL5IygyFXjuuusuvV7cwQcfrM4880wVFEHrApb36TPPPKODXllZmf7cKaecoteODEKXOeAaAiAQUhL+5CIv632lK/RIxUbGa4mxY8cGptqVqS5g6fZ96KGHokEwSEuBBKkLWALypZdeqocOCNmS8YEHHlDHH398pk8NcBYBEAgxucibBV/TQcZrLVmyRC+xIQs/B0kmKoDjxo3TXeIjRoxQxx57rAqSoHQBy/ItP//5z9XcuXP1DGlZJ/G3v/1tYBfHBVxBAARCLJ0XeZlpLFUus95dkKp/mejyXL16te4OFzImMmhj1zK9LI5YtGiROuqoo9SqVav0OpH/+7//q2f1Asg8AiAQYukMPePHj1ezZ8/W6/6ZJU+CJN1dntKFKdU/WZ4kiKHGvDekQpwJUimWyqiEvwMOOEBNmDBB7/MOIBgIgECIpTP03Hffffp42WWXBXI9tnRWQ2Um6yOPPBKdCR206l+mJ4HI3rsyvk/25t1vv/3URx99pCcNAQiO4IxYBhDY0COL9X766ad6ksMVV1yhgiidXZ5PPvmkqqioUH379lUnnXSSCqJMjQGURcLPOuss3f0r6yJ+/PHHhD8ggAiAQIilK/Q8+uij+njyySfrvVZdDjyynMnjjz+u71999dWBmvkbhArg/fffryt+Mkb0zTffzPge0QBqFszfXAACE3pkj9ann35a35elPILeFrJUjVSh/DJx4kS1YMECHXDOPvtsFfT2kK0C/WyPWNIuN910U3SMJOv7AcFFAARCLB1VHln6pby8XHXv3l1v0RWWnVH88sQTT+jjOeecoyfEhGWrQL9JZVSGB8gfI7IkzoUXXuj7awJIHgEQCLF0TAJ57LHH9PGSSy4JbHdn9cDjV3tIEH755Zf1/aCtg5iJ9oj19ttvqw8++ECv7ycTZII4MQbAj4L72xxAxruAZSD/119/rYPfL3/5SxVk2dnZeqFhPyteb7zxhm5rmfwxePBgFZb28DsASrf7ddddp+9fe+21qlevXr6+HoDUEQCBEPN7EsgLL7ygj8ccc0wo1nDzuyL673//Wx/HjBkTigpXuibGSFVUdvxo06aNuuGGG3x9LQDeIAACIebnBV7GdJm9W//jP/5Dud4e0v0rXZziF7/4hQqDdARAeZ/cfffd+v6VV14Z6HGRAH5EAARCzM8L/MyZM9X8+fP1a8herq5XRKX7V2bUyq4W+++/vwqDdATAd999V79XWrRooS6//HLfXgeAtwiAQIj5HXjEqFGjVEFBgXI98JjuX1nkOCzSEQDvvPPO6BJBrVu39u11AHiLAAiEmJ8X+Lfeeiu6+LPry+LIfrqyo4U47bTTVFj4HQCnTp2qvvzySz3z95prrvHlNQD4gwAIhJhfFcBVq1apadOm6fsnnHCCCgu/JoHI4s8SAjt16qT69eunwsLvAChb4okzzzxTFRcX+/IaAPxBAARCzK8L/Pjx4/Xx0EMPDcXsX7/b47333ot2h4dh9m86AqDsEGNmif/qV7/y/PkB+IsACISYXxf4MHb/+lkRjQ2AYeL3EIGKigrVs2dPNXz4cM+fH4C/CIBAiPkReKSrc8KECaEMgH4EnmXLlql58+bpRZVlPcQw8TMAyhaBZk3EIO8QA6Bm/F8LhJgfF3iZ7CAhsEuXLmrAgAHK9fYwa/8dfvjhqrCwUIWJXwFwy5Yt6p133gnVmogA4hEAgRDzY9brhx9+GJ38Eabxbn5VRD/77DN9HDlypAobP8eIynPKlm8HHnigp88NID0IgECI+THr1QSeESNGKNcDj+xyYdojjOPc/JoV/dprr0Wrf2H7IwHAXgRAIMS8DjwbN27UuzqENfB4XRFdunSp+uGHH1R2drbuAg4bPyqAlZWV0W7xsI0RBfAjAiAQYl53ecp6d1L16tOnT6iWf/Gr4vX555/r4+DBg1VeXp4KGz8C4DfffKP/UJDxkLJMEIBwIgACIeb1BT7M3Z1+tIcJgD/72c9UGPkRAM2SOMcdd5yujAIIJwIgEGIEQH8rorYEQC8nxbz77rv6OHr0aM+eE0D6EQCBEPMy8MjSL2b83xFHHKFcD8Rr1qxRixYt0pMchg4dqsLIjzGiZovA448/3pPnBJAZBEAgxLy8wM+YMUMP8G/fvr1eA9D19pg6dao+7rfffqFb/8+vAPjFF19Ex4h27NjRk+cEkBkEQCDEvKwAyuB+IQP7w7q0h5ftYSpdhxxyiAorxkQCqA0BEAgxc4Hfs2ePrt55FQDDysvAYwLgoEGDVFgRAAHUhgAIhJi5wHtxkbchAPpRASQA/rj9m2mTsE4SAvAjAiAQYibwpBp6NmzYoCc8mDXvXA88paWlauXKlborPMxbnXkZACdNmqQrzd27dw/tGFEAPyIAAiHWuHHj6FpsqVzkp0yZoo/77ruvatWqlXI98JhKl0wAadGihQorLwPg5MmT9TGsM6IBxCMAAiHnxVpvJgCGufrnZRewDd2/XgdAW94jAPYiAAIh58X2Z999950+HnTQQSrMvAo806dPD/0MYL+WxSEAAnYgAAIh58VF3gTAAQMGqDDzaucL0x4DBw5UYeZVAFy1apW+ZWVlhXpMJIAfEQCBkEu123Pbtm1q4cKF+n7//v2V69VQme1aUlKi7/fr10+FmVcB0FT/+vbtq5o3b+7JuQHILAIgEHKpXuTnzp2rqqqqVLt27fQuIK4HHmkP0aFDB9W2bVsVZl4HQLp/AXsQAIGQS7XbM7b7N6w7gHg5CWT27NlWVP9i3xu7du3SIT/VABj2STEAfkQABEIu1W7PWbNmWTH+r3rFS/asTYaNATDVUGzLJCEAPyIAAiGXajefubiHffxfbFtI+Nu9e3dSz2FrAEz2/SGLhMui2La0CYC9CIBAyKXa7WlT4PFiZxSb2kMWCZeZu15UiLt166YKCgo8PT8AmUMABByuAJaXl6uysjJ9v0+fPsqmAJhMe0i1a/Xq1dEZr2EnYzpTrRDbNEQAwI8IgEDIpXKBnz9/vj527NjRiuqOVLtycnKSrgB+//33+ti5c2eVn5+vbOBVALRhiACAHxEAAYe7gE0AtKH650XgMeshyp7ItiAAAqgJARAIOS8qgATA+AC4zz77KFukskyQTKYxYyIJgIBdCIBAyBEAvauI2hwAk3l/LF++XG3evFl3q9tUFQVAAAScvsAvWLDAugDoRXvYFHa8+AOhd+/e0bGVAOxAAARCrlmzZtE9fRMhO0OYihcBcG93JxVA+/9AALAXARCwJABu37494e49CQW5ubmqe/fuyrbAk2h7lJaWqq1bt+qZxD179lS28KICaFNFFMBeBEAg5PLy8pIKPKba1atXL9W4cWPleiA21S5Z8FhCsS2oAAKoCQEQcDTwLFmyJBoAbZJqILat2pXKXtFUAAF7EQABR8cAmgDYo0cPZZNkA7GN4/9SqQBK+8kwAUEFELAPARBwtOJVUlKijzaNd0slEBMA4y1evFhPjCksLFRt27b16ewAZAoBEHC8C9jWAJhoe0jgMUue2CTZABjb/St7CgOwCwEQCDkCYOoVUal0mYqobV3iyQZAG9dEBPAjAiDgYJdneXm52rhxo75v0xIwyQZiaQvZ8cLm9kh2jKhtk4QA7EUABByseJlqV1FRkWrRooVyPfAsXbpUH9u3bx/9flswRhRATQiAgIMVL5sv7sm0hwmAtlX/UhkiYGuXOIC9CICARRUvGcvm8hIwqVZEbQyApj0SqYhWVlZGl4Cx8T0CgAAIWBMAJfzt2rVLuR4AU6kA2tgeyQTAH374QYdA2RGluLjYx7MDkCkEQMCSC3wioUcu8GbbM9ukMgaQCmB8RVTeH7I3MgD78H82EHI5OTnRi3SiAbBz587KNowB9C4A2lgRBbAXARAIOVmkN9Gql80BMNExgLFrANoYAFOZJEQABOxFAAQcu8jLgsBr167V9zt16qRcDzzr169XW7dutbZLnAoggJoQAAHHql6rVq2K7hDRunVrZZtEq6FmtqusAWh2zbAJARBATQiAgGNVr5UrV0a7f23c4zXRCmBse9golQBo4zqRAPYiAAKOVb1sHv+XzBhAEwBt7A5PZp1IabfVq1fr+1QAAXsRAAHHql4mANoeeBKdEW1re5hAXFVVpXbv3t3gLnHZItDGIQIA9iIAAo5VvWyvAJoAKAsZNyTw2F4BjF0nMpEKcZcuXawcIgBgLwIg4PAYQJvbQtAee9eJbNy4sb7PEAEABgEQsABjAH8UO5M3kQBoawVQqniJTASx/f0BYC8CIGABxgDWvDA2ATD59wcBELAbARBwaAygjIszMzxtvsA3tCK6ZcsWtWnTJusDYCIVQBcCMQACIOBU4CktLdWzQbOzs1VRUZFyveJlwk5+fr4qKChQtqILGEB1BEDAwcBTXFwcnRjgckXUlWoXARBAdQRAwKHAY/v4v2QDse3t0dAAuHPnzug+0QRAwG4EQMCiC/zWrVvrfJwr1Z2Gdom7EgAbGojNPtFNmjRhEWjAcgRAwALNmzfXRwJgYoHHlYpoQyuAse8PFoEG7EYABCwg23Y1JADavuhxooHYlfZIJgACsBsBELAoAMqyJnVxpeKVaAC0vT0IgACqIwACDgZA2y/wiVZEbQ+AiY6JtP39AYAACFhV8aorAMr6f65c4BsSiGVRbFkX0YUAyCxxANURAAFHKl7r1q1Tu3bt0oP7O3bsqFwPxGZRbFkP0eZFsQVdwACqIwACjlS8TPVPwk5ubq5yPRC7sii2YJkgANURAAGLAs+OHTt016brF/dEArEL3Z0NmRTjyj7RAPYiAAIWXeDrusgTAN0NgLLXcX3tsWbNGif2iQawFwEQsIDs3GC6MWu7yLsUABtS8XIpAJpAvHnz5lofY94fMj7U9i5xAARAwAoysaO+cW8uzfBsSAXQpfYwFcCGBEAX/kAAQAAEnAk9riwBk2gXsAvtQQAEUB0BEHAk9Lh0gWcMYDwCMYDqCICAA2vfRSIRpwJgfWMApT1cCoCxFUD52V3vEgdAAAScqPJs2rQpGoZcuMDXV/GS9jCLIrsUAGWpl507d9b4GJf+QABAAASsUdckEFPtatWqVXRRYBfaYvfu3Xr3k9rCTuvWraP75LqyTBBDBAAIAiDgQNXLtYt7fesiutT9K2RtPxN0a5oIEtsl7sp7BHAdARCwrJuvoqJCuR4Ac3Jyotvd1RSIXQuA9c0EdmmfaAB7EQABS7Rs2TI6vq06Fwf411URdTEANqRC7MI+0QD2IgACligsLNTH8vJy5XoFsL6Kl4sBsK72cPH9AbiOAAg4EABdHN9l2qOuiqhL7UEABBCLAAhYggpgzV3idQVilyqADekSd+n9AbiOAAg4FABdCjwNqYi61B5UAAHEIgAClgceWQZl48aNzl3ga2sPWQh57dq1zgbAumaJu9QegOsIgIDlY95WrFgR7QI03aIuB0BT/WvatKlq06aNckVdFVHzHunSpUvazwtAZhAAAQsv8LH7vZqLe9euXfU6b64Hntiw41J7yC4wwlSDDXmvEAAB9xAAAUuY6p4s6Ltjx47o5129uDckALpEtr2rKQBu2LBBbd++Xd+nCxhwBwEQsIR08WZlZf0k9LgaeOrrEnetPUwFUAJfTe3Rrl073S0OwA0EQMASEv5qWvoktgvYJVQAG9YF7Gp7AK4jAAKWh57ly5c7eYGvbR1AVwMPARBALAIgYGEAjL3Iu3qBpwLYsDGArrYH4DoCIGCRoqIifTTr3MXO8KQLeC/THi6tiRhbAZSFoHfv3h39PAEQcBMBELAwAK5ZsyYafmQhaBcDjwmA8vPLzGixbdu26CQI1wKPaQ/BJCEABEDAwgBYVlamjyUlJdHPN2vWTLkWeBo3bqzvr1u3zulFsUV2drYqKCjQ9xkiAIAACFikffv2cQFw0aJF+rjPPvsoF2dFV6+IuroIdG1LwVRVVUW3gSMAAm4hAAIWqR54TADs3bu3clH1iqirM6JrC4DSLjIeUMJwx44dM3x2ANKJAAhYWAEkANYciBcvXqyPvXr1Ui6SxZ5jA7FpDwnEubm5GT03AOlFAAQsYiZ6mEoXATC+Auh6e5gq3+rVq+MCoKvtAbiMAAhYpHv37tFB/rIF2sKFC52+wFevALreHiYAlpaWxgViVyuigMsIgIBFZHZr27Zt9f2pU6fqC72M7+rTp49yuSIqkz9kTUSXJ8UIKoAADAIgYJkePXro46uvvhq9uOfn5ysXdevWTR+XLl2qu4FlEWQJxKaNXA+AVAABdxEAAcvsu++++vjUU0/p44EHHqhc7xJftmyZmj9/fnRHlKZNmyoXFRcX6+PKlSvjKqIEQMA9BEDAMkOGDInueiGGDRumXA+A0hU+adIkfX/gwIHKVT179owGYrnJcjCyXuJ+++2X6VMDkGYEQMAyQ4cOjfv4xBNPVK5q3bp1dMePF198UbleEZUu4ObNm+sFoF9//XX9ORkf6mpFFHAZARCwjAScww47TN8fOXKk0wP8ZbzfIYccou/PmDFDHwcNGqRcbg8zAeall17SxwEDBmT4rABkAgEQsPAi//7776tXXnklWuVxmQnDIicnR40YMUK5rG/fvvpousRdHiIAuIwACFhIuj1PP/10vSyM60aNGhW9f8wxxzg7I9o4+uij4z6WKjEA92Rn+gQAwE9HHHGEuuGGG9TXX3+tHnjgAeW60aNH64kfMg5QqoH7779/pk8JQAYQAAFY3yU+bty4TJ9GoJaCefbZZ9Uzzzyj7rjjDt0+ANzTKCKLQdWjoqJCdynJ1lIFBQXpOTMAAAA0WCJ5jTGAAAAAjiEAAgAAOIYACAAA4BgCIAAAgGMIgAAAAI4hAAIAADiGAAgAAOAYAiAAAIBjCIAAAACOIQACAAA4hgAIAADgmOyGPMhsFyx7zAEAACB4TE4zuS3lALh582Z97NKlS6rnBgAAAB9JbmvZsmWdj2kUaUBMrKqqUqtWrVL5+fmqUaNGKl0pVgLnihUrVEFBQVpe0xW0rX9oW3/Qrv6hbf1Bu/qHtq2dRDoJf8XFxSorKyv1CqA8SefOnVUmyD8u/8D+oG39Q9v6g3b1D23rD9rVP7Rtzeqr/BlMAgEAAHAMARAAAMAxgQ2ATZo0Ubfccos+wlu0rX9oW3/Qrv6hbf1Bu/qHtvVGgyaBAAAAwB6BrQACAADAHwRAAAAAxxAAAQAAHEMABAAAcExaA+AjjzyiBgwYEF28cciQIerdd9/VX9uwYYO64oorVJ8+fVSzZs1U165d1ZVXXqk2bdr0k+d56qmn9PM0bdpUFRUVqd/85jfKdV607ZQpU9TIkSNVYWGhatWqlTr++OPVzJkzlcvqaldxySWXqF69eul2bdeunTr11FPV999/H/ccy5cvVyeeeKLKy8vT79ff/e53qrKyUrku1baV9+Y555yjdwSQx+y///7qgQceyNBPY9/71li/fr3eCEB2gSovL1cu86pduYb507ZcwwIcAOWXyN13362mTZumpk6dqo4++mj9jzhnzhy91Zzc7r33XjV79mz9P8h7772nLrroorjnuO+++9SNN96oxo4dq79vwoQJ+h/Zdam27ZYtW9SoUaN0OJw8ebL64osv9NZ/0ra7d+9WrqqrXcWgQYPUP//5TzVv3jz1/vvv6214jjvuOLVnzx79dTlK+Nu1a5f66quv1NNPP63b/+abb1auS7Vt5fvk4vnss8/q75HfC9dff7168MEHletSbdtY8ntCLszwpl25hvnTtlzDkhDJsFatWkWefPLJGr/20ksvRXJzcyO7d+/WH2/YsCHSrFmzyIQJE9J8luGUSNtOmTJFlgOKLF++PPqY7777Tn9u4cKFaTvnsLfrzJkzdZstWrRIf/zOO+9EsrKyIqWlpdHHPPLII5GCgoLIzp0703bONrZtTf7f//t/kREjRvh4hm617cMPPxwZPnx45KOPPtJf37hxY5rO1s525RrmX9tyDUtcxsYASmp/8cUX1datW3WptybSRSml4OzsvVsWf/jhh6qqqkqtXLlSd/fIXwxnnXWW3hAaqbWtdA+3adNG/f3vf9fVqu3bt+v70s7du3dP808QznaVz8tfqD169NDdkmLSpEmqf//+qn379tHHyV+kspm5+csWybVtbe/r1q1b+3y24ZJs286dO1fddttt6plnnql3U3kXJdOuXMP8a1uuYUmIpJkk8ubNm0caN24cadmyZWT8+PE1Pm7t2rWRrl27Rm644Ybo5+66665ITk5OpE+fPpH33nsvMmnSpMjIkSP1x1RTUmtbMWvWrEivXr10xUpu0q5Lly6NuK6+dn3ooYf01+V/J2mz2CrKr3/968hxxx0X9/itW7fqx0p10HWptG11X375ZSQ7Ozvy/vvvp+HM7W7bHTt2RAYMGBD517/+pT/+5JNPqAB60K5cw/z9fcA1LDFpD4DyJpdy7NSpUyNjx46NtG3bNjJnzpy4x2zatCly6KGHRkaNGhXZtWtX9PPjxo3T//Cxv+DLysr0P7T8z+S6VNp227Zt+vPnn39+5JtvvtG/mM4444zIAQccoL/msvratby8PLJgwYLIZ599Fjn55JMjBx98cGT79u36awRA/9q2+i9++d7bb789zT+BnW17zTXXRMaMGRN9LAHQm3blGuZf23INS1zGxwDKXz8XX3xx9OOKiorIkCFD9Oer/6L/xz/+of/nWbFiRdzni4qKIo8//njazjksEmlbGWch7bhnz564/xnz8vIiL7zwQlrPO2ztGsu02fPPP68/vummmyIDBw6Me8ySJUv0+3j69OlpOV9b29aQC4S8d6tXtJF828p7VkKJVGLkJvflPSv3b7755jSfuT3tyjXMv7blGpa4jA/skPEQO3fu1PdlXJTM6snNzVVvvvmmniIfa9iwYfo4f/786OdkiZN169apbt26pfnMgy+Rtt22bZse5yNLPRjmY3ke1Nyu1f3fH1XRr8v4lVmzZqmysrLoY2QckIy/7Nu3b9rO2ca2FTKOcsSIEeqCCy5Q48aNS+OZ2t22r7zyil4+Y8aMGfr25JNP6s9PnDiRJUtSaFeuYf61LdewJETSSEq6UrotKSnRff3ycaNGjSIffPCB7po87LDDIv3799f9+qtXr47eKisro89x6qmn6pKujPeRbp+TTjop0rdv37juTBel2rbz5s2LNGnSJHLZZZdF5s6dG5k9e3bkvPPO0+MwVq1aFXFVXe26ePHiyJ133qm7K5YtW6bfk9It0bp168iaNWv090v79uvXT3cDz5gxQ3fztGvXLnL99ddHXJdq28r//9KW8j6NfU9Ll5rrUm3b6ugC9q5duYb507ZcwxKX1gB44YUXRrp166aXH5Ff3FLelX/c2F8wNd3kDWFImJHnKSws1P/4p512Wty0b1d50bby+GHDhun/YWT6/dFHH63HUbisrnZduXJlZPTo0brbQQZ2d+7cOXLuuedGvv/++7jnkEHI8jhZ/kHGtFx33XXR5Xdclmrb3nLLLTW+p+U5XefF+zYWAdC7duUa5l/bcg1LTCP5TzKVQwAAAIRTxscAAgAAIL0IgAAAAI4hAAIAADiGAAgAAOAYAiAAAIBjCIAAAACOIQACAAA4hgAIILT+9Kc/qQMPPNCX5/7lL3+pfv7znzf48Z9++qnedqq8vLzWxzz11FOqsLCw1q8vXbpUP4fc/Pq5qrefeb2//e1vvr8egOAgAAIOkVAjF/tLL730J1+TPV7la/KYIJJze/311+M+99vf/lZ99NFHngSg2NuECRPUAw88oANbJsjrp/JzyXnX9HPF3iRsSvutXr1ade7c2dPzBxB82Zk+AQDp1aVLF/Xiiy+q+++/XzVr1kx/bseOHer5559XXbt2VWHSokULfUvFAQccoANXrNatW6vc3FyVKW3atNG3ZI0ZM0aNGjUq+vHpp5+u+vXrp2677bbo59q1a6caN26s20+OANxCBRBwzMEHH6xD4Kuvvhr9nNyX8HfQQQfFPfa9995TRxxxhO62lEBy0kknqcWLF8c95quvvtLdlU2bNlWHHHKIrtJJhWnGjBlxXaNS0ZKv5+XlqaFDh6r58+fHPc8bb7yhz02ep2fPnurWW29VlZWV+mvdu3fXx9NOO00/l/m4pi7gf/zjHzrUNWnSRHXs2FFdfvnldbZHdna26tChQ9xNwl/1LuCqqip11113qR49eujgPHDgQPXyyy/XW4mTdpWfWc59/fr1KhnmXO68807Vvn17/e8hYU7a53e/+50OrFLF++c//6kfL+dX/eeRc4j9HKEPcBsBEHDQhRdeGA0LJjT913/9108et3XrVnXttdeqqVOn6gCXlZWlg4yEIVFRUaFOPvlk1b9/fzV9+nR1++23qz/84Q81vuaNN96o/vrXv+rnktAl52BMnDhRnX/++eqqq65Sc+fOVY899pgOT+PGjdNfnzJlij7KOUuXpfm4ukceeUR3ZV988cVq1qxZ6s0331S9e/dWXpDw98wzz6hHH31UzZkzR11zzTXqvPPOU5999lmNj588ebK66KKLdACVMDxixAh1xx13JP36H3/8sVq1apX6/PPP1X333aduueUWHchbtWqlX0u69S+55BL1ww8/pPBTAnBGBIAzLrjggsipp54aKSsrizRp0iSydOlSfWvatGlk7dq1+mvymNrIY+TXxqxZs/THjzzySKRNmzaR7du3Rx/zxBNP6Md8++23+uNPPvlEfzxhwoToY8aPH68/Z75v5MiRkTvvvDPutf71r39FOnbsGP1YHv/aa6/FPeaWW26JDBw4MPpxcXFx5MYbb2xwe8j3Z2VlRZo3bx69DR48OK6txI4dOyJ5eXmRr776Ku77L7roosg555wT93Nu3LhRfyyfP+GEE+IeP2bMmEjLli1rPZ+SkpK4tjPkXLp16xbZs2dP9HN9+vSJHHnkkdGPKysr9fm/8MILP3ne4cOHR6666qpaX1ee+/7776/16wDswxhAwEEy/uvEE0/UVTbJVnK/bdu2P3ncwoUL1c0336wrTOvWrYtW/pYvX67HlEk37oABA3S3rXHooYfW+JryOEO6ZkVZWZnuIp05c6b68ssvoxU/sWfPHj02cdu2bbr7sj7yXFIhGzlyZEJt0adPH10pNKTruLpFixbp8zj22GPjPr9r166fdJsb8+bN09XSWEOGDNHd6smQbm2pwBrSFSz/BoZ06Uo3vbQDANSHAAg4Srpgzfi4hx56qMbHSPdut27d1BNPPKGKi4t1AJTQIcEnUTk5OdH7Mo5PmEC5ZcsWPeZPJitUFxsu62ImtCRKxsfV100s5yfGjx+vOnXqFPe1mgKjH2Lbz7RhTZ8zbQoAdSEAAo6SWaIS5CQ0HH/88T/5ukxYkAqfhL8jjzxSf+6LL774SfXs2WefVTt37owGodrG59VFJn/Ia9UVxCTsSFWwNvn5+XpyiIxVlPF2Xurbt6/++aTyOXz48AZ9z/77768rp7G+/vprT88LAJJFAAQcJV2G0k1p7lcnkwukS/Hxxx/XXbYSfsaOHRv3mHPPPVdP7pBJF/I1ecy9994bV+VrCOlmlgkN0h185pln6q5O6RaePXt2dOKECXfDhg3TYUzOrzqZFSyTIYqKitTo0aPV5s2bddfyFVdcoVIh4VLWzJOJH1Jhk5nRmzZt0s9dUFCgLrjggp98z5VXXqnPVdrj1FNPVe+//37S3b8A4DVmAQMOk/Ait5pICJP1AqdNm6a7fSX83HPPPT/5/rfeekvPcpXlWCQMSphLpOtWSAXy7bffVh988IEaPHiwOvzww/U6hdL9bMgM4g8//FAvYVPbuDsJYrKjxcMPP6zHzEmolHGMXpAZzjfddJOeDSzVPamgSpewLAtTE/kZpHoqC0rLkjHys/3xj3/05FwAIFWNZCZIys8CAP/nueee00vKSIUs2XF5rpLdOSRQfvvtt2nZCs6Q6urVV1+tbwDcQAUQQEpkbTwZG1hSUqIXgZZ1AM866yzCXwpkoWy5+U0WlpadQKTrHoBbqAACSMlf/vIX3eVaWlqqxwrKjhWynEtDlm5BPNnZQ6qAQsY5Sne3nzZs2KBvZmmgli1b+vp6AIKDAAgAAOAYuoABAAAcQwAEAABwDAEQAADAMQRAAAAAxxAAAQAAHEMABAAAcAwBEAAAwDEEQAAAAMcQAAEAAJRb/j9iMPzvWwevvQAAAABJRU5ErkJggg==", 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" ] @@ -196,12 +206,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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Bw3rgMYDEgDAAR+cXSvM8lJ2V6YgdulyIa4oj9VXY7TFED7XZ7VGB9AHCAByJ3J1HCiMp8RhaYuzQ5cFBNngMPA5D9nlEEqrA9UEoCSQGhAE4kuPNXeJ+VElkYbBziF5HT78xDiOyx2CfPY0dPSLpzk5KJaqSQIqBMABHcqSpU9yPKc2L+B6jj8GGhU96MPneTCrIzooaurGjj6G+JZB4lgKpuq8CpA8QBuBIjjb5PYYxpbkR3+OxsVzVSPRG8Bb89oywzZ5YXeF+e+ydJQXSBwgDcLgw5MVe+GxocItVkWR3H0OsiiRhDzwGkCQQBuBIjhqhpMgeg1EFZEOyt04P3UQThkBoyz6PoaY48sh5lKuCZIEwAMfB5x7IctVowiCrgOxciKvi8Bjs2KHXyQqpOKq2EEoCiQJhAI7jmB5GyvVkRpxLxNh5dKUMbY2O5sHY6DEYobay2PYglAQSBcIAHMfBUx3ifmxZXthzD1SMfJChrdq4kuHWL8SHT0t7IudgEEoCyQJhAI5jX4NfGCZXFUR9n111+jy36Yi+EEdLhtvV+cz/vSdaugzxjAQa3ECyQBiA49h3sl3cT4opDIHyUF68raK5s486egdiJ8NtmpXEzX9cEZudlUGVEc6q8NuDkRggOSAMwLnCUJkf9X3BjV1W7oplsx0fGJTjCT+3yTQG3OId+pHTfm+h1kGhNpBeQBiA49h30h9KmlQZn8dgdVxfLsTRvAU7k8+B/EJ0e+zsDAfpBYQBOAo+fEYeQDMxlseQYa/HwDv0+EJb1i7E8dsjy1UhDCAxIAzAUXxZ3ybuR5fkUp43K26Pwcpd8X49tDWhIj6hsjp0c/hUZ8zEs7AHVUkgSSAMwFHsON4q7s8cVRTzvRxft6MSaH+coS27jtLc29Aelz1em8+rAOkDhAE4is+PtYj7maOK43q/HZU3MhkeK7QVSPZaZwv/7P2N7XGV8xqzm2w6ExukDxAG4Ch2HNeFYXRsj4HxyPCNRYsf5zuaOvvE44kVsRZiv0ixKXyQjlWJZ86ncFc4h9ui2oPOZ5AkEAbgGLp6B4wwyazRiXkMVi1+0lvgRTjXmxnDlqBkuEUJaHl92HvJ0IUoEuh8BskCYQCO4dMjTWK3zRNMow2rs7PyZn+cYaRB5bMWxfX36vacESOMZPcJdyC9gDAAx7DpwGlxf96Esrg/Y3UT1666trji+aHls5YJQ317/PbYVD4L0g8IA3AMnxz0C8O5CQiD1Yvf57JKamTsnIepfNaqUNLJ+IXByL/AYwAJAmEAjqC7b4C2HGoSj88bn4AwGKO3U7/48fylnbowzIijSorLZzMtLJ9le/Y1JCAMNpXPgvQDwgAcE0bq7vOJeURTqmMvenZMWOVRGG09/SKJe0acNlk5huJYc5cY5se/Y1x5ftw5BngMIFEgDMARvLu7QdxfMrUq6mA4O3MMn+uls1NqCozfE9MeC8993nmizWhsi8ceY0QHPAaQIBAGoByu+X97Z714fMm0qoQ+a2WD23a92W7GyOKE7bGir2LnifjzHQyO9gTJAmEAytl08LQI2xRkZ9FFUyoT+qyVDW5bDvpzHnPGlcb9GSvnE0lhmB63MKAqCSQHhAEo5+XNR8X9lbNHxmwis8tj6OkfoG1Hm8XjuePjFwaPhcnnRIXBrqF+IP2AMAClNHX00hufnRCP/+ec2oQ/b9XxlTuOtVBvv4/K870xp6qGTfimeJfe3tNPB/WpqtNHFsZpC85jAMkBYQBKefqP+6mrb4BmjCqic8aWJPx5qxKsn+hhJPYWEkmGW3VYzy7dW+CqrfKCyMd5BoORGCBZIAxAGSfbeujfPjooHt+xcEpCC7DVE0T/tP+UuD83gZ4KK5vKZI/HWbUlCXsvVg71A+kJhAEo4/+u/YI6ewdodm0JXTo9sWokK4focbOdFIYLz6hIyp5Udz5LDyYRoZK2WGEPSG8gDEBZ38KabceJnYQHr5qRlLdgVR/Dx3qzHQ/zm1odXzzfyqYyToRv3NeY+Bwpm44+BekHhAHYDh9NefsL28TjpfPH01fGJJ5bsHLsw3u7T4p7Lp1NVLBkVVIq4/of7T0lOp6ri7LjHkc+eNorPAYQPxAGYCuHTnXQd//lT9TS1Sfi5SsWTxvSz7Nih75hj78L+6KpifVUWDWi463P68T918+siXkGQzBybpPfHngMIH6in7YOQAoHwK397ASt+M/PxPyhceV59Osb5lB2VmJ9CxH7BlIUQ/+yvk2c8cy77QsmJ5ZfMOc8UrMQD/g0WveFvyt80YyahD7L3g7/d7AooMkNJAKEAVjO5oOn6eG3dovYvewkXnX9OVQd52E8dh5Gw+LF/I8zKqk415N8ziNFCzFfu1MdvcKWeRPLkrKnb2CA+vrhMYD4gTAAyxrX/mtHHf3/LUdo62F/B7E3K4Nu+epE+j+XnhH3UDq7q5LWbvcLw+WzRiZnT4rHgK/Zdkzcf/3M6qSumWEPPAaQABAGMGQ4X8AhmN31bbTrRBttPtREu+paSdMCjVbfnjOaln3tjJgH2CdKKpu49tS30ZcN7eJn/sWM6iFWSflSUjb7ui5U3zpn9BDtgccA4gfCAKird4CaOnupp98nSiN7+nyDHrd191Fdaze1d/dTd/+AaE47fLqLjjd3CWEIx7SaQvrW2aPFLd4znFU2uMlF+KtTKqkox5OcPSmcrrphdwO1dffTyOIcOn9C+ZDsQfczSAQIQxD3v7pDLIJc+sg7LI4Ti8QdP/dp4svFHjmvRbwg8Zcu+JxfIv6MJjpNi3KyxI6ZP8MVj5xE5BsvF8Frxgh9V8dJQn4f/3yf5v8ZfC9+nvicJn6euImfEoA/MyC353rCkn8v34ufMaCJWTv8mN/G7/X/LE0XgKEvGrx4Ta0ppCnVhfSVMcU0b0I5VRbGN7rBCaEkvhav//m4eHzFV0Ymb49xHsPQheHFT46I+2+eNSqhaiS7DjJSDf8/k3/28mr75N9034B4zt8Bfs4VWhxW4+sov4vy1h/0PeH7AZ8m1gC+4vK6y98lvr/G99j/gnzMT8W9bpD8HvO15xv/e3D1MxcH8FN+jR/57+V7Rojf6dO/r/w7xb/zKYEjRtCFkyuoOC+5zUs8QBiC+N0nR8TgtOEIC1NOViZlezJEpVB2VobICfA9P8/PzqSa4hwqyvVQdmYGleV7aWx5Ho0pzaNRJbliZLYqu1MRKtlxrJX2N3ZQjieD/uLM5MJIjDcrNTv0I6c7acMefz/Fd84dm/TPCSTDnRVK4u9Zc2cvne7spaaOPuGxnu7oFa+1dveLjUxHT7/wUMXj3n7RJc//n/mz7LW2dvWZNlnDibU/uJCK8+LvaUkUCEMQt116hlBprnTh3QV/qXhH6pHegf66f5fh9yb4cTD876zq/EfLmw1Plv+LySrPuw//jsB/Lz/JiwjvePlH8Xv4cxn8/hFci+7/nXKnIT8bDO+GgmvW+bN+b8a/u2C787yZxiLhv/P/zBxPpljUk6nAcQKpCiW9qid5F06vpvwhiFxg1PXQhOF3mw6LHSbvDBOZ7jrYHjWhJA5D7qlrpx3HW8Sk2qNNXUGLf59Y7O2A//N5g8N/HvI7Jr8v/N0wHoe85gkKCcodPf8s0y5f/44au335XP/+yu86/34REWAvIMTzl14IhTzndUisAfp6IL/fMqKQ77V26YYwBHHrJZNVmwASRApv3xA8PRb332/3h5GuOiu5JO/gWUnJCxXviF/a7A8j/a/zxw7RHmvGkodLlHO/xcb9p+jPR5pFIj/W7+S1rjTPSyV5HuGBluR5qSzPK0Ik+d4s4aXypoWFmu95c8P/PezFsmdXmOMxig8kcrPDrwdvpiS84CY7fmU4YbkwrFq1ih5++GGqq6uj2bNn0y9/+Us677zzIr7/5ZdfpnvvvZcOHjxIZ5xxBj300EO0ePFiq80ELiUVDW4fHzhF9a09Ii/01SkVQ7MnBVVJ3Onc2N4rRmBcOj35sBbjtfjcZ64++93Hh+mVT4+JEFAwvODPHFVMM0cX08TKfLHol+Z7hQiU5nlEgj/Z3EmyQBQcIAwvvvgiLV++nJ566imaN28ePf7447Ro0SLavXs3VVUNnqb50Ucf0XXXXUcrV66kK664gp5//nm6+uqraevWrTRz5kwrTQUuJRU74te2+b2FxbNGDrkTOxV9DBxGYq49d+yQ+z2s8hj2n2ynn/3XLvqD3pXNjCnNpctm1IgzLFgMuDQZC7E7sVQYHn30Ubr55pvpxhtvFM9ZINauXUvPPPMM3X333YPe/8QTT9Bll11Gd955p3j+4IMP0rp16+if//mfxWcBSPW5xhwLlyfIcfXP0O0ZWufzseYuEY5hrpk7Zsj2WJFj4HzMitWfiWQw/3ge1XHdeWNFPsRuDwC4TBh6e3tpy5YttGLFCuO1jIwMWrhwIW3cuDHsZ/h19jCCYQ9jzZo1EX9PT0+PuElaW/0nXYHhwVDLQ9/f0yhCIHwyGpfYpkqokh1BsebTYyIBOX9iuaj4Giqc+EzViA6Ozz+x/kt6/O0vxfPzJ5bRP109kyZXJTaaHAzj6aqNjY00MDBA1dXmGCk/53xDOPj1RN7PcNipuLjYuNXWJn5uMHAvxkKc5I5YViNdOXuUqbJryKGbJBZiXnj/c+tR8fgvk+x0tmpEB9v2k99/YYjC9y6eRM/ddD5EIU1x/dht9khaWlqM25Ej/moOMDwYysgHDiO9u6thyE1t4RbiZOzZVeef7MpVN9+YlSJ7UjQS418+OEDPfnRQVPo8cNUMuuuyaSkRUjDMQkkVFRWUmZlJ9fWB5BTDz2tqwo8P5tcTeT+TnZ0tbmB4MpSRD3/af1ocgMMd2rOHcFhQqnIM8twFnuyaqobBoXpUcsLrT9/YKR7fc/mZtGT++JTYBoahx+D1emnOnDm0fv164zWfzyeez58/P+xn+PXg9zOcfI70fgCMhrIk+gbW7/RvQhZOr0pZ0jQwgiJxe9763G/P15Mc4BfdnuSEgctc71mzQzSG8cyr/30BRGE4YGlVEieSly5dSnPnzhW9C1yu2tHRYVQpLVmyhEaPHi3yBMxtt91GF110Ef3iF7+gyy+/nF544QXavHkzPf3001aaCVxMsiMoOGa+fqc/jHTptGrlHgyPwNh5olVU+XD3tROEk/m3jYdEiIt7Eu694kyUnw4TLBWGa6+9lk6ePEn33XefSCCfddZZ9OabbxoJ5sOHD4tKJcmCBQtE78I999xDP/rRj0SDG1ckoYcBxB5BkdjCx4sdl4ZyPD+Zk9pSPbvpw72N4v6csaWiASzV9iTTGc7dzL/asFc8vnPR1JTaBYZ55/OyZcvELRwbNmwY9Npf/dVfiRsAVu7Q5UJ8/sRyyvVmWlA+m5g9H+3z9y4sSKFIDXVEx+qtx0QHNjeqXTMX1X7DCddXJYHhTbLTQzfqC/EFk8tTbE/i5zFwWMsQhkmptif5ER2yA/vGC8an7MQ94A7wfxu4mmQ6e3mRlOdPL5iU4h16EtNV+dS4xvYeEdY6e2xqqqOGKpy769ros2MtQuj+8pyhd2ADdwFhAK4mmaqbHcdbxdhnHpo3fWSRNdNeE8gxbNJFas640iHPaooknImeM7L6U3+j3demVSG3MAyBMIBh1+C26YA/bDNvYnnKm7TktNdEhIrHVMvEc6pJtq9inV46+83ZqenABu4CwgBcTfAZyxyrj4c/H2kR96kO2/jtSTx0s/2o357Ztam3J5kqKZ6cyqfZ8WeHOoYcuBMIA3A1fLqeJN7FePsx/w49Vd3OQ6mS4pDWnoY23Z5iy4SKzzCOF9nfwUMF+TAcMPyAMABXIxfieHfFfLTkkdNd4jGfGWCVUMW7Q+djL9nRGVmcQ1VFOSm3J5nZTRv2NBj5BTA8gTAAVxNcRhnPrnj7Ub+3MLEi35Jzrj16J3a8Mf0vjvvHxM+yQKSSGbvNns7WQ/5rdOEZCCMNVyAMwNXIGHq8JaIynj/LgrBNMudD8NnIzLSaQkfYw2M5uvoGRMXW5MoCS2wCzgfCAFwNz+6RlUXx5Bis3qEnOs10ty4MU6wShgTt2XywySidxWlswxcIAxhWTW5yIZ5WU2SNLQmUz3IV1Z46vz1Tq60RhkSrkrYc8gvD3PFlltgD3AGEAQybXoau3gE6eKpDPJ5q0Q7d6GOII6bPQ/z4PAhevMdX5DuiAVBWbJ1tQekscA8QBuB64g3ffNnQJiqAuJO3osBrqcfAv2cgRmhL5hcmVRZYNosokaF+bd19RsXWmaOs8aiAO4AwANdjnLMcw2Pg+T8ybGPVuQLByfBYi/HuunZxP8WiMFKwPfHkX3gUOTOqOIdK8jAGYzgDYQCuR4ZvYpVk7j0pF2Lrqm2Cd/6xFuMDjX57JlbmW25PPFVJMjGf6vlRwH1AGMCw8RgOn+oU91bF84UtQZU8sQ7HOaTbM648zzp7jOSzL65SVQbCACAMwPXEu/gdtGEhDh7KFysBffi0356xZXZ4DL64Q0kQBgBhAK7HG4fHwKWhh/SKpHHl1i3EnLuIp0SUj82sa+223mMwSnmje1N8fXh4HjOpyrrrA9wBhAG4nsDxlZF3xSfbe6izd4B4nRxTmqu8fPZoU5eoXMr3ZlK5hecdxDt2u6mzj1q7+8XjcRZ6MMAdQBiA6wmcmqbFjOePKslN+WE4g+2JLVSHT/u9l7Hl+ZZVSCWSfD7Q2GFUJKXyDGzgTiAMwPUEQjeRF+KD+sJnZdgmYE/8QjWuzFp74h2JIYVhgoUVUsA9QBhA2ngM0aarBiqArF/44lmMjcSzxULljbMrXJbOTrCwYgu4BwgDcD3ynOVoi59ciK3eocfbbSw7jGtt8hhi5RikxzDeBuEEzgfCAIZFg9uJFv9CPNrixHO83caGPSWpP5wn0tjtaEefSo8KwgAYCANwPYHQTeSF73izvzSUT0qzmnh6B+pa/PbUFOXad15FFKE63uwXqjFl1gsncD4QBuB6AqOuwy/EPp9G9XrPwMhi6xe+WKO3uYfhVEevLUJlGtERwZ7O3n5RriqrtgCAMIC0b3BrbO8Ru2WOOFUVZtsYSgovVA2tPeI+OyuDSvJSf7xopDOxIyXnpbdQmJ1FRTnW2gPcAYQBuJ5YfQMn9LBNVWGOsZu3w57efi1qfoF351b2MDAePccQzaM6pofZ7Mi/AHcAYQCuJ1boRgpDjQ35BZM9EYRKjsKoKbLeHj6eU45vipRjkB4DwkhAAmEAad/gFtih2yMM3jiFyo5EeDzJ8GNN9l4f4HwgDMD1GCWZEXbEdlUAxdvgZthjuzBE9xhGl1jf4wHcAYQBuB5P1oio5x/IHbpdO2JjdlMEoZIejH2hregeFZ89zcBjABIIA3A9nhgLcUObXxgqbahIEvbEWIhPtvmrkqpssye6xyDtsSPnAdwBhAG4nlihm8Z2f89AZUG2rcnn3ojls357ym2yR3aGR7o+UhjsEk7gfCAMwPXEmmbKfQxMhUM8hlPSHpuFKlyVVFfvALX1+M9hgDAACYQBpHUfA++Sm/WuXrsW4mihLV6IO3oHdHusO6An3pEhUjRzPBlUkJ1liz3A+UAYgOuJFkM/pYdt+CzmklyP8tCWXIi569muhTha+WxDUBjJ6mY74B4gDMD1RAvdyIWYj8/kZi977Im8EBthrQL7FuJoQmXkF2zypoA7gDAA15MVxWPgs57tDCPFCm3JxLNdYSS/PZEb3OT1QX4BBANhAK5HLsThkquNbfYmnk1CFWZWkt2J51jnQ6AiCYQDwgBcT/TQjf07dG+U6apGaMtGe6KNxDgpezwK0MMAAkAYgOuRC1+4sdJyIbYzhh4ttBUQKmfYA48BhAPCAFxPtJEPwcne4WqPcfRptOQzhAEEAWEAridaDP20flKaraGbKH0MSkNJyDGAOIEwANcTfOB9KE2dfmEozbOxCihKeajsq7A3tBV+yKCmacYRo1zOC4AEwgBcT7TQTVOHv+vZ6iM04032GkJl40JsJOdDkuFdfQPUo4uFnfYA5wNhAGl05vPghbhZgccgQ1uhHgzv0OV4Dls9mIzw9jTptrC9+d5M2+wBzgfCAFxPpKqb3n6fMZfIzoXYmxVeqNgWmXew1YOJYE+THkYqyfNiHAYwAWEAadvgJr0F/ufCHPsGxHkz/bvvnr7wCzHPScrxZCqoSjILZ8B7sU+kwDAXhtOnT9N3v/tdKioqopKSEvqbv/kbam9vj/qZiy++WOxcgm+33HKLVSaCNG9wk6GS4lyPbXOSgj2GnpAdekuX/WEkk0cVIpynFYTZgDuwbBvFonDixAlat24d9fX10Y033kh/+7d/S88//3zUz9188830wAMPGM/z8nAOLYgvph/a4KYivyA9AmFPSBWQ3KHbGUYyJ+dDPQYIA7BRGHbu3ElvvvkmffLJJzR37lzx2i9/+UtavHgxPfLIIzRq1KiIn2UhqKmpscIskKZEiuk3KVqIpT29/QMh9vQaHowTkvOyYqs0H6EkYEMoaePGjSJ8JEWBWbhwIWVkZNDHH38c9bPPPfccVVRU0MyZM2nFihXU2dkZ9f09PT3U2tpquoHhRXaWHtPv94nKH9U7YkMYQj0YVaGkCH0eKno8wDD2GOrq6qiqqsr8i7KyqKysTPxbJK6//noaN26c8Ci2b99Od911F+3evZtWr14d8TMrV66kn/zkJym1H7iLbI9/4WNN4MXPmzUixGOwWRgyw4eSWvSFWF0oKdSjgjCAFAjD3XffTQ899FDMMFKycA5CMmvWLBo5ciRdeumltG/fPpo0aVLYz7BXsXz5cuM5ewy1tbVJ2wDch4zpMz39A8aOPeAxeJTYI5vHBiXD8xwSSlIUagNpJgw//OEP6a//+q+jvmfixIkiR9DQ0GB6vb+/X1QqJZI/mDdvnrjfu3dvRGHIzs4WNzB8kQufXIwLQ3bE6nIM4ZPP9lclyYODkHwGFghDZWWluMVi/vz51NzcTFu2bKE5c+aI19555x3y+XzGYh8P27ZtE/fsOQAQCS5r5sWYF+LgXbqqUJLMeQwWBl2obE4+y3LV0FCSHDCIcRjAluTz9OnT6bLLLhOlp5s2baIPP/yQli1bRt/5zneMiqRjx47RtGnTxL8zHC568MEHhZgcPHiQXnvtNVqyZAl99atfpa985StWmAnSCCN80zfgmOQzdzn7gnbpMvlsuwcjy3kjejAIJQGbGty4uogXfs4RcJnqhRdeSE8//bTx79zbwIllWXXk9Xrp7bffpq9//evicxy2+va3v02///3vrTIRpGllkuqFTwpDaGWSFKriXHuFSnZZB9vCItHe0y8eI5QEbGtw4wqkaM1s48ePN5UWcsL4vffes8ockOaES/iqrkqS9siF2RAqm/sG5LXpDhrR0dwVGBdSZHNoCzgfzEoCaVWyKsMl/kmmMobuUdKJLaukDHtkKMlmjyHgTQ0Mam7jZrtMG8eFAHcAYQBpQejix2ESY5KpzQuxTIYHCxXbM6BgsmqwaAYP9UMPA4gGhAGkWfLZZwrb8Ou5Cs4aCJ2XJO3J8dg7WTVy/gUVSSAyEAaQFhgTTfXFT/WO2BAGPeFrDNCz2XsJtqXbVLEl7UF+AQwGwgDSLPk84Iiu3tCxGDLZq8Ie9lIGeQxG6Sw8BjAYCANIC0LDJUYzmSphCAklqRSqcMlnVSPAgTuAMIC0IJBgHVB6KE6k0JYxQE9FKMkTKFeVJeItXWpGgAN3AGEAadnHoHpHHOoxSHtULMTSYwib84DHAMIAYQBpGkqSC7HXGfbImH6+uhyDyR6FQgWcD4QBpAWDykP1UEmp6uSzA6qSTJ3YspwXyWcQBQgDSK8cg55gbXFYKEnG9FXYww13oSWrgZwHPAYwGAgDSAsihW5UhZIi5RhULcSyqW5QaAs5BhAGCANIy85nVYf0hNojd+iGUCm2hz0qvnX2DigLbQHnA2EAadngpjqUlKeP4eiSwqAwx2AOtfmMUt4RI4gKcywbsAxcDIQBpAXBo6VVTjKV5Hn9C25nb7+wR2WOgcnRQ23swbQEVSRlYLIqCAOEAaQFciHu6O1XOslUIgf3cciGb30Dau0J9hgCoon8AggP/EiQFuRnyx36gNJJppI8/fd2sT36Qsxlo7mK7DGS830+6h+Q+Q7kF0B4IAwgLcjP9i98HT39RgxdZWI12GMwjvTM84jSUdU5GFkpBY8BRALCANLKY+AwkhPGPQRyDIGYvsqF2ChX7fNRa7f66wOcDXIMIC0o0IWBPQbZ9axy3IP0YDj57ISeATkWg6ukVPdUAOcDYQBpgSwP7QjKMahciGUuITjnoarZjskPSs7LUBtyDCASEAaQVh4Dx89PtvUozzHIUJI/+ay2VJUp0PsV2rsDHgwG6IFIQBhAWuUYmEOnOsR9RaEDks99/Y7IMRSYcjCYkwSiA2EAaYEnM8OYT3TwVKe4ryjIVmaP0fncO2CM5yh2jDCoD7UBZwNhAGlDvr4YHz7tHGHgHMOpdr8wVBRmOyKUdKrdH2orV3h9gLOBMIC0Cyed7uh1gDAEylUb9JyHSnukx9DW3U+N+vUpz0fyGYQHwgDShsIcc2ikUmGOoSg3kPM40KjnPArU2SOH5dW3dhsNbiqFCjgbCANIG0IXXpULH4+gkOEkjuurtqcg2y+ah/QwG4fdZIIcgFAgDCBtqAyK4XNDl+pyzNKQPoFg+1SFkuRwQeQXQDQgDCBtqCrMMR6PLctTNpdIUprvMS3Mqgb6yd8fTLnCsBZwPhAGkDYE78jHluWTaoI9huoitTv00JPjqhR6L8D5QBhA2jCxIiAGk6sKyEnCMK5crVAV5WQZOQ9mTGmeUnuAs4EwgLRhzvhSY/H7izOrVJtDY0pzTaEtlXBYraY4EGqrDbINgFAwdhukDUU5Hlr9/QWioWzOuDLV5tD4IA9mkgM8mJqiHNp/0l86C48BRAPCANKKaTVF5BQumlIpqqO4EOiSqZWOEKqP9p0Sj2eNKVZtDnAwEAYALKK6KIdeW3ahY3bo3z5nNL28+QjNn1QhbAMgEiM0TfMXNqcJra2tVFxcTC0tLVRU5JzdIwBOgJvt+KyIzAy1pbzA2WsjPAYAhhGh/QwAhANVSQAAAExAGAAAAJiAMAAAADABYQAAAGACwgAAAMAEhAEAAIAJCAMAAAATaVfULPv1uJkDAAAAmdbEeHqa004Y2traxH1tba1qUwAAwJFrJHdAD6uRGD6fj44fP06FhYVKTvBiVWZROnLkCEZyxAGuV/zgWiUGrpcZXupZFEaNGkUZGRnDy2Pg/+AxY8aoNkP8IeKPMX5wveIH1yoxcL0CxPIUJEg+AwAAMAFhAAAAYALCkGKys7Pp/vvvF/cgNrhe8YNrlRi4XsmTdslnAAAAQwMeAwAAABMQBgAAACYgDAAAAExAGAAAAJiAMERh5cqVdO6554ou6qqqKrr66qtp9+7dMT/38ssv07Rp0ygnJ4dmzZpFb7zxRsT33nLLLaJD+/HHHyc3Y8W16uvro7vuuku8np+fLzo2lyxZIjrb3Y5Vf1tcS3LffffRyJEjKTc3lxYuXEhffvkluZ3333+frrzySvE3wN+XNWvWxPzMqlWraPr06eI6TJ06lf793/990Hv4e8f/xu/hLuk77riDuru7LfqvcBFclQTCs2jRIu1f//VftR07dmjbtm3TFi9erI0dO1Zrb2+P+JkPP/xQy8zM1H7+859rX3zxhXbPPfdoHo9H++yzzwa9d/Xq1drs2bO1UaNGaY899pjmZqy4Vs3NzdrChQu1F198Udu1a5e2ceNG7bzzztPmzJmjuR2r/rZ+9rOfacXFxdqaNWu0P//5z9o3v/lNbcKECVpXV5fmZt544w3tH//xH8V3hpetV155Jer7n3zySa2wsFB74YUXtH379mm/+93vtIKCAu21114z3vPcc89p2dnZ4v7AgQPaW2+9pY0cOVK74447tOEOhCEBGhoaxB/le++9F/E911xzjXb55ZebXps3b572d3/3d6bXjh49qo0ePVosDOPGjXO9MFh5rYLZtGmT+LmHDh3S0olUXC+fz6fV1NRoDz/8sPHvLK68+PHCmC7EIwzz58/X/v7v/9702vLly7ULLrjAeH7rrbdqX/va16K+Z7iCUFICtLS0iPuysrKI79m4caNw34NZtGiReD140N8NN9xAd955J82YMYPSkVRdq3A/l0MJJSUllE6k4nodOHCA6urqTO/h2Tjz5s2Lek3TkZ6eHhFuC4bDRZs2bRIhSmbBggW0ZcsW8Rqzf/9+EZpbvHgxDXcgDHHCi/ntt99OF1xwAc2cOTPi+/iLWV1dbXqNn/PrkoceeoiysrLoBz/4AaUjqbxWwXDsl3MO1113XVoNRUvV9ZL3iVzTdIUF8ze/+Y1Y+NnJ2Lx5s3jOotDY2Cjec/3119MDDzxAF154IXk8Hpo0aRJdfPHF9KMf/YiGO2k3XdUqbr31VtqxYwd98MEHQ/o5/If6xBNP0NatW5WMBXfTtQqGv9DXXHON+JL/6le/onTCius13Ln33nuFGJ5//vnib4bFcenSpfTzn//cGDm9YcMG+ulPf0pPPvmk8Kr27t1Lt912Gz344IPi88MZeAxxsGzZMnr99dfp3XffjTnSu6amhurr602v8XN+nfnjH/9IDQ0NNHbsWOE18O3QoUP0wx/+kMaPH09uJ5XXKlQU+DqtW7curbyFVF4veR/PNU13OGz0zDPPUGdnJx08eJAOHz4svl9cBVZZWSnew4s/h3RvuukmUeH1rW99SwjFypUrhRc3nIEwRIF3GvzFfeWVV+idd96hCRMmxPzM/Pnzaf369abXeDHj1xn+Q9y+fTtt27bNuHEJHucb3nrrLXIrVlyrYFHgksu3336bysvLKR2w4nrxz2ABCH4PH1bz8ccfm67pcIJDRCy4mZmZ9MILL9AVV1xheAwsGqEH1vD7mGE/Qk519tvJfO973xOlfxs2bNBOnDhh3Do7O4333HDDDdrdd99tKinMysrSHnnkEW3nzp3a/fffH7FcVZIOVUlWXKve3l5RbjlmzBhR0hn8c3t6ejQ3Y9XfFperlpSUaK+++qq2fft27aqrrkqLctW2tjbt008/FTdeth599FHxWFan8XXi6yXZvXu39h//8R/anj17tI8//li79tprtbKyMlGWKuHrxyWtXLG1f/9+7Q9/+IM2adIkUf013IEwRIH/AMPduP5cctFFF2lLly41fe6ll17SpkyZonm9Xm3GjBna2rVro/6edBAGK64Vf4kj/dx3331XczNW/W1xyeq9996rVVdXizLVSy+9VCySbof/f4e7XvL68D1fLwn3eZx11llabm6uVlRUJASSe2GC6evr03784x8LMcjJydFqa2u173//+1pTU5M23MHYbQAAACaQYwAAAGACwgAAAMAEhAEAAIAJCAMAAAATEAYAAAAmIAwAAABMQBgAAACYgDAAAAAwAWEAAABgAsIAAADABIQBAACACQgDAAAACua/AVmhVWPYz1gmAAAAAElFTkSuQmCC", 