{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Map Alignment\n", "\n", "The pyOpenMS map alignment algorithms transform different maps\n", "([peak maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-peak-maps),\n", "[feature maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-feature-maps))\n", "to a common retention time axis. Because chromatographic columns are\n", "less stable, retention times of identical compounds can vary across\n", "runs. To correct for RT drift, map alignment attempts to find common\n", "landmarks across runs and adjusts the RT of all features to minimize the\n", "distance of landmarks across feature maps (runs).\n", "\n", "![image](attachment:img/map_alignment_illustration.png)\n", "\n", "Note: Creating a\n", "[consensus map](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-consensus-map)\n", "from the aligned maps is performed by a [feature linking algorithm (see\n", "next chapter)](feature_linking.ipynb).\n", "\n", "Different map alignment algorithms are available in pyOpenMS:\n", "\n", "- [MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html)\n", "- [MapAlignmentAlgorithmIdentification](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmIdentification.html)\n", "- [MapAlignmentAlgorithmKD](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmKD.html)\n", "\n", "If you want to apply a custom RT mapping, you can use:\n", "\n", "- [MapAlignmentTransformer](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentTransformer.html)\n", "\n", "To perform a simple linear alignment (an affine transformation to be\n", "exact, i.e. an offset and a slope) we can employ the algorithm\n", "[MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html).\n", "This algorithm in OpenMS can also align peak maps, but we usually\n", "recommend aligning on the feature level, since it's much faster (less\n", "features than peaks) and also more stable.\n", "\n", "Other map alignment algorithms in pyOpenMS require the input data to\n", "have\n", "[PSMs](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-PSMs)\n", "annotated. See [Annotating PSMs to features](PSM_to_features.ipynb) on\n", "how to do that. Also, some require (or support) a reference map (the one\n", "which all the other feature maps align to). More on this below. All\n", "algorithms except\n", "[MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html)\n", "can correct the RT using a variety of models/functions fitted to the\n", "landmarks used across feature maps.\n", "\n", "Here is a summary table:\n", "\n", "| algorithm | input type | transformation in RT | uses & requires PSMs | reference map |\n", "|------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------|--------------------------------|----------------------|----------------------|\n", "| [MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html) | feature maps or peak maps | linear (affine transformation) | no | required |\n", "| [MapAlignmentAlgorithmIdentification](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmIdentification.html) | peak map, feature maps, IDs | any[1] | yes | optional |\n", "| [MapAlignmentAlgorithmKD](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmKD.html) | feature maps | any[2] | yes | not supported/needed |\n", "\n", "Comparison of pyOpenMS' map alignment algorithms\n", "\n", "You should pick the algorithm which does not overfit your data and\n", "maximizes the number of complete consensus features during a later\n", "[feature linking](feature_linking.ipynb) stage.