From 76394efcb466fe7baff109611fa8e9e629f40aa8 Mon Sep 17 00:00:00 2001
From: Fabian Ruperti <ruperti@mac-arendt56.local>
Date: Wed, 6 Jul 2022 19:11:23 +0200
Subject: [PATCH] updated suppl-annotaion-categories to make suppl fig 2.1 and
 2.2

---
 analysis/suppl-annotation_categories.ipynb | 376 +++++++++++++++------
 1 file changed, 273 insertions(+), 103 deletions(-)

diff --git a/analysis/suppl-annotation_categories.ipynb b/analysis/suppl-annotation_categories.ipynb
index c087705..d40e8d6 100755
--- a/analysis/suppl-annotation_categories.ipynb
+++ b/analysis/suppl-annotation_categories.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "dc9dc62f-580e-4e06-aed7-4b9270a5a88b",
    "metadata": {},
    "outputs": [
@@ -10,7 +10,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2022-07-06 10:07\n"
+      "2022-07-06 19:05\n"
      ]
     }
    ],
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "a5dc559c-d647-414b-9e84-7e59a5fa34bd",
    "metadata": {},
    "outputs": [],
@@ -54,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "04bc758b-3269-413e-bc7a-dc3d52687d4d",
    "metadata": {},
    "outputs": [],
@@ -90,7 +90,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "annotations_complete = structural_annotation[['protein_id', 'eggNOG_OGs', 'MSA size', 'query length', 'seq. id.', 'bit score','plddt', 'complete_protein']].merge(sequence_annotation[['protein_id', 'eggNOG_OGs']], \n",
+    "annotations_complete = structural_annotation[['protein_id', 'eggNOG_OGs', 'MSA size','alignment length', 'query length', 'seq. id.', 'bit score','plddt', 'complete_protein']].merge(sequence_annotation[['protein_id', 'eggNOG_OGs', 'score']], \n",
     "                                                                           on='protein_id', suffixes=['_struct', '_seq'], how = 'outer')"
    ]
   },
@@ -162,10 +162,8 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "f773a88b-855b-4104-9faf-ef461f02e197",
-   "metadata": {
-    "tags": []
-   },
+   "id": "65e7e87b-2830-4980-b08b-770a68179f9b",
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -186,6 +184,41 @@
     "annotations_complete['annotation_category'].value_counts()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "f773a88b-855b-4104-9faf-ef461f02e197",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cats = ['Structure / No sequence', 'Structure / Sequence', 'No structure / No sequence', 'No structure / Sequence']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(5, 5))\n",
+    "sns.countplot(x='annotation_category', data=annotations_complete, ax=ax)\n",
+    "ax.set_xticklabels(cats, rotation = 45, ha = 'right')\n",
+    "ax.tick_params(labelsize = 15)\n",
+    "plt.ylabel('protein count', fontsize=14)\n",
+    "ax.set(xlabel=None)\n",
+    "\n",
+    "fig = fig.get_figure()\n",
+    "fig.savefig('./figures/analysis-annotation_cat-barplot.svg')"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "b3bde457-8005-4ad4-a24c-8a6c00dbe37a",
@@ -196,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "a741a46c-b8be-4214-b1b2-75aee27af89e",
    "metadata": {
     "tags": []
@@ -204,7 +237,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -220,10 +253,11 @@
     "ordered = annotations_complete[['annotation_category', 'plddt']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='plddt', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(10, i, str(c))\n",
+    "ax.set_yticklabels(cats)\n",
     "ax.set_xlim(0, 100);\n",
-    "ax.set_title('Distribution of plddt values across annotation categories');"
+    "plt.xlabel('pLDDT', fontsize=14)\n",
+    "ax.set(ylabel=None);\n",
+    "plt.savefig('./figures/analysis-annotation_cat-plddt.svg')"
    ]
   },
   {
@@ -236,7 +270,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "f55dad42-94f1-4b85-8202-4cbe49d213e1",
    "metadata": {
     "tags": []
@@ -244,7 +278,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -260,10 +294,11 @@
     "ordered = annotations_complete[['annotation_category', 'MSA size']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='MSA size', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(23000, i, str(c))\n",
-    "ax.set_xlim(-1000, 25000);\n",
-    "ax.set_title('Distribution of MSA sizes across annotation categories');"
+    "ax.set_xlim(-1000, 25000)\n",
+    "ax.set_yticklabels(cats)\n",
+    "plt.xlabel('MSA size', fontsize=14)\n",
+    "ax.set(ylabel=None);\n",
+    "plt.savefig('./figures/analysis-annotation_cat-msa.svg')"
    ]
   },
   {
@@ -276,13 +311,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "864fc6b0-293d-4942-a0e4-b8f80af31fee",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -298,10 +333,85 @@
     "ordered = annotations_complete[['annotation_category', 'bit score']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='bit score', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(2500, i, str(c))\n",
-    "ax.set_xlim(-50, 3000);\n",
-    "ax.set_title('Distribution of Foldseek bit scores across annotation categories');"
+    "ax.set_xlim(-50, 3000)\n",
+    "plt.xlabel('FoldSeek bit score', fontsize=14)\n",
+    "ax.set(ylabel=None);\n",
+    "ax.set_yticklabels(cats)\n",
+    "plt.savefig('./figures/analysis-annotation_cat-bitscore.svg')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "c4de15a0-0399-4a60-8cfc-fdb75ca8da6f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "annotations_complete['rel. aln length (FS)'] = annotations_complete['alignment length']/annotations_complete['query length']\n",
+    "annotations_complete[\"corrected bit score\"] = annotations_complete['bit score']/annotations_complete['rel. aln length (FS)']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "86535b4e-6c9d-4758-a0b5-fe927c1a2295",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(8, 7))\n",