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" ] @@ -230,7 +240,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -242,7 +252,7 @@ }, { "data": { - "image/png": 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ySCgvGVk74mEoiRQBCgOxFG1Rb6HS7x7RJwmIrXwGjBn8YovJ3HA6pBG/13ZMM2jB3fm4iqTkvk0AQ0mkOFAYiKVo7x0CAExI4S0ASOgmasTgF1szMNJbiLfHqOSzak+qMBLAUBIpDhQGYilUj6GuPPWufU6HBHXibkRcX02Ep8p3AMYPxOczrGEAGEoixYHCQCyF6jGkyi+ouAzcZ7ktEPVgytPM0NUWHQZVJbWrFVspSlUBhpJIcaAwEEvRnsVjAIxtvZ3NHqMXlKlCVVdhDQ+GjE0oDMRSZMsxAHGN6wxI+LZroaR0MX1jZ+itPcrnU59WqBhKIoVDYSCWItMaBpXYdpr6D8bqDD1daMvtMHYdQ6vqMaQJbZmxkREZe1AYiKU40z0IAGiozCAMBpaIqsnndKEk1WMwLMegCUPmUBK7q5JCoDAQyzAclrUZ8eSqkrTHGRm+yR5KMi6mL8tCs6c+TY6B3VVJMaAwEMvQ2jMEWQBelyNt1Q1gXMK3PxhGX7T9xIR0MX0DNw7q6A8iLAs4pPRVSSxXJcWAwkAsw0fdAwCASVUlKVf1qhg1K1a9l1KPE+O8qbcucbuMC2u19ajttr2a15QMQ0mkGFAYiGX4qEvJL0yqTB9GAoyrvDmt2pMprOUwLqzVmiW/ADCURIoDhYFYBlUYJlf5Mx5nVFz/dHd2oTKyu2puwsB1DKRwKAzEMpzWhCGLx2DQauPTOQiVlgg3oCrpo66BqD2ZhIo5BlI4FAZiGY539AEApo7P7DGocX3DPIZMA7GB6xhOdSrC0Fid/vNhSwxSDCgMxBIIIXD0XD8AYEbNuIzHGhXXP51DzkP1GGQDNg5qiQrDlAzCwJYYpBhQGIgl6OwfRs9gCJIETK8pzXhsLMFqvsegDsSA/oPxqU7FnkzCwHJVUgwoDMQSHOtQvIWJFSUo8YzcoCceIxKs4UjcYrtMyWeHMTvK9QyGtC1Gc8sxMJRERg+FgViCo+1KfmHmhMxhJMCYlc9ne4YQkQU8TgdqMiy2i/cY9PRg1PxCzTgPStOsqYi3hx4DKQQKA7EEqscwI0sYCTCmV9LxqD1Tx/vhSLGlp0riVqP6CZUqDNlKeRlKIsWAwkAsweG2XgC5egzqrFi/gVgVhmz5DkmSDNn3+cT57IlngKEkUhwoDMQS7D8TAADMaSjPeqwRtfrHzimhrem12T0YbX8IHQfjI9FQ2wVZhJOhJFIMKAzEdNp7h9DeG4QkAbMbyrIeb0TbBzW0NTNL6SwQS0DrORgfOZebMLgNbgNOxiYUBmI6qrcws3Yc/J70iVUVNXQT0jF0cyy6piIvj0GnwVgIoSXnL8zmMUQ/m4gsIFMcyCihMBDT2X+6BwBw8cTsYSQgbnMcnTyGoVAEZ3qUNQPZcgzx9ujlMbQGhtAXDMPpkDB1fJY1Hq7YLa2ncJKxDYWBmM7elm4AwNxJFTkdr3fjuqPn+iAEUO5zYXypJ+vxem+nqeYXpo33w+PKfMsmrKtgApqMEgoDMRVZFth9ohMAcMX06pzO0Vpi6BQq+fCsUiE1u6E8474Qmj1OfauSDrflll+ItwWgMJDRQ2EgpnKwrReBoTBKPc6cKpKAuCZ6YX0G4g/PKjmP2Tnao8b1h8M6eQzn1PxC9sR8/LoKbtZDRguFgZjKzmPnAQCXTa1KuytZMnq33VaFIWeh0iqB9BmIj+ThMUiSFAu1McdARgmFgZjKtkPnAABXXVCT8zl61uoLIfCBKgw5J8P1W8cghMChdiW0lYswALFQG0NJZLRQGIhpDIUi2HFU8RgWXzQh5/P0rEo62zOE7oEQnA4p74FYD6FqDeRvj5v7PpMCoTAQ0/ifwx0IhmVMrPDhE3W5DXqAvr2S9rZ0AQAuqiuDz525y6tmj47rGNSw1sza0jzsocdACoPCQEzjZ3s/AgBcN7chp+ofFT27q+4+oQjDJ6dV5W6Pjh7DB2fyS4QDbItBCofCQEyhq38YWz9sBwB8/rLJeZ2r534Me04qwrBwWm6ls4C+OQa1dDbXRDjAfZ9J4VAYiCn8370fYTgiY05Dec5JXhW9QiX9wbCWeL58au4eg55VSfmWzibaw1ASGR0UBmI4Q6EIfvK7YwCAL39qat7n69Ur6b1T3YjIAhMrfJiYYde2tPYUWaj6gmEcP6/0bMorlORgKIkUBoWBGM7zO1vQ3hvEpMoSfGFhfmEkQD+P4f8dV1Zg5xNGSrSnuANxc0s3hAAmVZagtiz9LnLp7OGeDGS0UBiIoZzrDeLx3xwCAKz+4wuy9v5JhV7J1d9F11R8Oo81FfH2FDt08060VUg+iXBA/15SZOxDYSCGIYTA3/9iP3qHwpg7qQJ/fnnjqF7HpcPK567+Ybz3UTcA4DOfqB2VPcWeoauL/xbNGJ+fPfQYSIFQGIhhPLfjJF57/yycDgnfuekSODPspZwJPWbE/3OkA0Io6xfqK3x5netxFd+DOdsziPdOdUOSgCWzc1/8B+hbtUU+HhgiDE899RSmTZsGn8+HRYsWYdeuXRmP/+lPf4pZs2bB5/Nh7ty5eP31140wk+jIK+9+hId+sR8AsPa6WZjXWDnq19Ijhq6Gka6+KD9vAYhvQVG8gfiN/W0AgIVTqjChLD+h0rt3Exn76C4ML730EtasWYMHH3wQe/fuxbx587B8+XK0t7enPP7tt9/Gl770Jdxxxx149913cdNNN+Gmm27CH/7wB71NJTowFIrg7zftx7deeg+yAL74yUbccdX0gl6z2DmGUETG1g+VgXhxnmGkBHuKGNra/IdWAMC1l9Tnb49OVVLk44PuwvCDH/wAq1atwsqVKzFnzhxs2LABfr8fGzduTHn8E088gWuvvRb33nsvZs+ejUceeQSXXXYZ/vVf/1VvU0kRCUVk/HT3KfzxP2/Ds2+fAAB8/eqZ+O6fzc1rlXMqil2nv+PoeXQNhDC+1JPznhAp7SmSUHX2D2PncaWH1PKL8xcGLnAjhZJ9g90CGB4exp49e7B27VrtOYfDgaVLl2LHjh0pz9mxYwfWrFmT8Nzy5cvx6quvpjw+GAwiGAxq/w8EAoUbTkbNyfP9+HnzGbz0zimc7la2x5xUWYKHb7wYS2bXFeU9il2n/9r7ZwEos/NcW3+ntqc4QvXavrOQhbLVaWO1P+/z2SuJFIquwtDR0YFIJIK6usQBoa6uDgcOHEh5Tmtra8rjW1tbUx6/fv16PPTQQ8UxmORFR18Qh1p7caC1F/vPBLDrxHmc6hzUfl8zzoOvfXoGvnLltJwbwOVCMQe+UETG5v3K39b1lzaM6jVcRY7pvxLtIfVnCyaN0h4mn0lh6CoMRrB27doEDyMQCKCxcXRlkB83QhEZHX1BBEMygmEZwXBE+TcU+zkwGFI2ox8KYygcQWtPEKc6B3CmexC9wfCI13Q5JCyaUY3PLZiM6y9tKKogaO9RxI1oth/pQM9gCDXjPFg0Pb+yUBWt22sRhOpERz/2tnTDIQF/Om/i6OxhuSopEF2FoaamBk6nE21tbQnPt7W1ob4+dey0vr4+r+O9Xi+83txXhWbiB1sOoT0whFBEICzLCEVk5eeIjLAsMByWIQTgdEhwOSW4HBKc2ubrArJQ4t4epwMlHieGwxEIAcgCiMgyBAAhAPV2laCUFrqdDkgSIMuALET0obyWLAsICOU8AQjEbnYhgIgce0YIgbAsEI4orxGKyBiKDvKAaoeAEAKhiMBgKFLQ5yVJQGOVH7PqyzCroRwLplTik9OqMc6r73wjft2AEKKgnMUvo2Gk6y5pGHX5bDHXDfz3rhYAylqKCeX5VSOpfBwWuAntHpERkZW/54gstP+Ho/+XJKDE44RDkpT7OSwwHJExHJYhi8R7KXbvKa8tR+8tWQjtXlPeQ2jPqfe9EEBECERkGRFZ+Q68LieEEIhEXy8iy5BlwOd2wulQdtuTADgkCZKk/AsJgACCYWX8Ud9TtdTlkOBxOXDlzPGo9Ht0+3x1vYM9Hg8WLlyIrVu34qabbgIAyLKMrVu3YvXq1SnPaWpqwtatW3H33Xdrz23ZsgVNTU16mgoA+OV7Z3Cso1/397ESToeEErcTXpdDecT/7HLC73WiocKH8hI3vE4Hasu8mDK+FJMqSzCpsgQlnuJ7BNnwxOUBwrLQBsJ8GQpF8Oto9c+fzh/d7Bwo3rqBYDiCl3efAgDctij/HlIqmnBaqImeEAKBoTA6+oI41xtE90AI/cEw+ofD6OoPYSAUxnBYGbD7g2H0DIbQMxhCXzCMUESZlKkDuurNCutcnuH8YvVV9hUGAFizZg1uv/12XH755bjiiivw+OOPo7+/HytXrgQArFixApMmTcL69esBAHfddReuvvpqPProo7j++uvx4osvYvfu3fjJT36it6lY+UfT0DMYgsvpgMuhzORd0Rm92ynB5XDAIUkIy7I2IwlHZyUA4JAUN35gWPnD9bgccEZ/6XIqswN1lqD+TYciMsIRGbIAHA4JjujMwSEpN7jTIWmvr54bj9spJcyY3U7Fi3FG9/71up3wuR2QEJuVSJIyuPo9TlSXegquEjIaV5wQhCMCo41WbTvYjt5gGBMrfFg4Jb+2E/EUa93Ar/a1omsghIYKH64ZxXqKZHvMyDH0DIbw4dkAPjgTwIdnAzjc3odzvUGc6wtiOKy/PfH3jdMhQRaKZyyEcm94nA64XQ64nco9IknKbN8hKfeXw6Hef7H7xSEBEiQ4HMo9pT0nqfe08ns1kqB6J8GwrL2HQ1J+J0kShkIRyKrXgWgkQMS8EwmKVxCLJsTu+4iseDzlJTp75bq+OoBbbrkF586dw7p169Da2or58+dj8+bNWoK5paUFDkdsBnjllVfihRdewLe//W088MADuPDCC/Hqq6/ikksu0dtU/O+mabq/BymceGEIyTJKMDpl2PTeGQDADfMmwjHKMFK8PYWGkp7feRIA8KUrpoyqOkrFyFDS+b4gfvn+WWw/0oEPzgbwUddgxuPLvC7UlnlR6Xej1OvCOK8LlX43/B4XPC4HPE4HSr1OVJS4UVHiRpnPHR0kHdHwjOLJet3KsU6HpAmByyGl/B5F1LWw2wTITAxJPq9evTpt6Gjbtm0jnrv55ptx880362wVsSvuuInEaBO+vUMhbaOgG0aZ5E22p5CB+GBrL9450QWnQ8ItnyyseKJYQpWOoVAEWz5owyvvnsZbh84hkhSymlRZgjkTyzGnoRyz6pUWIzXjvKgt8+pSjJANCkL+2L4qiXz8UENushj9YPzG/jYEwzJm1Jbi4jw3CkqmGN1V1aTzsjl1qBtl0llFz1DSmwfa8X9e2YczPUPac5dOrsBn5zZg3uRKzGkoR4XfXfT3JcZCYSC2xOV0YDgsjzrBqoaR/nTexKKtxB7tQDwcljV7/rxAbyHenmIucOvqH8bDv/wAr7x7GgDQUOHDFxZOxo3zJ+GCCeOK9j7EGlAYiC3xqMIwioTm+b4gfn+kA8Do1wrE4y4wdLPtYDs6+4dRW+bNey+IVBR7h7vDbb24feMunOkZgkMCvvpH07Fm2Sfg93D4GKvwmyW2pJBFbq//oRURWWDupArMqC18tltod9Wf7VVm4X+2YFJBSWeVYi5wO9jaiy/+ZAe6BkKYXlOKH/z5PCwooIKL2AMKA7ElhWyO80a0Bcb/GmULjBG2FOAx9AfD+O1BJQl+0/zRtcBIplhVSa09Q7jt6Z3oGgjh0skV+I+VV6CqVL/aeWIdKAzElsQGv/wG475gGP/vmNK5dOmc4jT1K2Qdw1uHzmE4LGPqeD9mN5QVxZ5irMSWZYFv/ve76OgLYlZ9GZ776hW6Lqgi1oI7uBFbEtsDIb/B+H8OnUMoIjBtvB8zakqLYkshyd5fR72X5RfXF62sshhVSS/tPoVdJzpR6nFiw5cXUhQ+ZlAYiC2JrR3IbzD+TXTtwpLZdUUbiFWRGs5zIA5FZPz2gGLP8ouL470Acd7UKJPPXf3D+P5mpfvxmmUXYVqRBJTYBwoDsSWjaS0tywLbDqrCkN8+ypkYrUi9/1E3eofCqPK7saCxeAndQvIvALBx+3F0D4Qwq74MtzeNvmcTsS8UBmJLRhMuOdDai/P9w/B7nPjktPx3akvHaCuk3j6i5DqaZo4vqCVHMoUknweGw3huh9Ka464lFxalSorYD37rxJa4RhHXf/uosnbhk9OqNWEpBqNdx/D2UVUYCl+7kGjP6D2G194/i57BEKaO92PZKLYVJWMDCgOxJdrmOHnM0tVqpKaZo9uQJx2jWccwFIpgT0sXAOCPim1PAW3Af7pb2T3uzy9vHPX+FMT+UBiILcl37UBEFth5vBMA0DSjuAOx25X//gfvnerGcFhGXbkX04uc3I2Vz+bnMbScH8CuE51wSMDnLivOmgpiTygMxJbku3bgQGsAvUNhlHldBTfNG2GLI/8Z+nsfdQMAFjRWFb3752g3DnrjA6V0dtH08WioKCmqTcReUBiILdH6AeXoMbz/UQ8A4NLGiqInVNXXU7d/zIX3Tin2zGusLKotQHxoKz+PQW1D/idFWvhH7AuFgdiSfKuSVGGYO6my6LYkbByUoz3Np7oBAPMaK3SzJx+PoWcghF0nlFDb0tkUho87FAZiS/Jdbfx+NHQzb3LxB+KEjYNy8Bg6+oI43T0ISQLmTiq+PZ5RlPL+7rCy4c6FE8Zhynh/0W0i9oLCQGxJPrPioVAEB1t7AQBz9RCGhD2os9vzwZkAAGB6TSnKfMXf1GY0pbzvRL2Fqy4sbukssScUBmJLtDh6DjP0D88GEJYFqks9mFRZ/KRqfFlnLjmPQ22KSM2qL07TvGRGsx/DOyeU0tliLvwj9oXCQGxJPqt7PzirzNAvnliuy/6/kiTlVQmkei+fqNNHGDyu/Ba4BYZCONiqfEaXT+VeC4TCQGxKPusYDkUH4tkNxS1TTbAnj0og1WO4SCdhUD2GiCwgRHZ73m3phiyAKdV+TChwv2kyNqAwEFsSaxSXfYZ+QOcZOpB7G3BZFjjU1qfYo1coKa4cNxfh3KeuqZhSqYs9xH5QGIgtUcMl2XIMQgjdY/pA7lVSH3UNYjAUgcflwNRqfap/PAnCkF+ojRCAwkBsiivH1cbn+oLoGgjBIQEXTCh8f+d05JpjOBgVqQtqx+nWudSVUCWV3WNQq6TmNBS/YovYEwoDsSW5lmQeaVfCNlOq/fC5nfrZk2OV1PEOxZ6ZOoqUK75KKktoqy8YxonzAwBQtK1Fif2hMBBbkmt31ZbooDd1vL67kOXqMZxU7dEpjATkVyV1IBpGqi/3Yfw4r242EXtBYSC2JNcN79XZ8DSdV/O6clxt3NKp2KP36uJcq6QOaBVb9BZIDAoDsSW5rmNo6ewHAEzR2WNQwzfZBmIjPAYg95XhxzuUz2dmrX6hLWI/KAzEluS6S9mJDmM8hliVVPqBOBSRcbp7EID+oS1Pjp+PKgzTa/W1h9gLCgOxJbnMiIUQWuhmqu6hm+wL7s52DyEiC3hdDkwo0zeen6/HUOzNgoi9oTAQW+LOoQrofP8w+oJhSBIwucqYHEOmUNJJNaxV7YdD520zc6mSCkVkTTgZSiLxUBiILcllRqzG8xvKfbqWqgK5VSWp9kzROb8AxPdLSm9PS+cAIrKA3+PU3YMh9oLCQGxJLjP0UwZVAAG5teg41aXY02iAMOSyAPD4uVgYSY/mgsS+UBiILcllHcOZHiXRO6lS/4FYq5LKELo52z0UtUf//ZRzC22piXnmF0giFAZiS9SBbzjDwNfaowzEDRX6dwyN9UpKL1SqPfUG2OPJIbR1uksRzslV+gsVsRcUBmJLclnHcKbbuIE4lwV3ZwPKQGyEUOViz5lo6exEAzwYYi8oDMSW5NLNtNXAgThbaEuWBdp6ggAMEqocQm3qmgojQlvEXlAYiC3JZftKI0M32TYO6hwYxnBEhiQBdQZshpNLVZImDAwlkSQoDMSWZEuuBsMRdPQNAwAmVhiX7E03EKsiVTvOq3k7utqTZcHd4HAEnf3Rz4ceA0mCwkBsSbYcgxq28bocqPS7dbfHk0WozhqYCAeyC6fqLZR5Xago0f/zIfaCwkBsibZuIE156NmeWH7BiBr9bKGt1qg9RoS1gPheSantOc3EM8kAhYHYEo8rczlma8C4/AKQfYauegz1BuQXFHsyfz6xiiRj7CH2gsJAbEm2/QbO9SqhpAllxgx82UJbmj1GCUOWXkntAbVCih4DGQmFgdiSbDPic33KwFdj0K5k6kCcbsFdR9Se8aUeQ+zRPKpw6s+nvTeaDGePJJICCgOxJdo6hjQz4o5epeKmpsyYgdjtyuwxnI9WABktVOlyMKoHQ2EgqdBVGDo7O3HbbbehvLwclZWVuOOOO9DX15fxnMWLF0OSpITH17/+dT3NJDZETfZGZAEhRg5+6gy9ptSYgS9bG/CO6EBcY9BA7MoW2op+PrXc55mkwKXni9922204e/YstmzZglAohJUrV+LOO+/ECy+8kPG8VatW4eGHH9b+7/fr3wSN2AtX3FqAUERooROV8/3qQGyMx5AptCWE0NZU1IwzKJSUpSpJzTFMKKcwkJHoJgwffvghNm/ejHfeeQeXX345AODJJ5/EZz/7WfzzP/8zJk6cmPZcv9+P+vp6vUwjYwA12Qsog5+60ldFCyUZFbrJUJXUGwxjODpAG2dP+gVuQgh6DCQjuoWSduzYgcrKSk0UAGDp0qVwOBzYuXNnxnOff/551NTU4JJLLsHatWsxMDCQ9thgMIhAIJDwIGOf+NXDyYOxECLmMRg08GXqlaSGkcZ5XbpvGKQSq0oaaU9gKIzhaFKaOQaSCt08htbWVkyYMCHxzVwuVFdXo7W1Ne15t956K6ZOnYqJEyfi/fffx9/+7d/i4MGD+NnPfpby+PXr1+Ohhx4qqu3E+rjitsZMXlTWMxjSZsrjDQrdZGoDHks8G2MLENcrKTzSnnPRiqQyn3FCRexF3sJw//334/vf/37GYz788MNRG3TnnXdqP8+dOxcNDQ1YsmQJjh49ipkzZ444fu3atVizZo32/0AggMbGxlG/P7EHkiTB5ZAQlsUIj0FNPJf7XPC6jBn4Mq1jUD2G8QaGbTKtxG7X1njQWyCpyVsY7rnnHnzlK1/JeMyMGTNQX1+P9vb2hOfD4TA6Ozvzyh8sWrQIAHDkyJGUwuD1euH18g/844jLqQhDcoJVS/QaOPBlagOuVUgZ6DFkynmwVJVkI29hqK2tRW1tbdbjmpqa0N3djT179mDhwoUAgN/+9reQZVkb7HOhubkZANDQ0JCvqWSM43Y4MAR5RImo0aWqQOYZeqwiyTh7Mu3gFhMGtsMgqdEt+Tx79mxce+21WLVqFXbt2oXt27dj9erV+OIXv6hVJJ0+fRqzZs3Crl27AABHjx7FI488gj179uDEiRPYtGkTVqxYgc985jO49NJL9TKV2JR0tfpqO2mj8gtAbh6DoaGkDDu4acLAiiSSBl0XuD3//POYNWsWlixZgs9+9rO46qqr8JOf/ET7fSgUwsGDB7WqI4/Hg9/85jdYtmwZZs2ahXvuuQef//zn8Ytf/EJPM4lNcWsJ30Rh6OoPAQAq/UaGbtLP0M9HPYZaI0NJGaqkzpsgnMRe6LrArbq6OuNitmnTpiWsWm1sbMRbb72lp0lkDJFult49qAx8VQbsw5BsSyph6ByI2mNQnyQgVpWUyoPpigpDtYH2EHvBXknEtmihpKRZcfeA6jEYKQzpF5T1RO2pMtKDcaT2pgCga8B44ST2gsJAbEu67SvVgc/IUJLH6YzaMnIgVj0YI3dKy9QrqcsEoSL2gsJAbEu6UJIZA58augkmtbkWQmj2GOnBeDJ0n+0yIbRF7AWFgdgWLeGbvPJZ8xgMHIijwjCcJAxDIVl7ztBQUvSzSbYnIgv0DNJjIJmhMBDboiV8kwa/mMdgnDB40wiDGkZyOyX4Pca1n0i3g1vPYAhqvYeRwknsBYWB2BZPilr9iCwQGDK+XFXzGCJyQqWdWjpbUeKBJEkpz9WDdC061DBSmc+V0IiQkHj4l0FsizfaAC4YjmjPBeJmxEYme+PbfsdXAplROgvEl88m5V/6VXsYRiLpoTAQ26J6DPEJX21G7DV2RuyJe6/4cFKPCYlnIP2COy3MxsQzyQCFgdgWrzsqDKGYx6BVAJUaOxDHC0OiUMVCSUaSbk/smMfA/AJJD4WB2BZvihLRnmjoptLggdjhkLS4frzHYHooaURiPrrqmaEkkgEKA7Et6l4L8QNxrE+S8TPiVPaYsQobSN/tNbamgsJA0kNhILYllccQa/dg/MAXX5mk0m3CKuwEW5I9Bq1PEkNJJD0UBmJbYsIQyzGYNUMHYnmGVB6DkRVSAOCLei+ySCxZ5apnkgsUBmJbUnkMakzfjFBJqrYY3Sb1JVIT8wAwZBGPitgHCgOxLdo6htDIKiAzqm48qTyYQePbcwBJVVIpqrYoDCQTFAZiW7wZY/of71CSwyFpQpXgMajlqswxkAxQGIhtyZxjMH5GrIZvVGEQQsRCSSbE9LXPJ+oxCCHQHW2gx3JVkgkKA7EtWugmZH5MH4jzGKIezGAoov1cabDHAMTKZ9WcR2AojEh0wVsFF7iRDFAYiG1JHviAuE16TBiIk0tEVZEyurOqii/qwQxFPQa1PYff49Q+O0JSQWEgtiU5lBQMRzAwrPxszgK3RGGI30nOyM6qyfaowqklwk0QTWIvKAzEtmi9kqIDn7oBjSQB5T4zq5Ki9qj5DpMG4mSPSkuEM79AskBhILYluQVFT1wFkMNh/Aw9uSpJTfQaXZGkkhxKUu2hx0CyQWEgtiV5hm72wKcJVSRxhm5WX6Jkj8GMLU+JPaEwENuSXI5pdqhkpFCZOxD73Kk/HwoDyQaFgdiWkTF0c5OryVVJVskxDGnJcHP2hiD2g8JAbEty1Y2afDZrRpyuXNUse5I3MjLbgyH2gcJAbEvySuNu02foaguKxIHYrNCWb0SOgclnkhsUBmJb4lcay7IwfSBWF7ENDifF9M0SqhEeAzfpIblBYSC2Re2uCiizYrMH4hKPCwAwMBwGYH5oa8QCN1YlkRyhMBDbUhInDAPDYdMHYn/UnoERHoNJoaSoPVpLDJM/H2IfKAzEtjgdkiYO/cGI6cneEaEkk5O98R5DfKdXs4SK2AcKA7E1pV4lfNMXjHkMZpVjlnhiHsNQKIKhaNdXszqZxpfz9gXDCEc7q9JjINmgMBBbM86rDsZh02Po/miOYTAU0UTK6ZBQFhUvo4lviaF6C16XQwsxEZIOCgOxNepgHBgKITCkJH3NSj77PfEiFeuTZEZnVSCWnI8XKnoLJBcoDMTWjIvOxs90D2nPlZtWlRQLJZm9ChuIfTYD8fkX5hdIDlAYiK0pjYaSTncPAlAGQ7fTnD/r+OSz1lnVxBm6Kgy9wXDcGg96DCQ7FAZia/zRwa/l/AAAYPw482bEfrdiS1gWONcbBGCyx+BTE/Mh09d4EHtBYSC2Zlw0x3DifD8AoGac1zRbSuK27zzbo3gwZu3FAEBLevcNmZ+YJ/aCwkBsjVquejLqMdSY6DF4XA64ohsEtXQORu0xT6hiHkMYHX2KMIw30R5iHygMxNaoOYa+oFKRZOZADMTyDC2qB1NmojBERTMUEVoOZnwpk88kOxQGYmvKfIlrBMwWBrUi6ug580NbpZ7YZ3MyKlS1JgoVsQ8UBmJrkgdeM0NJAFAV7Vwa82DMs8fhkFAa9WBOdEST86UUBpIdCgOxNckz4PqKEpMsUahKCtWY7cGoeQZ1H+qaMoaSSHYoDMTWJAvD1PF+kyxRqEqq+jE7dDMuqR0HPQaSCxQGYmtqk2bkjVVmC0NsRu5ySKYne+M35XE6JFQz+UxyQDdh+O53v4srr7wSfr8flZWVOZ0jhMC6devQ0NCAkpISLF26FIcPH9bLRDIGSB7o4tcSmEG8MEyqKoHLpFXYKvUVPu3niZU+OB3m9G0i9kK3v9rh4WHcfPPN+MY3vpHzOf/4j/+If/mXf8GGDRuwc+dOlJaWYvny5RgaGsp+MvlYIkkSrr+0AQBwe9NUk60BJlfFchxTqs31XgCgoTwmDGZ7U8Q+6NYP+KGHHgIAPPvsszkdL4TA448/jm9/+9u48cYbAQDPPfcc6urq8Oqrr+KLX/yiXqYSm/MPn5uLz17SgMUX1ZptCqbVlGo/T4/72SziPQYKA8kVy+QYjh8/jtbWVixdulR7rqKiAosWLcKOHTvSnhcMBhEIBBIe5ONFmc+N6y9t0FZBm8mlkyswMToYX3dJg8nWADMnjNN+vrSxwkRLiJ0w/06K0traCgCoq6tLeL6urk77XSrWr1+veSeEmI3b6cDLX2/Cud4gFkypMtscNM0Yj8bqEvQHI1gyqy77CYQgT4/h/vvvhyRJGR8HDhzQy9aUrF27Fj09Pdrj1KlThr4/IclMrvJbQhQAwOd2Ysu3rsbb9/9xQliJkEzk5THcc889+MpXvpLxmBkzZozKkPr6egBAW1sbGhpiLnhbWxvmz5+f9jyv1wuvl7XZhKSDW3mSfMlLGGpra1Fbq0+Cb/r06aivr8fWrVs1IQgEAti5c2delU2EEEIKQ7fkc0tLC5qbm9HS0oJIJILm5mY0Nzejr69PO2bWrFl45ZVXAChlh3fffTe+853vYNOmTdi3bx9WrFiBiRMn4qabbtLLTEIIIUnolnxet24d/uM//kP7/4IFCwAAb775JhYvXgwAOHjwIHp6erRj7rvvPvT39+POO+9Ed3c3rrrqKmzevBk+H2OjhBBiFJIQQphtRDEJBAKoqKhAT08PysvLzTaHEEIsQT5jo2XWMRBCCLEGFAZCCCEJUBgIIYQkYJmVz8VCTZmwNQYhhMRQx8Rc0spjThh6e3sBAI2NjSZbQggh1qO3txcVFZn7Zo25qiRZlnHmzBmUlZVBkuzbez4QCKCxsRGnTp0as9VVvMaxAa/RHggh0Nvbi4kTJ8LhyJxFGHMeg8PhwOTJk802o2iUl5fb9g8xV3iNYwNeo/XJ5imoMPlMCCEkAQoDIYSQBCgMFsXr9eLBBx8c051jeY1jA17j2GPMJZ8JIYQUBj0GQgghCVAYCCGEJEBhIIQQkgCFgRBCSAIUBh350Y9+hEsvvVRbFNPU1IRf/epXAIDOzk789V//NS666CKUlJRgypQp+OY3v5mwcdGzzz4LSZJSPtrb2wEA27ZtS/n71tZW068RAP7iL/4CM2fORElJCWpra3HjjTfiwIEDCa/R0tKC66+/Hn6/HxMmTMC9996LcDiccMy2bdtw2WWXwev14oILLsCzzz5rxOUBKPwa33vvPXzpS19CY2MjSkpKMHv2bDzxxBMJ7zEWvsdU9r/44osjrtOu36Md7seiIYhubNq0Sbz22mvi0KFD4uDBg+KBBx4Qbrdb/OEPfxD79u0Tn/vc58SmTZvEkSNHxNatW8WFF14oPv/5z2vnDwwMiLNnzyY8li9fLq6++mrtmDfffFMAEAcPHkw4LhKJmH6NQgjx4x//WLz11lvi+PHjYs+ePeKGG24QjY2NIhwOCyGECIfD4pJLLhFLly4V7777rnj99ddFTU2NWLt2rfYex44dE36/X6xZs0Z88MEH4sknnxROp1Ns3rzZFtf47//+7+Kb3/ym2LZtmzh69Kj4z//8T1FSUiKefPJJ7T3s/j0KIQQA8cwzzyTYPzg4qP3e7t+jHe7HYkFhMJiqqirx9NNPp/zdyy+/LDwejwiFQil/397eLtxut3juuee059Q/xK6uLj3MHRWZrvG9994TAMSRI0eEEEK8/vrrwuFwiNbWVu2YH/3oR6K8vFwEg0EhhBD33XefuPjiixNe55ZbbhHLly/X6Qqyk881puIv//IvxTXXXKP93+7foxCKMLzyyitpX2+sfY92uR9HA0NJBhGJRPDiiy+iv78fTU1NKY9Rt9xzuVK3sHruuefg9/vxhS98YcTv5s+fj4aGBvzJn/wJtm/fXlTbcyXbNfb39+OZZ57B9OnTte63O3bswNy5c1FXV6cdt3z5cgQCAezfv187ZunSpQmvtXz5cuzYsUPHq0nNaK4xFT09Paiurh7xvF2/R5W/+qu/Qk1NDa644gps3LgxocXzWPserX4/FoTZyjTWef/990VpaalwOp2ioqJCvPbaaymPO3funJgyZYp44IEH0r7W7NmzxTe+8Y2E5w4cOCA2bNggdu/eLbZv3y5WrlwpXC6X2LNnT1GvIxPZrvGpp54SpaWlAoC46KKLEmZgq1atEsuWLUs4vr+/XwAQr7/+uhBCiAsvvFB873vfSzjmtddeEwDEwMCATleVSCHXmMz27duFy+USv/71r7Xn7P49CiHEww8/LH7/+9+LvXv3in/4h38QXq9XPPHEE9rvx9r3aNX7sRhQGHQmGAyKw4cPi927d4v7779f1NTUiP379ycc09PTI6644gpx7bXXiuHh4ZSv8/bbbwsAYvfu3Vnf8zOf+Yz48pe/XBT7cyHbNXZ3d4tDhw6Jt956S9xwww3isssu02LPdhGGQq4xnn379omamhrxyCOPZH1PO32Pqfi7v/s7MXnyZO3/Y+l7tPL9WAwoDAazZMkSceedd2r/DwQCoqmpSSxZsiTjTfbVr35VzJ8/P6f3+Ju/+RvxqU99qmBbR0vyNcYTDAaF3+8XL7zwghBCGTzmzZuXcMyxY8cEALF3714hhBCf/vSnxV133ZVwzMaNG0V5eXnRbc+VfK5RZf/+/WLChAkZvcJ47PQ9puKXv/ylACCGhoaEEGPnexTCXvfjaGCOwWBkWUYwGASgbP6xbNkyeDwebNq0CT6fL+U5fX19ePnll3HHHXfk9B7Nzc1oaGgoms35En+NyQhlMqL9vqmpCfv27dPK/QBgy5YtKC8vx5w5c7Rjtm7dmvA6W7ZsSZurMYJ8rhEA9u/fj2uuuQa33347vvvd7+b0Hnb6HlPR3NyMqqoqrfHcWPgeAfvdj6PCPE0a+9x///1a+dv7778v7r//fiFJknjjjTdET0+PWLRokZg7d644cuRIQmlbfAmgEEI8/fTTwufzpax0eOyxx8Srr74qDh8+LPbt2yfuuusu4XA4xG9+8xvTr/Ho0aPie9/7nti9e7c4efKk2L59u7jhhhtEdXW1aGtrE0LEylWXLVsmmpubxebNm0VtbW3KctV7771XfPjhh+Kpp54ytMyx0Gvct2+fqK2tFV/+8pcTvuf29nbtPez+PW7atEn827/9m9i3b584fPiw+OEPfyj8fr9Yt26d9h52/x5VrHw/FgsKg4589atfFVOnThUej0fU1taKJUuWiDfeeEMIEStrS/U4fvx4wus0NTWJW2+9NeV7fP/73xczZ84UPp9PVFdXi8WLF4vf/va3el+aRqZrPH36tLjuuuvEhAkThNvtFpMnTxa33nqrOHDgQMJrnDhxQlx33XWipKRE1NTUiHvuuWdEye6bb74p5s+fLzwej5gxY4Z45plnjLrEgq/xwQcfTPk9T506VTvG7t/jr371KzF//nwxbtw4UVpaKubNmyc2bNgwon7fzt+jipXvx2LBttuEEEISYI6BEEJIAhQGQgghCVAYCCGEJEBhIIQQkgCFgRBCSAIUBkIIIQlQGAghhCRAYSCEEJIAhYEQQkgCFAZCCCEJUBgIIYQkQGEghBCSwP8HN6XbIo93ewwAAAAASUVORK5CYII=", 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", 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" ] @@ -274,12 +284,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -296,7 +306,7 @@ "tempo = epr.load('tempo.DSC')\n", "\n", "# linear baseline correction\n", - "tempo_bc = tempo.baseline_correct() # default is linear baseline correction using 10 points at the start and end of the data.\n", + "tempo_bc = tempo.baseline_correct(npts=10) # default is linear baseline correction, npts is the data points used for baseline correction, here 10 points from the start and end of data\n", "fig,ax = tempo_bc.plot()" ] }, @@ -309,12 +319,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -343,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -372,12 +382,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Xe9i1dCzB63yWSP9faXklTmTfcahhgrYiVKnTaBk8/NW/GL3iAFT37DdRLG7pPszafAqb064DsGyCmxTpd4Q7Sa2dywQKDDbEHRZYKlBjqK+mJN1Y7qv/1a7G8L/D2bhcUILFVoxU4U5qk0pT0nM/HsNjKw9iy/EbNvtOVWkFVu65aNPamrXKKjTIuW2YvuKymnMyv7DMlkkStPbgVZRVaEwOVy1WV2LU8n9tnDLLlOtN9HRyoEmFFBisdDG/GOsPZ9fq5lfKCQxCIxS4bal1KeTW9fyrzazYSgk2JR2s7iD94cAVm33nO9tO47OkTDy5OtVm32mtsd8cwv6sWwavFxSr2d91Qyx1lv2ThYGLdlv0+SXqynqppRUUqdH9/Z24VFDCe53bx/DVriycvK6q83eJQX9pGAoMDVjs4r2Yu/U0NhoZWWQKNzAIjbe+XVIztE3owmIYRrCmoc+5Fm2Z207cwJDP9yArr4h3AuuXevRVarT4LCkDezJr1vXXBc29FwowZ8spFJZVQF1pXXPAvXINxn1zCF/vvWTVfkLq2hSRlVeE/zg3TVN0N9xclf1L3MacNNKHUFBUk8ebeulf8s8FXLOgBno2V4UeC5Px7v+dqVMaASC/SC14/jFM1eioNrP/xNd7L1v4WWXYeDS71pP5StSVKFabv/a4uM2rAAWGRuFE9h0AQFFZBa/2cKmg2Ggzwr2KmhNL/6TRvwEKlbc+3nEeXRf8jYRf07HzrJL33tGrtzFt3THk3C7lLYGtk3O7FJcKirE7Mx+r9lwyCDyvbUzH5VslmPm/E7wah7lFyTYey8HKPZd4NaAzuSok/JqOF39Ow/+O5GDSD0cQvmCnVU1T649kI/Xyf0j8K8PifYypywV5uaAYDy7Zh0GL9li0vZQXp0vPuYtXN5ww+j63xnD4cu2Go25Ou45yjRY/H8oGUNVkeuVWiZm9alg6B+a97WeNvscwDC7mF/NmQT+5OhVv/3Ya3+yzLJBwlVVoMHDRbgz9Yo/ZghKX/pphjtT5TIvo1ZJcJsOVWyUY/PkeDOoUgLWT+2DL8etI+PUknOQynFowDE1c+X/ej/6sucnpT93XvwEK1Ri+3V/VJLLl+A1sOX6DfcCKqrQCY6qbLm6XlBsEhvJKLR74jN8MENbcE4M6BRp8R4ayCB/vqEnLndJyqCu1CPFxF/w7ZCoN1/V/Zyu/tHi8us/jy5Qs3C5RY1K/tvg3qwBP9WkFNxfDR4J+t/8yPvzzvOD3CblcUIxtJ25gav928PZwMXhfLhQpLfRJ9XEpsrC0KOVS4egVB0y+f5sTGE5eV4FhGKzccwmdgz2N7lNYVoFMZRF6tW4GmUwGJ72/9Yz1J7ArIx9rJvXG4M6G5xvXp0kZJuchyGQ1TaylFcLHQyaTYXPadczafApjolpi0ZgIADX9bUv+uYAXB7WHwtnym/TZXBX7TPObqnto7dfEov30WwWOXb2N/VkFeKBjgMXfbS+OE8IkZuOxHAz+fA8AsM0oCb+eBFDVlJIp8CCUW5wLj1tjEHpoijVdGHO2nmJ/z8orgkzv8rpx957BPtxmgWwTTQRPf3sY/T7ZhYMXDdukAesXLfv5UDZiF+/Fe7+fw6o9l7Dj9E1eEwYAq4ICADy28iC+3HURC7bXvflCR6tl8H/pN7DzXB77mjWlxbpiGAZaLYMKjbbWM8k1WgbrD2cjK6/Ioj6xwjL+zfZsbiEW/Z2JqT8eM7pP/MqDGLM6FVtPVHXwu+jdcHdl5AMAvvv3MkqMBNeU83n49WgOVu25hJV7jDcdulcXIhjGdHPp0n+qRtNtqh7VpN/8+tUu06PtitWVeP6nY/j7rBIl6krEr6rpLzK2PIdWy0B1rwJbT1zHhB+OoFhdadDHUFquwbPfH0F+kWEz4/6sAsEBAfZCgUEk+jc7AAj1rSl1H716G3O3nsbd0nIMW7LPYFtL+u50tQpu+365RsurMSxOvoCL+cUG+24/mcv+/vupXIP3dfKr8/H0d4eRqeSvELnl+HWcvlH7jr9lKVl46Zfj6P3RPybXuNl5Vok2s/9km6I0WoaXDt3QyoNGZuNmKIusfrbxb8ev49UN6bzX/nekqnnkbmm50ZtcfQ3ImrbuGAYs2o0+H/2Dp78znExWVqEx22/z2/HrmLv1NB5csg8R7+80+52FnCGqTnIZCi14tkFW9bm1Lb3qHHLh1JgOcZqjDlz8D70/+oe375kbKvT56B9M/fEY3vrtFMzR1S4ZMCYHWDjrjQsdqNcM+NWui7jD6c/T98uha/j7bB6e/ynNoBlMf7Kdzrz/O4OI93fi9Y0nse9CAcLf+9toQeKPkzexfFcWe/zSc+7i2e+PGNTq7YkCgxVMdWLql+r+K6458fILy1BQpOZVsxcnX8D6w9lG20otmd2pK5Fwm0pkevWFL1OyMG2dYYkv7dodpF27Y1UpJW7pPiz5JwuqexWYs+UUW0OqDx3f+Qtp124Lvvf+7+cAVOUlv7AMAxftxku/HDfYjnsI9I/HlLVHrUpPqkAb+4LtZ1FaXonIhcno+UGykZE3tY8MF/KK8Oz3h3E8+w7+OZ+P63fu4U5pBQ5d5v9dNFoGcUv3YeBne0x2pp66fpf93ZKOU+7cBY2WsWqVXN3fwsWp5pby1Df8gMYdfKGu1GBx8gW24GEJ1+raCMOYbrLj1o42Hs0WLKQNELgJa7QMNFoG1+/U1LCVep3wunuAqrSC1wKw/nA2bzuGgdE+tYV/nMPnOy/gp9RrAPiDAaSyzhj1MVhBqOSto9YrHVzIK8Ko5f/Cy92FHanSRGHYnn5Kb6hdW/8muHKrxKDGIFSiLq/UQi6T8S4EmYz/mE1T4lcdBAB4ulp+GnyZkoWsvCL8dUZpfmMrxa9KxZF3hhq83tzbjW0O+/7fK7h+5x7v4tVRV2rw5NepOHLFMMBYsoCZ6l4Ffku7jvieLY3e3x/56t/q79LiTmkFfJsoeO+b+pqfDl3Docv/4dP47mgq8Dd/4ac0XL5VIjiUVKtl2GHExWWVbFPg0uo287d/O4VxfVrx+o24N2lL6JpedIrVlk9y0zIMyio0cDbznRotAye5DFPXHjMYEmsOtwAU1twLF/KEr0futfP2b6cFtylSV+L6nVK0bOZRvQ+Dx1YewL1yDSJCfdjttqXz58Cs2H0RId7uGLZ0LwAgff4wo8OzhY4jl65/jjs8vLi8El5uhv1ktiZ6jWHFihVo06YN3NzcEB0djSNHjpjcftOmTejcuTPc3NwQHh6OHTt28N5nGAbz589H8+bN4e7ujtjYWGRl2WZlyKIy46Uu/drE2oNXcfK6indylAiU7vSXxgj1rTlRd55VIiuvCOWVWsFRMY+tPIiO7/zFq96WlptvYtBnaceqjhhBQedbgVEjx67dYX//mvO+fsd3UVmlYFDQycrT374C+7MKkJVXhBW7L6LHwp1Y+Mc5rNxz0ehncMfUv/3bKZzNrQnsDMPwbhIbqpue8grLUFahwbvbzuDPUzexPd2w6e5OSTkumxi9w22v5h7fr/ddxk+pVU0fk9YcZdMB1K3THTB9vgP8wkqmsgjdFvyNT5NMjyLTNa9YGxS4GBifRKl/DEzp/+lunLmhwq/HcjBw0R6cuq5CVn4xO+MagMEzFPZn3cKARbtRVqFFWYUW+7Nu4ZX/pdcqH7ogWsa5L2w7ccOgFn82V4WEjek2nTQpao1h48aNSEhIwOrVqxEdHY2lS5ciLi4OmZmZCAw0HKFw8OBBjBs3DomJiXj44Yexfv16jB49GsePH0e3bt0AAJ999hm+/PJL/Pjjj2jbti3effddxMXF4dy5c3BzcxMzO0bblQHDpYEt/0z+fm7V1eVj1+7gx+qq5raX7xfsQDZWg9EfCutIfjx4zeJt45bu45XuzLl+5x6cneRo4+cBmUyG5348hsMCgeSvM0oEe5k/l5LP5SH10n84834cdpy+Wd1nVFPKnr3lNFr7NcG4bw8hxLvm84SaNnrptb/rK9do2TZ2/dopt/aUfC4P09Ydw/MD2uEPE31HlkjjBGQh3MLQrWLjbfZc5ZVauAvUnC2hi3NV83mErzeZTIY7pZalBQBmbT6F8zcLa5UeAILNtJbSNRtx0zv//87CWX4OFz9+iH1t1PIDqNQyuJBfhAkxbdCvvR9b0xGLqDWGxYsXY9q0aZg8eTK6dOmC1atXw8PDAz/88IPg9suWLcPw4cMxa9YshIWF4YMPPkDPnj2xfPlyAFUnxNKlSzFv3jyMGjUK3bt3x7p165Cbm4tt27aJmRUAwgvfse8JrH1kCf22X9fqi/9sbs3J+vEO60bpODL9kRzmGJusJWTnuTwM/nwP5m49jY/+PCcYFAAg+3Ypjlw1XvPgKlZXIvXSf/g0KYMXFHR0q5ByJ7xxC/LnbxaiRF1pdtQQd0y8wYxaTmer7kb19b7LyCu0vP1eyAYzkziteYCOzthvUo0uO28OGxggvKQMAFy5VWJVuuoSFOpKyzA4cuW2wUgs/WZP3f/P3CjEW5tPYbaR5rH6JFpgKC8vR1paGmJjY2u+TC5HbGwsUlOFlwtITU3lbQ8AcXFx7PZXrlyBUqnkbePt7Y3o6Gijn1mfvthpfILWjtP189g+XQcbt2/NVPMIsZxuVNH/juSwc0Lqw+S1RyyaFayjZapGVb23/SxGLNuP50wMB9UpLdfgydWpeG/7WYPRLvZa16g2M8ozlEUWjUAyhWGAOyVVQXiombkRUrYp7Tqe/Nr4fevKrRIczzastdWlGc5SojUl3bp1CxqNBkFBQbzXg4KCkJEh3A6pVCoFt1cqlez7uteMbSNErVZDra4pPRUW1q6UkG1iBI81s3pNcXOpCgzOcrnVpWdiH9aWnMsqtPj91E2sPXgVgPAIKH2vb0zHsWt3cOTqbYzs3pz3nrm+ALEYG7pZHybGtEZ6zl0M6hSIZSlZ6BjYlNeEllvdtDrnoTDkqsrsWvIXQ+7de+w8KXtoFMNVExMT4e3tzf6EhobW6nPmP9ylnlNmSDeJp9KasYIWui+oab1/pjVa+YrbLmpP1sx4LqvQYNsJ61Z85XbAz9YrcddHAWJYlyDzG+mp7bpDlhjbuxX+b0Z/vP7gffjtxX7Y9EIMpwmOYYNSE1cnaES4VuzN3q0EogUGf39/ODk5IS8vj/d6Xl4egoODBfcJDg42ub3uX2s+EwDmzJkDlUrF/uTk1K6Nc/L9bTArrlOt9tUxd//QDVWrzXDmFkaWrdDpGuJt9jMm398GnYM90b2l+W2tZe1oKanY8lI/eLqZrlxbs0aSulIjuJSIpfRXGy2uhxqDX1NXq/cR8zkJupozAES1bgYfDwU7P6dCw7Dt7m7OTg71LGVLmZt3IvYzRkQLDAqFAlFRUUhJSWFf02q1SElJQUxMjOA+MTExvO0BIDk5md2+bdu2CA4O5m1TWFiIw4cPG/1MAHB1dYWXlxfvpzZkMhm6tajbDdPUObzoie61WvJax9T6L2sm9cZTvc3XlJ7u0wpJrw3AACvWcwn0tOym0tbfcI0ZT1dnxIbVbzvxK0M71uvnubs4mS0dWzNnoKxCy1uwrq6yTMyvsZQHZ6TQh6O7CW6jPw/H2Mig+mBq5BI3ILkrnHgzthsKczVKoSV36pOoTUkJCQn49ttv8eOPP+L8+fN48cUXUVJSgsmTJwMAJkyYgDlz5rDbv/rqq0hKSsIXX3yBjIwMvPfeezh27BhmzJgBoOrG/Nprr+HDDz/E9u3bcfr0aUyYMAEhISEYPXq0mFlhuQss+sbVr71frT97TK/aNXHpcMeVvzKkA9u8EdbcC/07+iO6nR/2vDkIh+bUTCJ7WK+9umNQ1YJpsSaaFvbOGsT7/20TywsAwNF3YrHrjYGCN88R4cH4bmJvo/vG92xp8rOFRLf1tXofU1yd5WbnBLhY8XiusgqNwSKK9qCrYX4xJgLhnALPM31bC25/csEwbJ9xP/t/S5bMAIC+7XzxZC/rjqObs+F1ppu4mXu3qrO9icIJrs5yi4bKervzJ43pT0wUS0SoD755Nsrq/Y6ZGSr85qb6W3VAiKiBYezYsfj8888xf/58REZGIj09HUlJSWzncXZ2Nm7erBnN069fP6xfvx7ffPMNIiIisHnzZmzbto2dwwAAb731FmbOnInp06ejd+/eKC4uRlJSkuhzGHQ8zIzBruusxbrMSeJOp+/fMQAnFwzDlcSHsOOV/uxNuY1/E3i41uTh6T6t2N/v71AT1CI58wOaujpj+oB2AKrmVATpjfE3V5UP8HRFu4CmGFtdY+F+j4fCdBNNbarM3GYw/6Z1vwG4OMnN3vjvCAxVNaagSF0vaypx50aY072lN1o24zc17nj1Afz5Sn/ER7XEoxEh+PixcPz92gCjn+HsJEf3lj54oKM/AMNF94xp5ethUTMmN3gIrbqrOwK6Z2MEe7tBJpNZ1Pf3gV4tKMLKptI3HrzP4LWdr/P/Vg+FB+O3F/ktF5/Fdxdlxd0JMW3q/TO5RO98njFjBq5duwa1Wo3Dhw8jOjqafW/Pnj1Yu3Ytb/sxY8YgMzMTarUaZ86cwUMPPcR7XyaTYeHChVAqlSgrK8M///yD++4zPGhiCTDTbOLlbn6g1yMRIUbfq+1s1UcjQnhr3XgonNDU1RkymcxgiQzuEhgazo23olL4blWsrsTch8JwJfEhRIb6wM3FCR8/Fm51GkeGN8efr/TH95wagqkmg5HhzWu18pAnJziP6NbcxJbCIkJ9eAHat4mizrOIuYyVBlv5epjty+CyZnJf95beeGFge/b/sWGB8HZ3YW/YcrkMT0e3QicjS2z/PqM/+7vupm3uWR06/xWXm1wkEahqBuXWWlyFmkWrD4Fupr5uWZHJ97fBtpdrajID7hNuBl0/rebeM6ZXKOaNDMMvz0XjpUHtsfvNQfj7tQFYM6k3dr85yGDfmXrNk/5NXdExkD+Y471HuyKqdU1t9fEeLdAp2LPeJ5y+Oew+PNajRb1+pr5GMSqpPvmb6aTTr7JW7VNTap09ojO+GtcDVz8ZKfhZtb39fDmuB69kIlTiYr9DJsMrQzpgwH0B6NuupvRubnQLN8BEhFrf1yKTydA1xJuXNj8jVfpAT1csf7pHnR8TairwLHjEsKT589RobHmxHza/EIN+7f2w+YUYNHF1FqzJcVfL5QrycsXqZ3pandZ3RoahjYVr/QNAMyuaQ3zcFbwgu/SpHlakDAjnlLB1zakZNy1r507JyDdbq9RqGd5wVKG+Nt0ruuG5TauDqEwm4/VfCVXuujT3goLTlNnE1RnPPdAO93fwx1vDO6OtfxN0CvbE4M6BBn1hHz1WVdvgBsftM+43KHAp9JpKdau81rXCoN+Hp3CWW70OlrUoMFjJSS5Dl+bGO689BZqSOgfXbP98dZMMAKyb0sdgW1MF0wc6+mP/W4MRGybc/s+9Ueg3G+hLGNYJ66b04Z1g+qW6/W8NxpDOgdg4va/B/l1DvDFnRGd8Ft8d65+LxiMRIbwmInNmj+iMPm198XR0VVPWhBh+u7azvKqmM7a632Vwp9o93CTYyw1fjTO8CT7Q0R+T729r8Lq3uwuc5DJEtfbF+ml90atNVQmQG3STXnsAq5/piZ+mRBvsDwB73hyM4bWoqcR1DcaSsZEY3jXY5DmmYyyocnVp7oXYsCBM6d8WoyND0MLHHU/1DhVcxM8Y/dK7LjBwl243ZWR4czzWo4VBQeiZvjXNmHK5DMO6VI0s7NbCdN5rlj+vqbFwR4Xp1+6c5DJ0CGzKO9eFFrTkerJXS3QMbIr0+Q9ifHTVuRne0htXPxmJq5+MFHxwlatev4iuANQuwPJgr+/FQe2xQe/6s8WT4Cgw1ML2GffjzPtxeLxHC4NONW7n9M7XByDptQd4JUtuKaNLiOEFoP+QHa6fpkYj1NcDiY+HC47w6du25sZsqsZgTKVelTfU1wM/TOqN6HbCN/znB7bHk71D0a+DP74a1wN+TSwf8vjCwPb49fkYto9h4ahu7BPpuOnv16EqGK4cH8Wrug/qFIA3h93H2V6ODoFN8WN1sP3sie4Y2b05xvdthWYeNTdQXaludGRVVfxxvSq5q4vwJcG92XQO9sLwbs0N+loAYPGTEbVeCwgAOgQ2xepno8wOF3aWy3j54gYJ7nyVkd2b47uJveDbRAFPNxf8+/ZgfBLf3ao0/R+nwxngDyW1xPujuiLIyw1H3xnKC0gfjg5nC0KRoT5o5eeBI+8MxZYX7xf8HP0SOnfZGO4zGGQyftDRDbDgBgZzx+izJyKQnDAQPh6W18p0nzmpXxt4uTnjxUFVTXcdAj2xcnxPTO1vWBCRy6rmkBjr8xjRLdjgWrfF42Np2e1acHaSo6mTHIvHRgIAXhrUAYOqZylyq8yhzTysvklY0pQd4OmK3W8OwvjvDuHAxZpZs3MfCoO6UoP4KOtGgIzoFoy/zijx3AOGJ6416qOTbfnTPbDo70x8ySnl61ac3fHqA+g6/2+Ua7SY/3AXtAtoikGdArEu9SreGNaJd6N+slconqyubYS38IZMBoR4u2PzizE4maNCXNeqWpf+8REaDQMIP71NqENaKGDXxnMPtMORK7d5K67+9eoDeHT5v6jQMOjf0Z8XxJITBmLR35kYGd4c7QKaoN8nuwAYnk+WLsmuE9POj1fjBQA3C87pbi28cOZG1Y1bF7RkMhlOvzcM20/mokdoMwDA/718P9YcuMrODwr0NN6hrp9y3TEEABdOKfqf8/m4+slItA9oinWp1/DW8M4AAIVzzSc0MTPowVpenL6h9x7tinkjw3hLkD8UXhWcvv+XvxSLs1yObyb0wqWCYgz9Yq/B57b2a2JwzGzx+FgKDPWgtV/NjF5uH4OuCm5Ntd2aC/ezJyLwWVIGplQ3iXh7uFjddgxU9U9cvVWCDoF1mxldHx20D3cPwcPdhTvnXZzkuPDRCN5r3Vp447MnIkx+preHC9LmPQgPhRPcXJzQ3LumBvfS4A74hfOQFWM1hrkjwzBny2l2dBYgfIHqP+e7tjoENsWuNwehw9wdbGGjtZ8HUhIG4ddjOZh8fxve+ly+TRRIfLxqQAC3SdBUDdQSQofU3JBtAOja3BszBndA+4CmvHNaJpNhVGRNLa17Sx8sqS5gWZuW1zkjhYT6JCbf35bXXMitMZgbXWipsb1CsfFYjsHcGaHnUgj1l+ny5GKkeUioz5ICg4OQyWT4cUof3C0t540q0Z2s0we0R4ayiB2uafKz9P7fzMPF6FDIFj7uWFaLQKDPxUnOzl+oC+61MLJ7c/x56iYmxgiPibc1Y+PWW/i4Y82k3phc/YQ3YzWGp3qHIrqtL+9B8EJB3JpCAJexoafcGqiHwhmt/JzxZnXp2tiKrNymhnocTMWyJDBoGaZW/SzWEOrPA2B0wiT3z+VRTwH8w8e6YWK/Nghrbv76ia5u6vVv6so+/U13k7dmkIWlo8HqggJDPRlYPUTubvXa6tz1/AM8XfHTVOGOSn36hQEvd+OBQWq4NYY3HrwPk/u1QfeWPvZLkIW4j1E1VmOQyWRoF2C+RmVu4lRU62bscw5cneX4NL47/ispx0Phxpd0MWZ0jxb4ctdF9O/gb5DW+iJUC6xN/1V90K/96A/tXfZUJD788zwm9RNuEuX2jVgS3Czh4iQX7CsUEuDpiqPvxKKpqzPC5icBAPu439Z+HngiqiWCvdywfLfhg6LWTemDCT9UPeTMFvcDCgz1zMdDgZPzh8FNUbt+ff2LOvHxcMxcfwIvDe5QH8kTFbc67+rixI7okTqFU81NQnD8vIXWTO7Nu2mumdQbO8/lsaNoAGD1M1HoXf1Qnm4tvDG6DuPRfTwUODRnqFWzrq0l9Pew5KZqSRC1ln6M0u8nGBXZAo9GhBgNjM293TH/4S7wdHO2SXOMEP15ULqkymQyfD6mqkm0Ustg9d5L6MO5frhzM8RcvFCHAoMIvD1qP/tZ/5zuEdoMx+bF1mspUCzcJgxbjJyoL9w+orr8nQd34jdhDO4ciMGdA9nAoHCSI8DTFR4KJ5SWazDIyEQsrqVjI/HaxnQseypS8H1T62MBtZ8XY+rzTXU+L3sqEudvFmFK/zZ1/GbTmiicBG/u5o7fFIGRQfbg7uKEexUa9GzdzOC9Fwa2Q2s/D4yKFO5rE3PxQh0KDBLDPa3lsqrqryMEBYDfKeZIgSHU1wPfTegFnzoEdEuyqyt9J706AHuzCtg5GqaM7tECw7sF27z55rn+bfHDgSu8Dl4dUzWGvu38eJ3L9Yl7HRjrX3AUv8+8H/87ksMOaeXy8VBgHGepGp0HuwQh+Vye0bWs6hMFBonhnvy6JS0ckbMNJuHUJ1OLBlrCkvzqHtvays8Dz/pZfnHXJigonKoe9NS/o7/5jQXMe7gL3ozrJPjdpgKD/uxfsQR5Wb9MuJR0CPTEu1Y+3+XrZ6Kguldh1Yz32qLAYGeBnq7I5zwcnhsHzC0wJzXczkFnEdu9pciS/Fo7MawuDs0dCqWqzOKOUSHGApKxfAy4L0DUmxb3L2xuaZqGSC6X2SQoABQY7O7dh7sg4dd0zBtZVXpoKDdXe3Xu2Ysl+Q2zYJmL+uLbRCHa0tJCAeNK4kOi1265H2/NYoPEevTXtbNHIkIwvFswO/mGe/I7Uju9PrEX+ZIaU8fqtxdj8MvhbMwZEWbDFIlHeKKW+Ocq9yu8BCZ+kfpDgUECuDdR7v2lLk9zszcHTnqtCM101Ylq7ctbjtnRdQz0hLe7C7vM+/how45SsdX1uSfENAoMEsNtSnJy0I5nwDYlSClx5NqdtdwVTjgwewgUTnLcLim3WUcw99qor6VHiLDGVd93BJz7S2Nrp3dEujV3ejvIZL760tTVGQpnOfsUNVvgfo2Yk/oI1Rgkh7sEAQUG6fv5uWhsO3GDXcGTiId7NdC1IS4KDBJDJ79j6dmqGXq2Mpy9SkRAhSaboaYkieFWl+vzOcO2UNfHcBJiKQoM4qLAIDEyB+5jYCgwEBFxr4bG1NlvDxQYJMaR+xg0FBiIiPiFJrp1iYn+uhLmaMNVjTw3hpB6we9/s1syGgX680qMzIFrDEKPISREDFRjEBeNSpIYR575/OKg9jh/sxCPRgivI09IXXALTdTHIC4KDBLDW0TPwU5+LzcXrJ3cx97JIA0UDeW2HaqPSYwjD1clREy8zme6NkRFgUFiqIONEGG8dcRoSQxR0a1HYhy585kQW3G0ZlZHQ4FBYmisNiFGOPDkT0dDdx6J4TUl0blPCIs/85luXWKiv67EcDucHW24KiFi4tem7ZeOxoD+vBJDIy8IMY+aWcVFf12JceRF9AgRkyPP8XE0FBgkhjckj05+Qlg0x8d2KDBIDNUYCBFG14btUGCQGJrHQIgwbm2aLg1xUWCQGP5wVTr7CREio2tDVKIFhtu3b2P8+PHw8vKCj48Ppk6diuLiYpP7lJWV4eWXX4afnx+aNm2K+Ph45OXlse+fPHkS48aNQ2hoKNzd3REWFoZly5aJlQW7oOoyIcL4fQz2S0djIFpgGD9+PM6ePYvk5GT88ccf2LdvH6ZPn25yn9dffx2///47Nm3ahL179yI3NxePP/44+35aWhoCAwPx888/4+zZs3jnnXcwZ84cLF++XKxs2BzNYyDEPOp8Fpcoy26fP38eSUlJOHr0KHr16gUA+Oqrr/DQQw/h888/R0iI4Xr9KpUK33//PdavX48hQ4YAANasWYOwsDAcOnQIffv2xZQpU3j7tGvXDqmpqdiyZQtmzJghRlZsjp5rS4gwbvMRBQZxiVJjSE1NhY+PDxsUACA2NhZyuRyHDx8W3CctLQ0VFRWIjY1lX+vcuTNatWqF1NRUo9+lUqng6+trMj1qtRqFhYW8H8miIXmEmEWXhrhECQxKpRKBgYG815ydneHr6wulUml0H4VCAR8fH97rQUFBRvc5ePAgNm7caLaJKjExEd7e3uxPaGio5ZmxMTmNSiJEED2ox3asCgyzZ8+GTCYz+ZORkSFWWnnOnDmDUaNGYcGCBRg2bJjJbefMmQOVSsX+5OTk2CSNtUEnPyHCaIKb7VjVx/DGG29g0qRJJrdp164dgoODkZ+fz3u9srISt2/fRnBwsOB+wcHBKC8vx927d3m1hry8PIN9zp07h6FDh2L69OmYN2+e2XS7urrC1dXV7HZSQPMYCBHGvRro0hCXVYEhICAAAQEBZreLiYnB3bt3kZaWhqioKADArl27oNVqER0dLbhPVFQUXFxckJKSgvj4eABAZmYmsrOzERMTw2539uxZDBkyBBMnTsRHH31kTfIdAi2iR4gwbqGJ5jGIS5Q+hrCwMAwfPhzTpk3DkSNHcODAAcyYMQNPPfUUOyLpxo0b6Ny5M44cOQIA8Pb2xtSpU5GQkIDdu3cjLS0NkydPRkxMDPr27Qugqvlo8ODBGDZsGBISEqBUKqFUKlFQUCBGNuxCTvMYCDGLLg1xiTJcFQB++eUXzJgxA0OHDoVcLkd8fDy+/PJL9v2KigpkZmaitLSUfW3JkiXstmq1GnFxcVi5ciX7/ubNm1FQUICff/4ZP//8M/t669atcfXqVbGyYmPUlESIEIZh2N+pj0FcMob7124kCgsL4e3tDZVKBS8vL3snh+d49h08vvIgAOCD0d3wbN/Wdk4RIdIwac0R7Mmsah04OX8YvD1c7Jwix2LNfY/WSpIYbkmIJrgRUoNbhJXRnUtU9OeVGFpEjxBhWmpKshkKDBLDG6tNNQZCBNGlIS4KDBJDjy8kRBi3KYlqDOKiwCAx3GecU42BkBoMaiIDxQVxUWCQGBenmkNCfQyE1KAag+1QYJAYbvOREx0dQljU+Ww7dOuRGG6NQeFMh4cQHS2vxmC/dDQGdOeRGGenmjNe4eRkx5QQIjHceQxUYxAVBQaJcZZTjYEQIdzOZyIuuvNIDL+PgUpFhOhoKS7YDAUGiXFX1DQfebuLtsYhIQ6nES7rZjd055EYNxcnfP1sFLL/K0WHQE97J4cQyaCwYDsUGCQorqvwU+4IacyowmA71JRECHEIFBdshwIDIcQhUB+D7VBgIIQ4BIoLtkOBgRDiEGgeg+1QYCCEOASqMdgOBQZCiEOgCW62Q4GBEOIQqPPZdigwEEIcAsUF26HAQAhxCNT5bDsUGAghDoFqDLZDgYEQ4hC0FBlshgIDIcQhUFiwHQoMhBDHQJHBZigwEEII4aHAQAghhIcCAyGEEB4KDIQQQngoMBBCCOGhwEAIIYSHAgMhhBAeCgyEEEJ4KDAQQhwCzW+zHQoMhBBCeEQLDLdv38b48ePh5eUFHx8fTJ06FcXFxSb3KSsrw8svvww/Pz80bdoU8fHxyMvLE9z2v//+Q8uWLSGTyXD37l0RckAIIY2TaIFh/PjxOHv2LJKTk/HHH39g3759mD59usl9Xn/9dfz+++/YtGkT9u7di9zcXDz++OOC206dOhXdu3cXI+mEEAmi1VVtR5TAcP78eSQlJeG7775DdHQ0+vfvj6+++gobNmxAbm6u4D4qlQrff/89Fi9ejCFDhiAqKgpr1qzBwYMHcejQId62q1atwt27d/Hmm2+KkXxCiARp6KHPNiNKYEhNTYWPjw969erFvhYbGwu5XI7Dhw8L7pOWloaKigrExsayr3Xu3BmtWrVCamoq+9q5c+ewcOFCrFu3DnK5ZclXq9UoLCzk/RBCHIuWAoPNiBIYlEolAgMDea85OzvD19cXSqXS6D4KhQI+Pj6814OCgth91Go1xo0bh0WLFqFVq1YWpycxMRHe3t7sT2hoqHUZIoTYXSUFBpuxKjDMnj0bMpnM5E9GRoZYacWcOXMQFhaGZ555xur9VCoV+5OTkyNSCgkhYqGmJNtxtmbjN954A5MmTTK5Tbt27RAcHIz8/Hze65WVlbh9+zaCg4MF9wsODkZ5eTnu3r3LqzXk5eWx++zatQunT5/G5s2bAQBMdWeUv78/3nnnHbz//vuCn+3q6gpXV1dLskgIkSgNdT7bjFWBISAgAAEBAWa3i4mJwd27d5GWloaoqCgAVTd1rVaL6OhowX2ioqLg4uKClJQUxMfHAwAyMzORnZ2NmJgYAMBvv/2Ge/fusfscPXoUU6ZMwf79+9G+fXtrskIIcTBUY7AdqwKDpcLCwjB8+HBMmzYNq1evRkVFBWbMmIGnnnoKISEhAIAbN25g6NChWLduHfr06QNvb29MnToVCQkJ8PX1hZeXF2bOnImYmBj07dsXAAxu/rdu3WK/T79vghDSsHwxJgLTf0rD7BGd7Z2UBk+UwAAAv/zyC2bMmIGhQ4dCLpcjPj4eX375Jft+RUUFMjMzUVpayr62ZMkSdlu1Wo24uDisXLlSrCQSQhzIsK7BOL9wONwVTvZOSoMnY5jG13BXWFgIb29vqFQqeHl52Ts5hBAiOmvue7RWEiGEEB4KDIQQQngoMBBCCOGhwEAIIYSHAgMhhBAeCgyEEEJ4KDAQQgjhEW2Cm5Tppm7Q8tuEkMZCd7+zZOpaowwMRUVFAEDLbxNCGp2ioiJ4e3ub3KZRznzWarXIzc2Fp6cnZDIZgKpoGhoaipycnEY3G7ox5x1o3PlvzHkHGlf+GYZBUVERQkJCzD7krFHWGORyOVq2bCn4npeXV4M/QYxpzHkHGnf+G3PegcaTf3M1BR3qfCaEEMJDgYEQQggPBYZqrq6uWLBgQaN80ltjzjvQuPPfmPMOUP6NaZSdz4QQQoyjGgMhhBAeCgyEEEJ4KDAQQgjhocBACCGEp8EEhlWrVqF79+7sRJWYmBj89ddfAIDbt29j5syZ6NSpE9zd3dGqVSu88sorUKlUvM/Izs7GyJEj4eHhgcDAQMyaNQuVlZW8bfbs2YOePXvC1dUVHTp0wNq1a22VRZPqI/8ymczgZ8OGDbxtpJh/U3kHgOeffx7t27eHu7s7AgICMGrUKGRkZPA+o6Eee8Cy/DfUY6/DMAxGjBgBmUyGbdu28d5z5GMvGqaB2L59O/Pnn38yFy5cYDIzM5m5c+cyLi4uzJkzZ5jTp08zjz/+OLN9+3bm4sWLTEpKCtOxY0cmPj6e3b+yspLp1q0bExsby5w4cYLZsWMH4+/vz8yZM4fd5vLly4yHhweTkJDAnDt3jvnqq68YJycnJikpyR5Z5qlr/hmGYQAwa9asYW7evMn+3Lt3j31fqvk3lXeGYZivv/6a2bt3L3PlyhUmLS2NeeSRR5jQ0FCmsrKSYZiGfewZxnz+GabhHnudxYsXMyNGjGAAMFu3bmVfd/RjL5YGExiENGvWjPnuu+8E3/v1118ZhULBVFRUMAzDMDt27GDkcjmjVCrZbVatWsV4eXkxarWaYRiGeeutt5iuXbvyPmfs2LFMXFycSDmoG2vyzzCMwUWjz5HybyrvJ0+eZAAwFy9eZBim8R17/fwzTMM+9idOnGBatGjB3Lx50yCfDfHY14cG05TEpdFosGHDBpSUlCAmJkZwG5VKBS8vLzg7Vy0XlZqaivDwcAQFBbHbxMXFobCwEGfPnmW3iY2N5X1OXFwcUlNTRcpJ7dQm/zovv/wy/P390adPH/zwww+8JXodIf/m8l5SUoI1a9agbdu27Oq6jenYC+VfpyEe+9LSUjz99NNYsWIFgoODDfZpSMe+PjWoRfROnz6NmJgYlJWVoWnTpti6dSu6dOlisN2tW7fwwQcfYPr06exrSqWSd3IAYP+vVCpNblNYWIh79+7B3d29vrNklbrkHwAWLlyIIUOGwMPDAzt37sRLL72E4uJivPLKKwCknX9zeV+5ciXeeustlJSUoFOnTkhOToZCoQDQOI69qfwDDffYv/766+jXrx9GjRoluG9DOPZiaFCBoVOnTkhPT4dKpcLmzZsxceJE7N27l3eBFBYWYuTIkejSpQvee+89+yVWBHXN/7vvvsv+3qNHD5SUlGDRokXszUHKzOV9/PjxePDBB3Hz5k18/vnnePLJJ3HgwAG4ubnZOeX1o675b4jH/uLFi9i1axdOnDhh7yQ6nAbVlKRQKNChQwdERUUhMTERERERWLZsGft+UVERhg8fDk9PT2zduhUuLi7se8HBwcjLy+N9nu7/uiqosW28vLwkUWqoS/6FREdH4/r161Cr1QCknX9zeff29kbHjh0xYMAAbN68GRkZGdi6dSuAxnHsTeVfSEM49rt27cKlS5fg4+MDZ2dnttk0Pj4egwYNAtAwjr0YGlRg0KfVatkTu7CwEMOGDYNCocD27dsNSooxMTE4ffo08vPz2deSk5Ph5eXFlrpiYmKQkpLC2y85OdloO769WZN/Ienp6WjWrBm7wJgj5Z+bd31M1aAL9v2Gfuz16edfSEM49rNnz8apU6eQnp7O/gDAkiVLsGbNGgAN89jXC3v2fNen2bNns0PyTp06xcyePZuRyWTMzp07GZVKxURHRzPh4eHMxYsXeUPy9IcsDhs2jElPT2eSkpKYgIAAwWFrs2bNYs6fP8+sWLFCMsPW6pr/7du3M99++y1z+vRpJisri1m5ciXj4eHBzJ8/n/0OqebfVN4vXbrEfPzxx8yxY8eYa9euMQcOHGAeeeQRxtfXl8nLy2MYpmEfe0vy31CPvRAYGa7qqMdeLA0mMEyZMoVp3bo1o1AomICAAGbo0KHsybF7924GgODPlStX2M+4evUqM2LECMbd3Z3x9/dn3njjDd5wTt1nRUZGMgqFgmnXrh2zZs0aG+bSuLrm/6+//mIiIyOZpk2bMk2aNGEiIiKY1atXMxqNhvc9Usy/qbzfuHGDGTFiBBMYGMi4uLgwLVu2ZJ5++mkmIyOD9xkN9dhbkv+GeuyF6AcGhnHsYy8WWnabEEIIT4PuYyCEEGI9CgyEEEJ4KDAQQgjhocBACCGEhwIDIYQQHgoMhBBCeCgwEEII4aHAQAghhIcCAyGEEB4KDIQQQngoMBBCCOGhwEAIIYTn/wE+vwmolcbEdgAAAABJRU5ErkJggg==", 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Nse/pZpUpukyY6j3DftzrMHuCR2IyWh3y3z5ZI35+tPwQPdsimj7u1tD62qqDKUKQJnZvzEMTO1hMuDO4cvMWpaRnUuPoUqrXe83ZRvvPptPr7WpQiaKFVaO1sFDHtwl/5oy1x0Rmi7yP4e9id9IV6lg/Kk8PBQtvaHAhVYE+T+DviRmxeB8tfu0B8gacR79gexL9vWFFqliqGBkVLV1gcR+0YI/4vV2dClShZFHvnxgRdZx4d04CGwb8XLkzwc2I3LYpDWMmYYDFUIAoosCcunTD6cMoB2svawR5XY2KFFFiOPuo77c76ND5dOo/b6edK4lN2g4T1lH7cWup9djV1GXaRrtRNIsCM3n1MdUNnX7TPntK5sfEM/TZyj9U1k5yegZ9s+kkDZi3U5zP1NXH6I35u+j3oxfJXVKvZlCj91fSmwt2U36RLTW9eXfJfjFP5ZnPjbv29ZHkq/Q/Dasg/WburOErN27bDVRkV6c3+GbzSSEKztJVOQX0iSm/kxG5bWPZB+dxgOMLIAwe4CxH2naEf+m6vX++evni1t93nvqL3lt6gNJu3KaY//xm/3kenBe7sxRS0jPsfJksWCcv3aBzaRnWfdv+vOzQrfDpr7kVNw+cSxOuMkdt338uzW7fv75LpNFLD9CunCD4hN/+oP/bfY5e+GqrEC9Xvn/+Xywm7ELg9+WX/A7Uvt9yiracyLWInLEuJz5z5q/cQYLRcJRUcEEqrLfcJrjMAl131K9ufX5qekaBzCe4cDWTGr6/ko5fuO4wxsATx/adtb8HjcAtm+/ATBYDXEkeYHuDOrsJLl27RefTblK5EkVEJ1woKEiVucOjbCY947ZmNVJ3/PTcofPNdjj5au553MlW3YBf/f4nNY6O0Bw1Kvzf7rMO/0efb3aIn5dv3KJX2tqX8fD0oew0aQPF1YukTccu0f/6taL6lezPja2fNUfcz/piMUw4lEr/aFJJFR9R4O8+r2w+folGLtkvfj/58eNuxZ6MjDNB5o7YkcXgrkDzzGO2SDvWi6KZLzbLx5k6Tn7gR2PT8Yv03Bdb3f4sfhZXHkihp5pVpuJFPO/2jl+4RkVDgqmSB+5B21igmepTQRg84MoNx3n9tgGy1YdTacyyg6p9IRo3BvvgtXAnwMY3HneEcsfHv8v/5QObc1CYuzWJ/t2hFpUuHkrnJUvCEVygLCS4ED3Xsoq1812447TVKvCEXw+kWOMqPLLu0bKKqr6NrSiwNfbXjdtUpnio5uc998UWIdpceuC9J+vZvZ7XGAUzdNEe1Xm4+qxCBhYGDip/+MvduIsrYeDgr9Z36YrFO8+In/EHkq0xF3Z11qtoPwDITxYZW9uO4Ov0R8o1YaHzPcv8Y9om4eLkcuNDOtQiT7ie465id+mhMR01Bx/uTLbLzwDF28CV5AGyH91VrvXvx+z96VqWAZfGkPlbzXLW32VzXHngZDgwfPLideFnVeB7z92OsNmHq+jFr7bS3jPude4sMq/P3yUymF79PpGGLsoNpucFxd3C/m4lI0qLhTvOUNMPVtHAHJcZHye77hRLbsV+7RRidl8lacR8XE1k5PiI7BJyZwaukR/9YYv3qe4VW+RYF9/rbJFybOjLDSeczrJftvec1R1ZpLC6S+k/dyc9Pvl3indwbWR4tv4nkhvTFvm2tk1hlWFRY3fZ29L9yaLATBEuSs+C2ev+uGB99tk6dRfb550/Z+SSfYavTcVAGDzA2UPl7EZ1xvVM9fuKFL47Gvnrxi1qNXY1Df5ht0hTHfxD7shVgTvLhz9bq9rHN7Cz85ThZ3nD0YvWEbw7cPbTP7/dQSv23x0RFhTc6Y/Lca/Z8nH8YfGTxYPjJW0+Xq2aOKTgbLBpm/Xliulrj9vNVVGsB467OJo8WFDTJjioP23NMZr42x95Th9lC5eD4Cy8aw7nzsB1N0i/K+kv4UJyZmVwBzxg3i4Rh2EK54zQbQdIs38/KeJpWqw8kEzztiaJ2foz1x13+L+Khdx9NrhfdZSSzYOiyQl3lytdvOuui9S2FPcEB+nkCpeuZQp3GH/vfM6vSXM2HD3nbIlsOHqBhi/eR9WG/SLKgGsNdL7fkiSsGRkWqt5zttHs3/8kowBXkgfwzVvQK2LZduJFQwqpfLqLd56lplVKk5HIi/vIHbhTeKLRPXb7q5YNs45mOSjNLo91V+1jEDxqZRfD1Yw7dE7KEGMO5gS93SVFw722bO95Ghp3XYyAmRP/eUzDdZR3ZeB409Ld56hT/SgaslA9EHi2ZRXV39wRcxyqZ+tqDj9v5roTIr4lJxo4/f9SVhKPzt1ZiY9dRYrrtFebalbXDfPbwdwBx7aTl6nRmJWqOM2+M2kiTVorK08L9vHzwIeDz848dra+fB5IyHy+/gT1efBeqhBe1KGbdffpK2KzdYE5sjaenbWFjqVeU5UBn/NSC81jx608QkdTr9Hcf8aIlGa+r9h9ytvLD95LRgAWgwdsdpKZ0m1GwaQnKhaDbDYrwc9A4OuNJ50KkZxmyTEFGe5gvt50kn7ceUbzWjkTbzbvOZ02bsJ62pnkuNhZ209zLbSLGplnziyGNUdSxVwTRxk7o5bsF9day7qR3Q9cvpmPG/V/B8S6zQxblbaf62l6KdcAy/1/nhWkU5IlQqVOmS1LR3AHy2uTuCsKspuK/5WzDB85y44HczxQsCVmbILdPv5eebsgxVrOpakHGIo7ka1G5btnZFFQ6P21vVXLrDyYIixOtghtxcbV5FVvAWHwgF6tq+r+P4rkWAxmynkuSBYm2sdSnJUz5hiJu7B5L8Mj2m4zNonYSa2R8SKd9kjKVRrPLi03vv6XZm8X2TFy4FTOJlPiQvzgc8fee852mpxwlH5xUGdoSY6VuP2kvTDJM+XlDp/PP/HUZTH5UXZ5MPLoPS/VP911STLcbnbBuAq+K532S3O2acbhnCEHb+vcE+7wONmFP+KnfQ6POZZ6VXXtWo1NEHNnrkvt/nazeqDS55vtQhDYauTvnq08zljKC8q9It8zigUmw2LB1os3S83oLgzTpk2jatWqUdGiRSkmJoa2bXNe8XPhwoVUu3ZtcXyDBg1o+fLlqtf5ARs1ahTdc889VKxYMYqNjaWjR4+SN+Ba6k82qqjr/1BGRQGqCx7DMRJ3OXnpOj07a7PwBfODxiNafsg5pVdON+YOi114rmD3lJIyySm/Dd77VZXmyXGhExeuUe1346nn7Nz7Xis+IQdKtZBHkrap0YtyxJRHovx8cJDT1pWWF7RKw8vIFgV/j80+/I0+iXccPJbbseWEe+4tLbh7dNRJcvvd7UBjx9+1Duds/FOUTuFOmb/bxTmxCWbjMbXlya4sFgSFT+IPU49ZWyg/yC48nog6a/1xu4oJHPNgVyuLljeC17oKw4IFC2jw4ME0evRo2rlzJzVq1Iji4uIoNVU7ELZp0ybq0aMH9enTh3bt2kVdunQR2/79ua6UTz75hCZPnkwzZ86krVu3UvHixcVnZmS4ny2QV9jH+Y+mlXT9H6XD7qZkuuPf9RRH6Z6BAgc3uUPicuT8oBUUvx5IFh2ivDSrQrtx6+wETCttccGO3JnsLoXBxt0g9xNdZ2yiXrO3Cb86C15+mOci6C0HYt1dM4HLnOQV5Wu7Ows7y2Hw2RP3FE8Off/ng3meHf/9liSPik3KKKWULl/PFQZOy+aZ8zKKUPHEUx58fOQkGcAUwjB+/Hjq27cv9e7dm+rWrSs687CwMJo9e7bm8ZMmTaKOHTvS0KFDqU6dOvTBBx9Q06ZNaerUqdYbYuLEiTRy5Ejq3LkzNWzYkL799ls6d+4cLVmyhLxB0ZwYgB682KpqvmbpRpdxPvmm7f3lKZCRS5YUJDzT25PPVjpynjzHD7qznHwFHslyoUW2dGyFQR5EFGRigKtlMjPysFTlP6ZvsmYw5VkYnMRP2Bqztaic4csZ6kdSrtJTMzbR7I3uCzgbQ196IXtJN2G4desWJSYmCleP9Z8VKiT+3rxZO1DL++XjGbYGlOP//PNPSk5OVh0TEREhXFSOPpPJzMyk9PR01ZZXXE1uebhW3jvfD7rUz9dkLGdxifHPNKKYe8u4/Ix5/4yhT59qqDnLOb9UL5dbEiSQ4VEzZ+T0+GKLCIxywNwV645cEEFptnRsR+c8q9foK6vJHXd+kylYWP/KGWXH1qlAZmX36SsOV3VT5pBw6qsv0E0YLl68SFlZWRQZGanaz39z564F73d2vPLTk89kxo4dKwRE2aKjo/PcrrIu3DERxfK3bm5+YgvyyPG1h3M79tJhIfRYg3vo6ebR9N9uDWjhK60dfkbTqqXFcaE2E5WcUaFkEbeOM1OtGBlngc68tI071KlrPIuLvSVV5rUVArnUijfJ69wdd3ipTTVqVDmC3mhfU/xds0IJVQ0wJYYyrFMdt66P2Vh/9EKB1AnLKwGRlTR8+HBKS0uzbqdPO/fnOiPSQe6zQrjGguq29XO4JLcj8rOYhzzr9JHaFWj7O7H0x4edaPPw9iI+wp1X9xZV6P4KJa3HzXi+qfX3VtXLiOMUt5aCrUhseOsR1d+2dXVsmflCU3rnsTpUTcNiaFe7An3fJ4YKkva1C3YU+XHXBlQqLKTAaiRxh3rCSd0tV/T7LtHp0pfe+s70FIZnmkfT/w14kAY9ej/9+GobMZjJHTRZrP+7eJFgU62M5i5ca82X6CYM5cqVo+DgYEpJUc+q5b+joqI038P7nR2v/PTkM5kiRYpQeHi4assrrkbS4cUKO7Ui2E3z6dONxESfcGndg/xaDEPjalmn/SuzRMuXLCLOV+nsFcKKBNulx9oGMfm9CuzT5vPmch273n3UThxd+XQ71r+H+j5Une6JsBfVqIii9KBUBsSWbk0di6gjePJSQcLuQ1fi50lqKJdPOf2XZyU6nKGV4ugpVct67ubjnH+9UCZ6Ms2qlqZSYaHWIRNbxkr6Lsf8zLSWsrtwqRtn2M7mNo0whIaGUrNmzSghIXciSXZ2tvi7dWttVwbvl49nVq1aZT3+3nvvFQIgH8PxAs5OcvSZerD23w8LX7yWSMgWw0P3l6cqZcJUHR+7aRRma8yMdDXwdBTD6P9IDVXn5CwWwscpHX/DyrkL9jib0MTn/V2fGFF0j9s97ulG5CmDYu8XCwwtklxZYTaiZUteUvNqVChBBQl/X3JHpYUnlTN5hF+QWWdaa394ilzK2pGrsXZUrqXJ6Lk+g7P7V54QxsfJ6Z5GpGU117E9W6bmTH5zhLKgkildSZyq+sUXX9A333xDhw4doldffZWuX78uspSYnj17CjePwhtvvEHx8fE0btw4Onz4ML333nu0Y8cOGjBggHidA7Nvvvkmffjhh7R06VLat2+f+IyKFSuKtFZvwS6RNjXK0Y6RsaLa4quSP18e8U/p0YTWDX3Y4QpozTVuGGeuJJ5C/1WvFvTu3+u6jH9ULu08Q4nPa9uI9qIsuIJtZ6WsH9G6elm799et6LnVxaLCq87J7Q5z0gFwO/PSfcqlDp6LUZeSyAtcFdfVhENXFoVtjKEgJit5EgfS4uUH7lpWG4e1EzEo5t5yxamFg44s/s2HaNOwdta0Z60ZxY4GM7JrMq/Zf0pixrkrdy3j4qHBwn160Q23i2wBM+VK6JO6HW7jBejRMlpYywXN/ZEFO/jxqjB0796dPvvsMzEhrXHjxrR7927R8SvB46SkJDp/PncWaJs2bWjevHk0a9YsMedh0aJFIg21fv361mPeeustGjhwIPXr149atGhB165dE5/JE+K8DVsHPGIZKpXxlTtXdufwzezJqNdZ//NAjXIiTsAPmVbWEFsotqU1HMFiZVsrxtZi+GXg3+jDLvVp4rON7d7PAb9Rf68rsp1mv9RcPPx5GRk9WFPbAuK69wXhElIKr7mbJVWvYjh90LkePVo3N8HhnohiBVpOm+sKOcKTDquhxloWjujatBL90+b7HPVEXVHvib9rFoMVb/yNlg7QXgKVO2GGa/vwd8TwrF93kxPcseK4E1WwdX8yyhXgGdaKG5Kfr/ee0B4oyfC9KsPuKU+YpPEMJI6MtfsfKwe1Ve17u2PtAq+4y8/5Cx4KreGK6PFoXxnx27J2rboyKPP000+LzRF8I4wZM0ZsRoE7jdg6kSJTolZkSbv1F2zXfnaGO+mqPFIc1qm28DNywS+lg/t33F2BeiKPs7Or2fiZWfSc3YBywa92tSOtZbHd4fe3HxEukJY5KbTsvuDiYsqMWKVMAGdXJRxKEetG/7DD/XIZskUysF0NUW7Zlvn/akUtP0qwSxnmooWdm1QSJTSaVy0txFhrUtqDNcpplnVgy230k/VUK+u5Gyfikhnuwm5KR+mOtvDIWg7+K+tfyILnLLtn1eC2dmLrrsXAa4zfH5nt8p6uK/1/2/LdgpxTvZpTsqJEzoI7XLyPs+menLrR2nGuz1lJT2Ze3xjrTPUujSvRI7UqUK2okqLI4JONK4qKrbzyYqVSxajBeytV7+3cuBK9MT93mdkHapSlspK1rTx3smXCYsyxkYKOgbS5r6zu64mjumoB8WWv5sIykCtZKp08p96xHzSuvuMAufU9HvzPEY/dTdXrkDO65QclL4urcNbH3C2naNhjtSk/eLJAVeXSYWJT4BHr/H6trXnbSlXLmpElafvIWGEBJV2+YRUOFmL2ecu+WI4DKB0e17Vavj9ZfPcnLl63E4aerauKxe559HtAqqGkuDDYGmwludDkdFTO9OLyGuxSaf6h/bKs7JrhEa+nwvCvh6rTfeVLWNftdhWHYNecu/D3K4/CeXEkT5A7IsX/zzO+3YFLdHBn5gyuVSTPi9Cy0JQ9iiCVyHHb8HMmB8+17kO+zvKMaF7FrVOO+6yJVL3Y1uVUNKQQTXq2ifh964j21HnqRqpWLoxmvdjcpWsvNCfml99V/YZ3qk1jVxz26iqBEIYChG9QHgFzgJU7NPkm5DpL7n2GvRnuaMo9f25BmJRsVntqWmtREO6WX998SFRQHdCuhp1bjNNaH/zvGpF9xWZ7lbJh1LZWeVHqYvQTdUXWk7IewPud69PoJ+qJc5LXMmbXF1dfHfzo/eJvtvBkYZCztFRtC1J3APdHltTMypnco4mmG8Qd+NzZMjrwfhy9OX+3dRU0R+dT1g23E8dYWOAeqx8l7k92Q3p6rXkOgYxiMew9496yrrycZtemlem7LadUM41ZtJXJfXyduO0fLT8k5i84Q6mwK8d15NURba07thqrly9BVzOuuBXbYvo/cp9o38wXmlmXAuVsvC0j2pMjbBMU2NXFOIrZuDtoaxxdyuvCEBDzGLwJP3wcYM2rf9z2knNtfqZkHtap9TZygJbdHIynnRCb9mz1yEFxuePkB5NTfVkUlIeOrTV219kuEqMIVe2ocDGxj10J3EHN/WcrYeIz7IKQcdSpa+3XWqo12kXQ3x34f3VubO8OfDP27mQvhttaUsqA+0zKEmPXmZyEwIUf+Xi2ethV1qWJZ/W+vv+nep6Jp8I38vE6YiT++9vtVJMh+TornVzTKqXENeSEjoWvtHHLzSoLumzR8WEsOgpx9aLsRvSOEkIUhsbVFll4nqwPrQxgePDBMap+OUHniLAQ2jOqA03obp/Jx+f9de8W9NE/cuOotqnutpMngz2smpsXjN/bBBi2o+7X29cUbpUHnOT6GwX5Bp72XFMxe9PTTkgveGKfFuxS4bUblNXaNH3bYpJbQ+Hi4Y7V2Wxnxe+dX3j0zKNFXtlLKfDG621XjCgmSkrMerEZnZZG3/9oUom65RR4ZJeMVkwlL3BGmu28FXeEoUmVUta6TfI8HnbHcBXY+jmB8yX9HxBWA68/zmgNCBRsv+24erkJAiHSim6/HUoVg4f7yhenbzeforc63v1sOZ3blcXgKVxdQIEHH7zJsDiEBgdrDqYerlXB4YqA3AZb4EoKQGwvOY9sn2mR9xIevhK10sVDxNwKo8Ode9cmlazC4KjT47kou0c9qhq1aiUKKH7v/MKfzdaWXPWTs8j4XmCx5dHvN1KNJVmk5JFxfmbS3z0PzzK9ZPcTu+uqlilu950pI3iGBUK2djw5F54V7cyN+WLramLTsvDkSZ754ZNuDWnU0v3CheiKYqH2gw4HK5Q6vce8sZgPhMFoSDcCj2rMVF9IHsl4ukiML5E7FUcWg7sZY0rZdEewS0VeIYxdhTxh6zUPRFTp+B1V07V1qxQ0Wh2cFn9zkIpcUMiuNBlOTNBCnjviypXkLizUnH1k68bU4qGa5UXRP/YATMrJPlPcr2Vc3DdyPOaSB2XF84p5nl4/RckPV5B1wBP/phGQOyQzCZo8mSo/gva/vq1UFsfU55pYY0S5x8So3C0zXmhGc3q3zFOAktMtOU/+uz4tSS+0rqM7FoMea8nYWj8lbawzHrVHhheh3g9or4MtP0/utMFd3BEF5bgve7XQtHTY1bRs4IO0ekhbzclrnFyhIK8wpxcQBh/D8xGY13MChvLNr6S7mQX53GWfr9FpWrWUmOXNtaDyQ2ublMy/N6woOn7ZoqohFTDkoLgreK6Eo7U02ILhWffORub5lWctC6qIG51qXmbGu8LW+iluM+rnIPvWEbFiIqgWHCvhdGYWEKMMXIKl82C3GmdPcQZjVHhRmtO7haa1qmfxQgVzDUn9EE43bV8n0lpgTr75jXLz5oVgTyY1+BjOJlk1qG2+Fkly572KNbGgXyv6addZ66DAGdyJLdt7Ls9LyubXlaRkb8k4G21/0bO5WM5U75m5bGnn5fnwdP6GXnAKLy/J+nq73Ewz2RJ0lhZbx6ZmlR5AGHwMjwTkyUNBXs4+0AuznXt+Rdgdd4KS5x5TvazY3IEn0fWUAqieklerk9Mneb6AktHjrjA0rByhKidSkMijZkfxBbPwcdcGIp3Vdo6IM7hkycZjF+lZL4gbhMFgyJNzCrI+j7cxmzB4o72u6lcVJOyaXH0kVVXN1xOej6kqNk8rn+Z1cp+ncCzBzBQOvjtJ0hO4yoG3FiWCMBgN2ZWkR0qJlzCzG0wvYXBV8bYgGdyhltj0wFHnz26a/K5g6Az5G3Y23wHkHwiDwZBvfjNbDPlZu9qMOHMlcfXZWetP0KdPeb6GhRHRWpuCJ5TpjXxL2WYkgYIF366BO9RAc8eYGWcWElee5c1f8NVKmrIwhOtomQCkqxoOuX8xs8UQaIQE0LW6P6qEKPWulJVwJ7uqoNFaWx0UHLAYDIYqXTVw+hrTwkFQXm+gba0KFChwEP23wW3FwCXzTpbXguryPBmzTf40G/h2DYZ885stgKssrhNIfPtyDK3Yf15zRT1/RrFmvZlpJQ+atCrbgoIDwmAwzDzBzZMlTP0FLhPOG9Af+Wkw27NhNhBjMHDw2Ww3fwGvYAiAGhM/G2YDwmDkdFWTpXxmBaDFAHwDhEFfIAwGw8yupEDKzAHex1/KxZgBCIPBkK0Es938/dvVoKplw2honD4zbkFgox40oevSEwSfDYaZXUkVShaldUMf8fVpgIAIPvvwRAIAfL0Gw8yuJAC8BSwGfcG3a+CsJMx8BiAXlIvxHhAGg4EAGwDaYB6D94AwGHkeg8liDAB4r1wMng09gTAYDH8puw2AruViUBJDVyAMBkOOqWFUBIA2cLPqC4TBwKMiWAwASCBjz2tAGIyGdL9jVASAo8QMdF16gm/XYMiT2jAqAsDRHB9fnon/g6/XYCAlDwDXYIKbvuDbNRiY+QyA6/gb3Kz6AmEwcvAZWUkAWJEfBzwb+gJhMBjyQAijIgBygTXtPSAMRkMeFeHmB8CBNe3TU/F7dBOGy5cv0/PPP0/h4eFUqlQp6tOnD127ds3pezIyMqh///5UtmxZKlGiBHXr1o1SUlKsr+/Zs4d69OhB0dHRVKxYMapTpw5NmjSJ/HZ2J8xlAFyWjgEmEgYWhQMHDtCqVato2bJltH79eurXr5/T9wwaNIh+/vlnWrhwIa1bt47OnTtHXbt2tb6emJhIFSpUoO+//1589jvvvEPDhw+nqVOnkr8g3++FMe0fAAcxBl+eif+jy0I9hw4dovj4eNq+fTs1b95c7JsyZQo99thj9Nlnn1HFihXt3pOWlkZfffUVzZs3j9q1ayf2zZkzR1gFW7ZsoVatWtHLL7+sek/16tVp8+bNtHjxYhowYAD5A3JQDQE2ALTBs2FCi4E7a3YfKaLAxMbGUqFChWjr1q2a72Fr4Pbt2+I4hdq1a1OVKlXE5zmCBaVMmTLkL2ASDwBurFUCYTCfxZCcnCxcPqp/VLiw6MD5NUfvCQ0NFYIiExkZ6fA9mzZtogULFtAvv/zi9HwyMzPFppCenk7mmOAGZQBAC+iCvnjU8wwbNkyotrPt8OHD5A32799PnTt3ptGjR1OHDh2cHjt27FiKiIiwbhy8Nsd6DD49FQAMBaoCGNRiGDJkCL300ktOj2G/f1RUFKWmpqr237lzR2Qq8Wta8P5bt27RlStXVFYDZyXZvufgwYPUvn17EcweOXKky/PmAPXgwYNVFoNRxQG52gBogwluBhWG8uXLi80VrVu3Fh08xw2aNWsm9q1evZqys7MpJiZG8z18XEhICCUkJIg0VebIkSOUlJQkPk+Bs5E4ON2rVy/66KOP3DrvIkWKiM0MwJUEgBuLWEEXdEWXnocziTp27Eh9+/albdu20caNG0XW0LPPPmvNSDp79qwILvPrDLt4eK4Dj+zXrFkjRKV3795CFDgjSXEfPfLII8J1xMdx7IG3CxcukL+gciVBFwDQfDYwj8GEwWdm7ty5QgzY5cPZSGwFTJ482fo6ZyCxRXDjxg3rvgkTJliP5WBxXFwcTZ8+3fr6okWLhAjwPAbeFKpWrUonT54kf0AeCcFcBkAbWAz6EmSxWCwUYHCMgS0UTnXlmdlGYt+ZNHpi6u/i9/HPNKKuTSv7+pQAMAS952yjNUfuegd2vfsolS4e6utT8tt+D84Kg4HgMwDayCNYWNP6AmEwGHIZDAgDALnIvo0g9Fy6gq/XYMhr2aKIHgC5ZEvKAItBXyAMBiNEshgKIy0JAE1gTOsLeh6DIYtBkcK4PABouZJgMegLeh6DESINhUIhDABYsUjhZ+iCvqDnMbDFILuVAAh0YDF4DwiDwZCtBDkQDUCgg+CzH8x8BnmjRJHC1KNlFTqacpXq3GOsyXcA+JJslcXgyzPxfyAMBmRs1wa+PgUAjIc8jwEWg67AVwEAMAVy8BnoC4QBAGA6VxLQFwgDAMAUBGC9T58BYQAAmALIgveAMAAATAEMBu8BYQAAmALogveAMAAATAFiDN4DwgAAMAXQBe8BYQAAmALMY/AeEAYAgCmAxeA9IAwAAFOACW7eA8IAADAFCD57DwgDAMAUQBe8B4QBAGAKEHz2HhAGAIApgMXgPSAMAADTreAG9AXCAAAwBZAF7wFhAACYAyiD14AwAAAAUAFhAAAAoALCAAAAQAWEAQAAgAoIAwAAABUQBgAAACogDAAAAFRAGAAAAKiAMAAATAHmt3kPCAMAAADvCMPly5fp+eefp/DwcCpVqhT16dOHrl275vQ9GRkZ1L9/fypbtiyVKFGCunXrRikpKZrHXrp0iSpXrkxBQUF05coVnVoBAACBh27CwKJw4MABWrVqFS1btozWr19P/fr1c/qeQYMG0c8//0wLFy6kdevW0blz56hr166ax7LQNGzYUKezBwAYDVRXNbkwHDp0iOLj4+nLL7+kmJgYevDBB2nKlCk0f/580dlrkZaWRl999RWNHz+e2rVrR82aNaM5c+bQpk2baMuWLapjZ8yYIayEf//733qcPgDAgGRh0WdzC8PmzZuF+6h58+bWfbGxsVSoUCHaunWr5nsSExPp9u3b4jiF2rVrU5UqVcTnKRw8eJDGjBlD3377rfg8d8jMzKT09HTVBgAwF9kQBnMLQ3JyMlWoUEG1r3DhwlSmTBnxmqP3hIaGCkGRiYyMtL6HO/gePXrQp59+KgTDXcaOHUsRERHWLTo6Ok/tAgD4jjsQBmMKw7Bhw0Sw19l2+PBh3U52+PDhVKdOHXrhhRc8fh+7qpTt9OnTup0jAEAf4EryHoU9OXjIkCH00ksvOT2mevXqFBUVRampqar9d+7cEZlK/JoWvP/WrVsidiBbDZyVpLxn9erVtG/fPlq0aJH425ITjCpXrhy988479P7772t+dpEiRcQGADAvWQg+G1MYypcvLzZXtG7dWnTwHDfgILLSqWdnZ4tgtBZ8XEhICCUkJIg0VebIkSOUlJQkPo/58ccf6ebNm9b3bN++nV5++WXasGED3XfffZ40BQBgMmAxGFQY3IXdPR07dqS+ffvSzJkzRVB5wIAB9Oyzz1LFihXFMWfPnqX27duLIHLLli2F759TUAcPHixiETz/YeDAgUIUWrVqJd5j2/lfvHjR+v9sYxMAAP9i3NONqN93iTSsU21fn4rfo4swMHPnzhViwJ0/Zw+xFTB58mTr6ywWbBHcuHHDum/ChAnWYznQHBcXR9OnT9frFAEAJqJDvSg6NKYjFQsN9vWp+D1BFsVRH0BwuipbKByIZssEAAD8nXQP+j3USgIAAKACwgAAAEAFhAEAAIAKCAMAAAAVEAYAAAAqIAwAAABUQBgAAAB4Z4KbkVGmbqD8NgAgUEjP6e/cmboWkMJw9epV8RPltwEAgdj/RUREOD0mIGc+czE/XkmuZMmSolS4oqYsFFySO9BmQwdy2wO9/YHc9kBrv8ViEaLA9epcLXIWkBYDfymVK1fWfI1vDn+/QRwRyG0P9PYHctsDqf0RLiwFBQSfAQAAqIAwAAAAUAFhyIFXeBs9enRArvQWyG0P9PYHctuZQG+/IwIy+AwAAMAxsBgAAACogDAAAABQAWEAAACgAsIAAADAP4VhxowZ1LBhQ+tEldatW9OKFSvEa5cvX6aBAwdSrVq1qFixYlSlShV6/fXXxdqnMklJSfT4449TWFgYVahQgYYOHUp37txRHbN27Vpq2rSpyGKoUaMGff311+Qv7edZ4Lbb/PnzDd9+Z21n/vWvf9F9990n2l6+fHnq3LkzHT58OCCuvbvt99drr8A5Np06dRLtWrJkid9ce92w+AlLly61/PLLL5Y//vjDcuTIEcuIESMsISEhlv3791v27dtn6dq1qzjm2LFjloSEBEvNmjUt3bp1s77/zp07lvr161tiY2Mtu3btsixfvtxSrlw5y/Dhw63HnDhxwhIWFmYZPHiw5eDBg5YpU6ZYgoODLfHx8Razt5/h22HOnDmW8+fPW7ebN28avv3O2s58/vnnlnXr1ln+/PNPS2JiouWJJ56wREdHi2vu79fenfb787VXGD9+vKVTp06inT/99JN1v9mvvV74jTBoUbp0acuXX36p+doPP/xgCQ0Ntdy+fVv8zTdEoUKFLMnJydZjZsyYYQkPD7dkZmaKv9966y1LvXr1VJ/TvXt3S1xcnMXs7WdsHxpbzNR+Z23fs2ePaCuLZCBee9v2+/u15w6/UqVKQuxs2+mP174g8BtXkkxWVpYwg69fvy5MSy3YjcKmZ+HCd8tFbd68mRo0aECRkZHWY+Li4kSRrQMHDliPiY2NVX0OH8P7zd5+hf79+1O5cuWoZcuWNHv2bFWJXjO031Xbef+cOXPo3nvvtVbXDaRrr9V+f772N27coOeee46mTZtGUVFRdu/xp2tfkPhVEb19+/aJGyIjI4NKlChBP/30E9WtW9fuuIsXL9IHH3xA/fr1s+5LTk5W3RyM8je/5uwYvolu3rwpfLhmbT8zZswYateunfC1rly5kl577TW6du2aiEcYvf2u2j59+nR66623RKfBsZZVq1ZRaGhowFx7Z+3352s/aNAgatOmjYiraOEP114P/EoY+IbfvXu3GA0vWrSIevXqRevWrVM9IHwxOdDE+9577z3yJ/Lb/nfffdf6e5MmTUQn8umnn1o7BzO3/fnnn6dHH32Uzp8/T5999hk988wztHHjRipatCj5A/ltvz9e+2PHjtHq1atp165dvj5F0+FXriQeAXHGQLNmzWjs2LHUqFEjmjRpkvV1rkXesWNHsQ4DjypCQkKsr7GZmZKSovo85W/FBHV0DLtkjDBqyE/7tYiJiaEzZ85QZmam4dvvqu1cbrhmzZr00EMPic6Ds3L4OwiUa++s/f567VkUjh8/TqVKlRIuU8Vt2q1bN3r44Yf95trrgV8Jg9aCPMqNzSPlDh06iJto6dKldiNFNkXZJE1NTbXuY3ObL74y6uJjEhISVO/jYxz58c3Ufi14FFa6dGlrgTEztV9uuy05SRfW1/392rtqv79e+2HDhtHevXtFW5SNmTBhgoiz+Ou1LxAsfsKwYcOsKXl79+4VfwcFBVlWrlxpSUtLs8TExFgaNGggMjHklDzblMUOHTpYdu/eLVLRypcvr5m2NnToUMuhQ4cs06ZNM0zaWn7bz2l/X3zxhUhtPXr0qGX69OmiraNGjTJ8+521/fjx45b//Oc/lh07dlhOnTpl2bhxo0jXLFOmjCUlJcXvr7077ffXa6+Fo3RVs157vfAbYXj55ZctVatWFSmYfGHbt29vvTnWrFkjbgitjW8ohZMnT4pc52LFiolc5iFDhqjSOZXPaty4sfg/1atXF7nf/tD+FStWiHaVKFHCUrx4cUujRo0sM2fOtGRlZRm+/c7afvbsWXFNK1SoIPLbK1eubHnuuecshw8fVn2Gv157d9rvr9deC620XDNfe71A2W0AAACBE2MAAADgORAGAAAAKiAMAAAAVEAYAAAAqIAwAAAAUAFhAAAAoALCAAAAQAWEAQAAgAoIAwAAABUQBgAAACogDAAAAFRAGAAAAJDM/wN+Yb53Ii/7nwAAAABJRU5ErkJggg==", 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" ] @@ -400,12 +410,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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QY6EwENPJZXcxYH3Jai6VP+mPW7kyz7frq1V5GTI2oDAQ0wmNcBaDJLXJzRphyKXyJ/1xK/dY5NL1VQqWKqBXVxFiBBQGYjr9Oax+0x+3zGPIofIHsKePUy4eQ/pj3P1MjITCQExHTlrDxcuBtA1bFpWF5lL5A6Q8nXAsAVW1qJQ2OrLH4FQc8LvtaSVCyhsKAzGdcI4eg9Uhm1wqf4CUxyAE0B+zZgJOeTMjfWb2nJVNyhsKAzGdXJO8Vjery6XyBwD8bidkNatVFUC52iaFg4f1ECOhMBDTGamBnqTS4p5EucTxAcDhcKROmLOoMilXbyZVmcRQEjEOCgMxnVyTvFZvJMul8kdidS+nXD0GHu9JzIDCQEwnl+MzgbSdvCXmMQDWVyblaluFnpehx0CMg8JATCf3Sc7aRGoulT+SCqsrpnL0ZugxEDOgMBDT6c9xAq60OJGaa+UPkLLNCtFSVaF3fs21kos5BmIkFAZiOrmXXlobFsk1jg9YG0oaiCcgO1zQYyB2QGEgppNryEaf5EpsH0P6NVZUTEm7HA7A5xohYW9Duw5S/lAYiOnIydTvLq0Nbvl5DNZVJenJercTijJ0O3AgXUwZSiLGQWEgppNzItXiBG8+VUlWHoqTjydTaUNLcFL+UBiI6aQf1DMclV5rk8/57GOotDDHkI8nk0rY02MgxkFhIKaTc3vrEq38AawN2cjx+3PxZNgriZhAXsKwevVqXHXVVaiurkZTUxNuueUWHDhwwCzbSBkQiScQS2glNrmeezAQU5EwuYtpPpU/2jXWiZYMJVXnEkpiryRiAnkJw5tvvol7770XW7duxfr16xGLxbB06VKEQiGz7COjnPT6+pFPcLPu3Od8Kn8Aa/MffZEYAKDal0vug8lnYjwj/+WlsW7duozba9euRVNTE7Zv347rrrvOUMNIeSBj8j63AucIFTZelwKX4kBcFegbiKPG5zbNLrnC9udQ+QNYG+bqHdDeoyoHYWDymZhBUTmGQCAAAGhoaDDEGFJ+yAmrKoewiMPh0FfJcnI0C33yzcEuwNrksxSfXGzjzmdiBnl5DOmoqopvfOMbWLx4MS699NIhr4tEIohEIvrtYDBY6FuSUYh+eluOE3C1z43ucAy9AzEzzUpNvjmsyoH0iikLQkn5eAyy62s0DiEEHI6RvR9CRqJgj+Hee+/Fnj178Pzzzw973erVq1FbW6v/tLa2FvqWZBSSTz8iAKjxW+MxyMk3lwQvkNrgZmUoKRfb5F4HIbSkPSFGUJAw3HffffjDH/6AjRs3oqWlZdhrV61ahUAgoP+0t7cXZCgZnYT0sMjICV4AqPZqeYWgyR5Dr57gzS2PYeVJafmEkirc1iXsydghr1CSEAL3338/XnzxRWzatAnTp08f8Tlerxder7dgA8noRk5yuXoMVuUY+grMMcQSApF4At4cKpkKpVcPc40sWoriQIXHiXA0oVUmVZlmFhlD5CUM9957L5599lm89NJLqK6uRkdHBwCgtrYWfr/fFAPJ6EbG5HOdgOUK3nyPIc8cQ1opbThirjD0Jcee62dW4XEhHE3oXhAhxZJXKGnNmjUIBAL4xCc+gYkTJ+o/L7zwgln2kVFOXx5tJwAbcgw5CoPLqcDr0r4uZucZ5Ovnapu8rs/kz4yMHfIOJRGSD6G8Q0max2B2VVI+CV5JpdeFSDxqemVSvmEuq8JvZOzAXknEVEJ5JFIBoMaqHEOeoSQg5fWY7THkG+bSPQb2SyIGQWEgpiI7q+a+j8HqDW65766Wu5/N3OQmhEiFknL9zLzWeFlk7EBhIKYSyjPHoCef+80OJeXej0hiRVvwcDTV3C9fjyHIUBIxCAoDMRU9+ZzrBjc9x1CKoSTzz6SWdjkVB/zu/MSUOQZiFBQGYirhgkNJ1rTEyCf5bMXxnr1ppaq5treosugzI2MHCgMxlfxDSdbmGHLd+QykvJmAiWGufJv7AamEPZPPxCgoDMRU+gpoogcAfdE4VBMP68mnUZ2k1m++MOS7hyH9WoaSiFFQGIip6KGkPFtiCJEq2zSaSDyBaEJrOJfXytwKYSjAY7Bq7wcZO1AYiKnku/PZ53bCk9xhbNZEl76yzmcCrquwIJSUp4cF0GMgxkNhIKYRS6iIxgtYmZs80clVeaXHOeKpcunooaSwecIgy3Tle+UCq5KI0VAYiGmkn0Oca0sMwPyJrpBSVcCaHEOgAGGQomt240EydqAwENPoS24E8zgVPTyUC2aXrAbz7F4qKVVhSK9KYj8zYgQUBmIaegO9HPMLErMnYBmuqavw5PW8Or92fakJg/SwhEi1ICGkGCgMxDTkir8mj70CQGpS7DYplt8Tzn/yTb++P5ZAJG7OBFyIMPjcClzJXAkrk4gRUBiIaQTzPPNAUp9cyfeEo4bbBKQm37o8haHa54LcjGyW1yBftyYP2xwOByuTiKFQGIhpyJBN/sKgTYo9ZnkMBUy+gHaMpmyhYVaTv0I8BoB7GYixUBiIacjVa76hJBn77zbbY6jIzy7tOebmGQopVwVSiXR6DMQIKAzENArpRwSkJmyzPIZAgTmG9OeYIQxCiJTHkKdoMZREjITCQEwjWMCZB0Aqx1CKHoMUBjNEqz+WQCwhMt4nV7jJjRgJhYGYhl6VlOckZ7bH0NOvCU6peQzyNZ2KA5We/Ep8a/wu0+wiYw8KAzGNVI6hND2GWn9++xiAVIjHDNFKr5bK9SwGSb3JuQ8ytqAwENMovCpJm+TCUXP2CxS6jwEAGkwUrWJyH3W6J2OOmJKxBYWBmEahVUnVPhdkbzujG9YlVKHbVUiOoaFSE4bzIROEocAyWiA1lu4QPQZSPBQGYhqFViUpisO03c/pdf6FrMzHVWnC0NVnnjAUlPuQmwLpMRADoDAQ0+gtsCoJMC/PIMNIlR4n3M78//ylx9BlosdQTCjJrIQ9GVtQGIhpyJYYxYRGjG6LUczkCwDjKr0AgPOhiGE2SeSkXtjGO/M7v5KxA4WBmEJCFQWdXyxJeQzGTnSFtsOQyFBSdzhm+JnUMm8hvZJ8SPWXojCQ4qEwEFPoSzuvuSBhMClkIz2QQlblQGoCTqjC8NV5V9ILGVeAMMgy2v5YAgMxtt4mxUFhIKYgS1W9LgVeV36btQBgfJUWsjnba2zIRgrNuOTr54vHpej7MowOJ3XpHkP+tlV7XfoxpQwnkWKhMBBTKLQiSdJYrU2O5/qMnXzPJ6uJClmVS6SonDe4MqmYUJLD4TC1XQcZW1AYiCmkDunJP4wEAOOTsXyjPQY5+Y4rYFUuMasyKeXNFCZaqcoklqyS4qAwEFOQSeN8u4RKGqvM8hi012socPIFzNnkFk+o+kq/EI8BSGvXwVASKRIKAzEFuWqtz/NcZUkqlGROuGZ8EaEk6c0YGUqSQupwFP6ZmX3yHRk7UBiIKXQXUZMPpJLPgf6Yof2SuoqI40tSoSTjvBm5ka/O79aTyPnCTW7EKCgMxBSK9Rhq/W79gHsjV+YyNFVoVRKQCnN1Gpj/kGOsL0KwZCjJ6L0fZOxBYSCm0K0LQ2Eeg6I4dK/BqDxDNK7q1VLFVCVNqPUBADqCA4bYBaQlnosKcclqKeN3ZZOxBYWBmEKqvUMRE121sZVJcvJ1pjXpK4TmGk0YOoMGegzJsFQxIa5xJnZ+JWMLCgMxBSkMhYaSAOMrk9InX6XAOD6QEoYzwQHD2mJIkWmq9hX8GuPoMRCDoDAQU+gusvUEYPzu53MGbG4DtIophwOIqwJdBlUAdfZqYanmmsJzH7JayuhKLjL2oDAQUyi2KgkAmpKT5BmDQjZnkjmBpprCV+UA4HYqumh1BIzJM8gxFmNbek5GCGMb/JGxBYWBGI4QouiqJACYVOcHAJwO9BtiV2dSGJqrC1+VS5p10TJKGJKiVYRtcsd0JK4iFGUjPVI4FAZiOH2ROOLJ2HtRwlCrCcPJHmNX5bKqqBgm6HkGY7wZGS5rLsJjqPC44HdrDQuZZyDFQGEghiMTz16XAr8n/86qkol12iRplMcgy0uLmXwl8jWMKFmNxlW9kqgYjwFIVXIxz0CKgcJADKfbgDASkAol9YRjCEfjI1w9Mp0mCEOnAcJwNrm6dzsdRX9msjmg0T2myNiCwkAMx4jEMwDU+Nyo8mrdWU8ZEE6Sq/sJBgiDDEedMiD5LMWlscpbVBktYE4fJzL2oDAQwzEi8SyZWGtMOCmhirQ4fvHJ55Z6zZv5sCtc9GsZUZEk0c+kpsdAioDCQAxHTsCFniuQjl6ZVKTHcK4vAlVou56L6ZMkmdJQAQD4sLu/6E1up3o00ZtoQFI8lWOgMJDCoTAQw5GJz0YDykIn1cmQTXEeg9xv0FjlLbh7aToTa/1wKQ5EEyrO9BYnWieTwiC9kGIwo8EfGXtQGIjhSI9hvAErc71ktbs4Yfgw+fzJBky+gOZ5SG/mxPniwkkfdmvPn1xXvG1mNPgjYw8KAzEcGcZoNCJkM04L2RwvcvJtT06+rQYJA5AKJ7UXKVopj6GiaJsmJIXUqB3ZZGyStzC89dZbuPnmmzFp0iQ4HA78/ve/N8EsMpqRwiDj3cUwbVwlAODY+VBRryNX5a0NxU++ktaGpMdQZAL6pIHejKy46uyNIGFQgz8y9shbGEKhEObPn4/HH3/cDHtIGZDyGIpPpkph6OyNIBQpfC9De5dxcXyJXOEXU5kUisT18l4jhKGxWsuhJFTBBDQpGFe+T1i+fDmWL19uhi2kDFBVoSefjfAYaivcqK9wozscw7HzIVwyqbag10mFkozzGGQo6XgRwiDDSDU+F2p8xe37ALTcR2OVFx3BAXQEBgzZzEfGHqbnGCKRCILBYMYPKV96+mN6CEPW1BfLtPGa11BonkEIoYdrjIjjSy5q1Ow61NlXcDfT9qSoGGnXBH3vB/MMpDBMF4bVq1ejtrZW/2ltbTX7LYmNyPBFrd8Nj8uYP6/pyXDS0XOF5RnO9kYQiatQHKn+S0Ywo7EKigMI9McK7k0kxzQ9KX5GMCHtICFCCsF0YVi1ahUCgYD+097ebvZbEhs5p5eqFh9GkkiP4ViBwnAk+bzJ9X64ncb9yfvcTj2cdPBMb0GvcfisZpv0PoyAJaukWEwXBq/Xi5qamowfUr7o/YgM2MUr0UM2Z/sKev6hTu15MxurDLNJMrOpGgBwsLMw244kx2SKMDCURAqE+xiIoci49oQa46p/PjJBm3wPdPQW1H7icHLyndlkvDDMatZe82BnYR6D9GYuGm+cbbK1RrGbAsnYJe+qpL6+Phw6dEi/ffToUezYsQMNDQ2YMmWKocaR0YdcpRrR90cybVwlPC4F4WgCJ7rCemgpV6THMMMEj+HipDB8cCZ/jyE4ENN3iRvpMaQ23hXf4I+MTfL2GN59910sWLAACxYsAAA88MADWLBgAR5++GHDjSOjD+kxGJnkdTkVtDVrXsP+jvyr2o4k4/imeAzJUNL+08G8K5OkXY3VXlQbUKoqkcLQERxAJM4jPkn+5C0Mn/jEJyCEuOBn7dq1JphHRhuyPbaRHgOQCie9fzq/kE0oEtf3CpjhMbRNqIbHpSA4EMexPMtp3z+tiZwcm1E0VHpQ4XFCCIaTSGEwx0AMpcOEHAMAfGSiVrQgJ9Nckdc3VXtRX2lcpZTE7VRw6STNtp3tPXk9d++pAABgziRjCzIcDofuNRTbroOMTSgMxDAGYgn97GKjPYY5SWHYfTKQ1/Pk9XMnF7ZjOhfmt9YBAHbkKQz7TmmiJcdmJLInVDuFgRQAhYEYRmfyJDKfWyn6WM/BzG+thVNx4HRgQA8N5YIUhkvNFIaWOgDAzg97cn5OQhXY36GFxS4x2GMAQI+BFAWFgRjGSf0kMj8cjuIPw0mnwuPSV9bbj3fn/Lw9FnoMe08GMRDLLdl79FwfwtEEfG4F0w0sVZXI9uIUBlIIFAZiGCe6tCobI1tbp3PF1HoAwPZjXTld3xeJ66Wqc1vME4Zp4yowocaHaELFu8dyE61tyevmt9QZcqLcYIw6x4KMTSgMxDDkJDTVJGG4cpomDNtynny7oArt3AQzu4w6HA4snjkeAPDnQ2dzs+2oJm4LpzeYYpOswDpyLsRzGUjeUBiIYciwxRSThOHq5CS673RQ3xg2HFsPnwcALLponCn2pHPtLE0Y/nLwXE7Xv50UhqtMEoaW+gp4XQqicZUJaJI3FAZiGLowjDNHGJqqfZiXDAltPNA54vVbj2jC8FELhOGaWeOhOIC9p4IjTsQnzodxsqcfTsWBy6fUm2KPU3HgoqTXcKjAPk5k7EJhIIahh5JMEgYA+ORHmgAAf3p/eGE42xvRK5IWzTBfGMZXeXUB+sOu08Neu/79MwCAq6bVo9Kbd1eanJnVJPs4URhIflAYiCEEwjEE+rUjKo08JW0wUhjeOngW4ejQR32u33cGqgDmtdRiYq2xm+2G4tPzJgEAfv/eyWHbY7yxtwMAcOOcCabakxKGwhr8kbELhYEYggwjja/ymroKnju5FlPHVSAcTeDV3R1DXvfaHm3V/qlLzZ1807lp7kT43U4cONOLLckw1mCOnQvh7aNdcDiAZZc0m2qP7A11mB4DyRMKAzGEo+e1UtUpDeauzh0OB/7uihYAwAvbTmS95sPuMDYf0pLAf3PpRFPtSae2wo1br5gMAPjZm0eyXvPM1uMAgI9f3GjocZ7ZmJVsPPjBmT5WJpG8oDAQQ5AnmF3cbGxDuGz87RWtcCkObDvWjXez7Gl4ZstxqAK4Zub4vFt0F8uXr7kILsWBtz44i437M/MgJ3v6dWH44semmW7L9PGVqPA40R9L6GdSEJILFAZiCB8khWGWBcIwodaHv7tS8xp+uO5AxuE9HYEB/J8txwAAX1o8zXRbBjN9fKX+vt/+3S6cSu4Gj8ZVfPPXOxCNq1g4vQEfv7jRdFucikNvt7H7w/x6TJGxDYWBGMLB5EE18uAas7n3+pnwu51451gXfvbWYQBALKHiW7/ZiYGYiqum1euJaqv5xg0X4+LmKnT2RnDL45vx6B8/wB1Pvo2tR7pQ4XHi+5+da3jLkKGQPaL2nKIwkNwxL0tIxgwDsQSOJXMMbRZ4DIC2geufPj0b//PFPfjhugPY/WEAHcEBvHeiB363E9/7jHWT72AqvS788otX4UtPb8PBzj48+seDAAC/24knbr/clHMhhkL2iNqTZ1daMrahMJCiOXy2D6oAav1uNFZ7LXvfL1w9Bad7BvDTjYfw2h6tQsnvduLx2xdYkusYjpb6Crx83zX49bvt2NHeg8ZqL+5YONW0zX9DIT2GvaeCiCdUuJwMEpCRoTCQokkPI1m5Snc4HPjWsjbcOKcZ6/edgd/jxGcWTMakOmv2LYyE3+PEyo9Nw0obbZjRWIUanwvBgTj2nQ5iXrJFOCHDQWEgRSN3GM824cCZXJjfWqe3viaZOBUHrprWgA37O/H2kS4KA8kJ+pWkaHYlD6iZz0mnJFl4kdaoTzbuI2QkKAykKOIJVfcYuGovTa6ervVw2nasK6O0l5ChoDCQojjY2YeBmIpqrwsXWbyZjOTGpZNqUOFxItAfw/sdQbvNIaMACgMpChlGmttSC8WEk8hI8bicin4mxaYDuR0kRMY2FAZSFO8c1U5Tu4xhpJJmyWytYd8fky2/CRkOCgMpGCEEthzWmtVZceYBKZwls7Vd4Dvae3Cub+TT78jYhsJACuZEVxinAgNwOx24cqo5R1QSY2iu8WHu5FoIMfIhR4RQGEjB/L/kmcoLptTD73HabA0ZCXn+w+93nLTZElLqUBhIwbyZTGR+jGGkUcEtC7SzIrYcOY+Tya6vhGSDwkAKYiCWwJsfaMJww2xzTyIjxtBSX4FFF42DEMCLf/3QbnNICUNhIAXx54Pn0B9LYHKdX+/5T0qfW5On3z33TjtiCdVma0ipQmEgBSHPVF56SbNt7a1J/nx63kSMr/LgZE8/Xt192m5zSIlCYSB50xeJY12yzfVNc607U5kUj8/txF2LpgEAfvHWEQjBFhnkQigMJG/+sPMUwtEELmqsxBVT6+02h+TJHR+dCp9bwd5TQfyRpaskCxQGkjfPb2sHANx2ZSvDSKOQhkoPvrR4OgBg9WvvM9dALoDCQPJi27Eu7Gjvgcep4LOXt9htDimQez4xAw2VHhw5G8J/bj1utzmkxKAwkLxYs+kwAODWKyZbeownMZYanxsP3HgxAOBHrx9Ae1fYZotIKUFhIDmzs70Hf9rfCcUBfPW6GXabQ4rkC1dPwcLpDQhHE3jwtzuR4FkNJAmFgeSEqgr8y3/tBQB8ZkELpvHshVGPojjww7+dB7/bia1HuvDjNw7YbRIpESgMJCd+s70d753oQaXHiW9/qs1uc4hBTB1XiR/cOhcA8MSmw3iJfZQIKAwkB46fD+G7/7UPAPCNGy5GU43PZouIkay4bDK+ct1FAIAHfr0Tr3Hj25iHwkCGJRSJ457//CtC0QQWTm/A3ddMt9skYgLf/tRH8NnLJyOhCtz/3Hv43Xb2UhrLUBjIkMQSKr7+3HvYdzqI8VUe/O/bLoOTx3eWJU7FgR/97Xx8ZsFkxFWBb/5mJ/5t3X4mpMcoFAaSlUg8ga/96q/YsL8THpeCX9x1JSbX+e02i5iIU3Hgx383H/ddPxOAVpr8+V9sZSnrGITCQC7gXF8Edz71DtbvOwOPS8HP77wCl09h64uxgKI48K1lbfjJf78MlR4n3jnWhU89+hbWbDqMgVjCbvOIRTiExV20gsEgamtrEQgEUFPDds2lxl8OnsODv92J04EBVHld+NkdV+CaWePtNovYwInzYXzzNzuw7Vg3AKC1wY8HbrwYN8+bBJeTa8rRRj5zL4WBAADOBAfww3UH8LvkAS4XNVbiF3deiZlNVTZbRuxEVQV+v+Mk/m3dfpwJRgAAk+v8uPua6fjsgsmor/TYbCHJFQoDyZn2rjCe+stRPPvOCUTjKhwOYOWiafjWsjZUeV12m0dKhHA0jqc3H8PTm4/iXF8UAOBxKrhhThNuuWwyrp3VyHO/SxwKAxmWUCSOjQc68cK2dvzl0DnIv4Arp9Zj1d/MZittMiQDsQR+u/1DPPfOCew9FdTv97kVXDOzETfOacLHZoxHa0OFjVaSbFAYSAYJVeD900FsO9aFvxw8hz8fOodoPNVq+dpZ4/HV62Zg8cxxbKNNcmbvqQB+t/0kXt/bgZM9/RmPTa7zY+H0Blw9vQHzWuowq7kKbuYlbMV0YXj88cfxox/9CB0dHZg/fz4ee+wxXH311YYbR/InEk/gcGcIB84Esb+jF/tOBfHeiR70ReIZ101pqMDN8yfitiunYMo4ru5I4Qgh8P7pXqzfdwYbD3Ri98nABfsfPC4FsyfW4NJJNZjZVIUZjVWY2VSFibU+LkYswlRheOGFF3DXXXfhZz/7GRYuXIhHH30Uv/nNb3DgwAE0NTUZahy5kHA0jnO9UZztG0BnMIL27jCOnw/jRFcY7V1htHf3Z92UVO114fKp9bh6egNumN2Mi5ur+IUkphCKxPHXE914+0gX3j3ehb0ng+gdtDCRVHicmDquEpPrfJhY68ekOj8mJf89vsqDcVVe1Phc/Fs1AFOFYeHChbjqqqvw05/+FACgqipaW1tx//3346GHHjLUuHJBCIFIXMVALIH+WAL90QTC0UTG7f6Ydrt3II5Afww94Zj2uz/5OxzFud4IQtGRa8lrfC58ZEIN2iZUo21CNS6fUo+2CdXctUxsQVUFjneFsftkAO+fDuJwZx8On+3D8fNhxHPYWe12OjCu0ovx1R6Mq/RiXKUHNX43atN+0m9X+1yo9LpQ5XXxbz6NfObevMpOotEotm/fjlWrVun3KYqCG264AVu2bCnM2jzoi8QR7I9BFQKqCiSEQEIVEEIgIQTiCYG4KhBPqIglBOKqinhCIJZQEVeTv5P3xxLaddr9yeeo6fddeK3+eEIgmlARS75P5m8VsbiKaPK50biK/lgCRmZyfG4FjdVejK/yorW+AlMaKjBlnPZ72rhKNNd4ucIiJYOiODB9fCWmj6/Ef5s/Sb8/llBx/Lzm6Z7s6cfpQD9O9wzgZE8/OoIDON8XRV8kjlhCoCM4gI7gQN7v7XMrqPJqQlHhccHnVuB1KfC5nfC5nPC6FfhcTu1+txM+l/ZbXuN1KfC4FDgVB1yKA05FSf52pH47HVAcDrgURb/tVLT7FAe030rq3w4H4HTIxx1wKMi81pF5rR3f5byE4dy5c0gkEmhubs64v7m5Gfv378/6nEgkgkgkot8OBoNZr8uFtZuP4n+98UHBzy8FPE4FPrcCv8cJv9sJn9uJCo9Tv13pdaFu0CqorsKDWr87KQYeVHnpWpPRj9upYGZT1bB7ZQZiCZwPRXG+L4LzfVGc64vgfCiKQNKTDg7+PaAtHqUnMhBTMRCL6iW2o5F0wXA4gLe/swR1FebuHzG9UH316tX413/9V0Ney+VU4HEqUJIK60wqsTOpxpqKK3A7HXA5NWV3OxW4nA64Fe23y6nAnVT11L+Tz0le404+98LHU//2uJTkdQo8Lu057uRjqX9r9vo8CvxubeLnjlFCcsfndmJynT+vPl0ydBuOJhCKxNEXiSMUiSMUTSASS2Agrmb8lmFe+Tvz36oeeUioWkRCTUYntNtq6v7k70Qy4iCghdFUAahCQCR/J5L/zhX5fEB7khWLwrxyDNFoFBUVFfjtb3+LW265Rb9/5cqV6OnpwUsvvXTBc7J5DK2trWMqx0AIIemINKFQ9d9pIqKmREQddO3EGh+UAnInpuUYPB4PrrjiCmzYsEEXBlVVsWHDBtx3331Zn+P1euH18tB4QgiROJJhIQWlGRLOO5T0wAMPYOXKlbjyyitx9dVX49FHH0UoFMKXvvQlM+wjhBBiMXkLw2233YazZ8/i4YcfRkdHBy677DKsW7fugoQ0IYSQ0QlbYhBCyBggn7mXJTKEEEIyoDAQQgjJgMJACCEkAwoDIYSQDCw/okvmuotpjUEIISQ/5JybS72R5cLQ29sLAGhtbbX6rQkhZMzT29uL2traYa+xvFxVVVWcOnUK1dXVBfX8kC012tvbR225K8dQGpTDGIDyGAfHYD5CCPT29mLSpElQlOGzCJZ7DIqioKWlpejXqampKckPPx84htKgHMYAlMc4OAZzGclTkDD5TAghJAMKAyGEkAxGnTB4vV488sgjo7pjK8dQGpTDGIDyGAfHUFpYnnwmhBBS2ow6j4EQQoi5UBgIIYRkQGEghBCSAYWBEEJIBrYIw5o1azBv3jx9I8iiRYvw2muvAQC6urpw//33o62tDX6/H1OmTMHXv/51BAKBC15n7dq1mDdvHnw+H5qamnDvvfdmPL5r1y5ce+218Pl8aG1txQ9/+MOSGsO2bduwZMkS1NXVob6+HsuWLcPOnTtLYgwA8NWvfhUzZsyA3+9HY2MjVqxYgf3792e8xokTJ3DTTTehoqICTU1NePDBBxGPxzOu2bRpEy6//HJ4vV7MnDkTa9euLZkx7Ny5E5///OfR2toKv9+P2bNn4yc/+ckF71PKY0jn/PnzaGlpgcPhQE9Pz6gbQ6l+p3Mdg93facMQNvDyyy+LV155RXzwwQfiwIED4jvf+Y5wu91iz549Yvfu3eKzn/2sePnll8WhQ4fEhg0bxKxZs8Stt96a8Ro//vGPxaRJk8SvfvUrcejQIbFz507x0ksv6Y8HAgHR3Nwsbr/9drFnzx7x3HPPCb/fL37+85+XxBh6e3tFQ0OD+OIXvyj2798v9uzZI2699VbR3NwsotGo7WMQQoif//zn4s033xRHjx4V27dvFzfffLNobW0V8XhcCCFEPB4Xl156qbjhhhvEe++9J1599VUxfvx4sWrVKv09jhw5IioqKsQDDzwg9u3bJx577DHhdDrFunXrSmIMTz31lPj6178uNm3aJA4fPiyeeeYZ4ff7xWOPPTZqxpDOihUrxPLlywUA0d3dParGUMrf6VzGUArfaaOwRRiyUV9fL5588smsj/36178WHo9HxGIxIYQQXV1dwu/3iz/+8Y9Dvt4TTzwh6uvrRSQS0e/79re/Ldra2ow1PI18xrBt2zYBQJw4cUK/ZteuXQKAOHjwYEmOYefOnQKAOHTokBBCiFdffVUoiiI6Ojr0a9asWSNqamp0m//xH/9RXHLJJRmvc9ttt4lly5aZNIL8xpCNr33ta+L666/Xb4+WMTzxxBPi4x//uNiwYcMFwlDqYxiN3+nBYyjV73Qh2J5jSCQSeP755xEKhbBo0aKs18gzSl0urbXT+vXroaoqTp48idmzZ6OlpQWf+9zn0N7erj9ny5YtuO666+DxePT7li1bhgMHDqC7u9v2MbS1tWHcuHF46qmnEI1G0d/fj6eeegqzZ8/GtGnTSm4MoVAITz/9NKZPn653xt2yZQvmzp2L5ubmDPuCwSD27t2rX3PDDTdkvNayZcuwZcsWQ+0vdAzZCAQCaGho0G+PhjHs27cP3/3ud/Ef//EfWRuklfoYRtt3OtsYSu07XRR2KdKuXbtEZWWlcDqdora2VrzyyitZrzt79qyYMmWK+M53vqPft3r1auF2u0VbW5tYt26d2LJli1iyZIloa2vTlfjGG28UX/nKVzJea+/evQKA2Ldvn+1jEEKI3bt3ixkzZghFUYSiKKKtrU0cO3ZMf7wUxvD444+LyspKAUC0tbVlrFL//u//XixdujTj+lAoJACIV199VQghxKxZs8T3v//9jGteeeUVAUCEw2HbxzCYzZs3C5fLJV5//XX9vlIfw8DAgJg3b5545plnhBBCbNy48QKPodTHMFq+0yP9LZXCd9oIbPMY2trasGPHDrz99tu45557sHLlSuzbty/jmmAwiJtuuglz5szBv/zLv+j3q6qKWCyGf//3f8eyZcvw0Y9+FM899xwOHjyIjRs3joox9Pf348tf/jIWL16MrVu3YvPmzbj00ktx0003ob+/v2TGcPvtt+O9997Dm2++iYsvvhif+9znMDAwYJl9uWDUGPbs2YMVK1bgkUcewdKlS60cQlFjWLVqFWbPno077rjDUpsHU8wYRst3ergxlMp32hDsVibJkiVLMpQ0GAyKRYsWiSVLloj+/v6Ma3/5y18KAKK9vT3j/qamJvGLX/xCCCHEnXfeKVasWJHx+J/+9CcBQHR1ddk+hieffFI0NTWJRCKh3xeJRERFRYV47rnnSmYM6Uj7nn32WSGEEP/8z/8s5s+fn3HNkSNHBADx17/+VQghxLXXXiv+4R/+IeOaX/7yl6KmpsZw2yX5jEGyd+9e0dTUdIFXJ0Tpj2H+/PlCURThdDqF0+kUiqIIAMLpdIqHH354VIxhtHyn0xk8hlL9TheC7TkGiaqqiEQiALRV9tKlS+HxePDyyy/D5/NlXLt48WIAwIEDB/T7urq6cO7cOUydOhUAsGjRIrz11luIxWL6NevXr0dbWxvq6+ttH0M4HIaiKBmHFcnbqqqWxBgGI7RiBf3xRYsWYffu3ejs7Mywr6amBnPmzNGv2bBhQ8brrF+/fshcjBHkMwYA2Lt3L66//nqsXLkS3/ve9y54TqmP4Xe/+x127tyJHTt2YMeOHXjyyScBAH/+85/1cs9SH8No+E6PNIZS/U4XhB1q9NBDD+llX7t27RIPPfSQcDgc4o033hCBQEAsXLhQzJ07Vxw6dEicPn1a/0kvbVuxYoW45JJLxObNm8Xu3bvFpz/9aTFnzhy9LKynp0c0NzeLO++8U+zZs0c8//zzoqKiwrCysGLH8P777wuv1yvuuecesW/fPrFnzx5xxx13iNraWnHq1Cnbx3D48GHx/e9/X7z77rvi+PHjYvPmzeLmm28WDQ0N4syZM0KIVLnq0qVLxY4dO8S6detEY2Nj1nLVBx98ULz//vvi8ccfN7RMstgx7N69WzQ2Noo77rgj4/+ps7Nz1IxhMNlyDKNhDKX8nc5lDKXwnTYKW4Th7rvvFlOnThUej0c0NjaKJUuWiDfeeEMIkfqjzvZz9OhR/TUCgYC4++67RV1dnWhoaBCf+cxnMsrEhNDKya655hrh9XrF5MmTxQ9+8IOSGsMbb7whFi9eLGpra0V9fb345Cc/KbZs2VISYzh58qRYvny5aGpqEm63W7S0tIgvfOELYv/+/RmvcezYMbF8+XLh9/vF+PHjxTe/+U29JFeyceNGcdlllwmPxyMuuugi8fTTT5fMGB555JGs/09Tp04dNWMYTDZhGA1jKOXvdK5jsPs7bRRsu00IISSDkskxEEIIKQ0oDIQQQjKgMBBCCMmAwkAIISQDCgMhhJAMKAyEEEIyoDAQQgjJgMJACCEkAwoDIYSQDCgMhBBCMqAwEEIIyYDCQAghJIP/DwoMWxPpAGMyAAAAAElFTkSuQmCC", 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", 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" ] @@ -422,7 +432,7 @@ "tempo = epr.load('tempo.DSC')\n", "\n", "# baseline correction and integration\n", - "tempo_proc = tempo.baseline_correct()\n", + "tempo_proc = tempo.baseline_correct(npts=10)\n", "tempo_proc = tempo_proc.integral()\n", "\n", "# plot the absorption signal\n", @@ -445,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -457,7 +467,7 @@ }, { "data": { - "image/png": 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5AGDZsmVYs2bNGa97/PHHcfXVV2PUqFFxn+/q6sJtt92Gd955BwcPHsTWrVtx1VVXYfLkyairq0v15RBlTHQBvzNHk+3W6DCUjMMc0b4UxxlfkzkExM4CO71PyhkJO5wtRaS/lPfcLFmyBCdPnsTatWvR2NiIuXPnYvPmzVqT8eHDh2GxxGesffv24a233sJrr712xvmsVis++OADPPnkk2hvb0dlZSUWLVqEdevWca0bMjW1obi/oRtFUeCwWeALhKQOAf1VbtQQIGNo6xig3wbgsBRRKqWloXjVqlVYtWpVv1/btm3bGZ+bOnUqhOh/TYusrCy8+uqrer49Iimom2b296AEwhUOXyAkXQjwB0Po8g58beqQm4whYKBp4IDcFSkio+PeUkSSGGhfKZVT0i0Y1CEpoP8hN5krHNGK1GDDbfJdF5HRMdwQSSI6LNV/wVXWLRjUAJDntMFmPfNHksxr+Aw0DRyIaZRmzw2R7hhuiCQx2GwpQN4QMNg0cEDu4Zv23vBsqf6HpdSKlHzXRWR0DDdEkhhqWErWcDPYNHBA3usCog3Fp++ZBcTMlpLwuoiMjuGGSBKdkUX8BqpwyLoezEDbE6hM0XMzSEOxjKGNyOgYbogkMdSwlKwhYLBp4IDcIWCwnhtZ7xeRDBhuiCQQDAl0RqZL9zejCIhpKJZsttRgAQCQvefGnIsTEhkdww2RBDr7YqZLm6w3ZbChGwCwR0KbP9j/2ldG5ullzw1RJjDcEElAXcAv22HVHvankz7cDBDa7LbwtgWyXRcQ3Vuq/8UJI8NSnApOpDuGGyIJDDVTCogNN3INcww1LBWt3MgVAnyBELp94XvR71RwO4eliFKF4YZIAoOtl6JySrpNQXTo5sy+FCDaSyRbuFEDqaIAef2EUofEw21ERsdwQySBUz2DT5cG5N1gcshhKUlDQOzKy1aLcsbX7ZKGUSIZMNwQSUDt3RiougEANkskBITkCgGnegavStmlnQUWvq7CnAEqUpFeItkqUkQyYLghkoDal1KYM3DlRsbeFCHEoDtnA9GGYr9kFY5Tg6xODMh5v4hkwXBDJIFodWPgyo3dGg4BAYkeln3+kDaMNtC1ydpz0z7EPVMbwGW7LiIZMNwQSWCwPYpUMvamqI3SdquCHIe132NkvC4gWm0barjNHxQQQq5rIzI6hhsiCaiVm8JBKjc2q3w9HKe61WZiBxTlzKZbQOKem97B71nsekWyXRuR0THcEEkgkdlSMvZwJDLF3S5haAOi92yobSUA+apSREbHcEMkgY5B9ihSqb0pAYkelIkMt8nam6JeW+EQw1KAfM3SREbHcEMkgeiw1MAhQB2WkmmII6mKVECe0AYM3QRutShQl7+RLbgRGR3DDZHBhUJiyM0lgWgIkKlyEx2WGmwWmKQ9N0kENy7kR6Qvhhsig/P0+aFOphlsET8Ze1MSmwUm33UBQ08FB+QdciMyOoYbIoNTh25ynTbtYdgfGSsciVQ3pF3npnfwnhuA+0sRpQrDDZHBqRWAgWbdqGwSDkupfSn5gw1L2eQLAN5AED3qjuCDVtvkDG5ERsdwQ2RwiWy9AAAOCYdvEqluaBUpifpS1OE2iwLkuWwDHqduLcGeGyJ9MdwQGdxQi8GpZNw4M9pzY65eougsMAcs/ewIrpJ1yI3I6BhuiAwuuorv4JUbbfhGoipAIov4OSVsutWmgQ91zxhuiFKC4YbI4NoT2HoBiNk4MyTHg1IIMeQqvoCce0sl0igNcLYUUaow3BAZXHtvYg9K2UJA7I7ghTnmWucmkWngQGw/kRz3jEgWDDdEBhfbvzEY2YY41CEpm2XgHcGB+IZiWXbPTjSQOiQMbkQyYLghMrj2BPs3bBa5Gm9jh24G2hEciAYAAAhI0iwd7bkZIpBK2CdFJAOGGyKDa+0KPyhH5Q7+oHRIth7MqQTX71GnSwPyBLehNs1UyTh9n0gGDDdEBtfWHQ4BxbnOQY+TrXLTkeRwGyDP5pnRTTM5W4ooExhuiAxMCIHWbi8AoGiQpltAvgdlayS0DXVdtph1YmTpTWnTrm3wQKpW27iIH5G+0hJuNmzYgPHjx8PlcqG6uho7d+4c8NgnnngCiqLEfbhcrrhjhBBYu3YtKioqkJWVhdraWnz22WepvgyitPP0BbRhpqFCgPqglGX7BXW4rXiI4TZFUaRb7C7R4CbbDDciWaQ83Dz33HNYvXo17rrrLuzevRtz5sxBXV0dmpubB3yN2+3GiRMntI9Dhw7Fff3+++/HI488go0bN2LHjh3IyclBXV0d+vr6Un05RGnV2hWu2uQ5bXDZB55RBEQrHIGQkGJWUVuCFSlAvlWKEw1uslXbiGSR8nDz0EMPYcWKFVi+fDlmzJiBjRs3Ijs7G5s2bRrwNYqioLy8XPsoKyvTviaEwMMPP4wf/vCHuOqqqzB79mw89dRTOH78OF566aVUXw5RWqkVgKGaiYHozBtAjkpAi3ptQwzdALGbZxo/BPiDIXREpoKPGqJPig3FRKmR0nDj8/mwa9cu1NbWRr+hxYLa2lo0NDQM+Lquri6MGzcOVVVVuOqqq/Dxxx9rXztw4AAaGxvjzpmfn4/q6uoBz+n1euHxeOI+iGSgVm6GekgCgN0SG26M/7BsS3AWGCDXYnenIqHNogw9fV8dSpSll4hIFikNNy0tLQgGg3GVFwAoKytDY2Njv6+ZOnUqNm3ahD/84Q/47W9/i1AohIsuughHjx4FAO11yZxz/fr1yM/P1z6qqqpGemlEadHSlVjvBhAdugHk6LtRG6UTqdzI1HMTe88G2zQTkHPHcyIZGG62VE1NDZYtW4a5c+fiy1/+Ml544QWUlJTgV7/61bDPuWbNGnR0dGgfR44c0fEdE6VOdBr40OHGKtmsorYEm24BuXpukglt7LkhSo2Uhpvi4mJYrVY0NTXFfb6pqQnl5eUJncNut+O8887D/v37AUB7XTLndDqdcLvdcR9EMtCGpRJ4UMo0qygUEkkFN5n2l0p00UUgZuFFCYbbiGSS0nDjcDgwb948bN26VftcKBTC1q1bUVNTk9A5gsEgPvzwQ1RUVAAAJkyYgPLy8rhzejwe7NixI+FzEsmiJYmGYgCwqTuDG3xYqr3XD3UnhcE2zVTJNGU62gRuruE2IpnYUv0NVq9ejeuuuw7z58/HggUL8PDDD6O7uxvLly8HACxbtgyjR4/G+vXrAQD33HMPLrzwQkyePBnt7e144IEHcOjQIXzrW98CEP7t9Oabb8aPf/xjTJkyBRMmTMCdd96JyspKXH311am+HKK0SqahGFBDQNDwFQ71uvKz7HErEA9Epj2YotW2xIfbvAa/X0SySXm4WbJkCU6ePIm1a9eisbERc+fOxebNm7WG4MOHD8MSM8vj1KlTWLFiBRobG1FYWIh58+bh7bffxowZM7Rjbr/9dnR3d2PlypVob2/HJZdcgs2bN5+x2B+R7NTm1EQelEC0whEIGfthqVU3Erwudcq00UMbEDMslUi4kSi0Eckk5eEGAFatWoVVq1b1+7Vt27bF/f1nP/sZfvaznw16PkVRcM899+Cee+7R6y0SGVKzJ7wwZZk70cpNpPHW4D0cyfSlAIDNIs/wTTLDUmwoJkoNw82WIqKwXl8Qnr4AAKDUnVhVUntYGrxyk8zqxIA8vUQAEt4LDACcXOeGKCUYbogMqrkzXLXJsluR50ysyGrTKjfGflhqw21J9RIZf7gNSHzrBSC2ImX80EYkE4YbIoNq8oQrAGVuJxRl8MXgVA4tBBj7YdmWZM+Num+WDCGgLYlhqWhFyvihjUgmDDdEBtUY6bdJdEgKiD4sjT7MEV3oLslGaYNfV68viC5veCgxsW0lopudEpF+GG6IDEptJi5PItxoPTcGH5ZSq1KJBjebJCFAHUp02S0JDSVy+wWi1GC4ITKopiRnSgHRzTNlCQGleYldmyy9KdGhRFdCQ4k2Se4XkWwYbogMKvZBmSi7zfh7MAkh0KxWbvISnQUmR2+KFkhNdl1EsmG4ITKopmH03MiwTYGnLwBvZBimNMGqlDYLzOAVjug9S/S6jH+/iGTEcENkUNEqQOLDUjIsdncyMiTldtngslsTeo02fGPg6wKAk53JVdvUWWAyTHEnkgnDDZEBCSG0Yany/MQrNw6b8Yc5mpNsJgbkmVWUbJ+Utis4KzdEumK4ITKgTm8Avf4ggMT7UoBohcNn4IdlU5LNxEDs8I1xQxuQfJ9UdP0eY18XkWwYbogMqKkjOnST5Uhs6AaQYz2YaDNxMrPA5Nh+IRrcktsuw+jXRSQbhhsiAzra3gsAqCzISup12saZRg43nckPS9kk2X4hOuSWXKO00a+LSDYMN0QGdPRUONyMKcxO6nXaonAGrgRo4SapYSnjb7/Q5Q1oqxMnPiwV7bkRwrjXRiQbhhsiAzqmhZvkKjcy7FU0rCnuEsyWUleUznFYkZvgRqfqXmCA8ZuliWTCcENkQEdP9QBIPtw4JGi8PdERGXJLYhaYXYLKzXAWXVTDKMC+GyI9MdwQGdCxSM/N6KR7bow9tTgYEmiMNEsn008kw2ypZBfwA+LDjZ99N0S6YbghMqDh9tzYDN5Q3NLlhT8oYLUoyW0rIcE6N8eG0QSuDrcBrNwQ6Ynhhshg+vxBbaXb0UkOSxl9arEa2srdLlgtQ28sqZJh5WUtkCYRbiwWBer/DEa+NiLZMNwQGczxSAUgy25FYbY9qddqi8IZdIjj+DCH26KN0sYMbUDMUOIwAynDDZF+GG6IDOZozEwpRUm8ugHErAdj0BBwXBu6SXxICoipSBk0tAHAsUgT+OiC4U3fN+o9I5IRww2RwRxs7QYAjBuVk/RrHQbvuTk+zMUJo9sUGDMACCGGXbnhQn5E+mO4ITKYL06Gw83EkuTDjc3gs6WOtSc/UwowfuXmVI8fff7we6tIYoo7EL+QHxHpg+GGyGDUys34YVRu1AqHUUOAWXtu1EUXS/KccNkT3wsMMH61jUhGDDdEBnOwJRJuipPr3QCM379xvGO4w1LGbro91q722yR3XYDxq21EMmK4ITIQfzCEI5EqwMTi3KRfb+R1brq9AbT3+AEAFUk3FBt7nRu1CTzZfhtAji0ziGTDcENkIEfaehAMCWTZrShLYqVblZGnFR9uC1c3CrPtcLuSnOJu8IqU1gReNIxqm7pvlkGDG5GMGG6IDCQ6Uyo76WnggLErHIdGMAssOlvKeKENAA61hoPb+OLhNIEb+9qIZMRwQ2QgnzV1AQAmlSY/JAUYe+bNQTUAjBpBL5EBQxsAHIj0SU0YRrgx+n5gRDJiuCEykH2NnQCAaWV5w3q9kfs3RlS5MXB1wxsIarPAxg0ruBn3nhHJiuGGyEA+jYSbqeXDCzdG7rk52KIO3YygL8WA1Y0jbb0ICSDHYUVJbvJ9Ulq1zaBVKSIZMdwQGYQ/GML+5vCw1LRy97DOYeQhDj0qN0Zcv0eduj9uVM6w+qSMXG0jkhXDDZFBHGzphi8YQrbDijHDmFIMGHcRvz5/EMc7wqsTD2txQmt0+wUhjBXc1Cbw4fTbAMZfm4hIRgw3RAahDkmdU5YHiyX5CgBg3Aflkcg08DyXLemdzoHosBQABA02fKOtKD2M4TYg2nPjY+WGSDdpCTcbNmzA+PHj4XK5UF1djZ07dw547GOPPYZLL70UhYWFKCwsRG1t7RnHX3/99VAUJe6jvr4+1ZdBlFJaM/Ew+20A4zbeRmdKjWzoBjDejCm1l2g4w21A7Bo+xrpnRDJLebh57rnnsHr1atx1113YvXs35syZg7q6OjQ3N/d7/LZt23DttdfijTfeQENDA6qqqrBo0SIcO3Ys7rj6+nqcOHFC+/jd736X6kshSqlPGz0Aht9MDEQrHEbrufn8ZLiXaDiziYBoRQowXnD7rDkcSieVDG/6vt1i3LWJiGSV8nDz0EMPYcWKFVi+fDlmzJiBjRs3Ijs7G5s2ber3+Keffhrf+c53MHfuXEybNg2//vWvEQqFsHXr1rjjnE4nysvLtY/CwsJUXwpRygghsOdIOwBg9pj8YZ/HbjNmz83fmyKzwIY5xT023BhpyK2j148mjxcAMKVsmGsTGbgJnEhWKQ03Pp8Pu3btQm1tbfQbWiyora1FQ0NDQufo6emB3+9HUVFR3Oe3bduG0tJSTJ06FTfeeCNaW1sHPIfX64XH44n7IDKSo6d60dLlg82i4NzK4Yeb2EX8jNR4qy5OOGWY4cZqUaCOZvkNFNw+i4S2inxX0ltKqLjODZH+UhpuWlpaEAwGUVZWFvf5srIyNDY2JnSOO+64A5WVlXEBqb6+Hk899RS2bt2K++67D9u3b8cVV1yBYDDY7znWr1+P/Px87aOqqmr4F0WUAmrVZkalGy67ddjnscf0phil8TYUEtoU93OGWd0AjLnWzd9HGNoAY69NRCQrW6bfwGB++tOf4tlnn8W2bdvgckV3Eb7mmmu0P8+aNQuzZ8/GpEmTsG3bNixcuPCM86xZswarV6/W/u7xeBhwyFDUcDO3qmBE57HFDt+EBGzDz0m6OXqqF73+IBw2y7CbboFwU7EvaLRwow63DT+0cRE/Iv2ltHJTXFwMq9WKpqamuM83NTWhvLx80Nc++OCD+OlPf4rXXnsNs2fPHvTYiRMnori4GPv37+/3606nE263O+6DyEjeO3wKgA7hJmYKuVGmFu9rijbcWoc5xR2I2TzTSMNSkWbikVVuOCxFpLeUhhuHw4F58+bFNQOrzcE1NTUDvu7+++/HunXrsHnzZsyfP3/I73P06FG0traioqJCl/dNlE5d3gA+ONoBAFgwoWiIowdnxMZbPaobgDHX8FGHpc4ZQbiJXaCQiPSR8tlSq1evxmOPPYYnn3wSe/fuxY033oju7m4sX74cALBs2TKsWbNGO/6+++7DnXfeiU2bNmH8+PFobGxEY2MjurrCP0S6urpw22234Z133sHBgwexdetWXHXVVZg8eTLq6upSfTlEutt5oBWBkMDYomyMKRzeVGmV1aJALY4YpRKgNt2OpLoBGG8Nn/YeH052RmZKDXMXdyC2CdwY10VkBinvuVmyZAlOnjyJtWvXorGxEXPnzsXmzZu1JuPDhw/DErP66C9/+Uv4fD788z//c9x57rrrLtx9992wWq344IMP8OSTT6K9vR2VlZVYtGgR1q1bB6cz+U3riDLtr/vDM/0unjxKl/PZrBb4AiHD9HB8ciI8O3EkixMCxgsBatVmdEEWcpzD/1HqsBmvIkUku7Q0FK9atQqrVq3q92vbtm2L+/vBgwcHPVdWVhZeffVVnd4ZUea9/Xk43Fw0qViX89ktCnwwRuWm2xvQZkrNGj38Ke5ATG+KQUKb2ks0khlggDF7iYhkx72liDKotcuLvZHKRs0k/So3gDEqHJ+c8CAkgDK3E6Vu19AvGISRrguIDreNpN8GiN1+wRihjcgMGG6IMuit/S0AwkM2xbn6DKvaDdSg+mGkUXrW6IIRn0vb8dwA1wVEG6VH2ksUrUgZI7QRmQHDDVEGvfZxeJmEy6eV6nZOI80q+vCYGm5GNiQFxFyXAUKAEAJ7T4x8o1Mgel2+QObvF5FZMNwQZUifP4ht+8IbyNadO/i6T8nQZhUZIAR8cLQdwMj2y1IZacr08Y4+dPT6YbMow95TSqVVpAxwv4jMguGGKEP+ur8F3b4gKvJdmK1DZUNllG0KPH1+fNHSDQCYqUflxiDXBQB7j4f7pCaX5sI5wmWgjVRpIzILhhuiDPn9rqMAgPqZ5bCMYOXe0xllPZhdh05BCGDcqGyU5I28n8hmoN4UdXr7jIqRr3ZulPtFZCYMN0QZ0NLlxZZPwv02/zJf333OjLIezLsH2gAAF4wf2arLquhsqcxXOD6JVG5mVOoQbtSKlEGmuBOZAcMNUQb8166jCIQE5lQVYLoOv/3HshtkUbidkXCzQKdwY7cYZw+mvY3hcKPHvXPYWLkh0hvDDVGa+QIhPNVwCABw7QX6705vN0CDap8/qNt+Wapoo3Tme4kOtfYA0CfcRCttrNwQ6YXhhijNXnzvKI6196Ikz4mrzxut+/mNMKvo/SPt8AVDKMlzYtyoke2XpYoudpfZCsf7R9oBAGMKs1CU4xjx+WzcFZxIdww3RGnkC4Sw4Y3PAQD/35cmwmUf2Uyb/tgNsJKvNiQ1oQiKok+ztMMgs4reO9wOADh/bKEu54uu38PKDZFeGG6I0uiJtw/gcFsPinOdWFo9LiXfwwgr+f6fyMrLF+o0JAUYZw+m3YdPAQDOH1ugy/m062Llhkg3DDdEadLc2YdHtu4HANxePxVZDv2rNkBM5SZDIcDT58fuQ+EA8OVz9Ft52Qh7MAWCIe3aztO5csNwQ6QfhhuiNBBC4M6XPkKXN4A5Y/Lxz+ePSdn3yvSicG/vb0UgJDCxOAdjdeq3AWL2YMpgCHjvSDs8fQHkZ9lxrg7TwIHM3y8iM2K4IUqDP+w5jlc/boLNouDef5ql66J9p8v0onDb/x7eUuJL55Toel5tVlEGe1P+sje8NtFlU0u0StJIZfp+EZkRww1Rih1o6cbaP3wEAPi3hVNwbqV+Wy30J5NTi4UQ2L7vJADgy1P1DTdGqNy8vjcc3BZOL9PtnHYu4kekO4YbohRq6fLi+t/shKcvgPPGFuDGyyal/HtmMgTsb+7C8Y4+OGwWXDhhlK7nzvQU98OtPfisuQs2i4Iv61iVik4FZ7gh0gvDDVGKNHb0YeljO3CotQdVRVl49JvzdRvKGEy0oTj9D8vNHzUCAGomjtK9YTq6TUFmKjd//vAEgPD09vwsu27nVe+XLxiCEAw4RHqwZfoNEJnRzgNtWPXMbjR3elGa58QTyxfosnlkIjK1KJwQAn98/zgAYPHsCt3Pb89whUO9tq/OqdT1vOp1AUAwJLT7R0TDx3BDpKMeXwAP/+UzPP7WAQRDAlNKc7Hp+gtQVaTfrKGhZGpRuE8bO/FZcxccNgvqZ5brfv5Mbpy5v7kTe094YLMouELna4ut5gVCArbUrBBAdFZhuCHSQWefH7995zAef+sLtHT5AAD/dN5o/PgfZyLbkd5/ZuqicL5Aeis3f9gTrmxcPrUEbpd+wzYqWwb3zPrj++EhqS+dU4KC7JFvuRDLFjNzzh8MpWTVaqKzDcMN0Qg0e/rw2x2H8cRfD8DTFwAAVBVl4Z5/mInLp+m3gF0ytMXu0hgChBB4OTJs8w9z9N8vC8jcejDx16bvkBQQvS6ATcVEemG4IUpSS5cXr+9txh/fP46/ft4CtQd0YkkOvnPZZFw1tzLugZVujgz0puw+fArH2nuR47Bi4fTUhLpMrQfz0TEPDrR0w2mzoHaGflPAVVaLAosChATXuiHSC8MN0QCEEGjyePHFyS58frILb3/eig+PdeDoqd64484fW4AbLpmI+pnlsKZwcb5EZaI3RR2Sqju3PGXDKplaD+aP7x8DANROL0OuMzU/Mm1WC3yBUEYXKCQyE4YbOisFQwK+QAgdvX60dHlxsjPy0eVFs6cPnzZ24pMTHnRGhppON2t0Pv7HjDJcPXe0rlsM6CHdvSmBYAivRKZJf3Wu/sM2qkxUbryBIF7YHQ43/5DCa7NbFPiQ2QUKicyE4YYMIxQSaOvxoccbRI7TCqtFgd1qQVAIiBAQEiLyAbT3+HCiow+dfQEEQiH4AiH4giH0+oLo9gbRFwiizx9Enz+ELm8AHb1+dPT64en1o7XLq/XHDMVqUTC2KBuTSnJwbmU+aiaNwtSyPBTm6NtUqqd0b8T49uetaOnyoSjHgUsmF6fs+9gysMHkqx83obXbhzK3E19JYQ9V+NqCGVugkMhsGG50tPmjRmz/ezP8QQF/MISA+t9Q9O+KEq4ahIRAMCQQFOGHejAkYLcqyHPZkeu0wRcMoasvgKAQkYe8AouiQFEUKAAsCiJ/BxQlPGYvBNAXCMHrDyIQEggEQ0jkR2UiAykhEf6eAtCuLxS5DoFI8AiFh3JCAtrnY/8eCgkIgejxka+pxwQzUJK3WhQU5zpQkudESa4TJXlOFOc6MbEkFzMq3JhcmguHTa61LtO9kq86JHXlrPKU9hrZLenvJXr6nUMAgCUXjE3ttXFncKkEgiEET1twUUH453H4z9B+VisK0OUNIBAU4Z/ZlvDP7mBIwOsPxg1FKgj/fAxGnhVK5Oe8RVEQCIUQCvX/s1P9nBDh1zhtFlgtFgSCIfiD4eeLPxR+Bgkh4LBZ4LBZwr88hgQCQYGgELBZwt9L7QNTYv8MBUH1uRUSCETO5w2E0O0NICQEbFYL7NbwL6V2qwWV+S6Uul3pui1xGG509P7Rdvxu55FMvw3puewW9PkH/yGf57KhMj8L+dl22CxK+B+r1YJshxVZDhuy7FY47RZk2a3IcdqQn2XXPopy7CjMdiDLYYXLZk3pJpaZEJ1VlPoHZZ8/iNc+Dq9KfNXc1MySUtnSvPLyZ02d2HGgDRYFuHZBVUq/V6YXKDQaIaIPzR5fMPJx5p+7vQH0+YPo9gXR1Rf+c2+kYhsMhX+5s0QSh/oLpfaLZyRcKIoCfzAEm0WBLxhCny+ovU5RAIfVAqtF0QJCtzeItm5fRv/3kcVtdVNx0+WTM/K9GW50dOnkYmTbrVp6tVkU2Kzhh67NqmjNplaLAquiwBL5r9US/nMgGEJnXwCdfX44beGHstUSTuzBSNUjNrGLmApJKPJbhNNmhTOSyG0WBZYhftlMZLV3IcLvOSTCv03YLOHrsVst2m8olpjfME7/jcMSU12KPVY57TUWRUFBth12qyVczYr8MLKc9hpFMVcY0Zv2oExDCNi2rxmd3gAq812YN7Ywpd8r3SsvP73jMIDwJpkV+Vkp/V5atS1DW0ukSo8vgMaOPhw91YuOXj86+wJo7Qr3tvX6gugLhNDnDwcTT1906LjLG8DZ0FutKNB+jsZerjUmkIWr3UL7WWm1xP7sVH8uqj9fo7PugsHwate2yLPAZlXCTfkK4PWH4A+GP6yW8PPKalG0Co6IqdAIgcjnIs8uixJ5tihwWC1w2izIclhhsyjwBkLaqIE/KHTdpiRZDDc6umhyMS5KYc/B2cRiUWCBAq5nlrzoruCpf1CqQ1JfnVOZ8gqYNlsqDdWNXl8Q/7X7KADgGxeOS/n3S+e16a3HFwivTt3Uic9PduPoqR4cPdWLo6d6dalwuOwWZDtsyHZYIx+20/5rRZbDijynDa5INdZlt0a3sRAAlPCQjz1ShQn/8hkemhEID3kGQgJOmwUuuxUWJfzLXFCEh2wCoZD22iy7FaV5Tthjhqu1XxKF+p/wH9Th9lynDQ6bJW74yKKE3wd/WUsNhhsik7Gnqeems8+PrZ82A0jtTCKVPY3VjZffP47OvgCqirJwaRp+YZGl5yYUEvj8ZBd2Hz6FPUc6sOdIO/Y1egatsmQ7rBhTmIXCbAfyXHYUZttR5naFh4XtVrjsFuQ6bXBHho3dLjvyXNEAY4TlFfRiTajDkfTAcENkMtru2Sl+UL72cRN8gRAmleRgRoU7pd8LiFl5OQ3Vjad3hBuJ/3XBuLT0ZGVqgcJECCHw4bEOvLD7GP70wXFte5FYJXlOTC3Lw+TSXIwtysaYwiyMKczG6MKsjA5N0NmL4YbIZNRyeaorN3+I2W4hHaV1e5p6bj482oH3j3bAblXwL/PHpPR7qdIZ3BJ19FQP/rDnOF7YfRSfn+zWPu+yWzB7TAHOqyrA3KoCnDe2EOX5mZkRQzQQhhsik9GmTKdw+Kat24e/7m8BkJ4hKSCmlyjFnaa/jUz/vmJmBUblOlP6vVTpuGeJ+vBoBx7asg9v7Dupfc5ps+B/zCjDP50/GpdOKcno9iJEiUjL/0M3bNiA8ePHw+Vyobq6Gjt37hz0+Oeffx7Tpk2Dy+XCrFmz8Morr8R9XQiBtWvXoqKiAllZWaitrcVnn32WyksgkkY6qgCvfdyIYEjg3Eo3JhTnpOz7xEpH5aaj148/RipS6WgkVqnDUr4MVm46+/xY/dwefPUXb2nB5sKJRbj/a7Px7g9r8Yt/PR9fmVbGYENSSPn/S5977jmsXr0ad911F3bv3o05c+agrq4Ozc3N/R7/9ttv49prr8UNN9yA9957D1dffTWuvvpqfPTRR9ox999/Px555BFs3LgRO3bsQE5ODurq6tDX15fqyyEyvOiDMnUh4JWPwmvbXDmrImXf43TpCG0vvXcMvf4gzinLxQXjUzu1PVY61ybqz/tH2rH4kbfwwnvHoCjAP543Gtu+fxmeXVmDf7mgCm4X+2ZILikPNw899BBWrFiB5cuXY8aMGdi4cSOys7OxadOmfo//93//d9TX1+O2227D9OnTsW7dOpx//vn4xS9+ASBctXn44Yfxwx/+EFdddRVmz56Np556CsePH8dLL72U6sshMrxUTytu7/Hh7ciQ1BUzy1PyPfpjT0Noe/G98D5S11wwNq1TdO0Z7Ll5+f3j+PrGBhxu68Hogiz8/tsX4WdL5mJ8mipyRKmQ0nDj8/mwa9cu1NbWRr+hxYLa2lo0NDT0+5qGhoa44wGgrq5OO/7AgQNobGyMOyY/Px/V1dUDntPr9cLj8cR9EJmV3Zba/o3XPmlCICQwrTwPE0tyU/I9+qMFgBT13Bxp68GeI+2wKMD/Myd9FSkgutlpOhfxE0LgsTe/wHd/9x58wRD+x4wyvPJvl2LeuPRVrIhSJaXhpqWlBcFgEGVlZXGfLysrQ2NjY7+vaWxsHPR49b/JnHP9+vXIz8/XPqqqUruUOlEmRRfxS00I+O/IDuCL0zgkBUQDQHjVVP2vTe21qZk0CqV56Z39o61zE0hfuHnwtX34ySt7AQDXXzQeG78xj9O2yTTOis6wNWvWoKOjQ/s4coT7P5F5pbLxtqPXj7fUIal0h5uYRtZUBLeXI+Hmq7PTM/srVjq3zACA/91wEBve+BwA8P9fOR13fXWGqRbLI0ppuCkuLobVakVTU1Pc55uamlBe3v9YfXl5+aDHq/9N5pxOpxNutzvug8istA0mUxAAtu5tgj8ocE5ZLiaXpm9ICogGAED/IbfPmjrxaWMn7FYF9WnsI1Kl8p6d7o1Pm3HXHz8GAHx/0TlY8aWJ3AKATCel4cbhcGDevHnYunWr9rlQKIStW7eipqam39fU1NTEHQ8AW7Zs0Y6fMGECysvL447xeDzYsWPHgOckOpvYU9i/8UpkSOqKmemt2gCIm4LsD+gbAtSqzZemlKAg26HruRORrgUK27p9+P7z7yMkgCXzqzK2YzNRqqV8Eb/Vq1fjuuuuw/z587FgwQI8/PDD6O7uxvLlywEAy5Ytw+jRo7F+/XoAwL/927/hy1/+Mv7X//pfWLx4MZ599ln87W9/w6OPPgogvCP0zTffjB//+MeYMmUKJkyYgDvvvBOVlZW4+uqrU305RIanhgAR2bRPr+GGXl8Qb36mDklloLoRcx16B7dXPw5Xgr86J/1DUkD6Fij80csfo7Xbh6lleVh39UxWbMi0Uh5ulixZgpMnT2Lt2rVobGzE3LlzsXnzZq0h+PDhw7BYor+RXXTRRXjmmWfwwx/+EP/zf/5PTJkyBS+99BJmzpypHXP77beju7sbK1euRHt7Oy655BJs3rwZLheXACeyxQzf+IMhWC36bK3e8EULfIEQRhdkYWpZni7nTIaiKLBFdm/Wc8r0iY5e7GvqhEUBvnxOiW7nTUY69pZ6Y18z/rDnOCwKcP8/z4bDdla0XNJZKi3bL6xatQqrVq3q92vbtm0743Nf//rX8fWvf33A8ymKgnvuuQf33HOPXm+RyDRih2/0bFDdFlm19rKpJRn7jd9mDYcbPUPAm38PX9ecqgIU5qR/SAoAHClexC8QDOHHf/oEAPD/XjwBc6oKUvJ9iIyC0Z3IZOKGb3SaWiyEiAk3pbqcczi0BQpTENoyVbUBYis3qRmWen5XePPLohwHvlc7JSXfg8hIGG6ITMaagt6UL1q6cbitBw6rBRdNGqXLOYcjuuO5PtflD4bwVqSPKKPhRgtt+lduhBD49f/5AgBw0+WTuZUCnRUYbohMRlGUmNk3+lQCtkeqGxdMKESOMy2j2f3SVvLVKdzsOdKOTm8ABdl2zB5ToMs5h0O9X3rPAgOAv+5vxecnu5HrtGHJBVzAlM4ODDdEJqT3XkVvf94KALhkcuaqG4D+1/V/Iv02l0wuzugidtoKxSmo3DzZcBAA8M/zxiA3g8GUKJ0YbohMSM+9ioIhgZ0HwuGmJoNDUkC0N0Wv4ZudB9sAABdNKtblfMOVqh3Pj7T1YOve8DT3b1w4TtdzExkZww2RCWmVAB2Gb/ae8MDTF0Cu04aZlZld3Ts6LDXyEOALhLDnSDsA4ILxmd0s0q5zaFO99N4xhARw8eRRaV9RmiiTGG6ITMimY89NQ2RIasGEorj9nTJBz9D28fEO9PlDKMi2Y1Iadzfvj9pQ7NO55+ZPH4RXlL5q7mhdz0tkdAw3RCYU3Rl85CHgnS8iQ1ITMzskBejbc/NuZEhq/rgiWDK8aaTew20AsK+xE/uawvtl1Z2b/hWliTKJ4YbIhNTVZ0e6HowQAu+pQzcTikb6tkZMz5V83z14CkDmh6SA2EX89Kvc/PdH4arNl6aUID+L07/p7MJwQ2RCek2ZPnqqF23dPtitCqZXpH/LhdPptYifEALvHW4HAMwbl/lwk4rtF/4SaSSuy8Au50SZxnBDZEI2rTdlZCHgw2MdAICp5Xlw2vTZo2ok9AoBTR4vWrq8sCjAuZX5ery1EdFzGBEI75f10TEPFAX4yrTMrShNlCkMN0QmFF3Eb2QPyw+OhsNNJhe4i2XXKbR9FAltk0tzkeXIfGiLzpbSZ1jqL3ubAQDnjy1Eca5Tl3MSyYThhsiE9Joy/cHRdgDA7NGZr24A+oU2tSI10zDXpU9oU70eGZKqnV6my/mIZMNwQ2RC2qyiEcy+CYWEFgKMUrnRhm9GWOFQKzezDBJubDqFNvUcarP0pVMyuzghUaYw3BCZkB5Tpg+2dqOzLwCnzYIpZcZYAE6vEPChwcKNvosudqLLG0Ce04bpFZlddJEoUxhuiExIDQG+ETws1QAwo9KtPXwzTY/Q1tzZh+bOcDPxjAyvuKzSc+VldUuJ+eMLM7pfFlEmGeMnFhHpSh2+GUkIUJuJ5xhkSAqI9tyMJLTta+wEAIwflYNshzE2ktRjGFGl7gNmhHWJiDKF4YbIhPTYq+jDo8YaugH02WDy701dAGCYoTZAv5WXhRBav001ww2dxRhuiExopLNvhBD4tNEDwDhDNwBgt4w8tH3WFK7cnFOW+UUJVXqt33OotQdt3T44bBbMGl2gwzsjkhPDDZEJjbTxtsnjhacvAKtFwcSSHD3f2ojosTjh3yPhZoqBwo3dou+ii9Mr3NoWHERnI/6/n8iE7CNc8Vat2kwozjHEysSqkYY2IQQ+U4elSo0zLKXXxpnqFPeZBqq2EWUCww2RCUWHOYZXCVCrG1MNVN0AohtMDje0NXm86PQaryIVO4woxPCrN0ab4k6UKQw3RCY00tk3+xrD1Y2p5cYKNyNdxE8NbeNGZRuqIqU2gANAcJjXJoSIVm4Ybugsx3BDZELRbQpGFgKM1HQLjHxYSruuUqNdV/RH8XCrbYfbeuDpC8BhtRjuvhGlG8MNkQmNpPFWCIHPT4YrN5MN1JcCjDy0qf025xhoGjgQXcQPAPzDrLZ9dCzcJzWtIo/NxHTW478AIhOyW4Y/tbi504seXxAWBRhblK33WxuRkQ5LfdESDjeTDBfaoj+Khxvc9kWqUtPL2UxMxHBDZEK2EfTcHGjpBgCMKcw2XAXAHnk//sDwqhuHWnsAAONGGaeZGACsFgVq8Wa4Q277m9Up7sYKbkSZYKyfXESki5HMljoYCTfji40VAICRLeLX6wuiudMLABhnsIoUEA2kw91aIrryMvttiBhuiEzIoS3nP4zKTWs43EwYZdwAMJzQdrgtXLXJc9lQkG3X9X3pQQtuw7g2XyCkhVIjrd9DlCkMN0QmNJJdpg+1GHPoBhjZnlmHIqFt3KhsKIrxdsseyVDiodZuBEICOQ4rKvJder81Iukw3BCZkG0Ei90dVCs3BhyWso1gmwK1cmPE0AaMbD+wz5ojs9vK8gwZ3IjSjeGGyISiFY7kHpShkNDCjSF7bkawwaTWTGzAfhtgZNdmxC0liDKJ4YbIhGzD3FuqqbMPff4QrBYFYwqzUvHWRkRbeXk4w21a5caY4WYkTeCfqTOlGG6IADDcEJmSOmU62RCgVjfGFGbFrb1iFLYRVDcORypSY4uMV5ECopudDqcJXK22TSxhuCECUhhu2trasHTpUrjdbhQUFOCGG25AV1fXoMd/97vfxdSpU5GVlYWxY8fie9/7Hjo6OuKOUxTljI9nn302VZdBJKXhLuJ37FQvAGB0gfGqNkC0IpXscFswJHA0cm1GrdxE9wNL7tqEEDHr9xjz2ojSzZaqEy9duhQnTpzAli1b4Pf7sXz5cqxcuRLPPPNMv8cfP34cx48fx4MPPogZM2bg0KFD+Pa3v43jx4/j97//fdyxv/nNb1BfX6/9vaCgIFWXQSQlraE4yQflsXZjhxv7MPeWau7sQyAkYLMoKHMbczaRWpVKdp2bjl4/OvsCAICqQoYbIiBF4Wbv3r3YvHkz3n33XcyfPx8A8POf/xxXXnklHnzwQVRWVp7xmpkzZ+K//uu/tL9PmjQJP/nJT/CNb3wDgUAANlv0rRYUFKC8vDwVb53IFIa7waRWuTFgvw0w/BlFxyOhrTzfBavFmLOJbMPsJ1JngZXmOZHlMM5O50SZlJJhqYaGBhQUFGjBBgBqa2thsViwY8eOhM/T0dEBt9sdF2wA4KabbkJxcTEWLFiATZs2QYjBfxh4vV54PJ64DyIzi/ZvmKtyM9yem2PtfQCASoNeFxC7iF9y16YOSRltHzCiTEpJ5aaxsRGlpaXx38hmQ1FRERobGxM6R0tLC9atW4eVK1fGff6ee+7BV77yFWRnZ+O1117Dd77zHXR1deF73/vegOdav349fvSjHyV/IUSS0qYVJ7kgnBpuxhh0eGO4fSnHDR7agJjgluS1qZWbsey3IdIkVbn5wQ9+0G9Db+zHp59+OuI35fF4sHjxYsyYMQN333133NfuvPNOXHzxxTjvvPNwxx134Pbbb8cDDzww6PnWrFmDjo4O7ePIkSMjfo9ERjacRfxCIRETbowZAmzDbJRWw01lgTH7bYDYae7JXdthVm6IzpBU5ebWW2/F9ddfP+gxEydORHl5OZqbm+M+HwgE0NbWNmSvTGdnJ+rr65GXl4cXX3wRdvvge8BUV1dj3bp18Hq9cDqd/R7jdDoH/BqRGUUbbxOvArR0e+ELhGBRwr0pRjTcdW6OyzAsNcxVpQ8bfP0eokxIKtyUlJSgpKRkyONqamrQ3t6OXbt2Yd68eQCA119/HaFQCNXV1QO+zuPxoK6uDk6nE3/84x/hcg39A3bPnj0oLCxkeCGKMZxtCtRm4jK3y5Br3ADDDwBa5SbfuOFmuPuBacNSrNwQaVLSczN9+nTU19djxYoV2LhxI/x+P1atWoVrrrlGmyl17NgxLFy4EE899RQWLFgAj8eDRYsWoaenB7/97W/jGn9LSkpgtVrx8ssvo6mpCRdeeCFcLhe2bNmCe++9F9///vdTcRlE0hrOBpNGbyYGYmaBhQSEEAnvo3S8Qx2WMu61DWdYyhcIaddWxXBDpEnZOjdPP/00Vq1ahYULF8JiseBrX/saHnnkEe3rfr8f+/btQ09P+LeO3bt3azOpJk+eHHeuAwcOYPz48bDb7diwYQNuueUWCCEwefJkPPTQQ1ixYkWqLoNISsMZvjH6NHAgOgsMCAccNcQNptsbQHuPH4DRe26S3w+sydMHIQCnzYKSXFaviVQpCzdFRUUDLtgHAOPHj4+bwn3ZZZcNOaW7vr4+bvE+IurfcBaEO9ER7kupMPLQTUyYCQQF7Aks63IiUtnIc9mQ5xq8hy+T1CbwZO6ZOtxWke/ibuBEMYw5sE5EIzKcIY7mznC4KXMbtwIQG24SneaurnFj5OE2YHhN4I2e8LUZtQGcKFMYbohMSG1ODYnwFO9ENHu8AGDY7QmA+GEpfyCxcNPUIUcAsA1j40xtFpiBq21EmcBwQ2RCtpjZTolWOJokqNxYLIq2fUKivSlqRao0z7jXBcTMBEui50YdcqswcC8RUSYw3BCZkP203pShCCHQFKnclOYZ+0GZ7EJ+zZ3h6yoxfLiJXFeCFSkg2idVzsoNURyGGyITil2nJpEQ4OkNwBd5qBo/BCQ3E6xZltA2jNlSauWm0uBDbkTpxnBDZEK2mJ2vE1kUTh2SKsi2w5XIFKQMsiW5hs/JLjXcGDu0RRdeTKJy0278GW5EmcBwQ2RCiqJoASeREBCtbhg7AADRyo0vkGTPjYF7iYDkZ0v1+YNo7fYBCE8FJ6Iohhsik7Il8bBs8qjNxMZ/SNqTCG1CCC24leQa+9qS3VpCvWcuuwUF2cZdv4coExhuiEzKnsQwhzosZfR+GyB2x/OhQ5unLwBvpJfI6JUbW5KzpWKngXMBP6J4DDdEJmW3JR4CZFjjRhWtSA0d2k5GQluey2b4XiJ7EtcFAI2ecDOx0dfvIcoEhhsik0pmyrS2OrEElRu1IpXIrCKZeomS3cn9ZKc810aUbgw3RCalTZlOIARoa9xIULmx2xLfN6u5U45p4EDMOjcJVm5ausLNxDIMJRKlG8MNkUklN3wjTxUguk3B0KHtpCQL+AGxYTTBKe6RayvmbuBEZ2C4ITKp6LDU0CGgNbIWzCgJHpTJ9KbIsvUCEA2jiQ5LtXTJE9yI0o3hhsikEp1a3OcPotsXBACMynWk/H2NlNabkkjPjUSVm2Q3zmTlhmhgDDdEJpXoMIe6EJzdqiDPaUv5+xqpZIbbWiN9KTIEAHuS2y+wckM0MIYbIpNKdJijLRIARuU4pVgvxZHEYndqcCuSoCIVXXl56OsKBEPatTHcEJ2J4YbIpOwJNt62dIcrAEU5xg8AQHK9KW2RayvOMX4ASGaF4rZuH4QALApQmC3HfSNKJ4YbIpNKdINJrXIjQXUDSDwECCHQJlHlxmFLPLSdjGkAt1qMX20jSjeGGyKTSnSYQw0AoySp3CQ6LNXpDWhBQYZrc1jDKygnMizFZmKiwTHcEJlUog2q6rCUDNPAAcBhSyy0qc3E2Q6r4bdeAKKLEyYyLMUF/IgGx3BDZFKJTi1Wh6Vk6bnRKlJDNUproU2O63Ik0VAcrdzIcW1E6cZwQ2RSiTbeqrNuZHlQJlu5KZKgmRiIDW2JVG44DZxoMAw3RCaV7Do3soWAoYZvZOslctqi4UaIwQOptq2EJEOJROnGcENkUvZEKzddkg3fJFq56ZZzuE0IIDhUnxQrN0SDYrghMimbSSscjkhoS3gWmGShDRh6aIqzpYgGx3BDZFJ2i7pNwcBVgF5fED3avlJyPCjVEGC60BYTbvyBxCo3DDdE/WO4ITIprXIzSM9Na2RGkcNmQY7D+NOlgejwjXeIcKMGAFl6iWwxi/F5g8EBjwuFBDp6/QCAwmx7yt8XkYwYbohMKrrB5MBVgFPd4YdkUbZDin2lgJjKjckWJ1QUJaYqNfA96+wLQG3JKeDWC0T9YrghMqlEVvI91RMOAAUSVQAcCU6Zlq3nBkhsrRv1nuU4rHFDWUQUxX8ZRCalLuI3WBVAfVDKtPliIj03QgjpZksBiV1bNJDKc11E6cZwQ2RS0WGpgR+U7T2R3o0cCSs3g1Q3+vwh7esyBTd7AjPBZLxnROnGcENkUonsLaU+KPOzZAoAQ2+/oFY37FYF2ZI0SgMxa/gkUrmR6J4RpRvDDZFJqcNSiTwoZZp1k8gifmpoK5CoURpIbCf36LXJc8+I0i1l4aatrQ1Lly6F2+1GQUEBbrjhBnR1dQ36mssuuwyKosR9fPvb34475vDhw1i8eDGys7NRWlqK2267DYFAIFWXQSStRGYVtUvYc5PI9gvtvWp1Q64AkEgTuIz3jCjdbKk68dKlS3HixAls2bIFfr8fy5cvx8qVK/HMM88M+roVK1bgnnvu0f6enZ2t/TkYDGLx4sUoLy/H22+/jRMnTmDZsmWw2+249957U3UpRFJKbIhDvipAIpWbDgmvC0js2tR7JlO1jSjdUhJu9u7di82bN+Pdd9/F/PnzAQA///nPceWVV+LBBx9EZWXlgK/Nzs5GeXl5v1977bXX8Mknn+Avf/kLysrKMHfuXKxbtw533HEH7r77bjgc/E2GSKVuxOj1D10FkGnmTWLTpeXrJQKSnb4v17URpVNKhqUaGhpQUFCgBRsAqK2thcViwY4dOwZ97dNPP43i4mLMnDkTa9asQU9PT9x5Z82ahbKyMu1zdXV18Hg8+Pjjjwc8p9frhcfjifsgMjunLdxIO1jlpl3ClW4TmS6tDUtJdF1AzOrL7LkhGpGUVG4aGxtRWloa/41sNhQVFaGxsXHA1/3rv/4rxo0bh8rKSnzwwQe44447sG/fPrzwwgvaeWODDQDt74Odd/369fjRj3403MshkpJWuQkMvJT/qW75qgCJTJfukHToJpEVitXgxp4booElFW5+8IMf4L777hv0mL179w77zaxcuVL786xZs1BRUYGFCxfi888/x6RJk4Z93jVr1mD16tXa3z0eD6qqqoZ9PiIZOIfo3wgEQ/D0hZvxZQoBifQSxc6Wkkkis6XULTNYuSEaWFLh5tZbb8X1118/6DETJ05EeXk5mpub4z4fCATQ1tY2YD9Nf6qrqwEA+/fvx6RJk1BeXo6dO3fGHdPU1AQAg57X6XTC6ZRj8zwivThsgw9xqJsvAkC+RLOKYrdfEEL0O9Vb7UuR6bqAaCDlbCmikUkq3JSUlKCkpGTI42pqatDe3o5du3Zh3rx5AIDXX38doVBICyyJ2LNnDwCgoqJCO+9PfvITNDc3a8NeW7ZsgdvtxowZM5K5FCLTU3tuBmooVvtt8lw2bQdxGaihTQggGBLaSsyx1GuTrbox1GwpXyCEbl94mFG2ayNKp5T8RJs+fTrq6+uxYsUK7Ny5E3/961+xatUqXHPNNdpMqWPHjmHatGlaJebzzz/HunXrsGvXLhw8eBB//OMfsWzZMnzpS1/C7NmzAQCLFi3CjBkz8M1vfhPvv/8+Xn31Vfzwhz/ETTfdxMoM0WmGGr6RtQJgjwliA11btOdGtmuL9BMNcc8sCuB2MdwQDSRlv649/fTTmDZtGhYuXIgrr7wSl1xyCR599FHt636/H/v27dNmQzkcDvzlL3/BokWLMG3aNNx666342te+hpdffll7jdVqxZ/+9CdYrVbU1NTgG9/4BpYtWxa3Lg4RhUWngvffUKz2bsjUbwMgbidsf6D/xlu16Va2YamhKjdqRSo/yw6LRZ6Vl4nSLWWL+BUVFQ26YN/48eMhRPQHU1VVFbZv3z7keceNG4dXXnlFl/dIZGZO++CVG60vRbLqhi3moe4NBgHEBxghhJSLEwJDr76szm6TrSJFlG7yDLQTUVKiC8IJhPrZPLNd0unSiqIMOmU6dkdw2WZLDVW5kTW0EaUbww2RSTnt0d2w+6veyLxeymCrFKvXZbcqyJFoR3Bg6BWKZVxRmigTGG6ITMoR03jb34wpmasAg1U42mO2XpBpR3Agfpp7f2S+Z0TpxHBDZFJ2qwL12R7uTYmnVQEka7oForOK+qtwRPdekvC6tNA2eKO0jNU2onRiuCEyKUVRtEpAv5UbdbZUjnwPysEWKNR2BJcwtA1VuWmXdIYbUbox3BCZmHOQtW6iC93JF24Gm1Uk6wJ+QLRy4x+woZg9N0SJYLghMjG1qbi/yk10ET/5QsCgDcWS7isFAE5tV/D+1ybijuBEiWG4ITIxxyAPS+1BmSVhCBi0oVjeXiJ1baKB9gM7Jemq0kTpxnBDZGLaQn6nPSz7/EH0RlYuzpewCqDtmzVo5Ube6+obYFVpmYfciNKJ4YbIxKKVm/gQ4Ik8JC0KkOdM2ULlKaOGtv5CgLb1goTVDZd2XWeGNiGEtPuBEaUbww2Riak9N6dXbmTfoyiRyo2MvUQutUeqn2HEbl9QW5GZlRuiwTHcEJmYc4Ap0zI33QKxFQ5z9RKp4aa/yo26r5TDZkGWXa6Vl4nSjeGGyMSiU8HjQ4A6vCHbrtmqQSs3vfIu4ueyD90AXphtl27lZaJ0Y7ghMjGtcuPvf1hKxgAAJFa5kTG4uWwDV264OjFR4hhuiEzMMcAifjKv4gsMXLnp8we1z8kY3AZrlOa+UkSJY7ghMjEtBJxRuZF7pduBKjdq1cZqUZAr4SwwtXITCAkEgqf3Sanr98h5z4jSieGGyMQG2qtI5qEbIHZW0QChLUvOvhRXTKNw32nXFt0LTM57RpRODDdEJqateHt6hUPynptoL1H/lRsZFyYEotcFnHlt3FeKKHEMN0QmNtBU8A7J+zcGrNxI3ktksShan9TplZuOXnnX7yFKN4YbIhOLrpsSXwVQH5Sy9m+ooe3M65K/uuEa4NpYuSFKHMMNkYmp4abHd/qwlLpFgZxVALNWboDoqtJnhhv5r40oXRhuiEws2xF+UPYO1Jsi6YNyoMqNtq2EpKENGHh/KW1fqRxWboiGwnBDZGJauImp3ASCIXT2BQDIWwXQhtsC/Yc2WYfbgOh08DMairvVRfzkvGdE6cRwQ2Ri/Q1LeSLBBpC4cmPvf+XlDom3XlD1N+QWDAntvrHnhmhoDDdEJpbtCC9kFzsspQ5v5DltsFnl/BGgLk44YOVG6nBz5pCb2gAOyBtIidJJzp9sRJQQdffo2GEpM/WlnLHysuS9RED/Q26nYgKpXdJASpRO/FdCZGJZ/TQUy77GDRBTuRloirvEQzfRZulocNO2XuDqxEQJYbghMrGsfnpuolsUyBsA1NA20IwiWRulgf6ngmtbL0gc2ojSieGGyMSyHWc+KGXfogAAciLX5QuG4I/sm+ULhNAdCXEyV6VctjODW7sJKlJE6cRwQ2RiaoWjxxeAEAKAORa6UxulgWhVSh2SUhQgzyXvtfXXUGyGihRROjHcEJmYGm5CIjq1uEPyTTMBwGGzwG4N7/rd4wtPkVangbtddlgt8u0IrupvKnhbZI2bIi7gR5QQhhsiE1N7boBoJSBaBZD7QalWb7q96nXJH9qA/is36mwphhuixDDcEJmY3Rpb4Qg/LE+ZoOcGiPbdqJUbMwy3Af1P31crN9x6gSgxDDdEJqc9LCOVAPVBWZwr94My23la5UZbv0fu68qJXFeXL7qSdHS2lNzBjShdUhZu2trasHTpUrjdbhQUFOCGG25AV1fXgMcfPHgQiqL0+/H8889rx/X39WeffTZVl0EkvazT9pdq7fICAIpynBl7T3o4s3JjjqbbHC20xYQbdVhK8uBGlC62oQ8ZnqVLl+LEiRPYsmUL/H4/li9fjpUrV+KZZ57p9/iqqiqcOHEi7nOPPvooHnjgAVxxxRVxn//Nb36D+vp67e8FBQW6v38is8h12tAELzr7wjOmWiKVm1GSD3GooU2d/m2WnpvcQcINh6WIEpOScLN3715s3rwZ7777LubPnw8A+PnPf44rr7wSDz74ICorK894jdVqRXl5edznXnzxRfzLv/wLcnNz4z5fUFBwxrFE1D91K4KOXj+6fUH4IrNwRkk+LJUTaSjuiYSA1u5wRWqU7BUpdVgqMtwWCgmtT4oNxUSJScmwVENDAwoKCrRgAwC1tbWwWCzYsWNHQufYtWsX9uzZgxtuuOGMr910000oLi7GggULsGnTJm39joF4vV54PJ64D6KzhTsSbjx9fm1IKstujVsrRkZaz4023BapSEke2k6v3HT2BRAMhX/GyV6VIkqXlPx0a2xsRGlpafw3stlQVFSExsbGhM7x+OOPY/r06bjoooviPn/PPffgK1/5CrKzs/Haa6/hO9/5Drq6uvC9731vwHOtX78eP/rRj5K/ECITcEcWtPP0+tFqovVStJ4brXJjjuG2XK1yE76utsiQVK7Tpu2pRUSDS6py84Mf/GDApl/149NPPx3xm+rt7cUzzzzTb9XmzjvvxMUXX4zzzjsPd9xxB26//XY88MADg55vzZo16Ojo0D6OHDky4vdIJAt3Vvhh6ekLaNUN2WdKATHr3JzWKD0qV/ZhqXCA0cKNNg2cVRuiRCVVubn11ltx/fXXD3rMxIkTUV5ejubm5rjPBwIBtLW1JdQr8/vf/x49PT1YtmzZkMdWV1dj3bp18Hq9cDr7/6HmdDoH/BqR2cVVbkwSAIBoCFBnS2mVG8mDm1q58QXC+2ad6uZMKaJkJRVuSkpKUFJSMuRxNTU1aG9vx65duzBv3jwAwOuvv45QKITq6uohX//444/jH/7hHxL6Xnv27EFhYSHDC9EA1IZi0w1LqcM3fQF4A0F09oVDjuzDUup1AeG+mzbOlCJKWkp6bqZPn476+nqsWLECGzduhN/vx6pVq3DNNddoM6WOHTuGhQsX4qmnnsKCBQu01+7fvx9vvvkmXnnllTPO+/LLL6OpqQkXXnghXC4XtmzZgnvvvRff//73U3EZRKYQ31Bsjr4UILqezakenzZ0Y7MoWqVKVnarBQ6bBb5ACF3eACs3RMOQsukSTz/9NFatWoWFCxfCYrHga1/7Gh555BHt636/H/v27UNPT0/c6zZt2oQxY8Zg0aJFZ5zTbrdjw4YNuOWWWyCEwOTJk/HQQw9hxYoVqboMIulFh6UCaPT0AgDK812ZfEu6UCsZp3qioa0oxwGLxJtmqnKdNrQFfOj2BrXgVsBwQ5SwlIWboqKiARfsA4Dx48f3O4X73nvvxb333tvva+rr6+MW7yOioUUbiv3wBsNr3FQWZGXyLemiMPKwb+/xmWq4DQj3E7V1h5uKmzvDfVJlbg69EyVK7oUuiGhIaghQAwAAjDZFuFGHpWIbpc0RbvKz7DiCXnh6/Wjy9AEAShluiBLGcENkcmXu8BDUyUgFADBH5UYdpvH0+XH0VGS4zS3/dQHRQNrW7YtWbvLkH0okShfuCk5kcqNyHLBbo30oLrvFFLtLq6v1CgHsPRFedXx0gTkCQJHWT+SLqdyY49qI0oHhhsjkLBZFq94A4SEpRZG/6dZutSDPFS4+f3w8HG7MUJECopWbo6d6tSnu7LkhShzDDdFZYExh9KE/vcKdwXeiLzUEHG4Lz7o0S7hRKzf7GjsBANkOq7a4HxENjeGG6Cxw3thC7c/nVuZn8J3oqyQvvpphtnDzwdF2AOGp+2aothGlC8MN0Vng8qnhjWytFgW100uHOFoe44qy4/5uhllgAFAZ6R1S982aMConk2+HSDqscxKdBRZMKMITyy9ArtOGKWV5mX47uhlfHH3oTyzOQZbDHLtmVxXGh7ZxDDdESWG4ITpLXDbVPBUb1eTSXO3P5442z3DbmNPCzcQShhuiZHBYioikdfGkYuRFGm0Xz6rI8LvRT5bDGtcEPn984SBHE9HpWLkhImnlZ9vx0qqL0eTpw0WTijP9dnS1eHYFfrX9C5S5nTin1DxDiUTpwHBDRFKbVJKLSSW5Qx8omZsun4ySXCcunlxsis1AidKJ4YaIyIDcLju+denETL8NIimx54aIiIhMheGGiIiITIXhhoiIiEyF4YaIiIhMheGGiIiITIXhhoiIiEyF4YaIiIhMheGGiIiITIXhhoiIiEyF4YaIiIhMheGGiIiITIXhhoiIiEyF4YaIiIhM5azcFVwIAQDweDwZfidERESUKPW5rT7HB3JWhpvOzk4AQFVVVYbfCRERESWrs7MT+fn5A35dEUPFHxMKhUI4fvw48vLyoCiKruf2eDyoqqrCkSNH4Ha7dT03pQ7vm5x43+TE+yYnI9w3IQQ6OztRWVkJi2XgzpqzsnJjsVgwZsyYlH4Pt9vNf7QS4n2TE++bnHjf5JTp+zZYxUbFhmIiIiIyFYYbIiIiMhWGG505nU7cddddcDqdmX4rlATeNznxvsmJ901OMt23s7KhmIiIiMyLlRsiIiIyFYYbIiIiMhWGGyIiIjIVhhsiIiIyFYYbHW3YsAHjx4+Hy+VCdXU1du7cmem3dFa7++67oShK3Me0adO0r/f19eGmm27CqFGjkJubi6997WtoamqKO8fhw4exePFiZGdno7S0FLfddhsCgUC6L8XU3nzzTXz1q19FZWUlFEXBSy+9FPd1IQTWrl2LiooKZGVloba2Fp999lncMW1tbVi6dCncbjcKCgpwww03oKurK+6YDz74AJdeeilcLheqqqpw//33p/rSTG2o+3b99def8e+vvr4+7hjet/Rbv349LrjgAuTl5aG0tBRXX3019u3bF3eMXj8bt23bhvPPPx9OpxOTJ0/GE088kerL0zDc6OS5557D6tWrcdddd2H37t2YM2cO6urq0NzcnOm3dlY799xzceLECe3jrbfe0r52yy234OWXX8bzzz+P7du34/jx4/inf/on7evBYBCLFy+Gz+fD22+/jSeffBJPPPEE1q5dm4lLMa3u7m7MmTMHGzZs6Pfr999/Px555BFs3LgRO3bsQE5ODurq6tDX16cds3TpUnz88cfYsmUL/vSnP+HNN9/EypUrta97PB4sWrQI48aNw65du/DAAw/g7rvvxqOPPpry6zOroe4bANTX18f9+/vd734X93Xet/Tbvn07brrpJrzzzjvYsmUL/H4/Fi1ahO7ubu0YPX42HjhwAIsXL8bll1+OPXv24Oabb8a3vvUtvPrqq+m5UEG6WLBggbjpppu0vweDQVFZWSnWr1+fwXd1drvrrrvEnDlz+v1ae3u7sNvt4vnnn9c+t3fvXgFANDQ0CCGEeOWVV4TFYhGNjY3aMb/85S+F2+0WXq83pe/9bAVAvPjii9rfQ6GQKC8vFw888ID2ufb2duF0OsXvfvc7IYQQn3zyiQAg3n33Xe2Y//7v/xaKoohjx44JIYT4j//4D1FYWBh33+644w4xderUFF/R2eH0+yaEENddd5246qqrBnwN75sxNDc3CwBi+/btQgj9fjbefvvt4txzz437XkuWLBF1dXWpviQhhBCs3OjA5/Nh165dqK2t1T5nsVhQW1uLhoaGDL4z+uyzz1BZWYmJEydi6dKlOHz4MABg165d8Pv9cfds2rRpGDt2rHbPGhoaMGvWLJSVlWnH1NXVwePx4OOPP07vhZylDhw4gMbGxrj7lJ+fj+rq6rj7VFBQgPnz52vH1NbWwmKxYMeOHdoxX/rSl+BwOLRj6urqsG/fPpw6dSpNV3P22bZtG0pLSzF16lTceOONaG1t1b7G+2YMHR0dAICioiIA+v1sbGhoiDuHeky6nokMNzpoaWlBMBiMu9EAUFZWhsbGxgy9K6qursYTTzyBzZs345e//CUOHDiASy+9FJ2dnWhsbITD4UBBQUHca2LvWWNjY7/3VP0apZ76v/Ng/7YaGxtRWloa93WbzYaioiLeywyqr6/HU089ha1bt+K+++7D9u3bccUVVyAYDALgfTOCUCiEm2++GRdffDFmzpwJALr9bBzoGI/Hg97e3lRcTpyzcldwOjtcccUV2p9nz56N6upqjBs3Dv/5n/+JrKysDL4zIvO75pprtD/PmjULs2fPxqRJk7Bt2zYsXLgwg++MVDfddBM++uijuF5Es2DlRgfFxcWwWq1ndJM3NTWhvLw8Q++KTldQUIBzzjkH+/fvR3l5OXw+H9rb2+OOib1n5eXl/d5T9WuUeur/zoP92yovLz+jcT8QCKCtrY330kAmTpyI4uJi7N+/HwDvW6atWrUKf/rTn/DGG29gzJgx2uf1+tk40DFutzstv1wy3OjA4XBg3rx52Lp1q/a5UCiErVu3oqamJoPvjGJ1dXXh888/R0VFBebNmwe73R53z/bt24fDhw9r96ympgYffvhh3A/gLVu2wO12Y8aMGWl//2ejCRMmoLy8PO4+eTwe7NixI+4+tbe3Y9euXdoxr7/+OkKhEKqrq7Vj3nzzTfj9fu2YLVu2YOrUqSgsLEzT1Zzdjh49itbWVlRUVADgfcsUIQRWrVqFF198Ea+//jomTJgQ93W9fjbW1NTEnUM9Jm3PxLS0LZ8Fnn32WeF0OsUTTzwhPvnkE7Fy5UpRUFAQ101O6XXrrbeKbdu2iQMHDoi//vWvora2VhQXF4vm5mYhhBDf/va3xdixY8Xrr78u/va3v4mamhpRU1OjvT4QCIiZM2eKRYsWiT179ojNmzeLkpISsWbNmkxdkil1dnaK9957T7z33nsCgHjooYfEe++9Jw4dOiSEEOKnP/2pKCgoEH/4wx/EBx98IK666ioxYcIE0dvbq52jvr5enHfeeWLHjh3irbfeElOmTBHXXnut9vX29nZRVlYmvvnNb4qPPvpIPPvssyI7O1v86le/Svv1msVg962zs1N8//vfFw0NDeLAgQPiL3/5izj//PPFlClTRF9fn3YO3rf0u/HGG0V+fr7Ytm2bOHHihPbR09OjHaPHz8YvvvhCZGdni9tuu03s3btXbNiwQVitVrF58+a0XCfDjY5+/vOfi7FjxwqHwyEWLFgg3nnnnUy/pbPakiVLREVFhXA4HGL06NFiyZIlYv/+/drXe3t7xXe+8x1RWFgosrOzxT/+4z+KEydOxJ3j4MGD4oorrhBZWVmiuLhY3HrrrcLv96f7UkztjTfeEADO+LjuuuuEEOHp4HfeeacoKysTTqdTLFy4UOzbty/uHK2treLaa68Vubm5wu12i+XLl4vOzs64Y95//31xySWXCKfTKUaPHi1++tOfpusSTWmw+9bT0yMWLVokSkpKhN1uF+PGjRMrVqw445c93rf06++eARC/+c1vtGP0+tn4xhtviLlz5wqHwyEmTpwY9z1STRFCiPTUiIiIiIhSjz03REREZCoMN0RERGQqDDdERERkKgw3REREZCoMN0RERGQqDDdERERkKgw3REREZCoMN0RERGQqDDdERERkKgw3REREZCoMN0RERGQqDDdERERkKv8XyilCpbILeSYAAAAASUVORK5CYII=", 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", 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" ] @@ -484,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -496,7 +506,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -527,7 +537,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -539,7 +549,7 @@ "\n", "# do some operations\n", "tempo_proc1 = tempo.scale_between(-1,1)\n", - "tempo_proc2 = tempo_proc1.baseline_correct()\n", + "tempo_proc2 = tempo_proc1.baseline_correct(npts=10)\n", "tempo_proc3 = tempo_proc2.integral()" ] }, @@ -559,23 +569,23 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[['2025-02-03 14:07:02.431224 : Data loaded from tempo.DSC.',\n", - " ],\n", - " ['2025-02-03 14:07:02.434587 : Data scaled between -1 and 1.',\n", - " ],\n", - " ['2025-02-03 14:07:02.435971 : Baseline corrected',\n", - " ],\n", - " ['2025-02-03 14:07:02.439949 : Integral calculated',\n", - " ]]" + "[['2025-09-03 17:07:52.029357 : Data loaded from tempo.DSC.',\n", + " ],\n", + " ['2025-09-03 17:07:52.030758 : Data scaled between -1 and 1.',\n", + " ],\n", + " ['2025-09-03 17:07:52.032316 : Baseline corrected',\n", + " ],\n", + " ['2025-09-03 17:07:52.034752 : Integral calculated',\n", + " ]]" ] }, - "execution_count": 17, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -594,19 +604,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2025-02-03 14:07:02.431224 : Data loaded from tempo.DSC.\n" + "2025-09-03 17:07:52.029357 : Data loaded from tempo.DSC.\n" ] }, { "data": { - "image/png": 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", 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tET+PGxN5gyYj88aG1tuxXFtGd1WbYgyGxVAS3aKCKwkkA4QBOIamzn6xE1pGBlFNSV7E4+wK+LLwyPTQWMFwO9xa3f0+6uj1xWUxoLsqSAYIA3AMp1u6Df+53DIzHIHW29ZOxo16MRm7rsK1n7DbdVPX5rcWCjxZVJSbE3U8sBhAMkAYgGOQbqQJpZGtBTtbb8uJmK2FTP1/RhyLDZXPRnyhJLKbDa4kkAogDMAxnG7xC8P4MdGFwa5VuhSq8VGESmYl2VlTURUhMM/AlQRSAYQBOM6VNKE0P+pxdq2Kz8QhVHbu+SxrGKqjWAx2p8+C9ATCAByDnIhjupJsWhWfaY0tVHZmJQWEM7ZQQRhAMkAYgGM41tQl7ieOjWUxZNprMZQ6w2I42ewXhtooQoXuqiAVQBiAI+jzDdIpfSKeWlEY9VhjMrY44GvEGMY4I8ZwSgpDWRQLBpXPIAVAGIAjOHm+W2xbyRv0RKoZsDPAKort4rAYZFaS1RMxvzdSqKJZVHAlgVQAYQCO4Ehjp7ifUlEg2l6oTlflLT3lFqPRLAZZb2F1sR2nqrIQ8sQfqU+SGA9cSSAFQBiAIzjS2BWXG8mudFWZOsv7HuTmZMUUKV7RW7lxkHQjsUhlRaipEONBVhJIARAG4CyLobwg5rF2tLo+qgfCJ4+NPh45EfvHo1kfeI4SXzC7khBjAMkAYQCO4HCDXximVsa2GIwUUQsn4mO6BXNBDKEKagNuYTD8xPmuOIUBFgNIHggDUA5PYgfqOsTPs2qKYx7vybY+K+lok4x5FMYlUlYLlRTOaTEzthBjAMkDYQDK4UmPO5lyRtLEGCti2yyGphFYDBau0g1hiGFR2b2jHEhPIAxAOfvOtov7WeOKIzars7PVNQeRjxrB8OjCwBlUMhhsVWYSi+bx8/4Yw/SqGBaDzXtQg/QEwgCU8/6ZNnH/0XGx3Uh2TH7cbruzz0c838eqwrYjfZbjC7LGI1qqKpOju9lgMYBkgDAA5bxzskXcz50wJq7jrXaXHK7vNHokebMjp6ra5df/0BSYj13jEXCzWZk+C9IbCANQSlefj97XXUkfu6AsrtdYPRF/cM4/npk1RXEdb7i2LAqGxxt4Do15sJUBwEiAMAClvHOyVUxgXLgVax8Gu9o+7D/nz5CaGUeGlHmV3u+z1mKIFV8wiyaDPRnASIEwAKW8dey8uP/Y5NK4X2N12+39hsUQZ8zDYovhw/qOuC0Gab3YtascSE8gDEApWw82ivuPTyuP+zU5RhbQkCUZQB82xF9TIcZjoVBx5pWswo7LYjDVVaCWAYwUCANQRmNHH+3VM5KWzKhwhMXA/nz+u0W52TE3DLIjfZZFgcWqwJMVdR8GCaf7yvRZZCaBkQJhAMp47UC9uJ89vpgqo+xjbOdEvFvPkJozviRmBpAd6bPSrXVhTXw1HnZ1nwXpDYQBKOM/d58R99fOrknodVZOxLtO+IVhweT4MqSsTp9NNEOKQVsMkCwQBqAELtracayZeFF+0/zxCb0228IOojtPNIv7BZMSD4ZbMREnmiHFYLMekCwQBqCEZ98+Je4vn1ZONSXx+fKHr4hTO/E1tPfSqeYeUfF88cQxjgiGf6DXeCQiDFZnbYH0B8IAbKelq59+s/2E+PnziyYl/HojPTTFE99O3Y00o7qYinJzRuBK0lIuVE2dfcKqurC6yBFCBUYHEAZgO7/+76OiFxGvgq+eVZXw6422DymOMbx19HzCbqQgCybFE7GMd8yoKqJ8T3b849G3G4UrCYwUCAOwFW5n/cQbx8TP3142Pe5MGzuykv72YZO4v3x6eWLjMbKAUitUbx+XgfBSR4wHjB4gDMA2uPXFDzbuFXn5n5hePiJrwaqsGw6Gs2jxpHrZ1LEJvdaK4DM3wNt6sEH8vOiCxMaDrCSQLBAGYBuPvnqIth0+T7k5mfTgjbPjrhOIuCJOoevmb4f8FdiXTCpNKL5gVRYQF9pxcZsnK5OWJlD85x8PXEkgOeJ3XAKQxOr3yW3H6f+8dlg8XnvTnJg7o9ntQ3/9UFPCFdhWTsSv7KsT9x+fNjZhocIubiBZIAzAUjp6B+iBF/bR8+/4i9m+sXQq/ePFE5L6m0aBW4pcJdz6+78/9FsMSz9SOeJgeCoL7jbpwnDN7OqEX4td3ECyQBiAJfQODNJzO0/Ro69+SOe7+kVtwD3LL6Q7lkxJ+m+nekW85UAD9fmGhBWTSIXx8PTZ1IznVHM3vX+mXbxny2YmHofBLm4gWSAMIKUuI/aN//GdM/SHXadFkzxmSnkB/fCmOXTplMSCqLHbXKdmRfzSe2fF/fVzakYU90h1HcOf9PEsvKCMxhZ6Ex+PaRc3AEYChAGMWAQaOvroYF2HuL1/to3eOtpMde29xjHjSnLp60un0mcXTgzaQCZZDNdNCiY+rqf4q976+/qLapIbTwqC4fy+/lHvIfWPFyfWKsQqCwaMPiAMo5g+3yCd7+wXbhT+uW9gaNjPbT0DYrJnP3zPwCDVtfXSyeZuOtvaQ939g8P+JmfRcB0A9z+6elY1efRAcSpJpStpy/56kT47paIgoepiqyqx951tFzu28ft2TYLNBQPjQVYSSA4Ig4k1L7wvJkROg+SLnFeAvF2jT3/MFxrvr8797nly4gsw03A9aCJPn90b+Z4s8Tt5/JDm/x1PG/xYTh/8Sj6OJxb+M7zgHNT8m7izl4Rfz6+Ve7r7XxuYfPix2Z3Cr2P3Af8vvvF59PYPimZzchx8OB/Hz/UOJDdxsA988tgCurCmiC6sLhapnnzLzckiK0nlxPend5NzI6W6N9EzO06K+0/OqqKSvBzl43Eq8hrha1N81/XvvXzM1yvf80ea58kS1yl/XwZ8/N0fFNc1Xw+BvyevD3nj69F/tclrUF5XfM0Frkt5Tfmv3UHx//2LBW92VtDf49/xNc7XB39E/H3jbxyPjccp5hJ+QuNF25AYr/yfmilVmxcNH59aTiX5I/t+xAOEIaSxG68eRxP8RcvLySJvTqb4InuzM8UXz8vPZWdSoTebqktyqTg3RzyuLPbSxLJ8mlCaTzUluZaLgJUFXK3d/fS6Xr/wD3PHKRcqzuDaqGdvfWEEPaSc3CuJJ/L2Hh81dvaJ2FNbTz919g0KS7S1e4C6B3zi2uObeK5nQFir/DNP+uJ3g/7fC4vW51/sjFb+/K3LqSS/xLK/D2EwcfdV08UXmC90XnWx6rP/2G8d+H9mVZcWhH91wsrvf31Wht+SkF9mnmDlSoCtDD5MrhLkd5q/6GIlofl33+Jrmv8Ov07+b0auZkPXtH5rIyPIlcP/S1g1mRli4paTN/9t8f8z/MfxpD8mP2fEK2VVpKrA7eX368TnxC6k6VUjcyOlciLeuOescM9NrSigS6eUjXw8Ci0GFlveQ4LbhXNn2MMNHUIImjr7LWmTHkqmft3Ia4BX6+wCZRHha4W/91wHI65x/XPj38lrg8NFmXxvWsWL3xH/zj8PGM/p17J/oa9fc/rveZHA4iWvZX6Of8ev4Yy9IWl1SE+A/jM/x3+L5w7+XzxO+X8Yth74feSFmpVAGEx888ppqocAbLQYXtzjdyP9w7yRWwupct3wxPC7vwc6ziYj1nYWuDV09NKf3j1H24+cF7vNnWntiXo8b5laUeil0gIPFXizqdCbRSV5HuF+5clQLljYjVaclyOOl8/zebHVKizbHP9z/gWQvPdP3uHeW8ZtCyCVWC4M69atox//+MdUV1dHc+fOpccee4wWLlwY8fg//OEPdP/999Px48dp+vTp9PDDD9N1111n9TCBizCa6LHvlVdYI7jg69t76e/H/N1Ub7goOWFIRRYQbyl6oK5DtAu5eX6SBYAW90rq7vfRX/bVi7RkLgwMzRquLcujWTXFNKumhGZUF1J1SR6VF3qovNCrxPUIQXCYMPz+97+nVatW0fr162nRokX085//nJYvX04HDx6kysrhFaZvvvkmfe5zn6O1a9fSpz71KXrmmWfo05/+NO3evZtmz55t5VCBi5CVvVIc5MScCH9+75ww4TlYXluWnyLX1sgn4mfeOmWIVLJBRSt3cONWHfdvfF+kKkt4U6PrZtfQRRNKxN7UIw2ag1EiDD/72c/o9ttvp5UrV4rHLBAvvfQSbdiwge67775hxz/66KN0zTXX0D333CMeP/TQQ7R582b6t3/7N/FaAMwWg1wVj2QR+qKejZRM0DkwnuR2lOOY1MvvnxM/f3ZhbcrGk8oYA8cJ/veL++ilvf5xjh+TR59ZMIE+PW88TU6i7xUYZcLQ399Pu3btotWrVxvPZWZm0rJly2j79u1hX8PPs4Vhhi2MjRs3Rvw/fX194iZpb/dvhQjSF3OxHAfi8igr4Rbb755qFQHE6+aMrFbADPu6k5mIN71fJ4LO3JJj/sTE9l6wIytp39k2+uKTbwtxYF/+166YQnddNV2JWwi4vO12U1MTDQ4OUlVVcK8XfszxhnDw84kcz7DbqaSkxLjV1ia/4gLOxuw6GskqXdYufHxaOVUUJd5yItXB3uffOS3ub7p4fEr84ams89h7uo0++/jfhSh8pKqQXvjmx+neay6EKKQ5rt+PgS2StrY243bqlN9XC9IXnjx55TrSfkmv7KtPSdA5FRv1nO/sExk9zKdH2ALDKlfSyfPd9L82vEUdvT6x3en/+/plNHu8dbnzYBS4ksrLyykrK4vq6/0XoYQfV1eHbyXMzydyPOP1esUNjC444OuveB1KOBtp75k2kVt+5YWJt9hOtevm1f31Iqtn9vjipIPgqcyS4tfe+R+7RfEZB5WfXPmxhPeFAO7FMovB4/HQJZdcQlu2bDGeGxoaEo8XL14c9jX8vPl4hoPPkY4Ho5eRpmRu2e/fLnPuhDEpcSMlu0Ln+AKzfFbi+y5YWeD2f7efoPdOt4kMo/VfuASiMMqwNCuJA8m33XYbLViwQNQucLpqV1eXkaW0YsUKGj9+vIgTMHfffTctWbKEfvrTn9L1119Pzz77LO3cuZMef/xxK4cJXF3LMJRw0zxm2czKlI8lUeuFs5F4q1Nm+Qg25En1eCQN7b30yOZD4ufV115I48bkpWxswB1YKgy33HILNTY20po1a0QAed68ebRp0yYjwHzy5EmRqSS57LLLRO3CD37wA/r+978vCtw4Iwk1DCBSq2tuhhYv3Ipg2xH/Fp5XjWADnFhZSYlaLzuON4usqgmleTS9sjBl40l2B7f1rx8V7cjn1o6h/7kAyRyjEcsrn++8805xC8fWrVuHPfeZz3xG3ACIhmcEFsPuEy2io2xVsXfELbZT2btJBp25U2Yqq3OT2cGtrXuAnn3b3+H1O8umh20xAdIf12clgdHJSPz6b+oT8eIpY1M6EY80K+lN3Xq5bFpqdrYbvoNb4sKwcc8ZUVPBwrnkIxUpHRdwDxAG4O4YQwKT3/ajujBMTe1EPJIsIO5CypvyWDuexF1Jf9jlT/e+5WO16DE0ioEwAFeSqB+dA71c7cwsnlJuzQo9AZ/+zuMtolcTt9iuLMpN6XiMrKQEYwxii9Yz7UJYbpyXmpoK4E4gDMCVJJp5s+dUqxAR7vHD3T9TyUia1r172i9SqWiBEdHNluCmU3/Z50+dvWJ6BZUVeFI+LuAeIAzAlSTq