\n", "\n", "## Download Example Data\n", "\n", "[1] Valid models are \"linear\",\"b_spline\",\"lowess\" or \"interpolated\"\n", "\n", "[2] Valid models are \"linear\",\"b_spline\",\"lowess\" or \"interpolated\"" ], "attachments": { "img/map_alignment_illustration.png": { "image/png": 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D+csee+g7p148OK2vg2bN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tCcRzRNu1T0HnG1I5rGDhStHRyW3mpf6AAAZa/5pvHNvkc09cFblb7XNAjP30yw1u9q\ntJxqY6jBu0XHzJXNUnmX6X6FGlcn/xcd3VhqD03tVXmvUSGqsdRq90qFxPwanBqo8UzVaN7o+WDq\nHUsuySG3TnJXzKwRTdPh2z8PoA+XL9qPK5UDRl9ejZXXm1LWU28zvFs/+3Ka9H63MYqx1JeFoGbQ\nENEEANQH/TERaWGYmuylbj66rB09P6dVqotl3zovu5yGXxHNiiLB1r5K2YimfbLWmQmLHrV+IPY5\nY0rQemfW1AUqO8qyGhFN9aBqWTbdhrI3hZ0PkHS4z6USCVRE00kxdn47w/uivHoK+mfpl6xSwQO9\noOrxjKK9xyqdX2veVjqdrDVZvZ9Zjd6gi4imk/3RA8xl88Ea1HSYvU4eli1byE3P3PuyOo67iKZN\nYMy0camdrOgc+VhN+JiUE3rRqvT6o3+6vp8Oz12pAek2g0K83PO1ryb020k237JqRzTLnkrTw9BF\nS2+1L3QAgLKVsqml5HtEU+8XVzo1lPc1TWyYWqFO+ho2DR5To8jmfou1UVHqo/U9LHUuyga0vA9O\nDdR4Jt+bN6YJP2wi1q7vyFmzV3/RJqRddNTvhLOIpjodNm1UUwkpVcCKnv1SbTY5s6ay7bqHhWog\nogkAqJMaq/SkIr4/W6DPBOhjt6foIxemm+b2x+JLRNM0QLLszLqmPXQY0bQ/EFNvqmjr0DSGzn4n\n9QStT3joHV0nUxNb57F0ceorWniy1GyKes6XvdGsFzbXEybreVUqkQBGNG36P2VHFdjkgIuHaUpF\nH/WzU6qzp5d5/aP9img6Ob/WvC1b8ExfZ+uFzvfbSa4LWEWDFUxZUbbzb+pLF+0em9K0j6dWNJ2s\nLyszeYxo2n+uKfFSzyBWdI58rCZ8TKrSQmu8aJq5q2jNqGej6aOdnzv5oKLP1xrn0XtcU09frnim\nsTtqFnrT2CaboWk1iGjal17TqSlaeqt9oQMAWOkjTqzXXt+vzKaVLyp6rx7S83fgi6l5WVE33Mmz\ng/YD+0wN4KLdHFOzttJmho+DUwM1nsn35o1+n8f1g5gOv276GhxOTq7eF9Zz0roQg/dvgcNZu8qe\nMusK9Fxyg6OxAQCAOpfNZnO5nI8JRqNR9YP3ZNPptPFzLBazbhAOhzs7O4tuXyWpVEpvlsXjcfvt\nZQ+L7rkNSdb+LfohqzNo2kByfmhoyGFqpgR37NhhSnx0dNT4VY5Xjsg+tUqPt0qkMBQKBaO1HYlE\nnGeC64Kkf4q/X6vqkc5JR0eHkwKfSCTKplal76Oe7MjIiDVvTWXeuAqZZDIZL7tR6fl1UvDk+6JH\nJuwzzeP++8u+POglR/LBpowZFYfeVx8YGPCyA3KZMvW67a/VegGbqm+ufX5KBurlxHrZrzRNH6sJ\nH5Py+PXUb3cW/SrpxdJUkzr/oskHyQamqfv1otvW1pZMJv06LrnirfuojRs39vX16VVzT0+P7FLZ\nq81UlV7TqSlbegN1oQOA6UoqSqMWllaTk3a+R2V7kfa1YdEGuUf5fF6vsiUf7Jsx8lc9LiWVvpN2\no2R1qWM3NYDlMGWXrLdrSvVHypIqVW+k2Z9laS0bbRtpZpStr2XPbbLL1BYqWrnrHzGFzZja7Iz1\nzKoCoLcnizYg5Y1GszYUCtm0YF3Tz6OTU6+Kk96uLpqmXrYl2RrcrINDRDQBAPWhXaM/jCKN5r6+\nvra2Nmm/Fm1jeaHfbnPXyzIiUjYhCtO9Ud+PwkS//eqwNVn2Vn6l20uPyP7Wtt5YdPLpkqB+t1Hv\nb5janU6ilaZ7l1PYS68oE/RtjI5fpfREHIYcppz9OfWSjT7elZbvmn7hsnaH9FfKjjNwrdLz6/AS\noW8ml03TnRH9r1Iy7buONSOXIJvyYBoJ4SIfypYf2QH7ew16lSFXJPubaPrGU/LNlT0se+tEz3An\nt8/sz1GVqgmPSfl4NSt600S/H+Rx8I28Xc6CsXKVyZYtW6Q8V7tBos7ynj17EomEl9vE3vehbOkt\n+xUL5oUOAKYrqaGMelDqxNpcdfW6ICBDP/UbDg0fHflUiinmVPYtZQc4lh2sbFJRw6mqg1On8Xgm\n2dsatOIc5rleSl0PyCt7A0f/1cnX00lxMm1DRDM4iGgCAOpDRiONsz179qiFzY0N+vr6Ojo6atZu\nc9jBKNXQNzUB7UMd/majTfejlErvMzoZEqhvYz1r+n46jKfqO6n3N/SkykYFXB9yWQ7X0fSSCaZ9\ndhLVkI+QPq201GOxWMekerwJax+X0kcVOCmZpQqSi6+YaRCD/nWz5rPDR68q3RmP59fht8+0w6Y+\npHy6fonbvHmzJDvl8XL7Q3N3qawoolm2NOpFsewVSS9s+o2tmnFyzdQP2cmAIefnyMdqwmNSlV4l\nTKNn9CIk59HUHnB4P6gi8vWU/ZE2lXXN7B07dlRjEL2JlAQpvVNb9VTaaCn6FQvmhQ4ApiupoYyr\nsVQitX88LjgRTb1R4bBGq2hglpN5Suw7oZKCXkVWNBK9eoNTp994JlMzsnpjZK1NIL1dZz9avXp7\npQ/R82vkbqVfFtTMHLIAAFCPpG0RnyTtJ2Nyv5GREfk1OCOn9D2RVrv9BINGl0zeVb1ZT02dh1KP\njU45fT83T3L9dv3nSh829ZFkdaWfrt8zbWtr83iu9deljEl3y/VznAG8GjjJBOlfzZo1y/UpcMEU\n45Fek36xkn0zNsjlcsZUVNIZMx2RlJze3l7n593H8+swtG+9kaGXdkkkmUzq32LZt1WrVsmRyjW8\nBiGTSouNqeQUnZnT5uaIEaurl3mb6/GrXb1qwmNSHr9i6r6JcTXIZDKlhr1b2wnyhXL9rZfPlYuG\ntFLkK6lP5CAJJiZ5OY+yY6YbQPKrukypa6z8r/I8IFO+uz6VAbzQAcC0JNdbo8rbsGHDTL7G6jWs\n83yQLY3GRtnGQ9mwn2mDou0iqQqN7ox8tLxFjbm072tUdXCqX+OZ5ECMP0kzQJo3Uj6n5DaLfKje\nGpSOpxre6tcXRC8q+gGqiWeNHpDKAb08GG1Lm3nLKm17y8lVhd94GrWiYWTOR7rrXxaPU7jBRzyj\nCQCob9Jg0tdjl9ZSQEZOmWaAkQZlb2l626iqE8+a2nlTOMmb8+ayR/qaJYE9Xvveqb/9f+mYSV9r\n2oQzpyQb3bF5GrvsgrsOvxpTdX5N3yzrFUwOqr+/33osGzdulB0O4AQ+esmpaNR/Pa5EW6d8LOSB\nuh7aTDxr/Go/H6/rS5/6Mm7dutV0VfG9TSI7L8lKg0Qf9h6Px+v9K1N3FzoAqEdSWRhDbcquhBcc\nVXrSS7/h4LzJ6mKKTo+kltdzQHZ7y5YtKq5p8+nWwallrVu3rmjmVK8TZJrFV41nkqbOlNT7sjN6\nf1MyTTVC5Gvib3POOnK3VPG27+dWNOZbffej0ejixYvlRKs7aTt27BiaVNHpdn5fqOwjyJgSRDQB\nAHVP2m1lVyN3R28OVspLE5bbXvCd9GGkpyFdR72tL1+crq6unp4eY9pb68SDqIj9HYFSsQrvU84G\n//zKsQ8PD1tX7FM97dqs2AfU11VCn7mrGlPOFhWPx/WBYvKhVRoaou6vGQ0t+SCPD4MGARc6AKg2\n03yz9TJiVd9PvyKIpgo6yBFNOXzZW9Nk+3Iee3t729rapPYsWj/WxSSfgRrPFI1GJdNMd7GkEbJ5\n82YVP65eJhg/j4yM6CXK+chdm9MtxUMaqFJUpMDoA9Zr/M1t8DY1C3zErLMAgOlA2kbGNCb6hGnu\nGC0wL3NimNa0KNvX0udUqerEs3Vn69atlZ6IwM6m65ppiU0nTAMepUTpX4329vai8+FM48Uh5GtY\n6XAHF7dI9OetrbcV5Cz09fWZrlT6lLNdXV3u7svUxflVfWyRSqWMCXiN3Ojs7GRtEkx5NVGDGke/\ny2O9SsgVYMOGDcbXWdoDKv3aLEGkJBIJ40ql2idViqHKoelXRTlGfTruOsWFDgCqWkMZzeZQKGQf\nodGfppJrsn759X4prrS2kq6ZMSeE9BekMVD7tT+nluSYnBE5ZdJJMT1OJ9Wlmo6+TicQlsaM1P7S\nPDNN+6HGM0m7rpahd9kTKV2yM6ZGiIofq3x2cbfEPuwtCerrJsinqMaqPuWsw3Vei36RJYdNgUxJ\nTb5TkqBxLPKJNQ52YgoR0QQATAemdeak0eMlpuV9fnzTlLPSZSrbhJUWmB7qqNJNPeukGcEM/ukr\nMbhYgbJUUnU0o511JUUvqUm/RQ939ff3z5CQuZ6N8oWq8UKq1j6baZURuVBIv10PVBTtxpft+035\n+TVNv2Ofzx2TkpP067YvK/b5eKk0bklUdN3Qs2IKF+6dCapUTXhMyvtVQl0H9Iim+lIYF4pS94Pk\nRb+mz5WrpX5bqqrza+mNH/U86PRYDq0uLnQAUHf0SKTUGs4rvtFJHj9dbxN6HP8kBzIzRzCrRbvV\nUov6GZGzuXHjxsHBwVLNsNoMTvXSdwjOeCY5cLU+uuSYsWy5Iq07yWEpyZVmjl749QnSDFKet2zZ\nYjRfVUTT+4A8NRGRXlS6u7slqaKDArlCzhzMOgsAmIa8zAWhv9d1tE9vum3YsMFJ68rUpanS/CSm\nlp/DhnXt59bQ99Nj619Pqo6WPXB3pkrRu3/t7e0zp/+sZ2NAlsqzrjJinNxQKOQkomktDFN+fk3f\nLCfDb+WqKN3s4eFhfVqk4KyEpB+CGkfvsKvvbjUjBKeaCMLzc/p1YGRkRKpgfRaHUl9wf49Cb7dU\ntQ0gu63fF5tmzy8G/EIHAKiIl9Gxpka+LwvlmG5WON+9igYjVqNyVItnDw4OmuahNU3Pbh2cWpHa\nD92WD5Vafv/+/T09P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FiBLGPfpoQmHSh+Uby54IfPm68w23br7v6Q2Pmlf8kOgBAAAACHMFj78ZdDpTtuv9T57748Hg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\n2QwGw5w5c0p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} }, "id": "42e07355-d35c-42d4-9be2-692d6ee601ed" }, { "cell_type": "code", "execution_count": null, "metadata": { "linenos": "" }, "outputs": [], "source": [ "import pyopenms as oms\n", "from urllib.request import urlretrieve\n", "\n", "base_url = (\n", " \"https://raw.githubusercontent.com/OpenMS/pyopenms-docs/master/src/data/\"\n", ")\n", "\n", "# we use featureXML files which already contain PSMs (as obtained by oms.IDMapper())\n", "# ... so we can use all aligners pyOpenMS has to offer\n", "feature_files = [\n", " \"BSA1_F1_idmapped.featureXML\",\n", " \"BSA2_F1_idmapped.featureXML\",\n", " \"BSA3_F1_idmapped.featureXML\",\n", "]\n", "\n", "feature_maps = []\n", "\n", "# download the feature files and store feature maps in list (feature_maps)\n", "for feature_file in feature_files:\n", " urlretrieve(base_url + feature_file, feature_file)\n", " feature_map = oms.FeatureMap()\n", " oms.FeatureXMLFile().load(feature_file, feature_map)\n", " feature_maps.append(feature_map)" ], "id": "10e8a63f-344c-481d-bc75-4f3cdbca62ae" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selecting a Reference Map\n", "\n", "Some alignment algorithms in pyOpenMS require to set a reference, e.g.\n", "[MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html).\n", "For others, it is optional, e.g.,\n", "[MapAlignmentAlgorithmIdentification](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmIdentification.html).\n", "Finally,\n", "[MapAlignmentAlgorithmKD](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmKD.html)\n", "is reference-free by definition.\n", "\n", "For\n", "[MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html)\n", "we could pick the\n", "[feature map](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-feature-map)\n", "with the largest number of features as a reference, to provide the\n", "maximum number of reference points. The retention times of the other\n", "[feature maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-feature-maps)\n", "are aligned to this." ], "id": "b8e5bbe5-e42b-4f27-85db-801120992c8b" }, { "cell_type": "code", "execution_count": null, "metadata": { "linenos": "" }, "outputs": [], "source": [ "# set ref_index to feature map index with largest number of features\n", "ref_index = [\n", " i[0]\n", " for i in sorted(\n", " enumerate([fm.size() for fm in feature_maps]), key=lambda x: x[1]\n", " )\n", "][-1]\n", "\n", "aligner = oms.MapAlignmentAlgorithmPoseClustering()\n", "aligner.setReference(feature_maps[ref_index])\n", "\n", "## push all maps except the reference into the align method; don't align the reference to itself for max. efficiency\n", "feature_maps_to_align = feature_maps[:ref_index] + feature_maps[ref_index+1:]" ], "id": "89a7b815-5b0d-4616-86e6-476044212fe3" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Map Alignment Algorithm\n", "\n", "Now, let's run an algorithm. Since the interfaces of the aligners differ\n", "slightly, we will go though them one by one, starting with\n", "[MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html)." ], "id": "1887c33a-d3ab-4c3e-b4d2-e47fec2ab4fb" }, { "cell_type": "code", "execution_count": null, "metadata": { "linenos": "" }, "outputs": [], "source": [ "aligner = oms.MapAlignmentAlgorithmPoseClustering()\n", "aligner.setReference(feature_maps[ref_index])\n", "\n", "\n", "## change default params, if you want ...\n", "p = aligner.getParameters()\n", "# p.setValue(...)\n", "aligner.setParameters(p)\n", "\n", "# perform alignment and transformation of feature maps to the reference map (exclude reference map)\n", "for feature_map in feature_maps_to_align:\n", " trafo = oms.TransformationDescription()\n", " aligner.align(feature_map, trafo)\n", " transformer = oms.MapAlignmentTransformer()\n", " transformer.transformRetentionTimes(\n", " feature_map, trafo, True\n", " ) # store original RT as meta value in `feature_map`" ], "id": "e8230f8a-1938-4fcd-9961-11c571c612ee" }, { "cell_type": "markdown", "metadata": {}, "source": [ "The interface of\n", "[MapAlignmentAlgorithmIdentification](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmIdentification.html)\n", "is a bit different, so have to adapt our code a bit. In contrast to\n", "[MapAlignmentAlgorithmPoseClustering](https://pyopenms.readthedocs.io/en/latest/apidocs/_autosummary/pyopenms/pyopenms.MapAlignmentAlgorithmPoseClustering.html),\n", "which always fits a linear model, we can choose which model to fit to\n", "the landmarks found by the algorithm. Our choices are\n", "\"linear\",\"b_spline\",\"lowess\" and \"interpolated\"." ], "id": "f1568d77-d091-4a9a-bce5-9da219c1599d" }, { "cell_type": "code", "execution_count": null, "metadata": { "linenos": "\naligner = oms.MapAlignmentAlgorithmIdentification()\n## we could set a reference map; but we don't. Instead, we rely on the algorithm to use an internal average of all maps\nref_index = -1 # -1 means 'take the median' for this algorithm\n\n## let's change some default parameters of MapAlignmentAlgorithmIdentification, just to see how it's done:\np = aligner.getParameters()\np.setValue(\"max_rt_shift\", 0.2) # 20% of total RT span\np.setValue(\"use_feature_rt\", \"true\")\naligner.setParameters(p)\n\n## this list will be filled with transformations; you could use them to transform the original mzML, for example\ntrafos = list()\naligner.align(feature_maps, trafos, ref_index)\n\n# the transformations now contain the landmarks, but we still need to compute (fit) a model to them,\n# ... before applying it to the feature maps:\n# Possible models are: \"linear\",\"b_spline\",\"lowess\",\"interpolated\"\nfor fm, trafo in zip(feature_maps, trafos):\ntrafo.fitModel(\"linear\")\ntransformer = oms.MapAlignmentTransformer()\ntransformer.transformRetentionTimes(\n fm, trafo, True\n) # stores original RT as meta value 'original_RT' for each feature in each `feature_map`" }, "outputs": [], "source": [], "id": "d532907a-999c-4026-b5d7-6870dd40fce9" }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can test different models, but since we only have very few data\n", "points in our toy example, the linear model works best.