+    "ordered = annotations_complete[['annotation_category', 'corrected bit score']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
+    "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
+    "sns.boxplot(data=annotations_complete, y='annotation_category', x='corrected bit score', ax=ax, fliersize=0)\n",
+    "ax.set_xlim(-50, 3000)\n",
+    "ax.set(ylabel=None);\n",
+    "ax.set_title('Distribution of corrected Foldseek bit scores across annotation categories');\n",
+    "plt.savefig('./figures/analysis-annotation_cat-corrected_bitscore.svg')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "0cd8bd51-64ee-41e4-be03-a7093f6f123b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(8, 7))\n",
+    "ordered = annotations_complete[['annotation_category', 'score']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
+    "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
+    "sns.boxplot(data=annotations_complete, y='annotation_category', x='score', ax=ax, fliersize=0)\n",
+    "ax.set_xlim(-50, 800)\n",
+    "plt.xlabel('EggNOG-mapper bit score', fontsize=14)\n",
+    "ax.set_yticklabels(cats)\n",
+    "ax.set(ylabel=None);\n",
+    "plt.savefig('./figures/analysis-annotation_cat-eggnog_score.svg')"
    ]
   },
   {
@@ -314,7 +424,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 16,
    "id": "468af6c5-1307-4ee8-bdf6-ed28fc984e9d",
    "metadata": {
     "tags": []
@@ -326,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 17,
    "id": "2596e8d5-2891-4d74-abb5-88a9a994832a",
    "metadata": {},
    "outputs": [],
@@ -354,7 +464,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 18,
    "id": "a07f1413-2d61-4018-8039-3cb200a1eacf",
    "metadata": {},
    "outputs": [
@@ -362,7 +472,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 41945/41945 [00:41<00:00, 1010.11it/s]\n"
+      "100%|██████████| 41945/41945 [00:41<00:00, 1013.04it/s]\n"
      ]
     }
    ],
@@ -387,7 +497,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 19,
    "id": "094776b6-f218-4c90-ae8c-17fd4a523c9f",
    "metadata": {
     "tags": []
@@ -412,7 +522,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 20,
    "id": "85e5dfb8-93bc-47a8-98d5-799be88b69da",
    "metadata": {},
    "outputs": [],
@@ -422,7 +532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 21,
    "id": "d41b576b-7e56-40f7-82d1-dc468f50f52e",
    "metadata": {},
    "outputs": [
@@ -454,7 +564,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 22,
    "id": "accd3b1c-e6e7-4f1d-83c6-394023e7cf0b",
    "metadata": {},
    "outputs": [],
@@ -464,7 +574,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 23,
    "id": "2bd9094d-7781-4ce4-b427-cbdb961dca6b",
    "metadata": {
     "tags": []
@@ -472,7 +582,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -488,21 +598,19 @@
     "ordered = annotations_complete[['annotation_category', 'isoelectric_points']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='isoelectric_points', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(1, i, str(c))\n",
     "ax.set_xlim(0, 15);\n",
     "ax.set_title('Distribution of isoelectric points across annotation categories');"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 24,
    "id": "af00b60c-ab1d-420e-a522-ec447d0895ae",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -518,8 +626,6 @@
     "ordered = annotations_complete[['annotation_category', 'molecular_weight']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='molecular_weight', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(1, i, str(c))\n",
     "ax.set_xlim(0, 80000);\n",
     "ax.set_title('Distribution of molecular weight across annotation categories');"
    ]
@@ -534,13 +640,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 25,
    "id": "d8a25947-ab71-4af7-9f4f-bd154860d735",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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APffcwz777MOECRPYa6+96OjoWH2dG+AMKpKkNd4RRxzB1KlTXzDsmmuu4bLLLmPWrFnccccdHH/88cvHbb311sycOZOZM2dy7rnnArB06VKOPvporrnmGmbNmsWECRP41re+BcDxxx/PBz7wAWbNmsXJJ5/M5z//+dXXuQHOoCJJWuPtsccejBw58gXDzjnnHE488USGDh0KwKhRo1bYRmaSmTz11FNkJk8++SSjR48GYPbs2eyzzz4A7L333lx22WUN6IW6U/mgEhHHRMT6za5DkrRmmTNnDtdffz277rore+65J7fccsvycXfddRc77rgje+65J9dffz0A66yzDueccw7bb789o0ePZvbs2Rx55JEA7LDDDvzyl78E4JJLLmHhwoU8+uijq79TA1DlgwpwDNBtUImIwau3FEnSmmLp0qUsWLCAG2+8ka997WsceuihZCabb7459957LzNmzODMM8/k8MMP58knn+Tf//4355xzDjNmzOCBBx5gwoQJnH766QCcccYZXHvttey4445ce+21jBkzhiFDhjS5hwNDpYJKRGwQEb+JiL9GxN8i4hRgNHBNRFxTTrMoIr4QETcBu/fQzt0RcWpE3BYRt0fEtuXwkRFxaUTMiogbI2JCOXzPiJhZ3mZExIhy+Gcj4pZy+lNr2j8pIu6MiKsj4qcRcXx3dUiSmqelpYWDDz6YiGCXXXZh0KBBzJ8/n6FDh/LSl74UgJ133pmtt96aOXPmMHPmTKA4fyUiOPTQQ7nhhhsAGD16NL/61a+YMWMGp512GgAbbbRRU/o10FQtDu4LPJCZbwWIiI2ADwF7Z+b8cpoNgL9l5sm9tDU/M3eKiE8AxwMfBk4FZmTmOyLiDcAPgYnl+E9m5p8jYjiwJCLeDLwS2AUI4PKI2AN4CngPsCPF+rsNuLV/ur926ujo4Omnn6atra3ZpVTO3LlziWez2WWssljyJHPnLnQb92Lu3LkMGzas2WUMGO94xzv44x//yF577cWcOXN49tln2WSTTXjkkUcYOXIkgwcP5p///Cdz587lFa94BUuWLGH27Nk88sgjbLrpplx11VW8+tWvBmD+/PmMHDmSQYMGcfrppzN58uQm927gqFpQuR04IyK+AlyRmddHRNdplgG/7ENbvyr/3gocXN5/HfBOgMz8Y0S8tAxDfwbOjIgfA7/KzI4yqLwZmFHOO5wiuIwALsnMxQARcXlPBUTER4GPAmy55ZZ9KFmStDIOO+wwpk2bxvz582lpaeHUU09l8uTJTJ48mfHjx7PuuutywQUXEBFcd911nHzyyQwZMoTBgwdz7rnnLj8R95RTTmGPPfZgnXXW4eUvfznnn38+ANOmTePzn/88EcEee+zB2Wef3cTeDiyRWa1PcxExEtgfOAr4PTAZmNS5RyUiFmXm8F7auLtznoiYBJyRmXtFxEzg4Mz8ZzndfcC4zHwyIrYvl/tp4I3AR4A5mfmdLm0fA7wkM08pH59JsRfojBXVNGnSpJw+fXoda2Lt0fkpu729vcmVVE9bWxu3/uMhlmz3toa0v97sKwAa1n7tcnbe+mVu4174WtBAEhG3ZuakVW2naueojAYWZ+aFwBnATsBCir0Y/eE64L3lsvaiODz0ZERsnZm3Z+ZXgOnAtsCVwOTyUBARMSYiRpVtHBQRw8pzWQ7op9okSVIXVTv0sz3wtYh4Dvg38HGKE2Z/FxEPZubeq9j+FOAHETELWAx8sBx+TETsTXFYaTbwu8x8JiJeDfylPPy0CHhfZt4WET8HZgL3ANevYk2SJKkHlQoqmXklxZ6MWtOBs2qmWeFhn3KasTX3pwN7lfcfA97ezfSf7qGdbwLf7Gb4acBpABExpbd6JEnSyqnUoR9JkqRaldqjUq+IuATYqsvgz5V7ZlaLzJyyupYlSdJAs0YHlcw8qNk1SJKkxvHQjyRJqiyDiiRJqiyDiiRJqiyDiiRJqiyDiiRJqiyDiiRJqiyDiiRJqiyDiiRJqiyDiiRJqiyDiiRJqiyDiiRJqqw1+rd+tGZobW1tdglSJfhakOpnUFHDtbW1NbsEqRJ8LUj189CPJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqLIOKJEmqrCHNLkAa6AYtfoz1Zl/RoLYfBWhY+88v5zHgZQ1dhqSByaAiNVFra2tD2+/oWApAS0ujQ8TLGt4XSQOTQUVqora2tmaXIEmV5jkqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsoY0uwBJfdPe3s68efMa0nZHRwcALS0tDWm/U2trK21tbQ1dhqS1i0FFWkPMmzePOX+7jS2HL+v3tp9aOBiAJUsf7Pe2O927aHDD2pa09jKoSGuQLYcv478mLer3dr80fThAQ9ruugxJqofnqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqKgy2tvbaW9vb3YZUlP4/Je6N6TZBUid5s2b1+wSpKbx+S91zz0qkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkiSpsgwqkqQ13uTJkxk1ahTjx49/0bgzzjiDiGD+/PnLh51++um0trayzTbbcOWVVy4fftJJJ7HFFlswfPjw1VK3emdQkSSt8Y444gimTp36ouH33XcfV111FVtuueXyYbNnz+ZnP/sZd9xxB1OnTuUTn/gEy5YtA+CAAw7g5ptvXm11q3cGFUnSGm+PPfZg5MiRLxp+7LHH8tWvfpWIWD7ssssu4z3veQ9Dhw5lq622orW1dXk42W233dh8881XW93qnUFFkrRWuvzyyxkzZgw77LDDC4bff//9bLHFFssft7S0cP/996/u8tRHQ5pdQH+LiGOA72bm4mbXIklqjsWLF3Paaafx+9///kXjMvNFw2r3uKha1sY9KscA63c3IiIGr95SJEnN8I9//IO77rqLHXbYgbFjx9LR0cFOO+3EQw89REtLC/fdd9/yaTs6Ohg9enQTq9WK9HmPSkScAfwgM+9oYD11iYgNgIuAFmAwcDEwGrgmIuZn5t4RsQg4E3gLcBzwp27a+TJwILAU+H1mHh8RmwLnAp1nYB2TmX+OiJcCPwU2BW4G9gV2zsz5XdtVfTo6Onj66adpa2trdimVNHfuXNb995r72eJfiwfx7Ny5bt8ezJ07l2HDhjW7jLXG9ttvz8MPP7z88dixY5k+fTqbbLIJBx54IIcffjif+cxneOCBB5g7dy677LJLE6vVitTzrvd34LsRcVNEHBURGzWqqDrsCzyQmTtk5njgG8ADwN6ZuXc5zQbA3zJz18zsLqSMBA4CxmXmBOBL5ahvAl/PzNcA7wS+Xw4/BfhTZu4IXM7zQeZFIuKjETE9IqY/8sgjq9pXSVIPDjvsMHbffXfuvPNOWlpaOO+883qcdty4cRx66KFst9127Lvvvpx99tkMHlzscD/hhBNoaWlh8eLFtLS0MGXKlNXUA/UkujtWt8IZIrYBPgQcBvwZ+F5mXtOA2vpSy6uAKyn2qlyRmddHxN3ApM49HBGxFBiamct6aGMIcCswHfhN2c6zEfEwRejptCmwLXA9cHBm/rOc/zHgVb3tUZk0aVJOnz595Ts7AHR+0m5vb29yJdXU1tbGkrtv4b8mLer3tr80vfjOiEa0XbuM9ca+xu3bA5//WttExK2ZOWlV26lrP3J5jse25W0+8FfgMxHxs1UtZGVk5hxgZ+B24PSIOLmbyZb0FFLKNpYCuwC/BN4BdF6IPwjYPTMnlrcxmbmwc7b+6oMkSepZn4NKRJxJcfhnf+C/M3PnzPxKZh4A7NioAnupaTSwODMvBM4AdgIWAiPqaGM4sFFm/pbiRNyJ5ajfA5+qma5z+HXAe8th+wEvWZU+SJKknvXpZNoorttaAOzQw2W/zToLaXvgaxHxHPBv4OPA7sDvIuLBmvNUVmQEcFlErAcEcGw5vA04OyJmUayn64CjgFOBn0bEbcC1wL392SFJkvS8PgWVzMyIeEdmfrGH8U/0b1l9k5lXUpyjUms6cFbNNCv8wYbMfJBuglZ5zsm7uxn+KPDmzscRcVB9VUuSpL6q5xyVGyPiNQ2rRJIkqYt6vpl2b+BjEXEP8BTFYZIsL+ldI0TEJcBWXQZ/rtwzs1Iyc+wqFSVJknpUT1DZr2FVrCaZ6WEaSZLWIH0+9JOZ9wAbAweUt43LYZIkSQ1Rz+XJRwM/BkaVtwsj4tONKkySJKmeQz9HArtm5lMAEfEV4C/UXGEjSZLUn+q56ieA2m94XVYOkyRJaoh69qj8ALipvHIGiq+b7/lXnyRJklZRn4NKZp4ZEdOA11HsSflQZs5oVGGSJEl9DioRMRK4u7x1DlsnM//d/2VJkiTVd47KbcAjwBxgbnn/roi4LSJ2bkRxkiRpYKsnqEwF9s/MTTLzpRRfAHcR8Ang240oTpIkDWz1BJVJtV81n5m/B/bIzBuBof1emSRJGvDquernsYj4HPCz8vG7gQURMRh4rt8r04DT2tra7BKkpvH5L3WvnqByOHAKcGn5+E/lsMHAof1blgaitra2ZpcgNY3Pf6l79VyePB/4dEQMz8xFXUbP69+yJEmS6vutn9dGxGxgdvl4h4jwJFpJktQw9ZxM+3XgLcCjAJn5V2CPRhQlSZIE9QUVMvO+LoOWdTuhJElSP6jnZNr7IuK1QEbEukAb8H+NKUuSJKm+PSpHAZ8ExgAdwESKL3uTJElqiHr2qGyTme+tHRAR/wH8uX9LkiRJKtSzR+WsPg6TJEnqF73uUYmI3YHXAptGxGdqRm1I8WVvkiRJDdGXQz/rAsPLaUfUDH8SOKQRRUmSJEEfgkpmXgtcGxHnZ+Y9q6EmSZIkoL6TaRdHxNeAccB6nQMz8w39XpUkSRL1nUz7Y+DvwFbAqcDdwC0NqEmSJAmoL6i8NDPPA/6dmddm5mRgtwbVJUmSVNehn3+Xfx+MiLcCDwAt/V+SJElSoZ6g8qWI2Ag4juL7UzYEjm1IVZIkSdQRVDLzivLuE8DejSlH0orcu2gwX5o+vN/bvWdh8ZVIjWi7072LBvOqhrUuaW3V56ASERcAR2fm4+XjlwD/U56rIqnBWltbG9b2Bh0dAKzX0rijua+isX2QtHaq59DPhM6QApCZCyJix/4vSVJ32traml2CJK129Vz1M6jciwJARIykvqAjSZJUl3qCxv8AN0TEL4AEDgVOa0hVkiRJ1Hcy7Q8jYjrwBiCAgzNzduf4iHhJZi5oQI2SJGmAquvQTRlMZvcw+g/ATqtckSRJUqmec1R6E/3YliRJUr8GlezHtiRJkvo1qEiSJPUrD/1IkqTKqutk2ogYDGxWO19m3lve3acf65IkSarrK/Q/DZwC/At4rhycwASAzHys36uTJEkDWj17VI4GtsnMRxtVjCRJUq16zlG5j+KXkyVJklaLevao/BOYFhG/AZ7pHJiZZ/Z7VZIkSdQXVO4tb+uWN0mSpIaq57d+TgWIiBHFw1zUsKokSZKo4xyViBgfETOAvwF3RMStETGucaVJkqSBrp5DP98FPpOZ1wBExF7A94DX9n9ZUnW1t7czb968ptbQ0dEBQEtLS1Pr6E5rayttbW3NLkPSWqKeoLJBZ0gByMxpEbFBA2qSKm3evHnMuGMGbNzEIsrr7x6JR5pYRDceb3YBktY2dV31ExH/D/hR+fh9wF39X5K0BtgYntvruV4na5RB04qjts2soTuddUlSf6nnXWUysCnwK+CS8v6HGlGUJEkS1HfVzwLAA8+SJGm16TWoRMQ3MvOYiPg1xW/7vEBmHtiQyiRJ0oDXlz0qneeknNHIQiRJkrrqNahk5q3l3YmZ+c3acRFxNHBtIwqTJEmq52TaD3Yz7Ih+qkOSJOlF+nKOymHA4cBWEXF5zagRwKONKkySJKkv56jcADwIbAL8T83whcCsRhQlSZIEfTtH5R7gHmD3xpcjSZL0vHp+lHC3iLglIhZFxLMRsSwinmxkcZIkaWCr52TabwGHAXOBYcCHgbMaUZQkSRLU91s/ZOa8iBicmcuAH0TEDQ2qS5Ikqa6gsjgi1gVmRsRXKU6w9deTJUlSw9Rz6Of95fSfAp4CtgAObkRRkiRJUF9QeUdmLsnMJzPz1Mz8DPC2RhUmSZLkN9NKkqTKWpVvpt0Qv5lWfdDe3g5AW1tbkyuR5OtRaxq/mVYNN2/evGaXIKnk61Frmrq+mTYiNgNeU476v8xc2sjiJEnSwFbPN9O+C7gZeBdwKHBTRBzSqMIkSZLq+R6V/wJek5kPA0TEpsDVwC8aUZgkSVI9V/0M6gwppUfrnF+SJKku9exRmRoRVwI/LR+/G/ht/5ckSZJU6HNQyczPRsQ7gf8AAvhuZl7SsMokSdKAV++PEv4S+GWDapEkSXqBeq76OTgi5kbEExHxZEQsjIgnG1mcJEka2OrZo/JV4IDM/L9GFSNJklSrnqt2/mVIkSRJq1M9e1SmR8TPgUuBZzoHZuav+rsoSZIkqG+PyobAYuDNwAHl7W2NKEqSpHp9/etfZ9y4cYwfP57DDjuMJUuWAHDWWWexzTbbMG7cOE444YQXzHPvvfcyfPhwzjjjjOXD9t13X3bYYQfGjRvHUUcdxbJly1ZrP/RC9Vye/KFGFiJJ0sq6//77aW9vZ/bs2QwbNoxDDz2Un/3sZ7z85S/nsssuY9asWQwdOpSHH374BfMde+yx7Lfffi8YdtFFF7HhhhuSmRxyyCFcfPHFvOc971md3VGNPgeV8ivzPwKMrZ0vMyf3f1mSJNVn6dKlPP3006yzzjosXryY0aNHc84553DiiScydOhQAEaNGrV8+ksvvZRXvOIVbLDBBi9oZ8MNN1ze3rPPPktErL5O6EXqOfRzGbARxe/7/KbmJklSU40ZM4bjjz+eLbfcks0335yNNtqIN7/5zcyZM4frr7+eXXfdlT333JNbbrkFgKeeeoqvfOUrnHLKKd2295a3vIVRo0YxYsQIDjnE399tpnqCyvqZ+bnMvCgzf9l5a1hlpYjYKyJe2+jlSJLWXAsWLOCyyy7jrrvu4oEHHuCpp57iwgsvZOnSpSxYsIAbb7yRr33taxx66KFkJqeccgrHHnssw4cP77a9K6+8kgcffJBnnnmGP/7xj6u5N6pVz1U/V0TE/pm5un/fZy9gEXBD1xERMSQzl67meiRJFXP11Vez1VZbsemmmwJw8MEHc8MNN9DS0sLBBx9MRLDLLrswaNAg5s+fz0033cQvfvELTjjhBB5//HEGDRrEeuutx6c+9anlba633noceOCBXHbZZbzpTW9qVtcGvHqCytHAf0bEM8C/KX7vJzNzw55miIixwO+APwGvBe4H3g5sA5wLrA/8A5icmQsiog04ClgKzAZOLB8vi4j3AZ8GjgQeA3YEbgOO62a5U4AtgVeUf7+Rme3luM8AnefVfD8zvxERGwAXAS3AYOCLmfnziNgZOBMYDswHjsjMB8vh/0txFdSfgP0yc3zfV+XA0tHRwdNPP01