15cT8byJY1LuIhlJTQULFcOZP6lmpAV3XGwntxUFoxsIA3B1VlK8q3Tu+cNcZEFLh0StF95DQrq15lkgDCMJhnNF+Lv6e/Q/UlQRDtwLhAG4kkT9+lzFy1w0wYIVupyI4xzL8fPd1N7rEzuTzUhh2mxgPH6hSmQrza0HZUV4CVUWpzbmAdwHhAGkfVYSN6qTW05yT6KUj0V33XDvJrmNZKw21gzvcmZuIa7StbXjWIu4v3x6agPzwJ1AGIArSWTye++MfyKeUlFgSc8f6bqJt67iUF2HuE9lkV3weBKPMew80SzuF0wus2RMwF1AGIArSaTa+AO9XmD2uBLL94eIJ85wsN4vDB+pKrJUNPvjzEpq6OilE+e7RcdZK7KkgPuAMIC0txg4P5+5sMbaiTje8Ryq7xT3VsQXRlLjseu43400o6oI+zUDAYQBuJJEMoEO6St0nvgsGYupn1AsC4Yb+R0/32WpxRCIv8QZmNddbRfDWgA6EAbgSuLdc4CF40ijtSt0rouQ4hBrMj7c0CkqnrmArLzQY60raXAormC4dLV9dFzqA/PAnUAYgCuJtz/RsaYuIR6F3mxR9azagpFuLd4/2apeROaYB2dKxeKDc35hmAVhADoQBpDWdQy8QmemVVo3ESfi15dupCkVqdt/IVqWVKzxcOC5saNPBJ6typIC7gPCANK6joGzbZjJY/NtGc9AnOOZlKL9nWNZDLGK3Paf81swF5QXUL7H8u1ZgEuAMABXEm+18Ql9hT5pbIEt44kpDM26MFgoVNJ6iSfmcbDO70aaWQM3EggAYQDurmOId4VuscUQb/rsSV2oJpZZJ1S865pMlIplUR1t9I9nqoWuLeA+IAzAlcS9QrfJYoin2ri9d4BaugfEzxNtEqpYrqSjTXrMo9za9we4CwgDcCXx7FLGNQPn2nttsRgCFkzk8ZzUrRdOU+UsKSdYMJy1JWMMAEggDCBt93w+3dItagZ4Eh5r8cYz8UzE0q010cLAcyIWTEfvgMhIYi6ogDCAABAG4EqMgrIoE595IrZ6/+J4XFsnmrtsE4ZAv6TIQnW8SVowXiq2oLkgcC8QBuBK4lmhn7QhAyiRdNVTzT32CUMcwnm0yV/jgfgCCAXCAFxJPBPxuTZ/fMHKiudECtzq2vzCMM6G8cTjarMrYwu4DwgDcCVyIo5HGKpLch0lVDV2CFUc4znT4heqCaUQBhAMhAG4kpxs6SqJvCI+p+/aVlNi3wo9mmurTs+QqrFBqOJxtZ01LBhs5QmCgTAAd/dKcojFEMun39M/SK16DYOtFsxQbIthfKn1wgncBYQBpGUdw9CQRvUKVuj9EcYjrYUCTxYVWVzDYB7PQIRd3Lgdt9wHe8IYuJJAMBAGkJbdVZs6+4SbiRfylUVe5U39pFuLrQWrU2fjCYaf7+qnPt+Q6KpqhwUD3AWEAbiSmBOx7kaqLMoNakOtyqdvBJ5tiHfEEww/qwsVi6YnG9MACAbfCOBK4p2I7VoNGy0xIvj0pSvJrvHE2uFOxhfsSJ0F7gPCAFxJrEpjWTNgR3whnqykOsNisEsYoltUMr4AYQDhgDAAVxIr66ax098DyI74QjwTsexJZNd4YsVg5HhqihFfAMOBMABXYgRXI6zQmzr6jT5AtownRlYSB8OZsXaNJzt6VlKDLgwVNgkVcBcQBuBKAsHV6BNxuV0r9BgWgzEeu4QhRl2FtBggDCAcEAbgSgzXTYSJz1ihW9xuO+700E5pwXgcIZwB1xZcSWA4EAbgSrJjuZLkRGyzxRAuGM4bBnX0+ex1JcUIzjd0+IPhsBhAOCAMwJXIiTjc1pVc1SsthgqbJ+JwQiXH4snKpOLcbOXj6fcNGVuMQhhAOCAMwJXwJBvJp9/Z5xNVvXb69KPVMUg30thCjy1VzzHH09VnuOPG5GGDHjAcCANwJbJugF363BcpnBuJ+xLlebKUF5TZHXgOzkoaPp6G9sB4MnUBAcAMhAG42pUUblVsd0ZSrDqGgDB47BtPlKwkZCSBWEAYgCuRWUDh/OjnFazQo+2YJi2YsQ4Zj93Ff8B9QBiA6y2GUGFolBOxTamqYjxRVuhKXElRspJgMYBYQBiAK5ETcThXUrOCFXr0rCR7axhiubaMVFUb3x/gLiAMwJVwdk+kfY1buv0TcWm+fRk30eoYlLi2jKyk4ULV3GW/cAJ3AWEAaVfk1tbjz9Evzfc4wnUjJ+JSG11bMivJ55DxAHcBYQCuJTuGxVBio8UQsF6Gr9ADQmXjeIw9sYePR+49bed4gLuAMADXYvj1Q9wlsqrXTovBk5UV0WKQE/GYPI8jXFuGxWDj+wPcBYQBuBbDjx4y+bUqiDHI7TFlxbW5T1LPwKACCya8m43bhRgWA1xJwG5haG5ups9//vNUXFxMY8aMoS9/+cvU2dkZ9TVLly4VQUXz7Y477rBqiMDlRJr8jBW6AmHgPkTh3EhZmRm29UliIgXmu/oHjf5SZbAYQAQs+6ayKJw7d442b95MAwMDtHLlSvrqV79KzzzzTNTX3X777fTggw8aj/Pz860aInA54Sa/wSGN2nulMNg38XkjWAxSpErycmzrkxRtB7cW3Y3E47WrXQhwH5YIw/79+2nTpk309ttv04IFC8Rzjz32GF133XX0k5/8hMaNGxfxtSwE1dXVVgwLpBnGKt0kDLxC1/S50M4GcQGLwe82Cg2E22m9RNs4SI6nDG4kYLcrafv27cJ9JEWBWbZsGWVmZtJbb70V9bW/+93vqLy8nGbPnk2rV6+m7u7uqMf39fVRe3t70A2MDrzZWcNW6TK+UOTNNtpC2NntNbQNeCDwbK8wyPEMz9iy35oC7sMSi6Guro4qKyuD/1F2NpWVlYnfReLWW2+lSZMmCYvivffeo3/+53+mgwcP0vPPPx/xNWvXrqV/+Zd/Sen4gTswAr4DQ8MnvgJ7J2KvKcbAAV7pNmrr6VcyEWdHiL9IVxJSVUHKhOG+++6jhx9+OKYbaaRwDEIyZ84cqqmpoauuuoqOHDlCU6dODfsatipWrVplPGaLoba2dsRjAO4h4NcfDJOR5FEiUuzS5/RZGf8IrNDVuJJC24UYVeFwJYFUCcN3v/td+uIXvxj1mClTpogYQUNDQ9DzPp9PZColEj9YtGiRuD98+HBEYfB6veIGRh/hAr7mYK8KYZBWg8yYUlHDEORKCtmPARYDSLkwVFRUiFssFi9eTK2trbRr1y665JJLxHOvvfYaDQ0NGZN9POzZs0fcs+UAQKQYgzlFNNAnSc1ELMdT4A22YJQFn4dZDH6hQqoqiIYl0bmZM2fSNddcI1JPd+zYQdu2baM777yTPvvZzxoZSWfOnKELL7xQ/J5hd9FDDz0kxOT48eP04osv0ooVK+iKK66giy66yIphApfjzYlsMdi9ImafPtcqhAagVY1HWiyh6bPNhlBBGEBkLEvb4Owinvg5RsBpqpdffjk9/vjjxu+5toEDyzLryOPx0KuvvkpXX321eB27rW6++Wb605/+ZNUQgcuRq3RzjCHQJ8n+ic/ITDILVY+a8eTmDLemxHiQrgpUFrhxBlK0YrbJkyeL7A0JB4xff/11q4YD0tliMGUltSpoWGeOM3D7i3AWjN3pqub4izlLqrlLTTAcuAv0SgJpWcegokGcJ2yWlP0N/czCEOn9gcUAogFhAK7FXDsgadFXxHY2rIvHlWT3Cl26kkItKnRWBfEAYQBpYDEMKt2kJ9S1JYWBO6v26pOy3ULFnWfl7qfy/enpD7i5UMcAogFhAK4lXKtrFdt6RmqLId1InK3ELTrshGMKoa42+d6waBSggR6IAoQBpE2BG6+Mu/sHlRSUmccjLQbDjWRzZ1VJrm7BsOUixmPqk6RiPMA9QBhAGmQl+Se+Nn3iYxdKkY17H0Tak6FFcQZQqMWgKt4B3AeEAbiW4RNfoB1GpnSwK3RtqWqgN7wAMFg47U6dBe4DwgBcyzDXjeKW0qFZSar6NklydeGUAXApnLAYQCwgDMC1hNYNyBx9VROxYcEMOmMiDrUYAkKFjCQQHQgDSJvgs+qJODTGoKqzaqjFIOsYEGMA8QJhAGkTY1DtQw8VhkCMQa3F0BsSY0DLbRALCANwLcNcJYqDvREtBmVZScG9pAxXEqqeQQwgDCDtgs/qYgzBK3Tl49HbYhh1DKa6CgCiAWEArsVpMYZ8vZqYW08Ej8fjjPdHsQUD3AOEAbg+xiBXxEaMQZkw+Ivquvt9+njUrtCH1XkoDoYD9wBhAK5FrtA5T39wSDO5StRMfHm660a25VBtwQxriYGsJBAnEAbgWgpMjel4lR4Irqp3Janu2xRqMajs9ArcB4QBuBb2oct9lrv6Bo2W26pcN3m6MLAgyLFkKOrbFBxjCIxHRadX4D4gDMC1cIdQ2T66vXeAOnp9SoO9RoxhYNCId6jq22TerIctBfMWo+isCmIBYQBp4U4629pjPFesaIUuRaqH3VqKrRdzjIH3oTbahcCNBOIAwgDSQhjO6MLAbptsvZmdSleSE4rJ5HvT3ecMoQLuAcIA0kMYWnqUZ9xIVxIHn+UKXeVELGMJnX0+UyovUlVBbCAMwNVI982J5m5xP7bAq2ws+WGCzyqFqlB3qXHsBVXPIBEgDCAtLIYT57vEfXmhOmGQriT26Td3qW0BzhSaLIYWxam8wF1AGICrkZPfiSa/xVBR5FFuMTCnddeWSqGSabIsDOc7+5SPB7gHCANwNXIy7ujzKZ/4eP8DmQkqXVsqx1Po9VsHnb0+aur0WzBjCxBjALGBMABXU5Qb7BpRORFzvYIM+B5p6NTH41EeY/ANaUZwHhYDiAcIA3A1oRPvWIUTMVOqr8jZfcOUFykMhusFbswxPQaj+v0B7gDCAFxNRcjEW12cSyoJTQetUGzByBiM3LMCFgOIBwgDSCthmDg2n1QSum2m6olYCoNTxgPcAYQBuJpKkzBwIFrlCp0pNVkM3JpDprCqwlxHwfEP1eMB7gDCAFzNhNL8oElZdYM4szBMGltAqqkuCbjWxpfmKR0LcA8QBuBquIPoZVPHip8/s2CC6uFQbVmeY9xaTI1JGGrL1I8HuAM0ZgeuZ92t82n70fN01cxK1UOhyeUBK2FqRSGppro4IFS1JusKgGjAYgCuh1NEr5tTY+xYppKFk8tEAJo9WlfPqlI9HJpaGRCqubUlSscC3AMsBgBS3Lvpj9/4uKhjmD1e/US85CMVVFXsJU0jumJ6herhAJcAYQDAQneSEyrDX7/nyqAd3QCIBYQBgDQHggASBTEGAAAAQUAYAAAABAFhAAAAEASEAQAAQBAQBgAAAEFAGAAAAAQBYQAAAJDedQwal3gSUXt7u+qhAACAY5BzopwjR5UwdHR0iPva2lrVQwEAAEfOkSUl0du1ZGjxyIeLGBoaorNnz1JRUZHy3vzJqjuL26lTp6i4uJjSEZxjeoBzdAc81bMojBs3jjIzM0eXxcAnPGGC+r78qYK/hG79IsYLzjE9wDk6n1iWggTBZwAAAEFAGAAAAAQBYXAoXq+XHnjgAXGfruAc0wOcY/qRdsFnAAAAyQGLAQAAQBAQBgAAAEFAGAAAAAQBYQAAABAEhMEifvnLX9JFF11kFMQsXryYXn75ZfG75uZm+ta3vkUzZsygvLw8mjhxIt11113U1tZmvP6pp54Sldvhbg0NDeKYrVu3hv19XV2dI86T+drXvkZTp04V51lRUUE33ngjHThwIOhvnDx5kq6//nrKz8+nyspKuueee8jn8wUdw+c6f/58kRUybdo08f645Rzfffdd+tznPicqZ/mYmTNn0qOPPjrs/FR+lqn4HMON/9lnn02bz/Epl1yTKYGzkkDqefHFF7WXXnpJO3TokHbw4EHt+9//vpaTk6O9//772t69e7WbbrpJHHP48GFty5Yt2vTp07Wbb77ZeH13d7d27ty5oNvy5cu1JUuWGMf89a9/5Ywy8ffNxw0ODjriPJlf/epX2uuvv64dO3ZM27Vrl3bDDTdotbW1ms/nE7/n+9mzZ2vLli3T3nnnHe2//uu/tPLycm316tXG/zh69KiWn5+vrVq1Svvggw+0xx57TMvKytI2bdrkinP893//d+2uu+7Stm7dqh05ckT7zW9+o+Xl5YnzcMpnmew5Mjz+J598Mmj8PT09afM5drvkmkwFEAYbKS0t1Z544omwv3vuuec0j8ejDQwMhP19Q0OD+BI//fTTw76ELS0tmlvO89133xVjZkFkWAgyMzO1uro645hf/vKXWnFxsdbX1yce33vvvdpHP/rRoL9zyy23iIvSDecYjm984xvalVde6ejPMtFz5Md//OMfI/69dPscG1x0TSYKXEk2MDg4KEzqrq4uYb6Gg91IbN5mZ4dvX/X0008LV8s//dM/DfvdvHnzqKamhj75yU/Stm3byKnnyc8/+eSTdMEFFxjdb7dv305z5syhqqoq47jly5eLpmX79u0zjlm2bFnQ3+Jj+Hk3nGOkz7usrMyRn2Uy5/jNb36TysvLaeHChbRhw4agFs/p9jk+7YJrcsSoVqZ05r333tMKCgqEuVxSUiLM2HA0NjZqEydOFKZtJGbOnKl9/etfD3ruwIED2vr167WdO3dq27Zt01auXKllZ2cLM9hJ57lu3Trxe/66zZgxI2gFdvvtt2tXX3110PFdXV3iWLYmGHaz/fCHPww6hv8HH8PmvdPPMRT+rPhzeuWVVxz1WSZ7jg8++KD2xhtvaLt379Z+9KMfaV6vV3v00UeN36fb5zjTwddkskAYLIRdIR9++KH4ktx3333Cd75v376gY9ra2rSFCxdq11xzjdbf3x/277z55pvii8p/JxZXXHGF9oUvfEFz0nm2trYKvy77b9lvO3/+fMP37BZhSOYczXB8iV/70EMPOe6zTNU5Su6//35twoQJxuN0+hzfdPg1mSwQBhu56qqrtK9+9avG4/b2dm3x4sXi+WgX2Je+9CVt3rx5cf2P733ve9qll16qOek8Qy9MDkA+88wzxuQxd+7coGM4SMkXHa88mU984hPa3XffHXTMhg0bRBzCDeco4QmosrIyqmXopM9yJOdo5s9//rP4HHt7e9Pqc3TjNZkoiDHYvIlQX1+f+Jl96FdffTV5PB568cUXKTc3N+xrOjs76bnnnqMvf/nLcf2PPXv2CN+mU84zFH0xYvye/bt79+410v2YzZs3i3jLrFmzjGO2bNkS9Hf4mEjxGqedI8PxkiuvvJJuu+02+td//VdXfJaJnmO48ZeWlhqN59Lhc3TrNZkwqpUpXWEzVaa+sV+TH2dkZGh/+ctfhPto0aJF2pw5c4QP05zWZk7/YzhjIjc3N2yWwyOPPKJt3LhRmMbsouDVGGf4vPrqq444T07NZNcBm9snTpwQPlc2z8vKyrT6+vqgdFV2J+3Zs0ekLlZUVIRNV73nnnu0/fv3Cz+wnWmOyZ4jfzZ8TuxOMH/WnNXilM8y2XPkVNBf//rXYux8Dr/4xS/EZ7ZmzZq0+Rzdck2mAgiDRbCpOWnSJJGCypMCm6z8BTSntIW78ZfWDLuabr311rD/4+GHH9amTp0qvqT8BV66dKn22muvaU45zzNnzmjXXnutcJ9wWh/7m/lcOEBn5vjx4+I4zu1nn+93v/vdYWm7/J6x6c7/Z8qUKSJf3i3n+MADD4T9rPlvOuWzTPYcX375ZfH5FBYWiuAtuwc5CBuav+/mz9Et12QqQNttAAAAQSDGAAAAIAgIAwAAgCAgDAAAAIKAMAAAAAgCwgAAACAICAMAAIAgIAwAAACCgDAAAAAIAsIAAAAgCAgDAACAICAMAAAAgoAwAAAAIDP/HyodIDH0sbwzAAAAAElFTkSuQmCC", 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" ] @@ -622,19 +632,19 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2025-02-03 14:07:02.435971 : Baseline corrected\n" + "2025-09-03 17:07:52.032316 : Baseline corrected\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -664,7 +674,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -680,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -691,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -700,7 +710,7 @@ "(48, 1024)" ] }, - "execution_count": 20, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -711,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -728,7 +738,7 @@ " dtype='>f8')" ] }, - "execution_count": 21, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -739,17 +749,17 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([3273.65 , 3273.74658203, 3273.84316406, ..., 3372.26025394,\n", - " 3372.35683597, 3372.453418 ])" + " 3372.35683597, 3372.453418 ], shape=(1024,))" ] }, - "execution_count": 22, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -774,12 +784,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -801,12 +811,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -828,12 +838,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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f/xXqagAAIg2rid7SGWMjBvY0atq0qW5fkyZN6PLly/K9Zs2a8nnt2jWdDG8rx/jz+vXruuN2u108lbQyns6hvYY3GeW4J6ZOnUqZmZlqSU9PN9N8AECsYjFZYkkxsEcSz/Nr+dvf/ibeQ4ohmjvmvXv3qsd5uoZtBx07dpRt/szIyBBvI4V9+/bJaIRtEYoMeyrZbDZVhg3LjRo1Uj2gWEZ7HUVGuY4nkpKSxEVWWwAAwCfW2JpKMqUYJk6cSIcPH5appO+++442bNggLqRjxoyR43FxcTRhwgT6/e9/L4bq06dP04svviieRuxKqoww2Jto5MiRdOTIEfrqq69o7Nix4rHEcszzzz8vhmd2RWW31k2bNokX0qRJk9S6jB8/Xryb2F32/Pnz4s7K8RR8LgAACEiAm9VAibURw6OPPkoffvghffDBB9S8eXNxEWX3VI5LUJgyZQqNGzdO3EpZngPXuAPnIDQFdkflwLQePXqIm+rjjz+ui1FgT6bdu3eLl1ObNm3o1VdflaA5bazDY489piqmli1b0v/8z/+ISyzXC/if+4tZFC4eoc0lcItNuZlEcWxbdSjG56wi+RgUw6k7/lzqofAqhVeK0yyHIW4GeS4DrORluKMad/NzOR/D/RwH2s/SGpk91+/+HZF7yPXkT8Wuzt9d9+6+8dnYUiIwMAcIS2xNJZke9PzqV7+S4g0eNcyaNUuKN9gDiTv14khLS6Mvv/yyWBl2m+UCAAABxWqit4yCDG5RMBsGAAABxgrFAAAAQAsUAwAAgBKn9oyCyGcoBuAzotg934GSl0GMpnmFwc45/HN1nURXCHSeKwdCgUUeFsXwzAZST4bZ0tZfWzfVsJtbGPUsAdlKE8ULOqcwEInzMdj0eSLsAaqfe12TlMhnpSgirkhy1fis5JGQe3c/6ll7H/mMxUWrg1JiZsQQBX8GKAYAAPCFFYoBAACAFjNuqLHorgoAADGHFSMGAAAAJU3t6d1cFzFAMYASIUZPfgDshYZdm+6B4K0c1QZtt1vIkViyZaJLagQWQ6wrEltdDVw5lXzeU6ta4Cg0WXu+vv+ecsU4rkMx2vOncsiuKbb7BnxHfOnnKAJh+I8JrCZ6yyjoVaOgCQAAEGAssDEAAADQghEDAAAAHVAMAAAAYjnyOQqaAAKFmttZs63bz5u5hfZRm/KaIdHPYup17QzMstBaI67n5a1dVufcQjOzmJAtnH860ZV6UbHs+q5baZYFd7+H7tHPasSzXVMHjdHZm53Yn0uVg9Al6pkzZ46kJyhfvjxVr15d8ta4J0PLzc2VnDdVqlShcuXK0YABA4pkr/Q3UAwAAOCLJJPFIAcOHJBOnxOgcQZKzlrZq1cvys6WpCFqgrStW7fSli1bRP7KlSvUv39/CiSYSgIAgBDZGHbu3KnbXrt2rYwcOPVxly5dJDf9qlWrJH9N9+7dRWbNmjWSCZOVSYcOHSgQYMQAAABhktozMzNTTWbGsILgUUTPnj1VGc5+WbduXTp06BAFCowYAAAgACOGrCxJKKuSlJQkxRsFBQU0YcIE6tSpk5qi+OrVq5SYmEgVK1bUydaoUUOOBQqMGEDJ8xi7jKN27QMhGxprKovY7y8Vre7TLCPtb1SDr6sado9GW5fhmZtjtwQ1Z7LuXioGZtdtzWPjuLJPsY1rbOSe7mMg7iEofc7nOnXqSP56pbChuTjY1nDmzBnauHEjhRr8iwIAgACMGNLT0yk1NVXdXdxoYezYsbRt2zb64osvqHbt2ur+mjVrUn5+PmVkZOhGDeyVxMcCBUYMAAAQAHfV1NRUXfGkGJxOpyiFDz/8kPbt20cNGjTQHW/Tpg0lJCTQ3r171X3sznr58mXq2LFjQJsLAAAgBAFuY8aMEY+jjz/+WGIZFLsBTz2lpKTI5/Dhw2nSpElikGYFM27cOFEKgfJIYqAYAAAgRO6qy5cvl8+uXbvq9rNL6ksvvSTfFyxYQPHx8RLYlpeXR71796Zly5ZRIDE1lTRz5kyKi4vTFXadMhOhx0Ogvn37UpkyZcRfd/LkyWS365c23r9/P7Vu3VqGXg0bNhTfXneWLl1K9evXp+TkZGrfvj0dOXLEfOtBidEadz0EOBdaTDVG1WAZdnXGcdf1PdeP8b2kdqAMu8XmZ/ZS4WDcP+CFAEU+81SSp6IoBYb7OO7vbt26JYFvf/7znwNqXyiRjaFZs2b0008/qeUvf/mL4Qg9h8MhSoGNKQcPHqR169ZJpz99+nRV5tKlSyLTrVs3OnnypLhvjRgxgnbt2qXKbNq0SYZWM2bMoOPHj1PLli1Fi16/fr10dwMAAPzklRTJmFYMVqtVtJVSqlatKvuVCL358+dLhB4bTXg4xAqAI/SY3bt307lz5+j999+nVq1aUZ8+fWj27NmiDVlZMCtWrBADzLx58yS6jw0zzzzzjAynFPgaI0eOpKFDh1LTpk3lNzwCWb16tf/uDAAABHjEEDWK4eLFi1SrVi168MEHadCgQTI1ZDRCjz9btGghwRkK/KbPgSBnz55VZbTnUGSUc7AC4WtpZXj+jbd9RQLy/BxfS1sAACBcIp8jUjHwXD5P/fD6Hmw04Wmfzp070507dwxF6PGnVikox5VjxclwJ56Tk0M3b96UKSlPMr4iATnARBtwwgEoAADgE2tsjRhMNYGnfhTS0tJEUdSrV482b94srlXhztSpU8U2ocDKBsrBPEWin32YcR2ayOJAUmR5a3tRe+59Y7K+4qU17JYkN7T8RiKvPdxAJfpZqSbfw8RSVRGUBktspfYsVYAbjw4eeeQR+u6773QRelq0EXr86e6lpGz7kmH/XVY+bNOwWCweZXxZ6tnLyT3oBAAAfGKNrRFDqRTD3bt36e9//zs98MADhiL0+PP06dM67yFeg5w7aDYiKzLacygyyjl4uoqvpZXhxad4O5CRgACAGMYSWzYGU7rtP/7jP+ipp56S6SN2RWV3UX57f+655wxF6HECClYAgwcPprlz54pNYNq0aRL7oISLjxo1ipYsWUJTpkyhYcOGSZg4T1Vt375drQdfY8iQIdS2bVtq164dLVy4UPx72UsJAAD8jiW2ppJMKYb/+7//EyXw888/U7Vq1ejxxx8XV1T+biRCj5UILxQ1evRoURhly5aVDn7WrFmqDLuqshLgmIhFixbJglIrV66UcykMHDiQbty4IfEPrFzY9ZUN4u4GaQAACOfI53DFVBN8LQerROhx8QaPNnbs2FHseTg8/MSJE8XKcHwDFwAACDhWKAYAjHvUuK/gYFf22Dx727hyIrAHEXsCFfEk8kvd+Mz3vY6KVkGb6CBFl48h0Hhsr6aC4jWl8UZy7QShxgrFAAAAQIMznshpMS4b6UAxAACADxw8kDPYWxqVC2eioAkAABBYHFAMAAAAtNgtcVKMYLc4eUKJIhkoBlA6XGkZPKYQsOsNzoE05nrMb6DJF+HVAB2EOrrXtdA4zmZm183zBvctHo4jL0PwcVit5LAaUwwOK//hvGcBiQSgGAAAwAc2SyLlGxwx2GTEAMUAAABRjV0coA1OJUX4NBIDxQAAAD5wyOSfMT9UBxVQpAPFAAAAflUMcRTpQDEAU/CAmotqONUaR9XvmgMcIG0gspjPajUZDV2cnFo/N/tuoeFW2aPUMU5n0C00Cxd2BSXF/bcejeNKFdwjnd2t+XIPrX7LxxCoiPNoxgHFAAAAQAsUAwAAAB2Fq29BMQAAANBNL8L4DAAAwAUrBaOBhdFgvYFiACVPeO/a9BxZXDTGp3CeNvDRxUXq6THc6L5xXL/X4i8bb7Eo0c+e6uCt4lw3RD2HBoeJew/FAAAAMYDd5Y9nTDbygWIAAAAfFIiNwZhiKIDxGQAAoh8HppIAAABogWIAMY/XKF1PuEfsqv+ibGpEr91WuMh0MNEadlX7rcM9Irno0ttBx+7/3gSRzaH2SnJSpAPFAAAAfjU+OynSKVXa6tdff53i4uJowoQJ6r7c3FwaM2YMValShcqVK0cDBgyga9eu6X53+fJl6tu3L5UpU4aqV69OkydPJrtd/9q2f/9+at26NSUlJVHDhg1p7dq1Ra6/dOlSql+/PiUnJ1P79u3pyJEjpWkOAAAUE+BmvMSsYjh69Ci9/fbblJaWpts/ceJE2rp1K23ZsoUOHDhAV65cof79+6vHHQ6HKIX8/Hw6ePAgrVu3Tjr96dOnqzKXLl0SmW7dutHJkydF8YwYMYJ27dqlymzatIkmTZpEM2bMoOPHj1PLli2pd+/edP369ZI2CQAAPFKgRp74Liwbk4rh7t27NGjQIHr33XepUqVK6v7MzExatWoVzZ8/n7p3705t2rShNWvWiAI4fPiwyOzevZvOnTtH77//PrVq1Yr69OlDs2fPlrd/VhbMihUrqEGDBjRv3jxq0qQJjR07lp555hlasGCBei2+xsiRI2no0KHUtGlT+Q2PQFavXl36uwIAABqMKoVgBHGGrWLgqSJ+o+/Zs6du/7Fjx8hms+n2N27cmOrWrUuHDh2Sbf5s0aIF1ahRQ5XhN/2srCw6e/asKuN+bpZRzsEKhK+llYmPj5dtRQYYx1OkcHEUenTfX89a/bU1zKJ7NPZXqZZFWXbbFtLUi2ruZ0dRA7HUT1mKWyGc7mmMYqd41c7gu5Rqhj4sMD0ZtnHjRpm64akkd65evUqJiYlUsWJF3X5WAnxMkdEqBeW4cqw4GVYeOTk5dPv2bZmS8iRz/vx5r3XPy8uTosDnAwAAXzhM2A6iwSvJlGpLT0+n8ePH0/r168XgG2nMmTOHKlSooJY6deqEukoAgAjAgakk7/D0DRt32VvIarVKYQPz4sWL5Tu/sfM0T0ZGhu537JVUs2ZN+c6f7l5KyrYvmdTUVEpJSaGqVauSxWLxKKOcwxNTp04VO4hSWNEBAIAvHFAM3unRowedPn1aPIWU0rZtWzFEK98TEhJo79696m8uXLgg7qkdO3aUbf7kc2i9h/bs2SOdPhuRFRntORQZ5Rw8XcWGba1MQUGBbCsynmDXV76OtgAAgC8chu0L0aEYTNkYypcvT82bN9ftK1u2rMQsKPuHDx8ubqSVK1eWjnfcuHHSWXfo0EGO9+rVSxTA4MGDae7cuWJPmDZtmhi0ueNmRo0aRUuWLKEpU6bQsGHDaN++fbR582bavn27el2+xpAhQ0QZtWvXjhYuXEjZ2dnipQSCiMcAW81C3KE2nHLktdeDNk3wc3Cis4tEJLvne3bHJe4pbzYinIOHI8ZsDH5/EtillD2EOLCNDb3sTbRs2TL1OE8Bbdu2jUaPHi0KgxULd/CzZs1SZdhVlZUAx0QsWrSIateuTStXrpRzKQwcOJBu3Lgh8Q+sXNj1defOnUUM0gAAUFryKcFwpo5Cp/sYVwwcoayFjdIck8DFG/Xq1aMdO3YUe96uXbvSiRMnipXh+AYuAAAQPovoWSjSifzYbQAACJKNwQhQDAAAEAM4TNkYCijSgWIAAAAfODCVBIC5JTNCu8BEMfjZIyqcvID47dVU3gwQxHwM8RTpQDEAAIBf8zFYKNKBYgAAAL/aGBwU6UT+mAcAACI8H8PSMEs6BsUAAAAhXCtpUxgmHYNiAKawFpNLoAj20BnJA20kLq3nSbgYsYE547PDUDHXrYZj0jEoBgAA8IHdxCJ6ZozP4Zp0DMZnAADwq/HZ6jERGC8SqiwUqnDz5s0SJR0LNBgxAABAAIzPderU0SUG40RhkQJGDAAAEIDI5/T0dF3OF/fRAlPSpGOBBiMGUHLccwl4MTYXOIL7/qGLCHZ4i8q2hzxnhMVu934fPSzpH4x8EcAzJbExuCcF86QYSpp0LNDgXxoAABgaMVgNy5ohHJOOQTEAAEAIF9EbGIZJx6AYAAAgxKurjg2zpGNQDAAAYNAryQglWRIj3IBiAIGN1FXtq6F9WMQA7akJoQ5ANmL4DpFxHNyHDcpxWF0VAACAAr/YxAfI+ByOQDEAAIAhxWAxLBvpQDEAAIAPHFAMAAAAYtnGYCryefny5ZSWlqZG8nFk3qeffqoez83NpTFjxlCVKlWoXLlyNGDAgCKh3pcvX6a+ffvKsrLVq1enyZMnk12JAHWxf/9+at26tUQKNmzYkNauXRv2iS1iGTWG2KF91bAVMZqGwwPjzYgejKhiX7mz+bDUT1sVE/cwHO5vtGKjJMo3WFg2phRD7dq16fXXX5dlYr/55hvq3r079evXj86ePSvHJ06cSFu3bqUtW7bQgQMH6MqVK9S/f3/197yKICsFXmr24MGDtG7dOun0ObBD4dKlSyLTrVs3OnnyJE2YMIFGjBhBu3btCuvEFgCA6MURwHwM4YipFjz11FP05JNP0sMPP0yPPPII/eEPf5CRweHDhykzM5NWrVolSSdYYfD6H2vWrBEFwMeZ3bt307lz5+j999+X6L4+ffrQ7Nmz5e2flQXDSSoaNGhA8+bNoyZNmkjQxzPPPEMLFiwI68QWAIDoxR6gfAzhSolVG7/9b9y4Udb04CklHkXYbDZdwonGjRtT3bp11YQT/NmiRQtdqDe/6fO65cqog2W051BklHOUJrFFXl6eXEtbAADAaD4Gh8ESc4rh9OnTMkrg+f9Ro0bRhx9+KG/tvMYHrxRYsWJFnTwrAT7G8KenhBTKseJkuBPPyckpNrGFcg5v8Hro2vXReb10AAAIRD6GmFIMjRo1krn/r7/+mkaPHi2rAvL0UCQwdepUmfJSCq+XDoKfr7jwrcoS+Lp5sPXqr1vUQB6YOhm/iNTPU73t9+sdDVMVkYbDhGKISXdVHhWwpxDDdoSjR4/SokWLZIVAnubJyMjQjRq0CSf40917SPFa0sp4SlrBXlApKSmS1KKkiS08pdYDAABfOKSzj504hlKbzzmpBM/ds5JISEjQJZy4cOGCuKcqCSf4k6eitN5De/bskU6fp6MUGe05FBnlHOGa2AIAEL3YKd6E8Tk+tkYMPBXDnkRsUL5z5w5t2LBBYg7YlZTn7IcPHy5upJUrV5bOfty4cdJZd+jQQX7fq1cvUQCDBw+muXPnik1g2rRpEvugvMmz3WLJkiU0ZcoUGjZsGO3bt482b95M27dvD+vEFgCA6MUhXaXRtZIi3/hsqgX8pv/iiy/STz/9JIqAg91YKfziF7+Q4+xSyh5CHNjGowj2Jlq2bJn6e54C2rZtm9gmWGGULVtWOvhZs2apMuyqykqAYyJ4iopjJ1auXCnnCufEFgCA6MURY1NJphQDxykUB0chc0wCF2/Uq1ePduzYUex5unbtSidOnIioxBaxhuQr1qRN9orIBP9BUY3QrmoWrZQtZMtamzFGg/CgwIRiiAavpMgf8wAAQICxm1hED4oBAABiAAdZyGmwu4RiAACAmFEMFkOyUAwAABADOKAYACgh/Dz4XFnaQokhNNr68hjxp6thcRHi3Baro0BvwA/i08j3obQR7LGEo8BCzgKDisGgXDgDxQAAAD5w2C1UYNC7zhkCLzx/A8UAAAA+cNitFGc31l06DcqFM5HfAgAACDAOezzFGR4xxNiSGAAAEKtTSXGYSgIAAKBgZ8Vgg2IAwDwOt39RmlUnAolXbyUPTjfFeeK4eywF1XOnuOVFsIJGyHE6rFIMYVQujIn8FgAAQKCxcwIlgyMBjBgAACAGsEMxAAAA0OKII7LHkWHZCAeKAQAAfGE3YeuJApsQFAMwjNWLIdYWzk+H3bwdPKwSrYTJbYx5ck30liwb4UAxAACAL+wm3i6iQJlDMQAAgC8cnt2fvcpGOFAMAADgCztsDAAAALRAMQBgHpu3B8IWRgbdIvWzh/lDzDcvQd0Ki3sYq9ihGAAAALjbDeyxY2MwtT7snDlz6NFHH6Xy5ctT9erV6emnn6YLFy7oZHJzc2nMmDFUpUoVKleuHA0YMICuXbumk7l8+TL17duXypQpI+eZPHky2e36u75//35q3bo1JSUlUcOGDWnt2rVF6rN06VKqX78+JScnU/v27enIkSPmWg8AAGZGDHaDJZYUw4EDB6TTP3z4MO3Zs4dsNhv16tWLsrOzVZmJEyfS1q1bacuWLSJ/5coV6t+/v3rc4XCIUsjPz6eDBw/SunXrpNOfPn26KnPp0iWR6datG508eZImTJhAI0aMoF27dqkymzZtokmTJtGMGTPo+PHj1LJlS+rduzddv3699HcFAABiWDGYmkrauXOnbps7dH7jP3bsGHXp0oUyMzNp1apVtGHDBurevbvIrFmzhpo0aSLKpEOHDrR79246d+4cffbZZ1SjRg1q1aoVzZ49m37zm9/QzJkzKTExkVasWEENGjSgefPmyTn493/5y19owYIF0vkz8+fPp5EjR9LQoUNlm3+zfft2Wr16Nb322mv+uj8AAEBi7jEaxxCkVYUDSalSDbEiYCpXriyfrCB4FNGzZ09VpnHjxlS3bl06dOiQbPNnixYtRCkocGeflZVFZ8+eVWW051BklHPwaIOvpZWJj4+XbUUGhMGrhiN4i4ppl8cubqnswmNu70O24Bl2fS3j7e243WAuABDgOAaHwRKrxueCggKZ4unUqRM1b95c9l29elXe+CtWrKiTZSXAxxQZrVJQjivHipNh5ZGTk0O3b9+WKSlPMufPn/da57y8PCkKfD4AAPCJA8ZnQ7Ct4cyZM7Rx40aKFNh4XqFCBbXUqVMn1FUCAEQC9tiyMZRIMYwdO5a2bdtGn3/+OdWuXVvdX7NmTZnmycjI0MmzVxIfU2TcvZSUbV8yqamplJKSQlWrViWLxeJRRjmHJ6ZOnSrTX0pJT08vSfMBALEGFIN3nE6nKIUPP/yQ9u3bJwZiLW3atKGEhATau3evuo/dWdk9tWPHjrLNn6dPn9Z5D7GHE3f6TZs2VWW051BklHPwdBVfSyvDU1u8rch4gl1f+TraAgAAPrHHlmKwmp0+Yo+jjz/+WGIZFJsAT8vwmzx/Dh8+XNxI2SDNHe+4ceOks2aPJIbdW1kBDB48mObOnSvnmDZtmpybO25m1KhRtGTJEpoyZQoNGzZMlNDmzZvF60iBrzFkyBBq27YttWvXjhYuXChus4qXEggMQcuB7EdCuSy4X+5XFHQ0EY8jtmwMphTD8uXL5bNr1666/eyS+tJLL8l3dillDyEObGNDL3sTLVu2TJXlKSCehho9erQojLJly0oHP2vWLFWGRyKsBDgmYtGiRTJdtXLlStVVlRk4cCDduHFD4h9YubDbK7vTuhukAQCg1NixJEaxU0m+4Chkjkjm4o169erRjh07ij0PK58TJ04UK8PTWlwAACDgw06LCdkA8P3330vMF8+g8MtwrVq16IUXXqD//M//lOl1hVOnTskMzNGjR6latWoya8OzL2bAWkkAABAB+RjOnz8vttS3335blglir1AO8uUp9DfffFN1wefpeo7p4qBftufydDyHELz88suGrwXFAAAAETCV9Mtf/lKKwoMPPijOPTzFryiG9evXi2corwDBo4hmzZrJskK8UoQZxVCqyGcQm7BB1eooMO2B4fDyHuJtf2mwGKpY8NYu8GqEdjNqFonAjoLlFaIChwmPpCAan9ntXll5guGVH3h5Iu3UEttmWYFwYLBRMGIAAABf2E3YGOyeV1Zgr0vF89IffPfdd/TWW2+powWGbQ/uYQTalSUqVapk6NwYMQAAgNFF9GwGC5GsrKBdaYFXXvAEL/oZFxdXbHFf6ufHH3+UaaVnn31W7Az+BiMGAAAIgPE5PT1dF0TrbbTw6quvqu7+3mB7ggKnMuCUBI899hi98847OjkjK0sYAYoBAAACEOCWanB1BXYp5WIEHimwUuCVHzh+jGPGtHBsGLuv8irXvAqFsmpEo0aNDE8jMZhKAoEllFGgdgMHvBh37UFYhtviB+8V5IEOEjkmSwBgpcDxXZzGgO0KHODLdgNlBQrm+eefF8Mzr0DBaQw4oRkHCfNKEWbAiAEAACIgjmHPnj1icOaiXbxUG3zMtgxOhsYBbjyq4AVHeXUIM66qDBQDAAD4wm5ifiVAcQxsh/Bli2DS0tLoyy+/LNW1oBgAAMAXDiyiBwAAoKSBhlEQlAjFAEqNPZyfDnv4GWutEuvtiOrVOaMOh4mpJIwYAAAgBrATUZwJ2QgHigEAAHxhh2IAAABQ0s4eigEAAGIAh4kRA2wMAAAQA9gDJBumQDEA/0WDWpWHwtiTwR5CXvMU+BHVP8oaHl5J4e41BTwAxQAAAKBIZ+875X0hmEoCAIAYwBEg2TAFigEAAHxhx4gBAABADCsG0/kYvvjiC3rqqaeoVq1aknLuo48+KrL8Ky/z+sADD1BKSgr17NmTLl68qJO5desWDRo0SJJYVKxYUdYOv3v3rk7m1KlT1LlzZ0pOTpYUeXPnzi1Sly1btlDjxo1FpkWLFrRjxw6zzQE+8GYcNpRLwICMP42tvMyExXVRWXLCa2L28FiuQ72HSj2tUWjFjBbsJtJ62mNQMWRnZ1PLli1p6dKlHo9zB7548WJasWIFff3111S2bFnq3bs35ebmqjKsFDiJBK8vvm3bNlE22vXCOYl2r169qF69enTs2DF64403aObMmbo0dgcPHqTnnntOlMqJEyfo6aeflnLmzBnzdwEAAIx44DkMllibSurTp48UT/BoYeHChTRt2jTq16+f7HvvvfeoRo0aMrL49a9/Td9++y3t3LmTjh49Sm3bthWZt956i5588knJSsQjkfXr11N+fj6tXr1ashE1a9aMTp48SfPnz1cVCGcl4mTYkydPlu3Zs2eLolmyZIkoJQAACEk+hgKKePya2vPSpUuSZo6njxQ4o1D79u3p0KFDss2fPH2kKAWG5Tl3KY8wFJkuXbqIUlDgUceFCxfo9u3bqoz2OoqMch1P5OXlyWhEWwAAwJBisJsoEY5fFYOSe5RHCFp4WznGn9WrV9cdt1qtVLlyZZ2Mp3Nor+FNRpv/1J05c+aIolIK2y4AAMAnNpMlwvGrYgh3pk6dSpmZmWpJT08PdZUiHpv725GntyV7HNmDGNHryWBe7EucI3yijqUOxVSWMzmAEFBgwr4QBVNJfv1XVrNmTfm8du2aeCUp8HarVq1UmevXr+t+Z7fbxVNJ+T1/8m+0KNu+ZJTjnkhKSpICAAABW3bbSRGPX0cMDRo0kI5579696j6ex2fbQceOHWWbPzMyMsTbSGHfvn1UUFAgtghFhj2VbLb7YzI2LDdq1IgqVaqkymivo8go1wEAAL9hh42hWDjegD2EuCgGZ/5++fJliWuYMGEC/f73v6dPPvmETp8+TS+++KJ4GrErKdOkSRPxJho5ciQdOXKEvvrqKxo7dqx4LLEc8/zzz4vhmV1R2a1106ZN4oU0adIktR7jx48X76Z58+bR+fPnxZ31m2++kXMBAIBfscWWjcH0VBJ3vt26dVO3lc56yJAhtHbtWpoyZYrEOrBbKY8MHn/8cenAOQhNgd1RuQPv0aOHeCMNGDBAYh8U2DC8e/duGjNmDLVp04aqVq0qQXPaWIfHHnuMNmzYIK6xv/3tb+nhhx8Wl9jmzZuX5n4AAEBRoiA2IaCKoWvXrhKv4A0eNcyaNUuKN9gDiTv14khLS6Mvv/yyWJlnn31WCgguqnHXNWQO9xck7cg+mEZwACKVmPJKAgAA4BsoBgAAADrgFA0AAD6xmZg0DffJVd9AMQAAgE/sJvxQI99fFYoB+A9LmP9DD3H9ZClwLwZ8EO7YMGIAAACgBSMGAAAAHjP1GAGKAQAAYgAbppIAAABowVQSACXDY97i8EAeVYfeAKwl2Etuh8MS38AMdkwlAQAA0IIRAwAAAB2wMQAAANCBEQMAAAAdsDEAYJrIfxSCaxT2lJcahDN2jBgAAABogY0BAACADowYAAAA6ICNAQAAgA6MGAAAAOiAjQEA/+H28uQI5j85Pzr+2MnidTmNYIFlNEKJDYoBAABA7E4lxVOEs3TpUqpfvz4lJydT+/bt6ciRI6GuEgAgao3PNgMFiiGkbNq0iSZNmkQzZsyg48ePU8uWLal37950/fr1UFcNABCVIwa7wRLZRLRimD9/Po0cOZKGDh1KTZs2pRUrVlCZMmVo9erVoa4aACCqyDFZIpuIVQz5+fl07Ngx6tmzp7ovPj5etg8dOhTSusUs9jAzXRmx1YbTyhR270tlFDispgzRMFT7G3tMTSWFyRNsnps3b5LD4aAaNWro9vP2+fPnPf4mLy9PikJWVlbA6wkAiAbsMD5HK3PmzKEKFSqopU6dOqGuEgAgIrCZLJFNxI4YqlatShaLha5du6bbz9s1a9b0+JupU6eKsVohMzOT6tatS/lZ90cRsYjF7Q3H4ZrOsFABFVC+HHeSjeIon+6RjbLJQTzYsuYS2ZxEuUSUzSOwu/wly7WVS+TMKjx4l6gg6y7ZKZvscoZ7FE/5ch2LphSo170/nRKv+a6tZ+FvC1y/y1PrZ5H62ekOOSnxXuHLG38wWbmF9SBKIrVi+VlS3YKsO+TQ1I/PxYXknIV14PqZrRvLaO8fdxr3yE53XfcwjqvBPy0orFJOVj5RrjKSzSFy2AqreidPvYfK/bNRjutvpa/j/ToVP0+mrX80ozzfTqezFGfJNjESiIL+xBnBtGvXzjl27Fh12+FwOP/pn/7JOWfOHEO/T09P538pKCgoMVD4eTdLTk6Os2bNmqavxb/h30YqETtiYPjtf8iQIdS2bVtq164dLVy4kLKzs8VLyQi1atWi9PR0Kl++PMXFxZm+PtsoeDqKz5GamkqRSrS0I5raEi3tCIe28Ejhzp078rybJTk5mS5duiTOLmZITEyU30YqEa0YBg4cSDdu3KDp06fT1atXqVWrVrRz584iBmlvsBdT7dq1S10P/sce6Q9vNLUjmtoSLe0IdVvYplhSkpOTI7qTjznFwIwdO1YKAAAA/xBTXkkAAAB8A8VQCpKSkmQ5Dv6MZKKlHdHUlmhpR7S1JVaIYwt0qCsBAAAgfMCIAQAAgA4oBgAAADqgGAAAAOiAYgAAAKAjphXD8uXLKS0tTQ286dixI3366ady7NatWzRu3Dhq1KgRpaSkyJpKr7zyiqyvpOXo0aPUo0cPqlixIlWqVEkSBf31r3/VyZw6dYo6d+4sQTIcATp37tygtoX5t3/7N3rooYekLdWqVaN+/foVWYX28uXL1LdvX8lpUb16dZo8eTLZ7fr1Yfbv30+tW7cWD5OGDRvS2rVrw6odfO+fe+45uc8s06RJE1q0aFGR6wS6Hf5oi5aff/5ZgjE5Qj8jIyOobfFXO7hefB5+Dvjf15gxY4L+nACDOGOYTz75xLl9+3bn3/72N+eFCxecv/3tb50JCQnOM2fOOE+fPu3s37+/yHz33XfOvXv3Oh9++GHngAED1N/fuXPHWblyZedLL73kPH/+vPyOj9eoUcOZn58vMpmZmbI9aNAgOf7BBx84U1JSnG+//XbQ2sLw9Q4cOOC8dOmS89ixY86nnnrKWadOHafdbpfj/Nm8eXNnz549nSdOnHDu2LHDWbVqVefUqVPVa/zjH/9wlilTxjlp0iTnuXPnnG+99ZbTYrE4d+7cGTbtWLVqlfOVV15x7t+/3/n3v//d+ac//UnuN9c1mO3wR1u09OvXz9mnTx9Zh+f27dtBbYs/2jFv3jxnrVq1nOvXr5fn6a9//avz448/Vo8H6zkBxohpxeCJSpUqOVeuXOnx2ObNm52JiYlOm80m20ePHpUH9fLly6rMqVOnZN/Fixdle9myZXLOvLw8VeY3v/mNs1GjRiFtCz+YXE9+SBlWBPHx8c6rV6+qMsuXL3empqaqdZ8yZYqzWbNmuvMMHDjQ2bt377Bphyf+/d//3dmtWzd1O1TtKGlb+N/QE088IS8n7oohEv4mt27dkk7+s88+83q+UD4noCgxPZWkhZP+bNy4URbh46GyJ3gaiYfSVmvhSiI8zVSlShVatWqVLLKVk5Mj33n6on79+iLD2eS6dOkii2op8HTThQsX6Pbt2yFpC+9fs2YNNWjQQM1JwfVs0aKFbp0pricvgHb27FlVRpsxT5EJVMa8krTD29+tcuXK6naw21Gatpw7d45mzZpF7733nqzt5U4k/E327NlDBQUF9OOPP8qzwVNi//qv/yqL6mnbEeznBBSDM8bhN/yyZcvK8LtChQoyZPbEjRs3nHXr1pVhtBaecnrooYfkbZsLv+F8//336vFf/OIXzpdffln3m7Nnz8obFQ/9g9mWpUuXynG+NtdT+2Y6cuRIZ69evXTy2dnZIsujCYan0v74xz/qZPgaLHPv3r2waIc7X331ldNqtTp37dql7gtWO0rbltzcXGdaWppMhzGff/55kRFDJPxNeBl8nnri/TzFdejQIWePHj1kWxkhBPM5Ab6J+REDv/WfPHmSvv76axo9erQs481vaVr4rZmNsk2bNqWZM2eq+3mEMHz4cOrUqRMdPnyYvvrqK2revLnI8rFwa8ugQYPoxIkTdODAAXrkkUfkrS03l7PAhBf+aseZM2fEEMrLMfTq1YsirS2cWIrfsF944QUKNaVpB48WbDYbLV68WEYBHTp0oA8++IAuXrxIn3/+eQhbBbxiQHnEFPwmo31zycrKcnbs2FH2uyfe4DnW6tWrS4IgBX4DYmMgG8+YwYMHi+FQy759++RNiOdeg9kWLUo9N2zYINu/+93vnC1bttTJsGGT63n8+HHZ7ty5s3P8+PE6mdWrV4sdIlzaoX3b5L+N+wgvlO0w2xb+e/AolN/SufB3/nvw9+nTp4e0LWbawfXxlCiH/z7vvPNOyJ8TUJSYHzG4w283eXl56kiB3zR53vOTTz4psib7vXv3ZN5Xm+RH2ebzMDwP+8UXX8gbkwLPufIbGLu3Bqst7rgcD9TjXM/Tp0/T9evXdfVkmwqPlBSZvXv36s7DMt5sMqFoB8M2kW7duslb7R/+8IcivwlVO8y25X//93/F/Zbf1LmsXLlS9n/55Zeqq2ck/E14RM2wvUCB3cFv3rxJ9erVC/lzAjzgjGFee+011c2O51B5Oy4uzrl7925xn2vfvr2zRYsWMl/6008/qUVxw/v222+dSUlJztGjR8s8KLvZvfDCCzIHe+XKFZHJyMgQNzx+I+LjGzdulLcpf7vhFdcWdtvkeehvvvnG+cMPP8i8O7sUsqvttWvXdO6qbGc4efKkzAVXq1bNo7vq5MmTpe08r+xv18jStoNtPlxv/jto/2bXr18Pajv80RZ3PNkYIuFvwvBogL2n+Dj/jX71q185mzZtqrp1B+s5AcaIacUwbNgwZ7169cQFlTsTHh7zP3btQ+ip8AOiwPKdOnUSZcDudt27dxfjmrv73uOPPy5KhHNSv/7660Fty48//ig+8Dx0ZyNg7dq1nc8//7zEXmhhoznLsWshxzC8+uqrqmuuAt+XVq1ayXUefPBB55o1a8KqHTNmzPD4N+NzBrMd/miLEcUQjLb4ox38osXnqVixoiiNf/mXf9G5eQfrOQHGwLLbAAAAdMDGAAAAQAcUAwAAAB1QDAAAAHRAMQAAANABxQAAAEAHFAMAAAAdUAwAAAB0QDEAAADQAcUAAABABxQDAAAAHVAMAAAAdEAxAAAAIC3/H63URZNj1m/0AAAAAElFTkSuQmCC", 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" ] @@ -855,23 +865,316 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Workflows" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## HYSCORE" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import eprpy as epr" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "tempo_hyscore = epr.load(\"tempo_hyscore.DSC\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot the time-domain data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } - }, + ], + "source": [ + "_=tempo_hyscore.plot(plot_type=\"pcolor\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Process using HYSCORE workflow" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "hyscore_proc = tempo_hyscore.workflow(zf=1024) # zero fill with 1024 points" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax=hyscore_proc.plot(plot_type=\"pcolor\")\n", + "fig.set_size_inches((10,3))\n", + "ax.set_ylim((0,25))\n", + "ax.set_xlim((-25,25))\n", + "ax.set_xlabel(r\"$\\nu_{2}$\"+\" [MHz]\")\n", + "_=ax.set_ylabel(r\"$\\nu_{1}$\"+\" [MHz]\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting HYSCORE workflow...