\n", "\n", "## Visualization\n", "\n", "Plotting\n", "[feature maps](https://pyopenms.readthedocs.io/en/latest/user_guide/glossary.html#term-feature-maps)\n", "before and after alignment. We should observe that the data points\n", "cluster closer together:" ], "id": "22b83741-fc35-40d6-b678-65dc51ef7a63" }, { "cell_type": "code", "execution_count": null, "metadata": { "linenos": "" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "def plot_consensus_maps(fmaps):\n", " \"\"\"\n", " Plots consensus maps before and after alignment.\n", "\n", " Parameters:\n", " - fmaps: List of FeatureMaps.\n", " \"\"\"\n", " fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", "\n", " titles = [\"consensus map before alignment\", \"consensus map after alignment\"]\n", " x_labels = [\"RT\", \"RT\"]\n", " y_label = \"m/z\"\n", "\n", " for i, ax in enumerate(axes):\n", " ax.set_title(titles[i])\n", " ax.set_xlabel(x_labels[i])\n", " if i == 0: ax.set_ylabel(y_label)\n", "\n", " for fm in fmaps:\n", " x_data = [f.getMetaValue(\"original_RT\") if i == 0 else f.getRT() for f in fm]\n", " y_data = [f.getMZ() for f in fm]\n", " alpha_values = np.asarray([f.getIntensity() for f in fm]) / max([f.getIntensity() for f in fm])\n", " ax.scatter(x_data, y_data, alpha=alpha_values)\n", "\n", " fig.tight_layout()\n", " fig.legend(\n", " [fmap.getDataProcessing()[0].getMetaValue(\"parameter: out\")[:-11] for fmap in fmaps],\n", " loc=\"lower center\",\n", " )\n", " plt.show()\n", "\n", "# Example usage:\n", "plot_consensus_maps(feature_maps)" ], "id": "f7bf3f01-ec56-471e-a9ff-53e930f7d4d6" }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](attachment:img/map_alignment_fmaps.png)\n", "\n", "We can also inspect the underlying transformation and the landmarks it\n", "is based upon:" ], "attachments": { "img/map_alignment_fmaps.png": { "image/png": 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GloqeMa8pPxtoDinDMC/zGiP9tmuYdfgcrl2WIe4YDobnxbNgEz/XEHc4aTiOOcTdvEbc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MQrJbevl7DZ5E0O0KC0tszJ8hio4rQT5ZK9Lnz1vRdNxjq0D6cJ+2IXoez1nd3kyBDkMkHd3d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\nWpYCzhj0OSXQo7EqcY4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ci1lwmEoOzmMeD2abGOlH2+KdzxXH3ircYr7FsaD3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OS9WUR6Fry04uAVpgEGjR/l60qUl+j+YY35E4bnlx8VFafWCTutm23FbD+Jge9qBoGOCHoY\nRdcEOtIWu0kceEv5AOwTYJAaPgEMzzGAj+e2tGm+AMQ5hDkEeocHmVW7V+0fg+fM05U9aipR7ire\nb+fuUlv5AN7BTfXeOWrtX1WCyBnxAY55tWf/f4H670azSfulOhWqTao2XLZSzaEDJdSLdSWy42YP\n4D/A9zxQ4PNmWDYixIfSFLwXl6YVEkGCEzLNXGweIj2q7eltUB8ws9nE7TQDgFOb7SZzrPAtuBd8\ni/fSTG+WvLRwAt2Gb/iGb6CPf/zjVK1W2VF44oknws/u3r3LmXX+/Hl+DWfgK77iK4ZG9D/0oQ/R\n133d1/Gu2EmRZSGsEAE0Ko0Ah0zet2BcJzTAFPPi5jEJB7azs0U3b63RzuZ92sodOxgwRATgaDDJ\nRaVJ0qUDxIfIOcS5jMrrtv22f8SZgK8RkJ+yATprOB2BgwHDEWxNrzkkztkhUB0UNvVwWw1yFNmG\n4hyG73sNdhhYJNiE9ySQe9XSGlUe8wKWHxxUXBbmpkG0I7KeZsd8ViEOgu4c6CI9bSdhEsS1Y3yW\nJcb2K0EeoT1iBF8cBd14tsu4AbIYnBQvrTh4hXGotTo842xDCXGdO2EY8IZIr7rHmz3abCLnH98z\nuDgU6R0sD/N5E5HzsRvEQRxDnDdyI35BONMOS3JMBGnA/0KY6+K8g+nhAUdjBltj522OnkOYD5kS\n682HrygBH/gBfE2NV8f1c+rzrufSUaUxJM7FKrUGR9Sd9mQzWIYgea2nKS4/V0gM4ViTe0WkT8sV\nURjX/pJ8J7YtZQzkD6LlujjXDVyMKe9pIUteWmiBjpH4z3zmM/RVX/VVdPv2bR6xR8ZUKpWh733r\nt34r/emf/ik//83f/E36zu/8zqHPNzc3+XdXr14del+H53mc4WK7u7uZFcIKMRBiwKPYGHIwO5Qh\nU3WqX9qmASLoGgm3qzm6u/GQNpTtrq/R9kF+yMHYOKqz89HwginctjTZ0tWq+tPHJHJu2tEtX7zH\nCGa/UzyOAmDaDjqjUJxrAr2jnIiGcgaqTvFYnIcivc4CXUTCInWykwKRGETJsfTAFOcwRNQh0tvd\ndMntLCLOQZiXk5AUukOwCE5CkvRI+zIdhTQchiydA2DFwSskBQZLr22X6VHen32mG967tlXm6e+2\n9mNrR4mA7xpczByvDWjLtWOBaezlR6PiXAwC3S