bW1uzS+kXc+fOheeaXUVFLSrWz9qyrddGc+fOZdiwYc0uo99tueWW3HjjjSxevJhhw4bxhz/8gUmTJjFhwgT++Mc/stdeezFnzhyeffZZNtlkE66//vrl806ZMoXhw4fzqU99ikWLFrFw4UI233xzli5dym9/+1te//rXN7FnqueqnxERMRJ4JbBeHct4JXBYZn4kIi4C3gmcAHw6M6+NiC8ApwDHUASTrTLzmYjYODMfj4hzgUWZeQZARBwJvAp4Y2au6JqxbYG9gRHAnRFxDjAB+BCwK0XQuikirqUINA9k5lvLZWwUEesAZwFvz8xHIuLdwGkUIecHNfV/racCIuKjwEeheBFJkhpj11135ZBDDmGnnXZiyJAh7Ljjjnz0ox8lIpg8eTLjx49n3XXX5YILLljhybFPPfUUBx54IM888wzLli3jDW94A0cdddRq7Im6queqnw9T7FVpAWYCu1Ecjtmnl1nvysyZ5f1bga2BjTPz2nLYBcDF5f1ZwI8j4lKKL5brycW9hBSA32TmM8AzEfEwsBnwOuCSzHyq7NOvgNcDU4EzIuIrwBWZeX1EjAfGA1eVT+rBwIMRsVGX+n8EvPDatlJmfhf4LsCkSZOyl3rXWi0tLQC0t7c3uZL+0dbWxoz7ZzS7jGoaDq8c88q1ZluvjdbmvV2nnnoqp5566ouGX3jhhSucb8qUKcvvb7bZZstPuFU11HMy7dHAa4B7MnNvikMv8/sw3zM195cBG69g2rcCZwM7A7dGRE9B6qmVWO4Qir0oL5KZc8pl3g6cHhEnl9PekZkTy9v2mfnmcviADR2SJK1O9QSVJZm5BCAihmbm3ynONanXE8CCiOg86Pd+4NqIGARskZnXUBwa2pji3JCFFIdv+sN1wDsiYv3yvJSDgOsjYjSwODMvBM4AdgLuBDaNiN0BImKdiBiXmY8DT0TE68o239tPtUmSpC7qOZm2IyI2pjgkc1VELAAeWMnlfhA4NyLWB/5Jcd7IYODC8tBKAF8vz1H5NfCLiHg7xcm0Ky0zb4uI84Gby0Hfz8wZEfEW4GsR8RzFicIfz8xnI+IQoL2saQjwDeCOst7/jYjFwJWrUpMkSepZPSfTHlTenRIR11B8+dvUXua5m+I8j87HZ9SM3q2bWV7XdUB5WGZCzaDru07TzTxTujyureFMiit5asdfSTeBozy3Zo9uht8K7ADLr2zy24AkSWqAevaoLFdzIqkkSVLDrFRQqYqI+BDFSb61/pyZn1xdNXTdayRJkvrPGh1UMvMHFN9pIkmS1kL1XPUjSZK0WhlUJElSZRlUJElSZRlUJElSZRlUJElSZRlUJElSZRlUJElSZRlUJElSZRlUJElSZRlUJElSZa3RX6GvNUNra2uzS5BU8vWoNY1BRQ3X1tbW7BIklXw9ak3joR9JklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZQ5pdgLRGehwGTWtizn+8+NPUGrrzODCm2UVIWpsYVKQ6tba2NrsEOrIDgJYxLU2upIsx1Vg/ktYeBhWpTm1tbc0uQZIGjIrtN5YkSXqeQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFWWQUWSJFXWkGYXIA1k7e3tzJs3r6k1dHR0ANDS0tLUOrpqbW2lra2t2WVIajKDitRE8+bN4+8zZ/KyJtawsPz7+Pz5TazihR5qdgGSKsOgIjXZy4AjiaYt/zwSmlxDV501SZLnqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqKjh2tvbaW9vb3YZklaSr2E105BmF6C137x585pdgqRV4GtYzeQeFUmSVFkGFUmSVFkGFUmSVFkGFUmSVFkGFUmSVFkGFUmSVFkGFUmSVFkGFUmSVFkGFUmSVFkGFUmSVFkGFUmSVFkGFUnSGm/y5MmMGjWK8ePHLx82ZcoUxowZw8SJE5k4cSK//e1vAbj55puXD9thhx245JJLls9z0kknscUWWzB8+PAXtH/mmWey3XbbMWHCBPbZZx/uueee1dMxGVQkSWu+I444gqlTp75o+LHHHsvMmTOZOXMm+++/PwDjx49n+vTpzJw5k6lTp/Kxj32MpUuXAnDAAQdw8803v6idHXfckenTpzNr1iwOOeQQTjjhhMZ2SMsZVCRJa7w99tiDkSNH9mna9ddfnyFDhgCwZMkSImL5uN12243NN9/8RfPsvfferL/++sun6ejo6Ieq1RcGFUnSWutb3/oWEyZMYPLkySxYsGD58Jtuuolx48ax/fbbc+655y4PLn1x3nnnsd9++zWiXHVjrQsqEbFXRLy22XVIkprr4x//OP/4xz+YOXMmm2++Occdd9zycbvuuit33HEHt9xyC6effjpLlizpU5sXXngh06dP57Of/WyjylYXa11QAfYCug0qEdH3yCxJWqNtttlmDB48mEGDBvGRj3yk23NPXv3qV7PBBhvwt7/9rdf2rr76ak477TQuv/xyhg4d2oiS1Y1K/eOOiLHA74A/UYSN+4G3A9sA5wLrA/8AJmfmgohoA44ClgKzgRPLx8si4n3Ap4EjgceAHYHbgOPoIiL2BL5ZPkxgj8xcGBGfBQ4FhgKXZOYp5fQnAR8A7gMeAW7NzDP6dWWsRTo6Onj66adpa2trdimVM3fu3LXy08KqehR4ZO5cnzMVMXfuXIYNG9bsMur24IMPLj/f5JJLLll+RdBdd93FFltswZAhQ7jnnnu48847GTt27ArbmjFjBh/72MeYOnUqo0aNanTpqlGpoFJ6JXBYZn4kIi4C3gmcAHw6M6+NiC8ApwDHUASTrTLzmYjYODMfj4hzgUWdwSEijgReBbwxM5f1sMzjgU9m5p8jYjiwJCLeXNayCxDA5RGxB/AU8B6K4DOEIvzc2l2jEfFR4KMAW2655aqtFUlSjw477DCmTZvG/PnzaWlp4dRTT2XatGnMnDmTiGDs2LF85zvfAeBPf/oTX/7yl1lnnXUYNGgQ3/72t9lkk00AOOGEE/jJT37C4sWLaWlp4cMf/jBTpkzhs5/9LIsWLeJd73oXULynX3755U3r70ASmdnsGpYr96hclZmvLB9/DlgPODIztyyHbQ1cnJk7RcRUYBFwKXBpZi6KiCm8MKicD1yTmResYLknAgcBPwZ+lZkdEXEGcAjweDnZcOB0YAQwMjNPLuc9E3igtz0qkyZNyunTp9e3QtYSnZ+K29vbm1xJ9bS1tfH4zJkcSfQ+cYOcR/Ee0MwaujqPZOOJE33OVISvYa2MiLg1MyetajtV3Ov8TM39ZcDGK5j2rcDZwM7ArSs4B+WpFS0wM78MfBgYBtwYEdtS7EU5PTMnlrfWzDyvc5beuyFJklZVFYNKV08ACyLi9eXj9wPXRsQgYIvMvIbi0NDGFHs9FlLs9eiziNg6M2/PzK8A04FtgSuByeWhICJiTESMAq4DDoqIYRExAjhglXsoSZK6VcVzVLrzQeDciFgf+CfwIWAwcGFEbESx9+Pr5TkqvwZ+ERFvpziZti+OiYi9KfbgzAZ+V5738mrgL+WXAS0C3peZt0XEz4GZwD3A9f3WS0mS9AKVCiqZeTcwvuZx7Xkfu3Uzy+u6aWMOMKFmUK9BIjO7DTSZ+U2evxqodvhpwGkA5TkxkiSpAdaEQz+SJGmAqtQelUaLiA8BR3cZ/OfM/OTKtpmZU1apKEmS1KMBFVQy8wfAD5pdhyRJ6hsP/UiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoyqEiSpMoaUF+hr+ZobW1tdgmSVoGvYTWTQUUN19bW1uwSJK0CX8NqJg/9SJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyjKoSJKkyhrS7AKkge4h4Dyyact/sPzbzBq6egjYuNlFSKoEg4rURK2trc0ugUUdHQBs3NLS5EqetzHVWDeSms+gIjVRW1tbs0uQpErzHBVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZkVmdr81em0XEQuDOZtfRRJsA85tdRJMM5L6D/bf/A7f/A7nvANtk5ohVbcRvpl197szMSc0uolkiYvpA7f9A7jvYf/s/cPs/kPsORf/7ox0P/UiSpMoyqEiSpMoyqKw+3212AU02kPs/kPsO9t/+D1wDue/QT/33ZFpJklRZ7lGRJEmVZVCRJEmVZVDpRxExMiKuioi55d+X9DDdvhFxZ0TMi4gTa4ZPiYj7I2Jmedt/9VW/cnrqS834iIj2cvysiNipr/OuCVax/3dHxO3ltu6Xy/hWtz70f9uI+EtEPBMRx9czb9WtYt8HwrZ/b/mcnxURN0TEDn2dd02wiv0fCNv/7WXfZ0bE9Ih4XV/nfZHM9NZPN+CrwInl/ROBr3QzzWDgH8ArgHWBvwLbleOmAMc3ux919LfHvtRMsz/wOyCA3YCb+jpv1W+r0v9y3N3AJs3uR4P7Pwp4DXBa7XN7Td/+q9L3AbTtXwu8pLy/3wB87Xfb/wG0/Yfz/HmwE4C/r+z2d49K/3o7cEF5/wLgHd1MswswLzP/mZnPAj8r51sT9aUvbwd+mIUbgY0jYvM+zlt1q9L/tUGv/c/MhzPzFuDf9c5bcavS97VBX/p/Q2YuKB/eCLT0dd41wKr0f23Ql/4vyjKZABsA2dd5uzKo9K/NMvNBgPLvqG6mGQPcV/O4oxzW6VPl7rL/7enQUYX01pcVTdOXeatuVfoPxQv39xFxa0R8tGFVNs6qbMM1ffuvav0DbdsfSbFncWXmraJV6T8MkO0fEQdFxN+B3wCT65m3ll+hX6eIuBp4WTejTuprE90M60ya5wBfLB9/Efgfnt+4VbSivvQ2TV/mrbpV6T/Af2TmAxExCrgqIv6emdf1a4WNtSrbcE3f/qta/4DZ9hGxN8U/6s5zFNb0bQ+r1n8YINs/My8BLomIPSj+p72xr/PWMqjUKTPf2NO4iPhXRGyemQ+Wu/cf7mayDmCLmsctwANl2/+qaet7wBX9U3XD9NiXPkyzbh/mrbpV6T+Z2fn34Yi4hGKX6Jr0ZtWX/jdi3ipYpfoHyraPiAnA94H9MvPReuatuFXp/4DZ/p0y87qI2DoiNql3XvDQT3+7HPhgef+DwGXdTHML8MqI2Coi1gXeU85Hl3MXDgL+1sBa+0OPfalxOfCB8uqX3YAnysNifZm36la6/xGxQUSMAIiIDYA3U/3t3dWqbMM1ffuvdP0DZdtHxJbAr4D3Z+aceuZdA6x0/wfQ9m+NiCjv70Tx4fTRvsz7Is0+e3htugEvBf4AzC3/jiyHjwZ+WzPd/sAcijOfT6oZ/iPgdmBWueE2b3af+tDnF/UFOAo4qrwfwNnl+NuBSb2thzXptrL9pzjj/a/l7Y61uP8vo/gE9STweHl/w7Vh+69s3wfQtv8+sACYWd6mr2jeNe22sv0fQNv/c2X/ZgJ/AV63stvfr9CXJEmV5aEfSZJUWQYVSZJUWQYVSZJUWQYVSZJUWQYVSZJUWQYVSQNGREyMml8lj4gDe/v11oi4ofw7NiIOb3SNkl7IoCKpciJicIOankjxHQ4AZOblmfnlFc2Qma8t744FDCrSamZQkbTaRcSl5Q+y3dH5o2wRsSgivhARNwG7R8RnIuJv5e2YcpqxEfH3iPh+OfzHEfHGiPhzRMyNiF3K6XaJiBsiYkb5d5vyWzC/ALw7ImZGxLsj4oiI+FY5z2YRcUlE/LW8vbazrrLsLwOvL+c9NiKuj4iJNX36c/mV6ZL6kUFFUjNMzsydgUlAW0S8lOKn4P+WmbsCTwMfAnYFdgM+EhE7lvO2At8EJgDbUuzleB1wPPCf5TR/B/bIzB2Bk4H/zuIn5U8Gfp6ZEzPz511qageuzcwdgJ0ovlWz1onA9eW8X6f45tEjACLiVcDQzJy1iutFUhcGFUnN0BYRfwVupPiBslcCy4BfluNfB1ySmU9l5iKK30x5fTnursy8PTOfowgTf8jiK7Zvpzg8A7ARcHFE/A34OjCuDzW9geIXzMnMZZn5RC/TXwy8LSLWofiV8/P7sAxJdfLXkyWtVhGxF8XPve+emYsjYhqwHrAkM5d1TraCJp6puf9czePneP497YvANZl5UESMBab1R+21ytqvAt4OHEqxd0hSP3OPiqTVbSNgQfmPfluKQztdXQe8IyLWL39h9iDg+jqXcX95/4ia4QuBET3M8wfg41CczBsRG3YZ392836c4ZHRLZj5WR32S+sigIml1mwoMiYhZFHs+buw6QWbeRnEo5WbgJuD7mTmjjmV8FTg9Iv4M1F5BdA2wXefJtF3mORrYOyJuB27lxYeLZgFLyxNtjy3rvJXi15F/UEdtkurgrydL0kqKiNEUh5W2Lc+ZkdTP3KMiSSshIj5AsbfnJEOK1DjuUZEkSZXlHhVJklRZBhVJklRZBhVJklRZBhVJklRZBhVJklRZ/x9JmVJUkbFGsAAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -556,21 +662,19 @@
     "ordered = annotations_complete[['annotation_category', 'aromaticity']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='aromaticity', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(0.22, i, str(c))\n",
     "ax.set_xlim(-0.05, 0.3);\n",
     "ax.set_title('Distribution of aromaticity across annotation categories');"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 26,
    "id": "3f6f8184-22cc-41d3-850f-a41d1acfea8a",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -586,21 +690,19 @@
     "ordered = annotations_complete[['annotation_category', 'instability_index']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='instability_index', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(1, i, str(c))\n",
     "ax.set_xlim(0, 100);\n",
     "ax.set_title('Distribution of instability index across annotation categories');"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 27,
    "id": "13e6a40c-c4a0-483c-b614-165f78f43047",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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IkqRKMZxIkqRKMZxo0GttbaW1tbXRZUiDmu8z9aYRjS5A6muzZs1qdAnSoOf7TL3JnhNJklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJUqV97WtfY8KECWy33XYcccQRLF68GIBzzz2XrbfemgkTJjB58uQVnvPoo48yatQozj777OXD9t9/fyZOnMiECRM47rjjWLZsWb8uh3rOf/wnSaqs2bNn09rayowZM1h77bU57LDDuOyyy3jta1/LNddcw7333svIkSN58sknV3jeSSedxDvf+c4Vhl1++eWsv/76ZCaHHnooV1xxBYcffnh/Lo56yHAiSaq0pUuX8sILL7DGGmuwaNEixo4dy/nnn8/JJ5/MyJEjARgzZszy6a+++mpe97rXse66667Qzvrrr7+8vRdffJGI6L+FUF0qv1snIk6MiHUaXYckqf+NGzeOz3zmM2y++eZsuummbLDBBrz97W/ngQce4JZbbmH33Xdn77335s477wRg4cKFnHHGGZx66qmdtveOd7yDMWPGsN5663HooYf256KoDpUPJ8CJQKfhJCKG928pkqT+NG/ePK655hoeeughHn/8cRYuXMgll1zC0qVLmTdvHrfffjtnnXUWhx12GJnJqaeeykknncSoUaM6be/6669nzpw5LFmyhN/+9rf9vDTqqUrt1omIdYHLgSZgOHAFMBa4MSLmZua+EbEAOAd4B/Bp4PedtPMwcDFwILAG8L7M/FtEbAhcBLwOWAQcm5n3RsTewDfKpyewV2bOj4jPAocBI4GrMvPUsv1TgCOBx4CngLsy859HXUmSesUNN9zAFltswSabbALAIYccwm233UZTUxOHHHIIEcFuu+3GsGHDmDt3LnfccQc/+clPmDx5Ms8++yzDhg1jrbXW4vjjj1/e5lprrcVBBx3ENddcw7/+6782atHUjUqFE2B/4PHMfBdARGwAHA3sm5lzy2nWBf6Smf+9krbmZubOEfEJ4DPAR4AvAvdk5sER8Vbg+8CO5fj/yMxbI2IUsDgi3g5sBewGBHBtROwFLAQOB3aieP3uBu7qncVXX2hra+OFF16gpaWl0aUMaDNnziRezEaX0eti8fPMnDnf7WM1zZw5k7XXXrvX29188825/fbbWbRoEWuvvTa/+c1v2HXXXdlhhx347W9/yz777MMDDzzAiy++yMYbb8wtt9yy/LlTpkxh1KhRHH/88SxYsID58+ez6aabsnTpUq677jre8pa39Hq96h1VCyd/Bs6OiDOAn2fmLZ0csLQMuLIHbf20/HsXcEh5/83AewEy87cRsVEZgG4FzomIS4GfZmZbGU7eDtxTPncURVhZj6IXZRFARFzbVQERcSxwLBRvMElSfXbffXcOPfRQdt55Z0aMGMFOO+3EscceS0QwadIktttuO9Zcc00uvvjibg9wXbhwIQcddBBLlixh2bJlvPWtb+W4447rxyVRPSoVTjLzgYjYBTgAOD0iftXJZIszsycnpy8p/y7jn8vZ2ZabmfmViPhFOd/bI+Jt5bSnZ+b/1k4cESdS7PpZqcy8ELgQYNdddx18PzkHiKamJgBaW1sbXMnA1tLSwl0PPtHoMnpdrrU+W235GreP1dSXPU9f/OIX+eIXv/iK4Zdcckm3z5syZcry+69+9auXHzSr6qvUAbERMRZYlJmXAGcDOwPzKXoresPvgA+W89qHYtfP8xGxZWb+OTPPAKYBbwCuByaVu3mIiHERMaZs4z0RsXZErEdxXIskSeolleo5AbYHzoqIl4GXgI8DewK/jIg5mbnvarY/BfhuRNxLcUDsUeXwEyNiX4pelhnALzNzSURsA/yh7CpcAHwoM++OiB8D04FHgFuQJEm9plLhJDOvp+ixqDUNOLdmms7PD1uxnfE196cB+5T3nwHe3cn0n+yinW/wz7N4aoefBpwGEBFTVlaPJEnquUrt1pEkSapUz0m9IuIqYIsOgz9X9sD0i8yc0l/zkiRpKBjQ4SQz39PoGiRJUu9yt44kSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaqUAf2/daSeaG5ubnQJ0qDn+0y9yXCiQa+lpaXRJUiDnu8z9SZ360iSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoxnEiSpEoZ0egCJA0cwxY9w1ozft4P83kaoJ/m9Qzwmj6fj6SeM5xI6pHm5uZ+m1db21IAmpr6IzS8pl+XTdLKGU4k9UhLS0ujS5A0RHjMiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqhTDiSRJqpQRjS5AUnW0trYya9asPmu/ra0NgKampl5tt7m5mZaWll5tU1LjGE4kLTdr1iwe+MvdbD5qWZ+0v3D+cAAWL53Ta20+umB4r7UlqRoMJ5JWsPmoZXxh1wV90vaXp40C6NX229uUNHh4zIkkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4mGvNbWVlpbWxtdhtQr3J41GIxodAFSo82aNavRJUi9xu1Zg4E9J5IkqVIMJ5IkqVIMJ5IkqVIMJ5IkqVIMJ5IkqVIMJ5IkqVIMJ5IkqVIMJ5IkqVIMJ5IkqVIMJ5IkqVIMJ5IkqVIMJ5KkSps0aRJjxoxhu+22e8W4s88+m4hg7ty5y4edfvrpNDc3s/XWW3P99dcvH37KKaew2WabMWrUqH6pW6vOcCJJqrQPf/jDTJ069RXDH3vsMX7961+z+eabLx82Y8YMLrvsMu677z6mTp3KJz7xCZYtWwbAgQceyB//+Md+q1urznAiSaq0vfbaiw033PAVw0866STOPPNMImL5sGuuuYbDDz+ckSNHssUWW9Dc3Lw8kOyxxx5suumm/Va3Vp3hRJI04Fx77bWMGzeOiRMnrjB89uzZbLbZZssfNzU1MXv27P4uT6tpRKML6G0RcSJwYWYuanQtkqTet2jRIk477TR+9atfvWJcZr5iWG3PigaGwdhzciKwTmcjImJ4/5YiSeptDz74IA899BATJ05k/PjxtLW1sfPOO/PEE0/Q1NTEY489tnzatrY2xo4d28BqtSp63HMSEWcD383M+/qwnrpExLrA5UATMBy4AhgL3BgRczNz34hYAJwDvAP4NPD7Ttr5CnAQsBT4VWZ+JiI2AS4A2o+0OjEzb42IjYAfAZsAfwT2B3bJzLkd29XA0NbWxgsvvEBLS0ujS2m4mTNnsuZLA+s3yz8WDePFmTNdf6WZM2ey9tprN7qMPrX99tvz5JNPLn88fvx4pk2bxsYbb8xBBx3EBz7wAT71qU/x+OOPM3PmTHbbbbcGVqtVUc+n0N+ACyPijog4LiI26Kui6rA/8HhmTszM7YCvA48D+2bmvuU06wJ/yczdM7OzYLIh8B5gQmbuAHy5HPUN4GuZ+UbgvcC3y+GnAr/PzJ2Aa/lneHmFiDg2IqZFxLSnnnpqdZdVkoakI444gj333JP777+fpqYmvvOd73Q57YQJEzjssMPYdttt2X///TnvvPMYPrzoNJ88eTJNTU0sWrSIpqYmpkyZ0k9LoHpFZ/vnun1CxNbA0cARwK3A/2XmjX1QW09qeT1wPUXvyc8z85aIeBjYtb0nIyKWAiMzc1kXbYwA7gKmAb8o23kxIp6kCDrtNgHeANwCHJKZfy+f/wzw+pX1nOy66645bdq0VV9Y9Zn2X9ytra0NrqTxWlpaWPzwnXxh1wV90v6