\n", + "Baseline correction in dimension 1 with polynomial of order 4...\n", + "Baseline correction in dimension 2 with polynomial of order 4...\n", + "Applying Hamming window in dimension 1...\n", + "Applying Hamming window in dimension 2...\n", + "Zero filling 1024 points dimension 1 and 2...\n", + "Generating frequency axes...\n", + "2D Fourier transformation...\n", + "Symmetrising along the diagonal and the antidiagonal...\n", + "Completed in 0.08 seconds.\n" + ] + } + ], + "source": [ + "# Processing workflows can be controlled by other parameters\n", + "# zero fill with 1024 points\n", + "# symmetrise the final spectrum along the diagonal\n", + "# change polynomila order for background correction to 4\n", + "# verbose=True for printing progress\n", + "\n", + "hyscore_proc1 = tempo_hyscore.workflow(zf=1024,symmetrise=\"diag\",poly_order=4,verbose=True) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# you can also plot manually using matplotlib and format to your liking\n", + "\n", + "import matplotlib.pyplot as plt\n", + "fig,ax = plt.subplots(figsize=(10,3))\n", + "ax.contour(hyscore_proc1.data_dict[\"frequency_axis1\"],hyscore_proc1.data_dict[\"frequency_axis2\"],hyscore_proc1.data,cmap=\"jet\")\n", + "ax.set_ylim((0,25))\n", + "ax.set_xlim((-25,25))\n", + "ax.vlines(0,ymax=25,ymin=0,linestyles=\"dashed\")\n", + "ax.plot(hyscore_proc1.x,hyscore_proc1.x,linestyle=\"dashed\")\n", + "ax.set_xlabel(r\"$\\nu_{2}$\"+\" [MHz]\")\n", + "_=ax.set_ylabel(r\"$\\nu_{1}$\"+\" [MHz]\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# you can also plot other arrays from any step of the processing pipeline\n", + "# here the raw time domain data before and after applying a window function is visualized\n", + "\n", + "import matplotlib.pyplot as plt\n", + "fig,ax = plt.subplots(figsize=(10,3))\n", + "\n", + "ax.plot(hyscore_proc1.data_dict[\"x_raw\"],hyscore_proc1.data_dict[\"raw_data\"].real[0],label=\"Raw data\")\n", + "ax.plot(hyscore_proc1.data_dict[\"x_raw\"],hyscore_proc1.data_dict[\"bc_w_data\"][0],label=\"Windowed data\")\n", + "ax.set_xlabel(\"t [ns]\")\n", + "_=ax.legend()\n" + ] + }, + { "cell_type": "markdown", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "## 2P ESEEM" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "tempo_eseem = epr.load(\"tempo_eseem.DSC\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_=tempo_eseem.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2P ESEEM'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tempo_eseem.pulse_program # this pulse program is supported, check the documentation for pulse programs which support worklfows" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting ESEEM workflow...\n", + "Detected pulse program : 2P ESEEM\n", + "Baseline correction using an exponential decay function...\n", + "Applying Hamming window along dimension 1...\n", + "Zero filling 1024 points...\n", + "Generating frequency axes...\n", + "Fourier transformation...\n", + "Completed in 0.01 seconds.\n" + ] + } + ], + "source": [ + "eseem_proc = tempo_eseem.workflow(zf=1024,verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,ax = eseem_proc.plot()\n", + "ax.set_xlabel(r\"$\\nu$\" + \"[MHz]\")\n", + "ax.set_xlim((-60,60))\n", + "_=ax.set_yticks([])" ] } ], diff --git a/docs/source/plotting.rst b/docs/source/plotting.rst index 1a4eb06..dac071b 100644 --- a/docs/source/plotting.rst +++ b/docs/source/plotting.rst @@ -31,7 +31,7 @@ For complex data, imaginary part can be be visualized by setting ``plot_imag`` t .. image:: images/plt_with_imag.png :width: 400px -See more `plotting examples `_ for 1D data. +See more plotting `examples `_ for 1D data. 2D data can be visualized similarly and has a selection of plot types as shown below. diff --git a/docs/source/workflows.rst b/docs/source/workflows.rst new file mode 100644 index 0000000..dbc36fe --- /dev/null +++ b/docs/source/workflows.rst @@ -0,0 +1,141 @@ +Workflows +=============== + +The ``workflow`` module in **EPRpy** provides high-level processing pipelines for +common pulsed-EPR experiments. It is designed to take an ``EprData`` object as input +and return a fully processed ``EprData`` object, with all intermediate results and +processing steps preserved for reproducibility in the ``data_dict`` method. + +Currently, the module supports workflows for: + +* **HYSCORE** (Hyperfine Sublevel Correlation) experiments +* **ESEEM** (Electron Spin Echo Envelope Modulation) experiments + +These workflows include baseline correction, windowing, zero-filling, Fourier +transformation, and frequency axis generation. Optionally, symmetrisation of HYSCORE +spectra and background fitting strategies for ESEEM are provided. + +A workflow can be simply used by loading experimental data with a compatible pulse program : + +.. code-block:: python + + # import EPRpy + import eprpy as epr + + # Load data by providing path to .DSC or .DTA file + hyscore_data = epr.load('hyscore_exp.DSC') + + # process using a workflow, zero fill 1024 points + hyscore_processed = hyscore_data.workflow(zf=1024) + + +Have a look at `workflow examples `_. + +Internally, the :ref:`eprworkflowclass` is used when ``EprData.workflow()`` is called. In the example above, ``hyscore_processed`` is an ``EprData`` object, so all methods of ``EprData`` object are also accessible. +Other parameters which are supported for a workflow is explained in the section :ref:`eprworkflowclass`. In the following, the workflow processing steps are elaborated. + +HYSCORE processing +-------------------- + +The workflow supports pulse programs: + - ``HYSCORE`` + + +HYSCORE datasets are procssed by by: + - Applying 2D polynomial baseline correction. + - Windowing with Hamming functions in both dimensions. + - Zero-filling (optional). + - Performing a 2D FFT and shifting the result. + - Symmetrising the FFT data (optional). + - Returning all results (raw, intermediate, final) in a dictionary. + +The output contains frequency axes in MHz and processed spectra suitable for +plotting and further analysis. + +If you have a processed ``EprData`` object from a ``HYSCORE`` data set, the processed arrays can be accessed using ``EprData.data_dict``: + +.. code-block:: python + + - 'proc_param': Processing parameters used. + - 'raw_data': Original raw data. + - 'baseline_dim1', 'baseline_dim2': Baseline correction results for both dimensions. + - 'bc_data': Baseline-corrected data. + - 'window_dim1', 'window_dim2': Window functions applied. + - 'bc_w_data': Baseline-corrected and windowed data. + - 'time_axis1', 'time_axis2': Time axes (extended if zero-filled). + - 'bc_w_zf_data': Zero-filled, baseline-corrected, windowed data. + - 'frequency_axis1', 'frequency_axis2': Frequency axes for FFT. + - 'FFT_data': 2D FFT of processed data. + - 'FFT_shifted_data': FFT data after shift. + - 'data': Absolute value of shifted FFT (final processed data, optionally symmeterised). + - 'dims': Frequency axes for plotting. + - 'is_complex': Boolean indicating if data is complex (always False). + - 'history': List of processing steps. + + +ESEEM processing +-------------------- + +The workflow supports pulse programs: + - ``2P ESEEM`` + - ``3P ESEEM`` + - ``2P ESEEM vs. B0`` + - ``3P ESEEM vs. B0`` + - ``3P ESEEM vs tau`` + +ESEEM datasets are processed by: + - Applying background correction (exponential or polynomial). + - Windowing with a Hamming function. + - Zero-filling (optional). + - Performing a 1D FFT (or along the last axis for 2D data). + - Returning absolute, shifted FFT spectra along with all intermediate steps. + +Results include the processed frequency-domain spectra in MHz, with +dimensionality preserved for field-dependent ESEEM maps. + +If you have a processed ``EprData`` object from a ``ESEEM`` data set, the processed arrays can be accessed using ``EprData.data_dict``: + +.. code-block:: python + + - 'proc_param': Processing parameters used. + - 'raw_data': Original raw data. + - 'baseline_dim1': Baseline correction results. + - 'bc_data': Baseline-corrected data. + - 'window_dim1': Window function applied. + - 'bc_w_data': Baseline-corrected and windowed data. + - 'time_axis1': Time axis (extended if zero-filled). + - 'bc_w_zf_data': Zero-filled, baseline-corrected, windowed data. + - 'frequency_axis1': Frequency axis for FFT. + - 'FFT_data': FFT of processed data. + - 'FFT_shifted_data': FFT data after shift. + - 'data': Absolute value of shifted FFT (final processed data). + - 'dims': Frequency axis (and second axis if 2D data). + - 'is_complex': Boolean indicating if data is complex (always False). + - 'history': List of processing steps. + + +.. _eprworkflowclass: + +EprWorkflow Class +-------------------- + +The ``EprWorkflow`` class encapsulates complete workflows for HYSCORE and ESEEM +data processing. It manages parameters like zero-filling, polynomial order for +baseline correction, and optional symmetrisation. All results, including raw +data, corrected data, intermediate steps, and frequency-domain spectra, are +stored in a dictionary that is updated step by step. + +**Parameters** + - **eprdata** (*EprData*) – Instance of the EprData class. + - **zf** (*int, optional*) – Number of points to add via zero filling. + - **poly_order** (*int, optional, default=3*) – Order of the polynomial for baseline correction in case of 3P ESEEM experiments + - **x_max** (*float, optional*) – Upper bound of the Hamming window. + - **pick_eseem_points** (*bool, default=False*) – Whether to pick points along the ESEEM decay curve for background calculation. If False, all data points are used. + - **symmeterise** (*bool or str, default=False*) – If set, symmetrises HYSCORE FFT results across diagonal or anti-diagonal. + +Both ``hyscore()`` and ``eseem()`` return a **dictionary** containing raw data, +intermediate results, processing parameters, and final spectra. +Some keys are primarily useful for debugging, while others are essential for +end-users who wish to analyse or visualise results. + + diff --git a/eprpy/loader.py b/eprpy/loader.py index 0925a3c..edcc161 100644 --- a/eprpy/loader.py +++ b/eprpy/loader.py @@ -7,8 +7,10 @@ # EPRpy from eprpy.plotter import eprplot -from eprpy.processor import _integrate,_scale_between,_baseline_correct +from eprpy.processor import _integrate,_scale_between,_baseline_correct,_derivative +from eprpy.workflows import EprWorkflow +warnings.simplefilter("always") def load(filepath): @@ -38,7 +40,8 @@ def load(filepath): out_dict = {'dims':None, 'data':None, - 'acq_param':None} + 'acq_param':None, + 'workflow_type':None} dta_filepath,dsc_filepath = check_filepaths(filepath) dsc_parameter_dict = read_DSC_file(dsc_filepath) @@ -411,7 +414,17 @@ def __init__(self,out_dict): self.g = ((float(self.acq_param['MWFQ'])/1e+9)/(13.996*(x_g/10000))) else: self.g = None - self.history[0].append(deepcopy(self)) + self.workflow_type = out_dict['workflow_type'] + self.history[-1].append(deepcopy(self)) + + try: + self.pulse_program = self.acq_param["PlsSPELEXPSlct"] + except Exception as e: + print( + "Error ocurred while reading pulse program parameter PlsSPELEXPSlct from DSC file : ", + e, + ) + self.pulse_program = "Unknown" def plot(self,g_scale=False,plot_type='stacked', slices='all', spacing=0.5,plot_imag=True,interactive=False): @@ -429,24 +442,38 @@ def integral(self): eprdata_proc = _integrate(self) return eprdata_proc - def baseline_correct(self,interactive=False, - npts=10,method='linear',spline_smooth=1e-5, - order=2): + def baseline_correct(self,interactive=False, npts=0, method="linear", spline_smooth=1e-5, order=2,init_vals=None,bounds = (-np.inf, np.inf),fit_eseem_max=False): - eprdata_proc = _baseline_correct(self,interactive, - npts,method,spline_smooth,order) + eprdata_proc = _baseline_correct(self,interactive, npts, method, spline_smooth, order,init_vals,bounds,fit_eseem_max) return eprdata_proc def select_region(self,region): - assert type(region) in [range,list],'region keyword must be a range object or list.' out_dict = deepcopy(self.data_dict) out_dict['dims'][-1] = out_dict['dims'][-1][region] out_dict['data'] = out_dict['data'][...,region] return EprData(out_dict) + + def derivative(self,sigma=1,axis=-1): + + epr_data_proc = _derivative(self,sigma,axis) + return epr_data_proc + + def workflow(self,zf=0,poly_order=3,x_max=None,pick_eseem_points=False,symmetrise=False,verbose=False): + if self.pulse_program == "HYSCORE": + hyscore_out_dict = EprWorkflow(eprdata=self,zf=zf,poly_order=poly_order,x_max=x_max,pick_eseem_points=pick_eseem_points,symmetrise=symmetrise,verbose=verbose).hyscore() + return EprData(hyscore_out_dict) + elif self.pulse_program in ["2P ESEEM", "3P ESEEM","2P ESEEM vs. B0","3P ESEEM vs. B0","3P ESEEM vs tau"]: + eseem_out_dict = EprWorkflow(eprdata=self,zf=zf,poly_order=poly_order,x_max=x_max,pick_eseem_points=pick_eseem_points,verbose=verbose).eseem() + return EprData(eseem_out_dict) + else: + raise ValueError(f"No supported workflows found for the pulse program : {self.pulse_program}") + + + diff --git a/eprpy/plotter.py b/eprpy/plotter.py index eaf3e13..0b02339 100644 --- a/eprpy/plotter.py +++ b/eprpy/plotter.py @@ -22,12 +22,11 @@ def eprplot(eprdata_list, plot_type='stacked', - `data` (ndarray): Data array, which can be 1D or 2D, real or complex. - `acq_param` (dict): Acquisition parameters. - plot_type : {'stacked', 'superimposed', 'surf', 'contour'}, optional + plot_type : {'stacked', 'superimposed', 'surf', 'pcolor'}, optional The type of plot to generate for 2D data. Options are: - 'stacked' (default): Stacks slices with specified spacing. - 'superimposed': Overlays all slices. - 'surf': Creates a 3D surface plot. - - 'contour': Creates a 2D contour plot. slices : {'all', list, range}, optional Specifies which slices to plot for 2D data. Options include: diff --git a/eprpy/processor.py b/eprpy/processor.py index 79e54a8..e2a0a3d 100644 --- a/eprpy/processor.py +++ b/eprpy/processor.py @@ -2,17 +2,19 @@ from datetime import datetime from copy import deepcopy from scipy.interpolate import UnivariateSpline +from scipy.ndimage import gaussian_filter1d +from scipy.optimize import curve_fit +from scipy.signal import find_peaks # EPRpy from eprpy.plotter import interactive_points_selector -def _scale_between(eprdata,min_val=None,max_val=None): - +def _scale_between(eprdata, min_val=None, max_val=None): """ Scale the data in an `EprData` object to a specified range. - This function normalizes the data of the given `EprData` object to the range - defined by `min_val` and `max_val`. If these values are not provided, the + This function normalizes the data of the given `EprData` object to the range + defined by `min_val` and `max_val`. If these values are not provided, the default range is [0, 1]. Parameters @@ -28,7 +30,7 @@ def _scale_between(eprdata,min_val=None,max_val=None): ----- - The function modifies the `data` attribute of the input `EprData` object in place. - The scaling operation is performed along the last axis of the `data`. - - A history entry is added to the `EprData` object, documenting the scaling + - A history entry is added to the `EprData` object, documenting the scaling operation and the range used. """ eprdata_proc = deepcopy(eprdata) @@ -36,24 +38,28 @@ def _scale_between(eprdata,min_val=None,max_val=None): min_val = 0 if min_val is None else min_val max_val = 1 if max_val is None else max_val - data_min = np.min(eprdata_proc.data,axis=-1,keepdims=True) - data_max = np.max(eprdata_proc.data,axis=-1,keepdims=True) + data_min = np.min(eprdata_proc.data, axis=-1, keepdims=True) + data_max = np.max(eprdata_proc.data, axis=-1, keepdims=True) - eprdata_proc.data = (eprdata_proc.data-data_min)/(data_max-data_min) - eprdata_proc.data *= int(max_val-min_val) + eprdata_proc.data = (eprdata_proc.data - data_min) / (data_max - data_min) + eprdata_proc.data *= int(max_val - min_val) eprdata_proc.data += min_val - eprdata_proc.history.append([f'{str(datetime.now())} : Data scaled between {min_val} and {max_val}.',deepcopy(eprdata_proc)]) + eprdata_proc.history.append( + [ + f"{str(datetime.now())} : Data scaled between {min_val} and {max_val}.", + deepcopy(eprdata_proc), + ] + ) return eprdata_proc def _integrate(eprdata): - """ Compute the integral of the data in an `EprData` object. - This function calculates the cumulative integral of the data in the + This function calculates the cumulative integral of the data in the `EprData` object along the last axis. The integration step size is determined by the spacing of `eprdata.x`. Parameters @@ -65,29 +71,31 @@ def _integrate(eprdata): ----- - The function modifies the `data` attribute of the input `EprData` object in place. - The integration is performed along the last axis of the `data`. - - A history entry is added to the `EprData` object, documenting the integration + - A history entry is added to the `EprData` object, documenting the integration operation. """ eprdata_proc = deepcopy(eprdata) delta_B = np.mean(np.diff(eprdata_proc.x)) - integral = np.cumsum(eprdata_proc.data,axis=-1)*delta_B + integral = np.cumsum(eprdata_proc.data, axis=-1) * delta_B eprdata_proc.data = integral - eprdata_proc.history.append([f'{str(datetime.now())} : Integral calculated',deepcopy(eprdata_proc)]) + eprdata_proc.history.append( + [f"{str(datetime.now())} : Integral calculated", deepcopy(eprdata_proc)] + ) return eprdata_proc -def _baseline_correct(eprdata,interactive=False, - npts=10,method='linear',spline_smooth=1e-5, - order=2): +def _baseline_correct( + eprdata, interactive=False, npts=10, method="linear", spline_smooth=1e-5, order=2,init_vals=None,bounds = (-np.inf, np.inf),fit_eseem_max=False +): """ Perform baseline correction on the data in an `EprData` object. - This function removes the baseline from the data in the `EprData` object. - It supports both 1D and 2D data, with optional interactive selection of - baseline points for 1D data. The baseline can be fitted using linear, + This function removes the baseline from the data in the `EprData` object. + It supports both 1D and 2D data, with optional interactive selection of + baseline points for 1D data. The baseline can be fitted using linear, polynomial, or spline methods. Parameters @@ -104,19 +112,19 @@ def _baseline_correct(eprdata,interactive=False, The method used for baseline fitting. Choices are: - 'linear': Fits a linear baseline. - 'polynomial': Fits a polynomial baseline. - - 'spline': Fits a spline baseline. + - 'spline': Fits a spline baseline. Defaults to 'linear'. spline_smooth : float, optional - Smoothing factor for spline fitting. Ignored if `method` is not 'spline'. + Smoothing factor for spline fitting. Ignored if `method` is not 'spline'. Defaults to 1e-5. order : int, optional - The order of the polynomial for baseline fitting when `method` is 'polynomial'. + The order of the polynomial for baseline fitting when `method` is 'polynomial'. Defaults to 2. Notes ----- - For 2D data, baseline correction is performed using a separate helper function. - - For 1D data, baseline points can be selected interactively or automatically + - For 1D data, baseline points can be selected interactively or automatically based on the specified number of points (`npts`). - The function modifies the `data` attribute of the input `EprData` object in place. - The computed baseline is stored in the `baseline` attribute of the `EprData` object. @@ -128,60 +136,106 @@ def _baseline_correct(eprdata,interactive=False, x = eprdata_proc.x y = eprdata_proc.data - if y.ndim ==2: - bc_data,baselines = _baseline_correct_2d(x,y,interactive, - npts,method,spline_smooth,order) + if y.ndim == 2: + bc_data, baselines = _baseline_correct_2d( + x, y, interactive, npts, method, spline_smooth, order,init_vals,bounds,fit_eseem_max + ) eprdata_proc.data = bc_data eprdata_proc.baseline = baselines - eprdata_proc.history.append([f'{str(datetime.now())} : Baseline corrected',deepcopy(eprdata_proc)]) + eprdata_proc.history.append( + [f"{str(datetime.now())} : Baseline corrected", deepcopy(eprdata_proc)] + ) - elif y.ndim==1: + elif y.ndim == 1: + bc_data,baseline = _baseline_correct_1d(x, y, interactive, npts, method, spline_smooth, order,init_vals,bounds,fit_eseem_max + ) - if interactive: - baseline_points = interactive_points_selector(x,y) - else: - baseline_points=np.concatenate([np.arange(npts), np.arange(len(y) - npts, len(y))]) + eprdata_proc.data = bc_data + eprdata_proc.baseline = baseline + eprdata_proc.history.append( + [f"{str(datetime.now())} : Baseline corrected", deepcopy(eprdata_proc)] + ) - # Use the specified baseline points for fitting - if baseline_points is not None and len(baseline_points) > 0: - x_fit = x[baseline_points] - y_fit = y[baseline_points] - else: - # If no baseline points are selected, raise an error or use a default (e.g., endpoints) - raise ValueError("No baseline points selected. Please select points for baseline correction.") + return eprdata_proc - # Baseline fitting based on selected method - if method == "linear": - coeffs = np.polyfit(x_fit, y_fit, 1) - baseline = np.polyval(coeffs, x) - elif method == "polynomial": - coeffs = np.polyfit(x_fit, y_fit, order) - baseline = np.polyval(coeffs, x) - elif method == "spline": - spline = UnivariateSpline(x_fit, y_fit, s=spline_smooth) - baseline = spline(x) - else: - raise ValueError("Method must be 'linear', 'polynomial', or 'spline'.") +def _exponential_decay(x,c,tau,y_offset): + """ + Returns an exponential_decay. - bc_corr = y - baseline + Parameters + ---------- + x : [np.ndarray] + x-array + c : [float] + Amplitude + tau : [float] + Time constant + y_offset : [float] + Offset of y. - eprdata_proc.baseline = baseline - eprdata_proc.data = bc_corr - eprdata_proc.history.append([f'{str(datetime.now())} : Baseline corrected',deepcopy(eprdata_proc)]) + Returns + ------- + [np.ndarray] + An exponential decay. + """ - return eprdata_proc + return c*(np.exp(-(x/tau)))+y_offset +def _baseline_correct_1d(x,y, interactive=False, npts=10, method="linear", spline_smooth=1e-5, order=2,init_vals=None,bounds = (-np.inf, np.inf),fit_eseem_max=False): + if np.iscomplexobj(y): + y = y.real + if interactive: + baseline_points = interactive_points_selector(x, y) + else: + if npts>0: + baseline_points = np.concatenate( + [np.arange(npts), np.arange(len(y) - npts, len(y))] + ) + else: + baseline_points = np.arange(len(y)) -def _baseline_correct_2d(x,y,interactive=False, - npts=10,method='linear',spline_smooth=1e-5, - order=2): + # Use the specified baseline points for fitting + if baseline_points is not None and len(baseline_points) > 0: + x_fit = x[baseline_points] + y_fit = y[baseline_points] + else: + raise ValueError( + "No baseline points selected. Please select points for baseline correction." + ) + + # Baseline fitting based on selected method + if method == "linear": + coeffs = np.polyfit(x_fit, y_fit, 1) + baseline = np.polyval(coeffs, x) + elif method == "polynomial": + coeffs = np.polyfit(x_fit, y_fit, order) + baseline = np.polyval(coeffs, x) + elif method == "spline": + spline = UnivariateSpline(x_fit, y_fit, s=spline_smooth) + baseline = spline(x) + elif method == "exponential_decay": + if fit_eseem_max: + peaks,_ = find_peaks(y_fit) + x_fit,y_fit = x_fit[peaks],y_fit[peaks] + if init_vals is None: + c,tau,y_offset = np.max(x_fit)-np.min(y_fit),-1*x[np.argmin(np.abs((np.mean(y)-y)))]/np.log(0.5),np.min(y_fit) + init_vals = [c,tau,y_offset] + best_vals, covar = curve_fit(_exponential_decay, x_fit, y_fit, p0=init_vals,bounds=bounds) + baseline = _exponential_decay(x,*best_vals) + else: + raise ValueError("Method must be 'linear', 'polynomial', or 'spline'.") + return y - baseline, baseline + +def _baseline_correct_2d( + x, y, interactive=False, npts=10, method="linear", spline_smooth=1e-5, order=2,init_vals=None,bounds = (-np.inf, np.inf),fit_eseem_max=False +): """ Perform baseline correction on 2D data. - This function removes the baseline from 2D data, where each row of the input - represents a separate spectrum or data series. The baseline can be fitted - using linear, polynomial, or spline methods. Optionally, baseline points + This function removes the baseline from 2D data, where each row of the input + represents a separate spectrum or data series. The baseline can be fitted + using linear, polynomial, or spline methods. Optionally, baseline points can be selected interactively. Parameters @@ -191,24 +245,24 @@ def _baseline_correct_2d(x,y,interactive=False, y : array-like The 2D data array where each row corresponds to a separate data series. interactive : bool, optional - If `True`, enables interactive selection of baseline points for the + If `True`, enables interactive selection of baseline points for the first row of the data. Defaults to `False`. npts : int, optional - Number of points to use from the start and end of each row for baseline + Number of points to use from the start and end of each row for baseline fitting when `interactive` is `False`. Defaults to 10. method : {'linear', 'polynomial', 'spline'}, optional The method used for baseline fitting. Choices are: - 'linear': Fits a linear baseline. - 'polynomial': Fits a polynomial baseline. - - 'spline': Fits a spline baseline. + - 'spline': Fits a spline baseline. Defaults to 'linear'. spline_smooth : float, optional - Smoothing factor for spline fitting. Ignored if `method` is not 'spline'. + Smoothing factor for spline fitting. Ignored if `method` is not 'spline'. Defaults to 1e-5. order : int, optional - The order of the polynomial for baseline fitting when `method` is 'polynomial'. + The order of the polynomial for baseline fitting when `method` is 'polynomial'. Defaults to 2. - + Returns ------- corrected_data : ndarray @@ -218,23 +272,32 @@ def _baseline_correct_2d(x,y,interactive=False, Notes ----- - - Baseline points can be selected interactively for the first row, and the same + - Baseline points can be selected interactively for the first row, and the same points are used for all rows. - The function supports linear, polynomial, and spline-based baseline fitting. - - The returned `corrected_data` has the baseline removed, while `baselines` + - The returned `corrected_data` has the baseline removed, while `baselines` contains the computed baseline for each row of data. """ if interactive: - baseline_points = interactive_points_selector(x,y[0]) + baseline_points = interactive_points_selector(x, y[0]) else: - baseline_points=np.concatenate([np.arange(npts), np.arange(len(y[0]) - npts, len(y[0]))]) - + if npts>0: + baseline_points = np.concatenate( + [np.arange(npts), np.arange(len(y[0]) - npts, len(y[0]))] + ) + else: + baseline_points = np.arange(len(y[0])) + baselines = np.empty_like(y) if baseline_points is not None and len(baseline_points) > 0: x_fit = x[baseline_points] - - for idx,arr in enumerate(y): + else: + raise ValueError( + "No baseline points selected. Please select points for baseline correction." # redundant + ) + + for idx, arr in enumerate(y): y_fit = arr[baseline_points] if method == "linear": coeffs = np.polyfit(x_fit, y_fit, 1) @@ -245,9 +308,74 @@ def _baseline_correct_2d(x,y,interactive=False, elif method == "spline": spline = UnivariateSpline(x_fit, y_fit, s=spline_smooth) baseline = spline(x) + elif method == "exponential_decay": + if fit_eseem_max: + peaks,_ = find_peaks(y_fit) + x_fit,y_fit = x_fit[peaks],y_fit[peaks] + if init_vals is None: + c,tau,y_offset = np.max(x_fit)-np.min(y_fit),-1*x[np.argmin(np.abs((np.mean(y)-y)))]/np.log(0.5),np.min(y_fit) + init_vals = [c,tau,y_offset] + best_vals, covar = curve_fit(_exponential_decay, x_fit, y_fit, p0=init_vals,bounds=bounds) + baseline = _exponential_decay(x,*best_vals) else: raise ValueError("Method must be 'linear', 'polynomial', or 'spline'.") baselines[idx] = baseline - - return y-baselines,baselines + + return y - baselines, baselines + + +def _derivative(eprdata, sigma=1, axis=-1): + """ + Compute the derivative of the data in an `EprData` object. + + This function calculates the first derivative of the data in the + `EprData` object using a Gaussian filter for smoothing. The derivative is computed + along the specified axis, with the smoothness controlled by the `sigma` parameter. + + Parameters + ---------- + eprdata : EprData + An instance of the `EprData` class containing the data to be differentiated. + sigma : float, optional + Standard deviation of the Gaussian kernel (controls the smoothness), by default 1. + axis : int, optional + Axis along which to compute the derivative, by default -1 (last axis). + + Returns + ------- + EprData + A new `EprData` object with the derivative of the data, retaining the original data + and history for reference. + + Notes + ----- + - The function does not modify the original `EprData` object in place but returns a new one. + - The derivative is computed using `scipy.ndimage.gaussian_filter1d`, which smooths the data + using a Gaussian kernel before calculating the first derivative. + - If the data is complex, the real and imaginary parts are differentiated separately. + - A history entry is added to the `EprData` object, documenting the derivative calculation operation. + """ + + eprdata_proc = deepcopy(eprdata) + + if np.iscomplexobj(eprdata_proc.data): + real_deriv = gaussian_filter1d( + eprdata_proc.data.real, sigma=sigma, order=1, axis=axis, mode="nearest" + ) + imag_deriv = gaussian_filter1d( + eprdata_proc.data.imag, sigma=sigma, order=1, axis=axis, mode="nearest" + ) + derivative = real_deriv + 1j * imag_deriv + else: + derivative = gaussian_filter1d( + eprdata.data, sigma=sigma, order=1, axis=axis, mode="nearest" + ) + + eprdata_proc.data = derivative + eprdata_proc.history.append( + [f"{str(datetime.now())} : Derivative calculated", deepcopy(eprdata_proc)] + ) + + return eprdata_proc + diff --git a/eprpy/workflows.py b/eprpy/workflows.py new file mode 100644 index 0000000..bd1167d --- /dev/null +++ b/eprpy/workflows.py @@ -0,0 +1,476 @@ +import numpy as np +import warnings +import time +from copy import deepcopy + +# EPRpy +from eprpy.processor import _baseline_correct_2d, _baseline_correct_1d + + +def _hamming_window(x, x_max=None): + """ + Hamming window function + + Parameters + ---------- + x : ndarray + Input array whose length determines the window size. + x_max : int, optional + Maximum length of the window. If None, uses the length of `x`. + + Returns + ------- + ndarray + Hamming window array matching the length of `x`. + """ + if x_max is None: + x_max = x.size + window = 0.54 + 0.46 * np.cos(np.linspace(0, np.pi, num=x_max)) + if window.size < x.size: + return np.pad( + window, + pad_width=(0, x.size - window.size), + mode="constant", + constant_values=window[-1], + ) + else: + return window[: x.size] + + +def _generate_freq_axis(eprdata, timeaxis): + """ + Generate a frequency axis based on acquisition parameters and time axis. + + Parameters + ---------- + eprdata : object + EprData instance + timeaxis : numpy.ndarray + Array representing the time axis. + + Returns + ------- + numpy.ndarray + Frequency axis generated based on the time axis and acquisition parameters. + + Warns + ----- + UserWarning + If there is an error reading the "XUNI" acquisition parameter. + + Notes + ----- + The frequency axis is calculated using the time difference and a scaling factor + determined by the time unit ("XUNI"). Supported units are "ns", "ms", "us", and "s". + """ + try: + x_unit = eprdata.acq_param["XUNI"] + except Exception as e: + x_unit = None + x_unit_warn = f"Error while reading x units : {e}" + warnings.warn(x_unit_warn) + + if x_unit in ["ns", "ms"]: + x_factor = 1000 + elif x_unit in ["us", "s"]: + x_factor = 1 + else: + x_factor = 1 + + freq_limit1 = x_factor / (abs(timeaxis[0] - timeaxis[1])) * 0.5 + + return np.linspace(-freq_limit1, freq_limit1, timeaxis.size) + + +class EprWorkflow: + """ + + Parameters + ---------- + eprdata : ErpData + An instance of EprData class + zf : int, optional + Number of points to use for zero filling + poly_order : int, optional, default 3 + Order of polynomial used for fitting and baseline correction + x_max : float, optional, default None + Upper bound of the window. If None, the maximum of `x` is used. + pick_eseem_points: bool, default False + If True, points are picked along the ESEEM decay curve and is used for background calculation. + """ + + def __init__( + self, + eprdata, + zf=0, + poly_order=3, + x_max=None, + pick_eseem_points=False, + symmetrise=False, + verbose=False + ): + self.eprdata = deepcopy(eprdata) + + if type(zf) is not int: + raise TypeError(f"zf must be of type int but got {type(zf)}") + self.zf = (0, zf) + + if type(poly_order) is not int: + raise TypeError( + f"poly_order parameter must be of type int but got {type(poly_order)}" + ) + self.poly_order = poly_order + + self.x_max = x_max + self.pick_eseem_points = pick_eseem_points + self.symmetrise = symmetrise, + self.verbose = verbose + + + def hyscore(self): + """ + Processes a HYSCORE (Hyperfine Sublevel Correlation) EPR dataset with baseline correction, windowing, zero-filling, and 2D FFT. + + This workflow is designed for datasets acquired with the 'HYSCORE' pulse program. It performs the following steps: + - Checks if the pulse program is 'HYSCORE' and issues a warning if not. + - Stores processing parameters in the output dictionary. + - Applies baseline correction along both dimensions using polynomial fitting. + - Applies Hamming window functions to both dimensions. + - Optionally zero-fills the data if specified. + - Computes the time axes for both dimensions. + - Generates frequency axes for both dimensions. + - Performs a 2D FFT and shifts the result. + - Stores the absolute value of the shifted FFT as the processed data. + - Optionally symmetrise the FFT data if requested via the `symmetrise` attribute. + - Updates the output dictionary with all intermediate and final results, including processing history. + + Returns + ------- + dict + A dictionary containing the processed HYSCORE dataset, including: + - 'proc_param': Processing parameters used. + - 'raw_data': Original raw data. + - 'baseline_dim1', 'baseline_dim2': Baseline correction results for both dimensions. + - 'bc_data': Baseline-corrected data. + - 'window_dim1', 'window_dim2': Window functions applied. + - 'bc_w_data': Baseline-corrected and windowed data. + - 'time_axis1', 'time_axis2': Time axes (zero-filled if specified). + - 'bc_w_zf_data': Zero-filled, baseline-corrected, windowed data. + - 'frequency_axis1', 'frequency_axis2': Frequency axes for FFT. + - 'FFT_data': 2D FFT of processed data. + - 'FFT_shifted_data': FFT data after shift. + - 'data': Absolute value of shifted FFT (final processed data, optionally symmeterised). + - 'dims': Frequency axes for plotting. + - 'is_complex': Boolean indicating if data is complex (always False). + - 'history': List of processing steps. + """ + + vprint = print if self.verbose is True else lambda *args, **kwargs: None + start_time = time.time() + + + if self.eprdata.pulse_program != "HYSCORE": + raise ValueError(f"Unknown pulse program : {self.eprdata.pulse_program}") + + vprint("Starting HYSCORE workflow...") + hyscore_out_dict = self.eprdata.data_dict + hyscore_out_dict["proc_param"] = { + "pulse_program": self.eprdata.pulse_program, + "zf": self.zf, + "poly_order": self.poly_order, + "x_max": self.x_max, + "x_units": "MHz", + "y_units": "MHz", + "workflow_type": "hyscore", + } + + hyscore_out_dict["raw_data"] = self.eprdata.data + x, y = self.eprdata.x, self.eprdata.y + hyscore_out_dict["x_raw"],hyscore_out_dict["y_raw"] = x,y + real_data = self.eprdata.data.real + + + vprint(f"Baseline correction in dimension 1 with polynomial of order {self.poly_order}...") + # baseline correction + bc_data1, bc1 = _baseline_correct_2d( + x, + real_data, + interactive=False, + npts=x.size, + method="polynomial", + order=self.poly_order, + ) + + vprint(f"Baseline correction in dimension 2 with polynomial of order {self.poly_order}...") + hyscore_out_dict["baseline_dim1"] = bc1 + bc_data2, bc2 = _baseline_correct_2d( + y, + bc_data1.T, + interactive=False, + npts=y.size, + method="polynomial", + order=self.poly_order, + ) + hyscore_out_dict["baseline_dim2"] = bc2 + hyscore_out_dict["bc_data"] = bc_data2.T + + # windowing + window1 = _hamming_window(x, x_max=self.x_max) + window2 = _hamming_window(y, x_max=self.x_max) + vprint(f"Applying Hamming window in dimension 1...") + bc_w_data1 = hyscore_out_dict["bc_data"] * window1 + vprint(f"Applying Hamming window in dimension 2...") + bc_w_data2 = bc_w_data1.T * window2 + hyscore_out_dict["bc_w_data"] = bc_w_data2.T + hyscore_out_dict["window_dim1"] = window1 + hyscore_out_dict["window_dim2"] = window2 + + + if self.zf[-1] != 0: + vprint(f"Zero filling {self.zf[-1]} points dimension 1 and 2...") + x_spacing, y_spacing = np.mean(np.diff(x)), np.mean(np.diff(y)) + zf_x = np.linspace( + x[0], x[-1] + (self.zf[-1] * x_spacing), x.size + self.zf[-1] + ) + zf_y = np.linspace( + y[0], y[-1] + (self.zf[-1] * y_spacing), y.size + self.zf[-1] + ) + hyscore_out_dict["time_axis1"] = zf_x + hyscore_out_dict["time_axis2"] = zf_y + hyscore_out_dict["bc_w_zf_data"] = np.pad( + hyscore_out_dict["bc_w_data"], self.zf + ) + else: + vprint(f"Skipped zero filling...") + hyscore_out_dict["time_axis1"] = x + hyscore_out_dict["time_axis2"] = y + hyscore_out_dict["bc_w_zf_data"] = hyscore_out_dict["bc_w_data"] + + # 2DFFT + vprint(f"Generating frequency axes...") + hyscore_out_dict["frequency_axis1"] = _generate_freq_axis( + self.eprdata, hyscore_out_dict["time_axis1"] + ) + hyscore_out_dict["frequency_axis2"] = _generate_freq_axis( + self.eprdata, hyscore_out_dict["time_axis2"] + ) + + # fft + vprint(f"2D Fourier transformation...") + hyscore_out_dict["FFT_data"] = np.fft.fft2(hyscore_out_dict["bc_w_zf_data"]) + hyscore_out_dict["FFT_shifted_data"] = np.fft.fftshift( + hyscore_out_dict["FFT_data"] + ) + bc_w_zf_fft_data_shifted_abs = np.absolute(hyscore_out_dict["FFT_shifted_data"]) + + ## symmetrise + if self.symmetrise is not False: + if self.symmetrise == 'diag': + vprint(f"Symmetrising along the diagonal...") + bc_w_zf_fft_data_shifted_abs = np.sqrt(bc_w_zf_fft_data_shifted_abs*bc_w_zf_fft_data_shifted_abs.T) + elif self.symmetrise == 'antidiag': + vprint(f"Symmetrising along the antidiagonal...") + bc_w_zf_fft_data_shifted_abs = np.fliplr(np.sqrt(np.fliplr(bc_w_zf_fft_data_shifted_abs)*(np.fliplr(bc_w_zf_fft_data_shifted_abs).T))) + else: + vprint(f"Symmetrising along the diagonal and the antidiagonal...") + bc_w_zf_fft_data_shifted_abs = np.sqrt(bc_w_zf_fft_data_shifted_abs*bc_w_zf_fft_data_shifted_abs.T) + bc_w_zf_fft_data_shifted_abs = np.fliplr(np.sqrt(np.fliplr(bc_w_zf_fft_data_shifted_abs)*(np.fliplr(bc_w_zf_fft_data_shifted_abs).T))) + + # output as dict + hyscore_out_dict["data"] = ( + bc_w_zf_fft_data_shifted_abs # replace original data with processed data + ) + hyscore_out_dict["dims"] = [ + hyscore_out_dict["frequency_axis2"], + hyscore_out_dict["frequency_axis1"], + ] + hyscore_out_dict["is_complex"] = False + hyscore_out_dict["history"].append( + [f"Processed HYSCORE dataset from {hyscore_out_dict['filepath']}"] + ) + vprint(f"Completed in {(time.time()-start_time):.2f} seconds.") + return hyscore_out_dict + + def eseem(self): + """ + Processes an ESEEM (Electron Spin Echo Envelope Modulation) EPR dataset with baseline correction, windowing, zero-filling, and 1D FFT. + + This workflow is designed for datasets acquired with ESEEM pulse programs, including: + '2P ESEEM', '3P ESEEM', '2P ESEEM vs. B0', '3P ESEEM vs. B0', and '3P ESEEM vs tau'. + It performs the following steps: + - Checks if the pulse program matches supported ESEEM types and validates data dimensionality. + - Stores processing parameters in the output dictionary. + - Applies baseline correction using either exponential decay or polynomial fitting, depending on the pulse program and data dimensionality. + - Applies a Hamming window function to the data. + - Optionally zero-fills the data if specified. + - Computes the time axis (zero-filled if specified). + - Generates the frequency axis for FFT. + - Performs a 1D FFT (or along the last axis for 2D data) and shifts the result. + - Stores the absolute value of the shifted FFT as the processed data. + - Updates the output dictionary with all intermediate and final results, including processing history. + + Returns + ------- + dict + A dictionary containing the processed ESEEM dataset, including: + - 'proc_param': Processing parameters used. + - 'raw_data': Original raw data. + - 'baseline_dim1': Baseline correction results. + - 'bc_data': Baseline-corrected data. + - 'window_dim1': Window function applied. + - 'bc_w_data': Baseline-corrected and windowed data. + - 'time_axis1': Time axis (zero-filled if specified). + - 'bc_w_zf_data': Zero-filled, baseline-corrected, windowed data. + - 'frequency_axis1': Frequency axis for FFT. + - 'FFT_data': FFT of processed data. + - 'FFT_shifted_data': FFT data after shift. + - 'data': Absolute value of shifted FFT (final processed data). + - 'dims': Frequency axis (and second axis if 2D). + - 'is_complex': Boolean indicating if data is complex (always False). + - 'history': List of processing steps. + """ + + vprint = print if self.verbose is True else lambda *args, **kwargs: None + start_time = time.time() + + if self.eprdata.pulse_program in ["2P ESEEM", "3P ESEEM"]: + assert self.eprdata.data.ndim == 1, ( + f"Pulse program is {self.eprdata.pulse_program} but data dimension is {self.eprdata.data.ndim}" + ) + elif self.eprdata.pulse_program in [ + "2P ESEEM vs. B0", + "3P ESEEM vs. B0", + "3P ESEEM vs tau", + ]: + assert self.eprdata.data.ndim == 2, ( + f"Pulse program is {self.eprdata.pulse_program} but data dimension is {self.eprdata.data.ndim}" + ) + else: + raise ValueError(f"Unknown pulse program : {self.eprdata.pulse_program}") + + vprint("Starting ESEEM workflow...") + + eseem_out_dict = self.eprdata.data_dict + eseem_out_dict["proc_param"] = { + "pulse_program": self.eprdata.pulse_program, + "zf": self.zf, + "poly_order": self.poly_order, + "x_max": self.x_max, + "x_units": "MHz", + "workflow_type": self.eprdata.pulse_program, + } + + eseem_out_dict["raw_data"] = self.eprdata.data + x = self.eprdata.x + eseem_out_dict["x_raw"] = x + real_data = self.eprdata.data.real + + vprint(f"Detected pulse program : {self.eprdata.pulse_program}") + + # background correction + if self.eprdata.data.ndim == 1: + if self.eprdata.pulse_program == "2P ESEEM": + vprint(f"Baseline correction using an exponential decay function...") + bc_data, baseline = _baseline_correct_1d( + x, + real_data, + method="exponential_decay", + fit_eseem_max=self.pick_eseem_points, + npts=0, + ) + elif self.eprdata.pulse_program == "3P ESEEM": + vprint(f"Baseline correction in dimension 1 with polynomial of order {self.poly_order}...") + bc_data, baseline = _baseline_correct_1d( + x, real_data, method="polynomial", npts=0, order=self.poly_order + ) + else: + raise ValueError(f"Unknown pulse program : {self.eprdata.pulse_program}") + + eseem_out_dict["baseline_dim1"] = baseline + + elif self.eprdata.data.ndim == 2: + if self.eprdata.pulse_program == "2P ESEEM vs. B0": + vprint(f"Baseline correction using an exponential decay function...") + bc_data, baselines = _baseline_correct_2d( + x, + real_data, + method="exponential_decay", + fit_eseem_max=self.pick_eseem_points, + npts=0, + ) + elif ( + self.eprdata.pulse_program == "3P ESEEM vs. B0" + or self.eprdata.pulse_program == "3P ESEEM vs tau" + ): + vprint(f"Baseline correction in dimension 1 with polynomial of order {self.poly_order}...") + bc_data, baselines = _baseline_correct_2d( + x, real_data, method="polynomial", npts=0, order=self.poly_order + ) + else: + raise ValueError(f"Unknown pulse program : {self.eprdata.pulse_program}") + + eseem_out_dict["baseline_dim1"] = baselines + + eseem_out_dict["bc_data"] = bc_data + + # windowing + vprint(f"Applying Hamming window along dimension 1...") + window = _hamming_window(x, x_max=self.x_max) + bc_w_data = bc_data * window + eseem_out_dict["window_dim1"] = window + eseem_out_dict["bc_w_data"] = bc_w_data + + # zero filling + if self.zf[-1] != 0: + vprint(f"Zero filling {self.zf[-1]} points...") + x_spacing = np.mean(np.diff(x)) + zf_x = np.linspace( + x[0], x[-1] + (self.zf[-1] * x_spacing), x.size + self.zf[-1] + ) + eseem_out_dict["time_axis1"] = zf_x + + if self.eprdata.data.ndim == 1: + bc_w_zf_data = np.pad( + bc_w_data, pad_width=self.zf, mode="constant", constant_values=0 + ) + elif self.eprdata.data.ndim == 2: + bc_w_zf_data = np.pad( + bc_w_data, + pad_width=((0, 0), self.zf), + mode="constant", + constant_values=0, + ) + else: + vprint(f"Skipping zero filling...") + eseem_out_dict["time_axis1"] = x + bc_w_zf_data = bc_w_data + + eseem_out_dict["bc_w_zf_data"] = bc_w_zf_data + + # FFT + vprint(f"Generating frequency axes...") + frequency_axis1 = _generate_freq_axis(self.eprdata,eseem_out_dict["time_axis1"]) + + # fft shift + vprint(f"Fourier transformation...") + bc_w_zf_fft_data = np.fft.fft(bc_w_zf_data, axis=-1) + bc_w_zf_fft_data_shifted = np.fft.fftshift(bc_w_zf_fft_data) + bc_w_zf_fft_data_shifted_abs = np.absolute(bc_w_zf_fft_data_shifted) + + # output as dict + eseem_out_dict["frequency_axis1"] = frequency_axis1 + eseem_out_dict["FFT_data"] = bc_w_zf_fft_data + eseem_out_dict["FFT_shifted_data"] = bc_w_zf_fft_data_shifted + eseem_out_dict["data"] = bc_w_zf_fft_data_shifted_abs + eseem_out_dict["dims"] = ( + [frequency_axis1] + if self.eprdata.y is None + else [self.eprdata.y, frequency_axis1] + ) + eseem_out_dict["is_complex"] = False + eseem_out_dict["history"].append( + [f"Processed ESEEM dataset from {eseem_out_dict['filepath']}"] + ) + vprint(f"Completed in {(time.time()-start_time):.2f} seconds.") + + return eseem_out_dict diff --git a/pyproject.toml b/pyproject.toml index 24adcf0..6f37082 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name = "eprpy" -version = "0.9.0a8" +version = "0.9.0b1" description = "A Python library for working with EPR spectroscopic data." readme = "README.md" requires-python = ">=3.9, <=3.13" @@ -12,7 +12,7 @@ authors = [ { name = "Davis Thomas Daniel", email = "davisthomasdaniel@gmail.com" } ] classifiers = [ - "Development Status :: 3 - Alpha", + "Development Status :: 4 - Beta", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.9", "Programming Language :: Python :: 3.10", @@ -30,6 +30,16 @@ dependencies = [ "matplotlib" ] +[project.optional-dependencies] +develop = [ + 'pytest', + 'pytest-cov', + 'sphinx', + 'nbsphinx==0.9.7', + 'furo==2025.7.19', + 'sphinx-copybutton==0.5.2' +] + [project.urls] Homepage = "https://github.com/davistdaniel/EPRpy" Issues = "https://github.com/davistdaniel/EPRpy/issues" diff --git a/setup.py b/setup.py index ba62621..0ec9010 100644 --- a/setup.py +++ b/setup.py @@ -2,7 +2,7 @@ setup( name='eprpy', - version='0.9.0a8', + version='0.9.0b1', description="A Python library for working with EPR spectroscopic data.", long_description=open("README.md").read(), long_description_content_type="text/markdown", @@ -11,7 +11,7 @@ author_email="davisthomasdaniel@gmail.com", url="https://github.com/davistdaniel/EPRpy", classifiers=[ - "Development Status :: 3 - Alpha", + "Development Status :: 4 - Beta", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.9", "Programming Language :: Python :: 3.10", @@ -34,4 +34,13 @@ "Documentation": "https://davistdaniel.github.io/EPRpy/", "Source Code": "https://github.com/davistdaniel/EPRpy", }, + extras_require={ + "develop": [ + 'pytest', + 'pytest-cov', + 'sphinx', + 'nbsphinx==0.9.7', + 'furo==2025.7.19', + 'sphinx-copybutton==0.5.2' + ]} ) diff --git a/tests/test_eprpy.py b/tests/test_eprpy.py index 34e190f..9e42a9e 100644 --- a/tests/test_eprpy.py +++ b/tests/test_eprpy.py @@ -152,19 +152,19 @@ def test_integral(self,test_load_1d): def test_baseline_correction(self,test_load_1d): exp_data = np.load(data_dir+'/test_default_bc.npy') - np.testing.assert_array_almost_equal(test_load_1d.baseline_correct().data,exp_data) + np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(npts=10).data,exp_data) exp_data = np.load(data_dir+'/test_poly2_bc.npy') - np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(method='polynomial',order=2).data,exp_data) + np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(npts=10,method='polynomial',order=2).data,exp_data) exp_data = np.load(data_dir+'/test_poly2_bc_baseline.npy') - np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(method='polynomial',order=2).baseline,exp_data) + np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(method='polynomial',order=2,npts=10).baseline,exp_data) exp_data = np.load(data_dir+'/test_spline_bc.npy') - np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(method='spline').data,exp_data) + np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(method='spline',npts=10).data,exp_data) exp_data = np.load(data_dir+'/test_spline_bc_baseline.npy') - np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(method='spline').baseline,exp_data) + np.testing.assert_array_almost_equal(test_load_1d.baseline_correct(method='spline',npts=10).baseline,exp_data) def test_plot(self,test_load_1d): fig,ax=test_load_1d.plot() @@ -200,7 +200,7 @@ def test_scale_between(self,test_load_2d): def test_baseline_correction(self,test_load_2d): exp_data = np.load(data_dir+'/test_default2d_bc.npy') - np.testing.assert_array_almost_equal(test_load_2d.baseline_correct().data,exp_data) + np.testing.assert_array_almost_equal(test_load_2d.baseline_correct(npts=10).data,exp_data) def test_plot(self,test_load_2d): fig,ax=test_load_2d.plot()