2bv/Khro0p4JjSbhPnLNBre1RZfzGMnJsG4e7u\nXeZZcxND3b/ruLRfqo2Ic7a6Q7lyjQr1dCOJK8wOlEfU4DhMuDlN6O0squ0l+c6iAFwaNSAOk2Wg\naSFLDl5IgX7z5k1e2/aVX/mV9PVf//U83Q54/PHH2VEw8V3f9V30nve8h5+/4x3voB/8wR8c+txx\nHM5QfR2diQ984AP8HdOyKIQVxgAdAkwn4hiYncqQqc6uX3xEg+r+EAG3Kkd0+8EGPdraoj0l0Lf2\nc+xU6M4GnA9ECYI/OU5TXLpA6tsXRoW5mCJs2rvqr4lPCHQ6kQJddVQQ6DXlcAyL8+MIOqb+nHaB\njjV1EOCY0m6KczGsR8c0+BXiMU6gz2Md1yTQnQPdaTgp6GmxpUccAtNREMMMlkUX6CsOXmFSQHzf\n2KkMiXKdQ9d2q7xkzOb4mzYR8H1YHA+PA6a383pziziHYQNViPgIYEM4TG8Phbkmznn6bWXHF+gW\ncQ7DFHd39wJvxDUx1H1j7Tmmt4+IcxboTSpUGpSvr2aULRriZq/pAj3tcpN2FsVhSb+zCOD21fFn\nlNpsJdBTBqbBra+v8/q29773vbx+DaP383QOVqP3ZwfSqZikz4bOprLnb3ymEXC3lqMHDzfpwcYG\n7T28Q9tHJXYqtosO2/pRg27uVshtTyj4sAkcbwh3b1ScwxA9xxEn/eTXhXOPdW1DAh0GB0EJ8aYS\n6HWnrOp0UxPoSpxjCrzWYS1iZ5sUWGqQq7eoULdH0BFZR4QdkfYV4mFbf64bPjvNdSVryOZwpqOg\nC3Tk6zTIyjlYcfAKkyKn+lvMMhPONO3qVpkOK040N2u8nTlwuopl2VtoiKBjjXYEILSsnCwCvX6g\nBPpL5OGscYtAd3fephZ8gWnuXf0Gu7bv84ZwzqhArzXoqNzkWWUrLBZQ1+O4dx4R9LMG+MNxAl02\ni0sLWXEwsJAC3cT3f//308/93M/NdXqdiSwLYYV0ESfQ+X0QLcSxbBAXWP5wl9bWrtPW5kPa1sS5\nRM+3is3JnQd8H7u1Y0M4U5wXHvhr0LHubQLAGZAI3ZAjgOi4V1fWUITdoKa6z1Ccw7ArK3Z6Ve/h\n+6cd9VaH9iquNYqO6HnVSa9TPsuIG8WXjWrOGjB1G7uRz8MaToNK9RLVGkpoNoetXC8rp7lKrusf\ngzSpFQoF+rZv+zZ+ND+bp/34j/84vfvd76ZXXnmF/z+Xyw19/j3f8z28zhzP/+iP/oh+6Id+aOhz\niH387sqVKyPXjjL9XvkEjRUWGtiUExuq3j2ojYjzewd1Wtur8Dpok5NNfj4RYAYbIujVvVFxjvfw\n2RgnH3w8MrOt759M4rab1Ny/Ss6j10fEuXe4Rs7D16gLf2RK4MSXQqVGR/o0d4h1Jc5L1Sbtl7Gr\n/KoNLSLiBshPevbaaQD6DbQ726C4bBSHvEwLWWrDUyHQv+/7vo9+6qd+Ktyg5nOf+1z42b179ziz\nzA1q4EAIPvKRj/AGNRihT4osC2GF9GET6eHoPJwAHhV/6EfSsVOrIuFOfoO2H96nKw8P6fZ+jR4c\n1dnZuLJV5ucTR88FiKJjo7jt8/4jprVjtBzivLjhbyQ3IdDhoFPSp9LyayW+e0qI9zuuEgEVarpl\nakG0t12OnPNaneA8y9MORNGxERzEeL7mcdQcEXWIdhy1toqeJ4cuxsXmsYvsIqDRaPDGZnfu3Jmb\nIdp86/YtNjyX1/Lc/H5Sw07qX/rSl/jR/GyeBmF+7ty58P8RWZfPbty4we9hx3a8hgjH67W1tfA7\nFy5coOeee26ie9fvFeWFclthsYE++PpOmae6Pziss+H5dWWIsAPCxTo/669PDDxwv/n/t3cmUFJU\n5x4PYNiURU4QgaA+QlgSghglYDRwEkQjJBAkniQQFfAohOQdHuDCYiSgbIrkcAySsIS4gBKJJAIS\nkQyy5IEsYX+igiDLMMAMDDCDzAzwPf7fWD237lRPz1DVPV3d/98535npqtvV3d+9Vff737V4Lvrp\nI8WG/2FY3TwGEFLnLxSv2o6/Tp2M1+jlu5B/UoexYyX3z49skfNHtuvr/H3vXxbqH13Z/HODzwsK\nJevkGck8cUpOnDwt2bln5Njl14dz8rSxulJ9S6KCfDHrW8cQpwUpLFMZ+MnZYs2JiyHYA1kQ2SKR\n2jDpBDqG061evVr279+v8+DwukqVKrJixQo9jy1e0GOekZGhQQJa7mEOzhYvGGK3bds2DQqwDyu3\neEk/THHuWASIdFS6EOdoHceicZfFbGHB5yruIMh3HSnuDcjKPee/9fmyMNbPyNwucmRr8bB29Jz7\nqJQREGgr4eVgAOZazAtBjz70i4e0O8Pa0aKfShU1RHre+SKdX4ch7fh79nNUdBTnFQVlxwwQ8DqV\nygpA/QCxh326r7QXu7yG6+efy9fh3WqX//f7mXl5ebJp0yb9a58LylD3Zmdna9138uRJfY3PdHrt\n9+7dq3UrXufk5KiAhjnvx29E3Q2RjfcfP35cR6/hOvZnlWXOb4UwR34h39iTnvxgnRaMNtt9uf6E\n7T+Rp6u3288Su262z1cKqKcxHx0N9840OK/V26Ogz9DLYtypk1E/myIL+50XZH+iwlyHtV+OBYpO\nH/Utzh2wKGpu3udy7HS+xi1owEbHQlL4lkQF+eNV/5Lyo/FwkTvevdK1Xsoikdow6QT6wIEDdVgb\n5rlBWGN4uyPOASruIUOG6LYvtWvXlt69e8vRo0eNK4gcOHBA7r33XqlVq5bOnRsxYoQUFVUsoxKZ\nCaQSQcWFCtQaWodV07EQWZl7h14JqIgxVC7AoXyxgptY51MBXeX+iz1vCYkG6g8IR4jIRBHk/QeB\nCtEaT6G6/7KQRq84GsDRK45RamY9iJ5O1LEQ3egtx/D1wkJ3LwVGq2EfdZzHNQ4ePFhhH5i/FfmF\nfEP+kXCA+hNW0XxPCjQmuPJ7LNY9j8XgLhWeDzQOMHHqw7K+AyGpSKx7zy+J1IZJJ9CThURmAiGE\nkPjjCPSwCr1ECPRkwfytYc83Qggh4SeR2pACPQqJzARCCCHxJ+xCjwI9nPlGCCEk/CRSG1KgRyGR\nmUAIIST+hF3oUaCHM98IIYSEn0RqQwr0KCQyEwghhMSfMAs97GSCOsmxBg0a6HZmmC/uMGvWLGnX\nrp1cffXVUq9ePWnfvr1MnDjRuEoJrVq10rVe7DVcwN/+9jfp1q2bfgY+C/PIKwLWkTG/K6xp06aR\n89hZpUuXLlKnTh09Z2+dCijQCSGEJBOJ1IYU6FFIZCYQQgiJP0EJPewcsPqj47Ly/7IkMzcxC85B\noEOQY+uxw4cPq2ju0aOHNGvWTM/PnTtXF06dM2eOLtyGldUXLFggo0ePtq4ksnbtWt0NpW/fvjJ5\n8mT7tLzyyisybtw4mT179hUL9PHjx6v4dwyruTv8/ve/l0mTJqlRoBNCCAkDidSGFOhRSGQmEEII\niT9+hR5WpZ68/ENp/dRyufHJpWo3jVwqj76ySbf4iycQ6D179nQNcYfQRj0F8durVy/p37+/9S5v\nkA5bmELst2zZ0j4dASu6X6lAhwiPBfZXp0AnhBASBhKpDSnQo5DITCCEEBJ//Ag9bN3y3wu2yE1f\nCHPTmo9aJp2nZEhuvnu7sSCxBTr2Bx80aJC0aNFCtz7D/61bt9Yt0MrizJkzOgQePey4TqNGjWTN\nmjV2MoUCnRBCCCkmkdqQAj0KicwEQggh8ceP0Nt8IKeUMDftv0YulekrP7bfFhgQ6NWqVZNatWqp\nwEb91LhxY91rHGRmZkqnTp30OHrFkX7hwoUq3k0wTx1z0x2GDh2qab3wI9Axvx3f07Hp06fbySjQ\nCSGEhIZEakMK9CgkMhMIIYTEHz9C78lF27Wn3BbmpnWcsNJ+W2BARHft2lXeeust2bNnj2zcuFGH\nql933XWuXvOdO3fKjBkzpF+/flKzZk1d7M0U6RDxU6dOjbyGCMbcdfSs2/gR6GPGjNG58I55iXAK\ndEIIIWEhkdqQAj0KicwEQggh8ceP0HtgzoZSgty25iOX2W8LDHuIO8Bf9E5DDHvhzFHPyMjQ17t3\n79bXVatW1d54x3AMPes2fgQ6h7gTQghJJRKpDSnQo5DITCCEEBJ//Ai9YQu3xuxBv/WZFfbbAsNL\noKNnHFuVDR8+3EpdTE5OjtZjS5Ys0ddI17lzZ+1lNw3HO3bsaL2bAp0QQghxSKQ2pECPQiIzgRBC\nSPzxI/TWfnyilCB3954vlSnLP7TfFhgQ6OY2a/gdQ4YMkSpVqqjQHTx4sG5ttm7dOh3yvn79et2G\nrWHDhpKdnS2FhYX6/8yZM+1L67VQ32HhOABhD1G+bNkyPf7GG2/oa689072IJdBxHVzP2cYNi9Th\nNT7XgQKdEEJIMpFIbUiBHoXc3FzNhEOHDmlG0Gg0Gi3cduLECRWheXl5KvwqYkVFRTrMHYvBlRLn\no5bJbc+skKzc/FLvC8oefPBBrZMcQ895hw4dZNGiRVpn4W/37t114Tgs0NakSRPp06eP7NixI3Ie\nQ9uzsrLMqi5CmzZtZNiwYfr/vHnzXJ/l2NixY91vikIsgY7r2NeG4XMd4G8I9IKCAs0v5Bvyz85T\nGo1Go9ESYdCEqKugEeMNBXoUnEyg0Wg0WmoYhCN6oCH8rsTWrd8o/WeuLCXS737uXVm6an2p9PEy\niNZUB7/R/M3IN+Sfnac0Go1GoyXSoBHjDQV6FDC3DxmAVhK7BcXLHEHPHveKG33nz+g/f0b/+bMw\n+c9PD7ppmSfzZNHmg/L6hgOy6/CpUufLa44IxV/7nJehVxlpsSd7qoPfiN+K3+zVgx6mcpesRh/6\nN/owGKMf/Rt96N9i+RCaEOfs7UvjAQV6QCDjkKn4SyoGfecP+s8f9J8/wuS/ZJvLDNENgY6/YeG1\n115z7W9u2je+8Q07eSB45VuYyl2yQh/6hz4MBvrRP/Shf5LJhxToAZFMmRo26Dt/0H/+oP/8ESb/\neQm9yiSMAh37pZv7m5tm7sceJF75FqZyl6zQh/6hD4OBfvQPfeifZPIhBXpAJFOmhg36zh/0nz/o\nP3+EyX9eQq8yCaNArwy88i1M5S5ZoQ/9Qx8GA/3oH/rQP8nkQwr0gDh//ryuTIu/pGLQd/6g//xB\n//kjTP7zEnqVCeaxHTlyJCHz2cKMV76FqdwlK/Shf+jDYKAf/UMf+ieZfEiBTgghJC3wEnok+WG+\nEUIISSco0AkhhKQFFHrhhPlGCCEknaBAJ4QQkhZQ6IUT5hshhJB0ggKdEEJIWkChF06Yb4QQQtIJ\nCnSD1atXy49+9CNp3LixruK3ePFi1/mHHnpIj5t2zz33uNLk5ORI3759pU6dOlKvXj0ZOHCgnD17\n1pVm+/btcuedd0qNGjXkq1/9qkyZMsV1PozE8h1AgPXjH/9Y6tatK7Vr15bbbrtNPvvss8h5BF9D\nhgyRBg0a6J669913n2RlZRlXEE3fvXt3qVWrljRs2FAee+wxKSoqcqUJI7H8Z5c7x5577rlImnQt\neyCW/+CHX//619K0aVOpWbOmtGnTRmbOnOlKw/IX3X/wA55/OI/fjufexx9/7EoTBv/FQ+hlZmbK\n7t27ZcuWLbJ161bdbsy+PhaBwxZkOI90SFNYWOhKg0Vp4FPnOgcPHpRLly650mCLM3zW5s2bZceO\nHXLixAnX+bCB34PfvG3bNl3N/uTJk67zn376qR6HLV++XG688UbWuRax7l3AurdsYvnQrndZ/3oT\ny4+sh2MTy4epUhfHk4kTJ+oz7pprrtHf1qtXL9mzZ48rTVA+WrVqldxyyy1SvXp1+drXvibz5s1z\nnfcDBbrBO++8I2PGjJG33nrL88bATfHDH/5Qjh49GjE7oMD5m2++WTZs2CBr166VFi1ayC9+8YvI\neSzd36hRI+nXr5/s2rVLXn/9dc38P/3pT8ZVwkcs3+3du1dvhMcff1z+85//6Ot//OMfcuzYsUia\nwYMHS7NmzeRf//qXBqCdOnWS7373u5Hz2Iqobdu2ctddd2kAi8/8yle+IqNGjYqkCSux/GeWOdif\n//xnqVKliuzbty+SJl3LHojlv0ceeUQfnniY7t+/X39ztWrVtAw6sPx5+w8iEb743ve+Jxs3btSK\n7tFHH5UbbrhB8vLyIunC4L94CPSPPvpIhfK5c+ckPz9fgyUE4ubWaRDnOIZ7ED7Dd/jwww8j5+Fj\n3JO4Fq6Rm5urPjp06FAkzS9/+UuXOLj22mvVx+vWrYukmTVrlrRr104DDoiE9u3ba7DiRatWrTSo\nwPPEBA0HTzzxhOYVxBwCwQceeEBXmy8vtpCB3XHHHZHzzz77rNx+++36/IFoRD0aTaDDJxDyO3fu\n1EYLO006P/dAWfcuYN0bm1g+ZP1bPmL5kfVwbMryYSrVxfEEjRYQyrjP0PgLkR0PH6F+Qh05fPhw\nrdNffPFFLc///Oc/I2n8QIEeBfvGABDoaImJBjII70Og4YBWfzzIneDmpZde0sCqoKAgkubJJ5/U\nYClV8PLdz372Mw0wo4GA9Mtf/rK8+eabkWMIYHGt9evX62vcIFWrVnW1cqH1FQGe6c+w4+U/G5TD\nH/zgB5HXLHslePnvm9/8powfP9517Nvf/rZWhIDlrwTbfxBIOIbKzgE9wmhRnj17tr4Oi/8CE+gX\nikQyt4sc2nz5ou79UiFwcR9CVAK0uCMAQA+bA8Q80jg9bPAfXpu96hBQEFTOFmw//elPtffNEQkI\nGr7//e+rgAZz587VYGHOnDnaQ4/8WrBggYwePTpyTQcICAQs6PGbPHmy6xy+C4KShQsXagCI/PvO\nd74jt956qytdWSDfESCZosb8/U8//bRMmzZNAxs0JIBoAt0ZkeCVb3zuubHvXcC6t2J4+dCG9W9s\nvPzIerhi2D5Mpbo4kRw/flx/P0YngKB8hIZslGkTPG/tUV5XCgV6FOwbA0CgI5jAzdCyZUttgcnO\nzo6cR4BUv3594x3FwRlaVNAaBtATYYv8jIwM/Tw7OAkrtu/wAMFQEzyY7777bvUfAj4zDVqx8L5T\np05FjgEEkQjkwG9/+1ttoTZBAIf3IZBNFWz/2eCBcdVVV8n8+fMjx1j2SvDyH1ruMeTp8OHD2gqN\n340y6TywWf5KsP2HodQ4hp43EwzRxDMRhMV/0YReucGQ83+/KPJcC5GxdYvtmYYiS/4nItRxbQTq\nEOEAPWd4bQ+NQ4+6U/mjXJpBF8CQd7wPPergJz/5iT4/TZYsWaL+QwCCe7t///6u89FAupEjR6qI\nQF0WC/TW4HPMYdFlYZehaEDExxLoKBuw9957TwUN69zo2H5n3VtxbB/asP4tH15+ZD1cMWwfplJd\nnEjQyIvfhlFYICgfYSTD0KFDXWkwugYiPggo0KNg