XpxXXl+jN9r88bRRrjX+j66/k9qyqiIi7MnPXVXluXf235TEbbyhvc4E/AZ+KiMtWZearKzMfAHYB/gycHhH/3clki7sKJmUbS4HdgCuBg4H2k+mHAXtm5o7lbVxmzm9/Wm8tgyRJWlGPw0lEnEOxa+cA4P9l5i6ZeUZmHgjs1FcFrqSmscCizLwEOBvYGZgPrFdHG6OADTLzOoqDaXcsR/0KOL5muvbhvwM+WA57J/Cq1VkGSZK0oh4dEBvFeVjzgIldnKLbqKONtgfOioiXgZeAjwN7Ar+MiDk1x510Zz3gmohYCwjgpHJ4C3BeRNxL8Tr9DjgO+CLwo4i4G7gZeLQ3F0iSpKGuR+EkMzMiDs7M/+li/HO9W1bPZOb1FMec1JoGnFszTbf/RCEz59BJuCqPIXl/J8OfBt7e/jgi3lNf1ZIkqTv1HHNye0S8sc8qkSRJor4rxO4LfCwiHgEWUuwCyfL02wEhIq4Ctugw+HNlD8wqyczxq1WUJElaQT3h5J19VkU/yUx3wUiSVHE93q2TmY8Ao4EDy9vocpgkSVKvqedU4hOAS4Ex5e2SiPhkXxUmSZKGpnp26xwD7J6ZCwEi4gzgD9ScGSNJkrS66jlbJ4DaK60uK4dJkiT1mnp6Tr4L3FGe8QLFpd67/u9LkiRJq6DH4SQzz4mIm4A3U/SYHJ2Z9/RVYZIkaWjqcTiJiA2Bh8tb+7A1MvOl3i9LkiQNVfUcc3I38BTwADCzvP9QRNwdEbv0RXGSJGnoqSecTAUOyMyNM3MjiouyXQ58AvhWXxQnSZKGnnrCya61l3nPzF8Be2Xm7cDIXq9MkiQNSfWcrfNMRHwOuKx8/H5gXkQMB17u9cqkftLc3NzoEqRe4/aswaCecPIB4FTg6vLx78thw4HDercsqf+0tLQ0ugSp17g9azCo51TiucAnI2JUZi7oMHpW75YlSZKGqnr+t86bImIGMKN8PDEiPBBWkiT1qnoOiP0a8A7gaYDM/BOwV18UJUmShq56wgmZ+ViHQcs6nVCSJGkV1XNA7GMR8SYgI2JNoAX4a9+UJUmShqp6ek6OA/4DGAe0ATtSXIBNkiSp19TTc7J1Zn6wdkBE/Atwa++WJEmShrJ6ek7O7eEwSZKkVbbSnpOI2BN4E7BJRHyqZtT6FBdgkyRJ6jU92a2zJjCqnHa9muHPA4f2RVGSJGnoWmk4ycybgZsj4nuZ+Ug/1CRJkoaweg6IXRQRZwETgLXaB2bmW3u9KkmSNGTVc0DspcDfgC2ALwIPA3f2QU2SJGkIqyecbJSZ3wFeysybM3MSsEcf1SVJkoaoenbrvFT+nRMR7wIeB5p6vyRJkjSU1RNOvhwRGwCfpri+yfrASX1SlSRJGrJ6HE4y8+fl3eeAffumHEmN9uiC4Xx52qg+afuR+cWlkXqz/UcXDOf1vdaapCrocTiJiIuBEzLz2fLxq4CvlseeSBoEmpub+7T9ddvaAFirqff2CL+evq9bUv+qZ7fODu3BBCAz50XETr1fkqRGaWlpaXQJklTX2TrDyt4SACJiQ+oLN5IkSStVT7j4KnBbRPwESOAw4LQ+qUqSJA1Z9RwQ+/2ImAa8FQjgkMyc0T4+Il6VmfP6oEZJkjSE1LVbpgwjM7oY/Rtg59WuSJIkDWn1HHOyMtGLbUmSpCGqN8NJ9mJbkiRpiOrNcCJJkrTa3K0jSZIqpa4DYiNiOPDq2udl5qPl3f16sS5JkjRE1XP5+k8CpwL/AF4uByewA0BmPtPr1UmSpCGnnp6TE4CtM/PpvipGkiSpnmNOHqP4j8SSJEl9pp6ek78DN0XEL4Al7QMz85xer0qSJA1Z9YSTR8vbmuVNkiSp19Xzv3W+CBAR6xUPc0GfVSVJkoasHh9zEhHbRcQ9wF+A+yLiroiY0HelSZKkoaie3ToXAp/KzBsBImIf4P+AN/V+WZLq0drayqxZsxpdRrfa2toAaGpqanAl3WtubqalpaXRZUhDWj3hZN32YAKQmTdFxLp9UJOkOs2aNYt77rsHRje6km6U5/o9FU81to7uPNvoAiRBnWfrRMR/AT8oH38IeKj3S5K0SkbDy/u8vNLJGmXYTcVe5IFQo6TGquedOAnYBPgpcFV5/+i+KEqSJA1d9ZytMw9wR6wkSepTKw0nEfH1zDwxIn5G8b90VpCZB/VJZZIkaUjqSc9J+zEmZ/dlIZIkSdCDcJKZd5V3d8zMb9SOi4gTgJv7ojBJkjQ01XNA7FGdDPtwL9UhSZIE9OyYkyOADwBbRMS1NaPWA57uq8IkSdLQ1JNjTm4D5gAbA1+tGT4fuLcvipIkSUNXT445eQR4BNiz78uRJElDXT3/+G+PiLgzIhZExIsRsSwinu/L4iRJ0tBTzwGx3wSOAGYCawMfAc7ti6IkSdLQVc//1iEzZ0XE8MxcBnw3Im7ro7okSdIQVU84WRQRawLTI+JMioNk/a/EkiSpV9WzW+ffy+mPBxYCmwGH9EVRkiRp6KonnBycmYsz8/nM/GJmfgr4t74qTJIkDU1eIVaSJFXK6lwhdn28QuyA0NraCkBLS0uDK5GkxvMzsfq8QuwQMGvWrEaXIEmV4Wdi9dV1hdiIeDXwxnLUXzNzaV8WJ0mShp56rhD7PuCPwPuAw4A7IuLQvipMkiQNTfVc5+QLwBsz80mAiNgEuAH4SV8UJkmShqZ6ztYZ1h5MSk/X+XxJkqSVqqfnZGpEXA/8qHz8fuC63i9JkiQNZT0OJ5n52Yh4L/AvQAAXZuZVfVaZJEkakur9x39XAlf2US2SJEl1na1zSETMjIjnIuL5iJgfEc/3ZXGSJGnoqafn5EzgwMz8a18VI0mSVM/ZNv8wmEiSpL5WT8/JtIj4MXA1sKR9YGb+tLeLkiRJQ1c9PSfrA4uAtwMHlrd/64uiJElqN2nSJMaMGcN22223wvBzzz2XrbfemgkTJjB58mQAHn74YdZee2123HFHdtxxR4477rjl0//oRz9i++2354c//CHXXHMNc+fOBeCRRx5hv/32Y4cddmCfffahra2t/xZOnarnVOKj+7IQSZI68+EPf5jjjz+eI488cvmwG2+8kWuuuYZ7772XkSNH8uST/7xG6JZbbsn06dNXaGPp0qWccMIJzJgxgy996UvceuutfPOb32TKlCl85jOf4cgjj+Soo47it7/9LZ///Of5wQ9+0F+Lp070OJyUl6v/KDC+9nmZOan3y5IkqbDXXnvx8MMPrzDs/PPP5+STT2bkyJEAjBkzpts2MpPMZOHChWQmL774ImPHjgVgxowZfO1rXwNg33335eCDD+71ZVB96tmtcw2wAcX/0/lFzU2SpH71wAMPcMstt7D77ruz9957c+eddy4f99BDD7HTTjux9957c8sttwCwxhprcP7557P99ttz0UUX8cwzz3DMMccAMHHiRK68sriE11VXXcX8+fN5+umn+3+htFw94WSdzPxcZl6emVe23/qsslJE7BMRb+rr+UiSBo6lS5cyb948br/9ds466ywOO+wwMpNNN92URx99lHvuuYdzzjmHD3zgAzz//PO89NJLnH/++dxzzz1MmjSJjTbaiNNPPx2As88+m5tvvpmddtqJm2++mXHjxjFiRF3XKFUvq+fV/3lEHJCZ/f3/dPYBFgC3dRwRESMyc2k/1yNJarCmpiYOOeQQIoLddtuNYcOGMXfuXDbZZJPlu3p22WUXttxySx544AEyEyiOR4kIttpqK267rfhaGTt2LD/9aXHi6YIFC7jyyivZYIMNGrNgAuoLJycA/xkRS4CXKP6/Tmbm+l09ISLGA78Efg+8CZgNvBvYGrgAWAd4EJiUmfMiogU4DlgKzABOLh8vi4gPAZ8EjgGeAXYC7gY+3cl8pwCbA68r/349M1vLcZ8C2o+T+XZmfj0i1gUuB5qA4cD/ZOaPI2IX4BxgFDAX+HBmzimHX0Rx9tLvgXdm5oqHkVdIW1sbL7zwAi0tLY0uRX1k5syZ8HKjqxgEFhSvpe+V6nn++eeZM2fO8nWzZMkSJk+ezB577MG8efN48skn+dKXvsTixYsZOXIkw4YN47nnnmPatGlceOGFLF26lNtvv52PfvSjtLW18dBDD/Gud70LgLlz57LhhhsybNgwTj/9dCZN8lDKRqvnbJ31ImJDYCtgrTrmsRVwRGZ+NCIuB94LTAY+mZk3R8SXgFOBEynCyBaZuSQiRmfmsxFxAbAgM88GiIhjgNcDb8vMZd3M9w3AvsB6wP0RcT6wA3A0sDtFuLojIm6mCDGPZ+a7ynlsEBFrAOcC787MpyLi/cBpFMHmuzX1n9VVARFxLHAswOabb17HSyZJajd16lRmz57N4sWLueiii9h9993Zdttt+c1vfsOll17K8OHDedvb3kZEMHv2bO644w4igmHDhrHvvvuy1lrFV9Zuu+3GlVdeyUsvvcSoUaP4z//8TwBuuukmPv/5zxMR7LXXXpx33nmNXFxR39k6H6HoPWkCpgN7UOxq2W8lT30oM6eX9+8CtgRGZ+bN5bCLgSvK+/cCl0bE1RQXe+vKFSsJJgC/yMwlwJKIeBJ4NfBm4KrMXFgu00+BtwBTgbMj4gzg55l5S0RsB2wH/DoioOhRmRMRG3So/wfAOzsrIDMvBC4E2HXXXXMl9faZpqYmAFpbWxtVgvpYS0sL98y+p9FlDHyjYKtxW/leGeTae1822mgjAA499FAOPfTQRpakDuo5IPYE4I3AI5m5L8Vulbk9eN6SmvvLgNHdTPsu4DxgF+CuiOgqPC1chfmOoOgteYXMfKCc55+B0yPiv8tp78vMHcvb9pn59nJ4w4KGJEmDXT3hZHFmLgaIiJGZ+TeKY0fq9RwwLyLeUj7+d+DmiBgGbJaZN1Ls9hlNcazHfIpdM73hd8DBEbFOeZzJe4BbImIssCgzLwHOBnYG7gc2iYg9ASJijYiYkJnPAs9FxJvLNj/YS7VJkiTqOyC2LSJGU+xu+XVEzAMeX8X5HgVcEBHrAH+nOA5kOHBJudskgK+Vx5z8DPhJRLyb4oDYVZaZd0fE94A/loO+nZn3RMQ7gLMi4mWKg30/npkvRsShQGtZ0wjg68B9Zb0XRcQi4PrVqUmSJK2ongNi31PenRIRN1JckG3qSp7zMMVxG+2Pz64ZvUcnT3lzxwHlLpcdagbd0oNap3R4XFvDORRn4NSOv55OQkZ5rMxenQy/C5gIy89IcmelJEm9ZJWuMlNzMKgkSVKvGtCXwIuIoykO1K11a2b+R3/V0LF3SJIkrZ4BHU4y87sU1xyRJEmDRD1n60iSJPU5w4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaqUAX35evVMc3Nzo0uQpMrwM7H6DCdDQEtLS6NLkKTK8DOx+tytI0mSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKmVEowuQ1EuehWE3Vfj3xrPFn8rXOK7RRUgynEiDQHNzc6NLWKm2bAOgaVxTgyvpxriB8VpKg53hRBoEWlpaGl2CJPWaCvevSpKkochwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKsVwIkmSKmVEowuQ1HdaW1uZNWtWo8tYrq2tDYCmpqYGV9K55uZmWlpaGl2GNOQZTqRBbNasWfxt+nRe0+hCSvPLv8/OndvQOjrzRKMLkLSc4UQa5F4DHEM0ugwAvkMC1amnVnttkhrPY04kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE4kSVKlGE5Ut9bWVlpbWxtdhiStwM+mwWNEowvQwDNr1qxGlyBJr+Bn0+Bhz4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkSaoUw4kkqdImTZrEmDFj2G677ZYPmzJlCuPGjWPHHXdkxx135LrrrgPgiSeeWD5s4sSJXHXVVcufc8opp7DZZpsxatSoFdo/55xz2Hbbbdlhhx3Yb7/9eOSRR/pnwdQlw4kkqdI+/OEPM3Xq1FcMP+mkk5g+fTrTp0/ngAMOAGCjjTZi2rRpTJ8+nalTp/Kxj32MpUuXAnDggQfyxz/+8RXt7LTTTkybNo17772XQw89lMmTJ/ftAmmlDCeSpErba6+92HDDDXs07RprrMGIESMAWLx4MRGxfNwee+zBpptu+orn7LvvvqyzzjrLp2lra+uFqrU6DCeSpAHpm9/8JjvssAOTJk1i3rx5y4ffcccdTJgwge23354LLrhgeVjpie985zu8853v7ItyVYdBF04iYp+IeFOj65Ak9Z2Pf/zjPPjgg0yfPp1NN92UT3/608vH7b777tx3333ceeednH766SxevLhHbV5yySVMmzaNz372s31Vtnpo0IUTYB+g03ASET2Pz5Kkynr1q1/N8OHDGTZsGB/96Ec7PZZkm222Yd111+Uvf/nLStu74YYbOO2007j22msZOXJkX5SsOlTqyzoixgO/BH5PETBmA+8GtgYuANYBHgQmZea8iGgBjgOWAjOAk8vHyyLiQ8AngWOAZ4CdgLuBT9NBROwNfKN8mMBemTk/Ij4LHAaMBK7KzFPL6U8BjgQeA54C7srMs3v1xaiwtrY2XnjhBVpaWhpdilZi5syZg/IXSF94Gnhq5ky364p6/vnnmTNnzvL1s3DhQtZdd10A7rnnHl588UVmzpzJyy+/zNKlSxkxYgSPPPII999/P+PHj++27XvuuYePfexjTJ06lTFjxvT1oqgHKhVOSlsBR2TmRyPicuC9wGTgk5l5c0R8CTgVOJEijGyRmUsiYnRmPhsRFwAL2sNCRBwDvB54W2Yu62KenwH+IzNvjYhRwOKIeHtZy25AANdGxF7AQuBwirAzgiLw3NVZoxFxLHAswOabb756r4okDVFTp05l9uzZLF68mIsuuojdd9+d2bNnM3fuXADWX3999t13Xx5//HGefvppJk6cyBprrMGwYcP41re+xcYbbwzA5MmT+eEPf8iiRYtoamriIx/5CFOmTOGzn/0sCxYs4H3vex9QfF5fe+21DVteVTOcPJSZ08v7dwFbAqMz8+Zy2MXAFeX9e4FLI+Jq4Opu2ryim2ACcCtwTkRcCvw0M9vKcPJ24J5ymlEUYWU9il6URQAR0eUWnJkXAhcC7LrrrtnN/AeUpqYmAFpbWxtciVampaWFZ6dPb3QZA8JGwOittnK7HsBaWlrYqpt1eOaZZ3LmmWe+YvgNN9zQ16WpTlXs8V1Sc38ZMLqbad8FnAfsAtzVzTElC7ubYWZ+BfgIsDZwe0S8gaK35PTM3LG8NWfmd9qfsvLFkCRJq6KK4aSj54B5EfGW8vG/AzdHxDBgs8y8kWK3z2iK3o35FL0bPRYRW2bmnzPzDGAa8AbgemBSuZuHiBgXEWOA3wHviYi1I2I94MDVXkJJkrRcFXfrdOYo4IKIWAf4O3A0MBy4JCI2oOjl+Fp5zMnPgJ9ExLspDojtiRMjYl+KnpoZwC/L41i2Af5QXsRnAfChzLw7In4MTAceAW7ptaWUJEnVCieZ+TCwXc3j2jNg9ujkKW/upI0HgB1qBq00PGRmpyEmM7/BP8/iqR1+GnAaQERMWVn7kiSp5wbCbh1JkjSEVKrnpK9FxNHACR0G35qZ/7GqbWbmlNUqSpIkrWBIhZPM/C7w3UbXIUmSuuZuHUmSVCmGE0mSVCmGE0mSVCmGE0mSVCmGE0mSVCmGE0mSVCmGE0mSVCmGE0mSVCmGE0mSVCmGE0mSVClD6vL16h3Nzc2NLkGSXsHPpsHDcKK6tbS0NLoESXoFP5sGD3frSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkSjGcSJKkShnR6AIk9a0ngO+QjS4DgDnl36rUU+sJYHSji5AEGE6kQa25ubnRJaxgQVsbAKObmhpcySuNpnqvlzRUGU6kQaylpaXRJUhS3TzmRJIkVYrhRJIkVYrhRJIkVYrhRJIkVYrhRJIkVYrhRJIkVYrhRJIkVYrhRJIkVUpkVu8y0oNRRMwH7m90HX1oY2Buo4voI4N52cDlG+hcvoFrMC8bwNaZud6qPNErxPaf+zNz10YX0VciYtpgXb7BvGzg8g10Lt/ANZiXDYrlW9XnultHkiRViuFEkiRViuGk/1zY6AL62GBevsG8bODyDXQu38A1mJcNVmP5PCBWkiRVij0nkiSpUgwnkiSpUgwnfSQizoqIv0XEvRFxVUSM7mK6/SPi/oiYFREn93OZqywi3hcR90XEyxHR5alwEfFwRPw5Iqavzmll/amOZRuo627DiPh1RMws/76qi+kG1Lpb2fqIQms5/t6I2LkRda6KHizbPhHxXLmupkfEfzeizlUVERdFxJMR8Zcuxg/YdQc9Wr4Bu/4iYrOIuDEi/lp+bp7QyTT1r7/M9NYHN+DtwIjy/hnAGZ1MMxx4EHgdsCbwJ2DbRtfew+XbBtgauAnYtZvpHgY2bnS9vb1sA3zdnQmcXN4/ubNtc6Ctu56sD+AA4JdAAHsAdzS67l5ctn2Anze61tVYxr2AnYG/dDF+QK67OpZvwK4/YFNg5/L+esADvfHes+ekj2TmrzJzafnwdqCpk8l2A2Zl5t8z80XgMuDd/VXj6sjMv2bmoLzibQ+XbcCuO4o6Ly7vXwwc3LhSek1P1se7ge9n4XZgdERs2t+FroKBvK31SGb+Dnimm0kG6roDerR8A1ZmzsnMu8v784G/AuM6TFb3+jOc9I9JFKmxo3HAYzWP23jlSh3oEvhVRNwVEcc2upheNJDX3aszcw4UHyzAmC6mG0jrrifrY6Cus57WvWdE/CkifhkRE/qntH4zUNddPQb8+ouI8cBOwB0dRtW9/rx8/WqIiBuA13Qy6pTMvKac5hRgKXBpZ010Mqwy53b3ZPl64F8y8/GIGAP8OiL+Vv6KaKheWLYBu+7qaKaS664LPVkflV5n3ehJ3XcDr83MBRFxAHA1sFVfF9aPBuq666kBv/4iYhRwJXBiZj7fcXQnT+l2/RlOVkNmvq278RFxFPBvwH5Z7njroA3YrOZxE/B471W4ela2fD1s4/Hy75MRcRVFF3XDv+B6YdkG7LqLiH9ExKaZOafsWn2yizYque660JP1Uel11o2V1l37ZZCZ10XEtyJi48wcLP9UbqCuux4Z6OsvItagCCaXZuZPO5mk7vXnbp0+EhH7A58DDsrMRV1MdiewVURsERFrAocD1/ZXjX0tItaNiPXa71McJNzp0eoD0EBed9cCR5X3jwJe0VM0ANddT9bHtcCR5ZkDewDPte/eqriVLltEvCYiory/G8Vn+9P9XmnfGajrrkcG8vor6/4O8NfMPKeLyepff40+0new3oBZFPvYppe3C8rhY4HraqY7gOLo5gcpdik0vPYeLt97KNLwEuAfwPUdl4/i7II/lbf7Bsry9WTZBvi62wj4DTCz/LvhYFh3na0P4DjguPJ+AOeV4/9MN2eZVe3Wg2U7vlxPf6I4AP9Nja65zuX7ETAHeKl87x0zWNZdD5dvwK4/4M0Uu2jurfm+O2B115+Xr5ckSZXibh1JklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJklQphhNJg0ZEeNVraRDwOieSBoyI+C/ggxQXOJwL3EXxLyJuA/6F4kqUDwBfANakuMrmB4GngL8DO2bms2Vbs4D9gJuA12fmSxGxPsXFpLbKzJf6bcEkrcCeE0kDQkTsCryX4r+eHgLsWjN6dGbunZlfBX4P7JGZOwGXAZMz82WKy/S/p2xrd+DhzHyEIpy8q2zncOBKg4nUWIYTSQPFm4FrMvOFzJwP/Kxm3I9r7jcB10fEn4HPAhNqpnl/ef/wmud8Gzi6vH808N0+qF1SHQwnkgaKzv7teruFNffPBb6ZmdsDHwPWKof/AWiOiE2Ag4GfAmTmrcD4iNgbGJ6ZVf4Hh9KQYDiRNFD8HjgwItaKiFH8c1dMRxsAs8v77f99mSwOsLsKOIfiP6jW/tfX71P8czZ7TaQKMJxIGhAy806KA17/RNHrMQ14rpNJpwBXRMQtFAfN1vox8CFW3A0EcCnwKoqAIqnBPFtH0oAREaMyc0FErAP8Djg2M+/uhXYPBd6dmf++2kVKWm1eE0DSQHJhRGxLcRzJxb0UTM4F3gkcsLptSeod9pxIkqRK8ZgTSZJUKYYTSZJUKYYTSZJUKYYTSZJUKYYTSZJUKf8fRmMxlHH114YAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -616,15 +718,13 @@
     "ordered = annotations_complete[['annotation_category', 'gravy']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='gravy', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(1, i, str(c))\n",
     "ax.set_xlim(-2, 2);\n",
     "ax.set_title('Distribution of gravy score across annotation categories');"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 28,
    "id": "d8c4c99a-f91a-43df-8263-9cbaf7c4b92f",
    "metadata": {},
    "outputs": [],
@@ -634,7 +734,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 29,
    "id": "f293d60e-fbee-41cc-929c-a254c7fa9061",
    "metadata": {
     "tags": []
@@ -642,7 +742,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x504 with 1 Axes>"
       ]
@@ -658,8 +758,6 @@
     "ordered = annotations_complete[['annotation_category', 'flexibility_average']].groupby('annotation_category').apply(np.median).sort_values(ascending=False).index\n",
     "counts = annotations_complete.groupby(['annotation_category']).apply(len)\n",
     "sns.boxplot(data=annotations_complete, y='annotation_category', x='flexibility_average', ax=ax, fliersize=0)\n",
-    "for i, c in enumerate(counts[ordered].values):\n",
-    "    ax.text(1.04, i, str(c))\n",
     "ax.set_xlim(0.95, 1.05);\n",
     "ax.set_title('Distribution of average flexibility score across annotation categories');"
    ]
@@ -682,53 +780,83 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "id": "4ff11ad3-bcde-49d8-89cc-78e9e9c170c2",
+   "execution_count": 30,
+   "id": "e3a9107e-3626-48fb-ba1b-0f3ed38c9723",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "correlatable = annotations_complete[['MSA size', 'query length', 'rel. aln length (FS)', 'seq. id.', 'bit score', 'score', 'plddt', 'isoelectric_points', 'molecular_weight', 'aromaticity', 'instability_index', 'gravy', 'flexibility_average']].copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "3a4e1b32-2660-4eea-a75a-274e13984944",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "correlatable.columns = [\n",
+    "    'Spongilla MSA size (AF)',\n",
+    "    'Spongilla query length (AF)',\n",
+    "    'rel. ali. length (FS)',\n",
+    "    'best match str. state id. (FS)',\n",
+    "    'bit score (FS)',\n",
+    "    'bit score (EggNOG-seq)',\n",
+    "    'pLDDT (AF)',\n",
+    "    'isoelectric points',\n",
+    "    'molecular weight',\n",
+    "    'aromaticity',\n",
+    "    'instability index',\n",
+    "    'gravy',\n",
+    "    'flexibility average'\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "edd62719-43f8-4b7b-a4a8-04b61ff5a81d",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['protein_id', 'eggNOG_OGs_struct', 'MSA size', 'query length',\n",
-       "       'seq. id.', 'bit score', 'plddt', 'complete_protein', 'eggNOG_OGs_seq',\n",
-       "       'annotation_category', 'fasta', 'isoelectric_points',\n",
-       "       'molecular_weight', 'aromaticity', 'instability_index', 'flexibility',\n",
-       "       'gravy', 'flexibility_average'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "annotations_complete.columns"
+    "correlatable['corrected bit score (FS)'] = correlatable['bit score (FS)'] / correlatable['rel. ali. length (FS)']"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "id": "e3a9107e-3626-48fb-ba1b-0f3ed38c9723",
-   "metadata": {},
+   "execution_count": 34,
+   "id": "c392c132-b7b2-4b96-9696-f4a5b0c8ad50",
+   "metadata": {
+    "tags": []
+   },
    "outputs": [],
    "source": [
-    "corr = annotations_complete[['MSA size','bit score', 'plddt', 'isoelectric_points', 'molecular_weight', 'aromaticity', 'instability_index', 'gravy', 'flexibility_average']].corr()"
+    "cor = correlatable.corr()\n",
+    "cor = pd.DataFrame(cor, columns=cor.columns, index=cor.columns)\n",
+    "mask = np.triu(np.ones_like(cor))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 35,
    "id": "3f68cfe2-6165-4fd3-9506-40a536726c9c",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.9/site-packages/seaborn/matrix.py:1216: UserWarning: ``square=True`` ignored in clustermap\n",
+      "  warnings.warn(msg)\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 720x576 with 4 Axes>"
+       "<Figure size 720x720 with 4 Axes>"
       ]
      },
      "metadata": {
@@ -738,46 +866,88 @@
     }
    ],
    "source": [
-    "sns.clustermap(corr, method=\"complete\", cmap='RdBu', annot=True, \n",
-    "               annot_kws={\"size\": 7}, vmin=-1, vmax=1, figsize=(10,8));"
+    "plt = sns.clustermap(cor, cmap='RdYlBu_r', square=True, \n",
+    "              vmin=-1, vmax=1, figsize=(10,10))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "6f07ea8f-81a7-43f7-a8de-538f79dd1429",
+   "execution_count": 36,
+   "id": "7a3fa899-9ff2-40c2-abcf-1caa537007c5",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "Index(['isoform', 'MSA size', 'query length', 'gene name', 'protein_id',\n",
-       "       'gene_id', 'has_start', 'has_end', 'target', 'seq. id.',\n",
-       "       'alignment length', 'e value', 'bit score', 'uniprot', 'evalue',\n",
-       "       'score', 'eggNOG_OGs', 'max_annot_lvl', 'COG_category', 'Description',\n",
-       "       'Preferred_name', 'GOs', 'PFAMs', 'Entry name', 'Gene names',\n",
-       "       'Function [CC]', 'Taxonomic lineage (PHYLUM)', 'origin', 'plddt',\n",
-       "       'complete_protein'],\n",
-       "      dtype='object')"
+       "<Figure size 720x720 with 4 Axes>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "structural_annotation.columns"
+    "plt.ax_row_dendrogram.set_visible(False)\n",
+    "plt.ax_col_dendrogram.set_visible(False)\n",
+    "plt.fig\n",
+    "#plt.savefig('./figures/analysis-sequence_structure_properties_correlation.svg')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "89df41b6-e0b7-4742-b211-0e79b59cd504",
+   "metadata": {},
+   "source": [
+    "Now the same for all proteins above the bit score cut-off."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "8d1e9271-7c2a-480d-a576-81c4f637f4a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "correlatable_bs = correlatable[correlatable['bit score (FS)'] > bitscore_cut_off]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "73671b84-7cce-4ca6-9752-caa41ca21805",
+   "execution_count": 103,
+   "id": "0f2d4fd8-0980-4e85-97bb-75d599277c95",
    "metadata": {},
    "outputs": [],
    "source": [
-    "no_annotation"
+    "cor_bs = correlatable_bs.corr()\n",
+    "#cor = np.corrcoef(corr.T)\n",
+    "cor_bs = pd.DataFrame(cor_bs, columns=cor_bs.columns, index=cor_bs.columns)\n",
+    "mask = np.triu(np.ones_like(cor_bs))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "91478436-6d29-4625-a932-5c33fa212d30",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt = sns.clustermap(cor_bs, cmap='RdYlBu_r', square=True, \n",
+    "              vmin=-1, vmax=1, figsize=(10,10))"
    ]
   }
  ],
-- 
GitLab