3xgAQ5IwFAc3Cc5h/kyHDh0iQxknTJjgGeyg\nUkTrKejWrZsOSTHBnEJ8HgLHVMD2HXpPcAy9Oyj86PmZNGmSti6///77mgaVHYZb2sC/aKUCeLjb\nASqCV1wbrV2pgu0/G8xbQ0u8KTJY9krw8h/EzoMPPqjnEFyhrL388suR8yx/Jdj+Q68uKq77779f\nA0m0HqPXFekcf4TFf74F+rLHSoS5ab+7VmTmnXLp/Fkd4m4OX4egRA+6Db6HM4Qdwz3RO2KCegWi\nFa39oGfPnq6WefS+DxgwQIfpQQwMGjRIWrdurcPpywI9+xgCjwYBfAaG3a5Zs8ZO5gLiGM9rNDaU\nB7sMRSOWQEevO4IoHIcP0WvJOjc6tt9Z91Yc24c2rH/Lh5cfWQ9XDNuHqVQXJwo0Uvbo0cM1xSoo\nH339618vNYVs2bJlmsZpoPcDBXoU7BvDC8w/QrqVK1fqaz6ki7F9hyFeOGbOxwJYtObnP/+5/h/U\nDZMK2P6zwZC43/zmN65jLHslePnv+eefV/+8/fbb2nOJuUJouYfwACx/JXj5D+IIrck4h14hCMV7\n771X512CsPjPl0A/srW0MHeJ9PpycsnvtHyZwwSDFOjwPcQ1DH67/vrr5dVXX9UgBIvVYR4djqOs\no0cFw9SdIfIOmKeOuekO6AFwel+8gK8wDBXD4csLvgMWgXK+K8wuUyCWQHdw8g2NH6xzo2Pfu6x7\nK47tQxvWv+XDy4+shyuGlw9TpS5OFBjpjMVFzfVcgvIRBXol4XVjeIFFA/74xz/q/xzmVIztOwSr\naC195plnjFTF8zecRRmCGnKSCtj+M0FPF85j4QsTlr0SbP/hQYn5RkuXLjVSiTz88MORHkmWvxJs\n/5lALGI4NcBQWayCCsLiP18CfelwkXENSgvzL+zSZTs/pbX2EpkEOcQdc9AxXA+GYecQWVgAzOw1\nxzC+GTNm6GJUEMkQBqZIh4ifOnVq5DU+Az2szpx5E/TYQMxhldry9p4D5Cnm6znfFWYu0ONQUYGO\nv6xzo2Pfu6x7K47tQxPWv+XH9iPr4Ypj+9Ak7HVxIsCOARj+j99mEpSPOMS9kijrxnBAiwyGijkr\nUCKAwPvM3pJ3333Xc6EQc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} }, "id": "9d0630a0-9e4c-4a18-83fb-125db3b86bd0" }, { "cell_type": "code", "execution_count": null, "metadata": { "linenos": "\ndef plot_transformed_rt_with_trafo(fmaps, trafos):\n\"\"\"\nPlots original RT vs. transformed RT for each feature map and ensures matching colors for transformation points.\n\nParameters:\n- fmaps: List of FeatureMaps that have been aligned.\n- trafos: List of Transformations applied to the FeatureMaps.\n\"\"\"\nfig, ax = plt.subplots(figsize=(8, 5))\n\nax.set_title(\"RT Transformation Before vs. After Alignment\")\nax.set_xlabel(\"Original RT\")\nax.set_ylabel(\"Transformed RT\")\n\ncolors = plt.cm.viridis(np.linspace(0, 1, len(fmaps))) # Generate distinct colors for each map\n\nfor i, (fm, trafo) in enumerate(zip(fmaps, trafos)):\n label = fm.getDataProcessing()[0].getMetaValue(\"parameter: out\")[:-11]\n\n # Extract original and transformed RTs from feature maps\n original_rt = [f.getMetaValue(\"original_RT\") for f in fm]\n transformed_rt = [f.getRT() for f in fm]\n\n # Plot feature map RTs\n ax.scatter(original_rt, transformed_rt, alpha=0.5, s=20, color=colors[i], label=f\"{label} - Features\")\n\n # Extract transformation points\n trafo_points = trafo.getDataPoints()\n original_trafo_rt = [point.first for point in trafo_points]\n transformed_trafo_rt = [point.second for point in trafo_points]\n\n # Plot transformation points\n ax.scatter(original_trafo_rt, transformed_trafo_rt, marker=\"D\", s=100, edgecolors=\"black\", color=colors[i],\n label=f\"{label} - Trafo\")\n\nax.legend(loc=\"upper left\")\nax.grid(True)\nplt.show()\n\n# Example usage:\nplot_transformed_rt_with_trafo(feature_maps, trafos)" }, "outputs": [], "source": [], "id": "9ad7c552-fdec-483f-b5b1-2132abd82d31" }, { "cell_type": "markdown", "metadata": {}, "source": [ "While we do not know the underlying features using just this\n", "information, we can see that features in corresponding maps are now\n", "nicely aligned horizontally (the new RT). Also, it seems a linear model\n", "nicely fits all the data points in each feature map. More flexible\n", "models (e.g., LOWESS) may overfit and degrade performance—feel; free to\n", "experiment.\n", "\n", "![image](attachment:img/map_alignment_trafos.png)" ], "attachments": { "img/map_alignment_trafos.png": { "image/png": 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my0EfhRiCaIFotIOT/u0X3LgJCt5CbOo/xKY3hz2//0YPT3ibHjJpJadPDgmQ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\nVVqCTUiPuDYfjImagsiApvYBTe0DmtqHhqZa+zUvAwNiEFoTWmNxaeF0L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